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pretraim.out
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loading annotations into memory...
Done (t=0.07s)
creating index...
index created!
loading annotations into memory...
Done (t=0.13s)
creating index...
index created!
Epoch: [0] [ 0/728] eta: 0:23:18 lr: 0.000012 loss: 0.3661 (0.3661) loss_classifier: 0.1983 (0.1983) loss_box_reg: 0.1163 (0.1163) loss_objectness: 0.0328 (0.0328) loss_rpn_box_reg: 0.0187 (0.0187) time: 1.9205 data: 0.6570 max mem: 0
Epoch: [0] [ 10/728] eta: 0:11:08 lr: 0.000081 loss: 0.4683 (0.4379) loss_classifier: 0.2094 (0.2092) loss_box_reg: 0.0945 (0.0870) loss_objectness: 0.0971 (0.1100) loss_rpn_box_reg: 0.0222 (0.0317) time: 0.9308 data: 0.0766 max mem: 0
Epoch: [0] [ 20/728] eta: 0:10:28 lr: 0.000149 loss: 0.3609 (0.4266) loss_classifier: 0.1842 (0.1961) loss_box_reg: 0.0905 (0.0813) loss_objectness: 0.0680 (0.1165) loss_rpn_box_reg: 0.0204 (0.0327) time: 0.8355 data: 0.0198 max mem: 0
Epoch: [0] [ 30/728] eta: 0:10:08 lr: 0.000218 loss: 0.2612 (0.3808) loss_classifier: 0.1453 (0.1780) loss_box_reg: 0.0786 (0.0785) loss_objectness: 0.0448 (0.0938) loss_rpn_box_reg: 0.0175 (0.0305) time: 0.8384 data: 0.0213 max mem: 0
Epoch: [0] [ 40/728] eta: 0:09:54 lr: 0.000287 loss: 0.2581 (0.3559) loss_classifier: 0.1372 (0.1693) loss_box_reg: 0.0787 (0.0798) loss_objectness: 0.0240 (0.0783) loss_rpn_box_reg: 0.0138 (0.0285) time: 0.8389 data: 0.0212 max mem: 0
Epoch: [0] [ 50/728] eta: 0:09:43 lr: 0.000355 loss: 0.2519 (0.3393) loss_classifier: 0.1363 (0.1631) loss_box_reg: 0.0781 (0.0793) loss_objectness: 0.0179 (0.0699) loss_rpn_box_reg: 0.0195 (0.0269) time: 0.8428 data: 0.0213 max mem: 0
Epoch: [0] [ 60/728] eta: 0:09:32 lr: 0.000424 loss: 0.2451 (0.3330) loss_classifier: 0.1320 (0.1611) loss_box_reg: 0.0717 (0.0802) loss_objectness: 0.0182 (0.0650) loss_rpn_box_reg: 0.0217 (0.0267) time: 0.8434 data: 0.0215 max mem: 0
Epoch: [0] [ 70/728] eta: 0:09:22 lr: 0.000493 loss: 0.2435 (0.3216) loss_classifier: 0.1234 (0.1564) loss_box_reg: 0.0717 (0.0797) loss_objectness: 0.0170 (0.0592) loss_rpn_box_reg: 0.0233 (0.0264) time: 0.8422 data: 0.0215 max mem: 0
Epoch: [0] [ 80/728] eta: 0:09:13 lr: 0.000562 loss: 0.2588 (0.3177) loss_classifier: 0.1234 (0.1545) loss_box_reg: 0.0841 (0.0798) loss_objectness: 0.0259 (0.0563) loss_rpn_box_reg: 0.0233 (0.0272) time: 0.8472 data: 0.0221 max mem: 0
Epoch: [0] [ 90/728] eta: 0:09:04 lr: 0.000630 loss: 0.2576 (0.3087) loss_classifier: 0.1196 (0.1507) loss_box_reg: 0.0813 (0.0798) loss_objectness: 0.0210 (0.0517) loss_rpn_box_reg: 0.0214 (0.0265) time: 0.8496 data: 0.0220 max mem: 0
Epoch: [0] [100/728] eta: 0:08:56 lr: 0.000699 loss: 0.2199 (0.3035) loss_classifier: 0.1140 (0.1484) loss_box_reg: 0.0722 (0.0791) loss_objectness: 0.0144 (0.0501) loss_rpn_box_reg: 0.0146 (0.0260) time: 0.8492 data: 0.0217 max mem: 0
Epoch: [0] [110/728] eta: 0:08:47 lr: 0.000768 loss: 0.2262 (0.2976) loss_classifier: 0.1192 (0.1453) loss_box_reg: 0.0717 (0.0786) loss_objectness: 0.0217 (0.0481) loss_rpn_box_reg: 0.0149 (0.0256) time: 0.8502 data: 0.0223 max mem: 0
Epoch: [0] [120/728] eta: 0:08:38 lr: 0.000836 loss: 0.2149 (0.2929) loss_classifier: 0.1102 (0.1428) loss_box_reg: 0.0753 (0.0782) loss_objectness: 0.0179 (0.0464) loss_rpn_box_reg: 0.0174 (0.0254) time: 0.8472 data: 0.0224 max mem: 0
Epoch: [0] [130/728] eta: 0:08:29 lr: 0.000905 loss: 0.2070 (0.2867) loss_classifier: 0.1055 (0.1398) loss_box_reg: 0.0714 (0.0772) loss_objectness: 0.0163 (0.0446) loss_rpn_box_reg: 0.0185 (0.0251) time: 0.8456 data: 0.0215 max mem: 0
Epoch: [0] [140/728] eta: 0:08:21 lr: 0.000974 loss: 0.2250 (0.2857) loss_classifier: 0.1112 (0.1390) loss_box_reg: 0.0722 (0.0781) loss_objectness: 0.0178 (0.0430) loss_rpn_box_reg: 0.0196 (0.0255) time: 0.8500 data: 0.0219 max mem: 0
Epoch: [0] [150/728] eta: 0:08:12 lr: 0.001042 loss: 0.2112 (0.2815) loss_classifier: 0.1103 (0.1369) loss_box_reg: 0.0704 (0.0775) loss_objectness: 0.0173 (0.0416) loss_rpn_box_reg: 0.0185 (0.0255) time: 0.8498 data: 0.0223 max mem: 0
Epoch: [0] [160/728] eta: 0:08:03 lr: 0.001111 loss: 0.2030 (0.2775) loss_classifier: 0.0941 (0.1348) loss_box_reg: 0.0676 (0.0775) loss_objectness: 0.0167 (0.0401) loss_rpn_box_reg: 0.0170 (0.0252) time: 0.8461 data: 0.0215 max mem: 0
Epoch: [0] [170/728] eta: 0:07:54 lr: 0.001180 loss: 0.1964 (0.2771) loss_classifier: 0.1021 (0.1341) loss_box_reg: 0.0717 (0.0772) loss_objectness: 0.0167 (0.0406) loss_rpn_box_reg: 0.0154 (0.0252) time: 0.8473 data: 0.0217 max mem: 0
Epoch: [0] [180/728] eta: 0:07:46 lr: 0.001249 loss: 0.1964 (0.2750) loss_classifier: 0.1056 (0.1325) loss_box_reg: 0.0704 (0.0770) loss_objectness: 0.0134 (0.0394) loss_rpn_box_reg: 0.0163 (0.0261) time: 0.8477 data: 0.0222 max mem: 0
Epoch: [0] [190/728] eta: 0:07:37 lr: 0.001317 loss: 0.1873 (0.2722) loss_classifier: 0.0981 (0.1314) loss_box_reg: 0.0668 (0.0769) loss_objectness: 0.0128 (0.0381) loss_rpn_box_reg: 0.0150 (0.0257) time: 0.8459 data: 0.0226 max mem: 0
Epoch: [0] [200/728] eta: 0:07:28 lr: 0.001386 loss: 0.2067 (0.2704) loss_classifier: 0.1040 (0.1304) loss_box_reg: 0.0668 (0.0769) loss_objectness: 0.0141 (0.0373) loss_rpn_box_reg: 0.0150 (0.0257) time: 0.8420 data: 0.0220 max mem: 0
Epoch: [0] [210/728] eta: 0:07:20 lr: 0.001455 loss: 0.2159 (0.2673) loss_classifier: 0.1067 (0.1292) loss_box_reg: 0.0668 (0.0764) loss_objectness: 0.0141 (0.0363) loss_rpn_box_reg: 0.0167 (0.0255) time: 0.8389 data: 0.0210 max mem: 0
Epoch: [0] [220/728] eta: 0:07:11 lr: 0.001523 loss: 0.2134 (0.2648) loss_classifier: 0.1012 (0.1279) loss_box_reg: 0.0668 (0.0760) loss_objectness: 0.0162 (0.0355) loss_rpn_box_reg: 0.0178 (0.0254) time: 0.8428 data: 0.0216 max mem: 0
Epoch: [0] [230/728] eta: 0:07:03 lr: 0.001592 loss: 0.2036 (0.2621) loss_classifier: 0.0964 (0.1265) loss_box_reg: 0.0693 (0.0760) loss_objectness: 0.0111 (0.0346) loss_rpn_box_reg: 0.0181 (0.0251) time: 0.8483 data: 0.0222 max mem: 0
Epoch: [0] [240/728] eta: 0:06:54 lr: 0.001661 loss: 0.1856 (0.2596) loss_classifier: 0.0859 (0.1252) loss_box_reg: 0.0674 (0.0757) loss_objectness: 0.0111 (0.0339) loss_rpn_box_reg: 0.0159 (0.0247) time: 0.8489 data: 0.0226 max mem: 0
Epoch: [0] [250/728] eta: 0:06:46 lr: 0.001730 loss: 0.2141 (0.2593) loss_classifier: 0.1089 (0.1246) loss_box_reg: 0.0777 (0.0763) loss_objectness: 0.0141 (0.0336) loss_rpn_box_reg: 0.0186 (0.0249) time: 0.8496 data: 0.0229 max mem: 0
Epoch: [0] [260/728] eta: 0:06:37 lr: 0.001798 loss: 0.2050 (0.2571) loss_classifier: 0.1010 (0.1237) loss_box_reg: 0.0777 (0.0759) loss_objectness: 0.0158 (0.0329) loss_rpn_box_reg: 0.0163 (0.0246) time: 0.8494 data: 0.0224 max mem: 0
Epoch: [0] [270/728] eta: 0:06:28 lr: 0.001867 loss: 0.2050 (0.2566) loss_classifier: 0.1089 (0.1237) loss_box_reg: 0.0714 (0.0761) loss_objectness: 0.0158 (0.0324) loss_rpn_box_reg: 0.0159 (0.0244) time: 0.8454 data: 0.0219 max mem: 0
Epoch: [0] [280/728] eta: 0:06:20 lr: 0.001936 loss: 0.1937 (0.2536) loss_classifier: 0.1021 (0.1223) loss_box_reg: 0.0610 (0.0753) loss_objectness: 0.0143 (0.0318) loss_rpn_box_reg: 0.0158 (0.0241) time: 0.8453 data: 0.0224 max mem: 0
Epoch: [0] [290/728] eta: 0:06:11 lr: 0.002004 loss: 0.1716 (0.2512) loss_classifier: 0.0850 (0.1211) loss_box_reg: 0.0551 (0.0746) loss_objectness: 0.0132 (0.0315) loss_rpn_box_reg: 0.0106 (0.0240) time: 0.8479 data: 0.0225 max mem: 0
Epoch: [0] [300/728] eta: 0:06:03 lr: 0.002073 loss: 0.1876 (0.2506) loss_classifier: 0.0909 (0.1209) loss_box_reg: 0.0670 (0.0748) loss_objectness: 0.0136 (0.0311) loss_rpn_box_reg: 0.0149 (0.0238) time: 0.8479 data: 0.0222 max mem: 0
Epoch: [0] [310/728] eta: 0:05:54 lr: 0.002142 loss: 0.2171 (0.2504) loss_classifier: 0.1092 (0.1207) loss_box_reg: 0.0764 (0.0751) loss_objectness: 0.0149 (0.0307) loss_rpn_box_reg: 0.0211 (0.0239) time: 0.8467 data: 0.0221 max mem: 0
Epoch: [0] [320/728] eta: 0:05:46 lr: 0.002210 loss: 0.2115 (0.2487) loss_classifier: 0.0981 (0.1199) loss_box_reg: 0.0751 (0.0749) loss_objectness: 0.0137 (0.0302) loss_rpn_box_reg: 0.0182 (0.0237) time: 0.8461 data: 0.0218 max mem: 0
Epoch: [0] [330/728] eta: 0:05:37 lr: 0.002279 loss: 0.1972 (0.2470) loss_classifier: 0.0939 (0.1194) loss_box_reg: 0.0629 (0.0745) loss_objectness: 0.0124 (0.0296) loss_rpn_box_reg: 0.0132 (0.0235) time: 0.8466 data: 0.0218 max mem: 0
Epoch: [0] [340/728] eta: 0:05:29 lr: 0.002348 loss: 0.1978 (0.2460) loss_classifier: 0.0941 (0.1189) loss_box_reg: 0.0628 (0.0744) loss_objectness: 0.0111 (0.0292) loss_rpn_box_reg: 0.0152 (0.0235) time: 0.8452 data: 0.0214 max mem: 0
Epoch: [0] [350/728] eta: 0:05:20 lr: 0.002417 loss: 0.1793 (0.2453) loss_classifier: 0.0913 (0.1181) loss_box_reg: 0.0616 (0.0740) loss_objectness: 0.0097 (0.0293) loss_rpn_box_reg: 0.0160 (0.0239) time: 0.8448 data: 0.0214 max mem: 0
Epoch: [0] [360/728] eta: 0:05:12 lr: 0.002485 loss: 0.1916 (0.2442) loss_classifier: 0.0915 (0.1176) loss_box_reg: 0.0685 (0.0741) loss_objectness: 0.0097 (0.0288) loss_rpn_box_reg: 0.0149 (0.0237) time: 0.8467 data: 0.0216 max mem: 0
Epoch: [0] [370/728] eta: 0:05:03 lr: 0.002554 loss: 0.2034 (0.2433) loss_classifier: 0.0915 (0.1170) loss_box_reg: 0.0685 (0.0740) loss_objectness: 0.0103 (0.0286) loss_rpn_box_reg: 0.0158 (0.0237) time: 0.8464 data: 0.0215 max mem: 0
Epoch: [0] [380/728] eta: 0:04:55 lr: 0.002623 loss: 0.1764 (0.2424) loss_classifier: 0.0845 (0.1166) loss_box_reg: 0.0636 (0.0739) loss_objectness: 0.0140 (0.0283) loss_rpn_box_reg: 0.0159 (0.0236) time: 0.8475 data: 0.0217 max mem: 0
Epoch: [0] [390/728] eta: 0:04:46 lr: 0.002691 loss: 0.1682 (0.2405) loss_classifier: 0.0847 (0.1158) loss_box_reg: 0.0571 (0.0735) loss_objectness: 0.0106 (0.0278) loss_rpn_box_reg: 0.0136 (0.0233) time: 0.8480 data: 0.0220 max mem: 0
Epoch: [0] [400/728] eta: 0:04:38 lr: 0.002760 loss: 0.1681 (0.2394) loss_classifier: 0.0873 (0.1154) loss_box_reg: 0.0611 (0.0734) loss_objectness: 0.0090 (0.0275) loss_rpn_box_reg: 0.0134 (0.0232) time: 0.8473 data: 0.0218 max mem: 0
Epoch: [0] [410/728] eta: 0:04:29 lr: 0.002829 loss: 0.1949 (0.2402) loss_classifier: 0.0946 (0.1151) loss_box_reg: 0.0638 (0.0733) loss_objectness: 0.0161 (0.0284) loss_rpn_box_reg: 0.0150 (0.0234) time: 0.8485 data: 0.0220 max mem: 0
Epoch: [0] [420/728] eta: 0:04:21 lr: 0.002898 loss: 0.2067 (0.2398) loss_classifier: 0.0972 (0.1147) loss_box_reg: 0.0643 (0.0733) loss_objectness: 0.0174 (0.0283) loss_rpn_box_reg: 0.0179 (0.0235) time: 0.8492 data: 0.0220 max mem: 0
Epoch: [0] [430/728] eta: 0:04:12 lr: 0.002966 loss: 0.1989 (0.2392) loss_classifier: 0.0972 (0.1144) loss_box_reg: 0.0643 (0.0730) loss_objectness: 0.0171 (0.0281) loss_rpn_box_reg: 0.0194 (0.0237) time: 0.8496 data: 0.0219 max mem: 0
Epoch: [0] [440/728] eta: 0:04:04 lr: 0.003035 loss: 0.1817 (0.2381) loss_classifier: 0.0924 (0.1139) loss_box_reg: 0.0601 (0.0729) loss_objectness: 0.0156 (0.0279) loss_rpn_box_reg: 0.0149 (0.0234) time: 0.8477 data: 0.0219 max mem: 0
Epoch: [0] [450/728] eta: 0:03:55 lr: 0.003104 loss: 0.1727 (0.2372) loss_classifier: 0.0833 (0.1135) loss_box_reg: 0.0606 (0.0727) loss_objectness: 0.0150 (0.0276) loss_rpn_box_reg: 0.0122 (0.0234) time: 0.8462 data: 0.0227 max mem: 0
Epoch: [0] [460/728] eta: 0:03:47 lr: 0.003172 loss: 0.1744 (0.2359) loss_classifier: 0.0854 (0.1129) loss_box_reg: 0.0607 (0.0725) loss_objectness: 0.0094 (0.0272) loss_rpn_box_reg: 0.0135 (0.0232) time: 0.8455 data: 0.0230 max mem: 0
Epoch: [0] [470/728] eta: 0:03:38 lr: 0.003241 loss: 0.2014 (0.2360) loss_classifier: 0.0969 (0.1129) loss_box_reg: 0.0701 (0.0729) loss_objectness: 0.0124 (0.0270) loss_rpn_box_reg: 0.0156 (0.0231) time: 0.8455 data: 0.0222 max mem: 0
Epoch: [0] [480/728] eta: 0:03:30 lr: 0.003310 loss: 0.2266 (0.2357) loss_classifier: 0.1052 (0.1129) loss_box_reg: 0.0804 (0.0730) loss_objectness: 0.0152 (0.0267) loss_rpn_box_reg: 0.0159 (0.0231) time: 0.8461 data: 0.0220 max mem: 0
Epoch: [0] [490/728] eta: 0:03:21 lr: 0.003379 loss: 0.2009 (0.2350) loss_classifier: 0.0919 (0.1125) loss_box_reg: 0.0632 (0.0727) loss_objectness: 0.0132 (0.0267) loss_rpn_box_reg: 0.0159 (0.0231) time: 0.8413 data: 0.0217 max mem: 0
Epoch: [0] [500/728] eta: 0:03:13 lr: 0.003447 loss: 0.1878 (0.2342) loss_classifier: 0.0878 (0.1121) loss_box_reg: 0.0605 (0.0726) loss_objectness: 0.0127 (0.0264) loss_rpn_box_reg: 0.0153 (0.0230) time: 0.8391 data: 0.0217 max mem: 0
Epoch: [0] [510/728] eta: 0:03:04 lr: 0.003516 loss: 0.1853 (0.2332) loss_classifier: 0.0878 (0.1117) loss_box_reg: 0.0676 (0.0725) loss_objectness: 0.0091 (0.0261) loss_rpn_box_reg: 0.0149 (0.0229) time: 0.8447 data: 0.0220 max mem: 0
Epoch: [0] [520/728] eta: 0:02:56 lr: 0.003585 loss: 0.1853 (0.2325) loss_classifier: 0.0912 (0.1115) loss_box_reg: 0.0636 (0.0724) loss_objectness: 0.0109 (0.0259) loss_rpn_box_reg: 0.0142 (0.0227) time: 0.8478 data: 0.0221 max mem: 0
Epoch: [0] [530/728] eta: 0:02:47 lr: 0.003653 loss: 0.1984 (0.2322) loss_classifier: 0.1051 (0.1114) loss_box_reg: 0.0630 (0.0724) loss_objectness: 0.0121 (0.0256) loss_rpn_box_reg: 0.0172 (0.0228) time: 0.8476 data: 0.0219 max mem: 0
Epoch: [0] [540/728] eta: 0:02:39 lr: 0.003722 loss: 0.1846 (0.2314) loss_classifier: 0.0888 (0.1109) loss_box_reg: 0.0605 (0.0722) loss_objectness: 0.0095 (0.0254) loss_rpn_box_reg: 0.0161 (0.0228) time: 0.8469 data: 0.0217 max mem: 0
Epoch: [0] [550/728] eta: 0:02:30 lr: 0.003791 loss: 0.1936 (0.2309) loss_classifier: 0.0899 (0.1107) loss_box_reg: 0.0701 (0.0723) loss_objectness: 0.0102 (0.0252) loss_rpn_box_reg: 0.0161 (0.0228) time: 0.8491 data: 0.0217 max mem: 0
Epoch: [0] [560/728] eta: 0:02:22 lr: 0.003859 loss: 0.1991 (0.2315) loss_classifier: 0.0928 (0.1104) loss_box_reg: 0.0712 (0.0722) loss_objectness: 0.0104 (0.0259) loss_rpn_box_reg: 0.0159 (0.0230) time: 0.8512 data: 0.0219 max mem: 0
Epoch: [0] [570/728] eta: 0:02:13 lr: 0.003928 loss: 0.1993 (0.2310) loss_classifier: 0.0948 (0.1100) loss_box_reg: 0.0762 (0.0723) loss_objectness: 0.0106 (0.0257) loss_rpn_box_reg: 0.0163 (0.0230) time: 0.8505 data: 0.0220 max mem: 0
Epoch: [0] [580/728] eta: 0:02:05 lr: 0.003997 loss: 0.1868 (0.2302) loss_classifier: 0.0911 (0.1097) loss_box_reg: 0.0589 (0.0720) loss_objectness: 0.0121 (0.0255) loss_rpn_box_reg: 0.0230 (0.0230) time: 0.8497 data: 0.0220 max mem: 0
Epoch: [0] [590/728] eta: 0:01:57 lr: 0.004066 loss: 0.1868 (0.2296) loss_classifier: 0.0927 (0.1094) loss_box_reg: 0.0589 (0.0720) loss_objectness: 0.0127 (0.0253) loss_rpn_box_reg: 0.0226 (0.0230) time: 0.8452 data: 0.0213 max mem: 0
Epoch: [0] [600/728] eta: 0:01:48 lr: 0.004134 loss: 0.1913 (0.2289) loss_classifier: 0.0855 (0.1089) loss_box_reg: 0.0699 (0.0718) loss_objectness: 0.0127 (0.0252) loss_rpn_box_reg: 0.0182 (0.0229) time: 0.8451 data: 0.0212 max mem: 0
Epoch: [0] [610/728] eta: 0:01:40 lr: 0.004203 loss: 0.1807 (0.2278) loss_classifier: 0.0799 (0.1085) loss_box_reg: 0.0585 (0.0716) loss_objectness: 0.0103 (0.0249) loss_rpn_box_reg: 0.0153 (0.0228) time: 0.8458 data: 0.0220 max mem: 0
Epoch: [0] [620/728] eta: 0:01:31 lr: 0.004272 loss: 0.1379 (0.2268) loss_classifier: 0.0716 (0.1081) loss_box_reg: 0.0472 (0.0713) loss_objectness: 0.0099 (0.0248) loss_rpn_box_reg: 0.0122 (0.0226) time: 0.8452 data: 0.0219 max mem: 0
Epoch: [0] [630/728] eta: 0:01:23 lr: 0.004340 loss: 0.1604 (0.2263) loss_classifier: 0.0750 (0.1078) loss_box_reg: 0.0539 (0.0713) loss_objectness: 0.0100 (0.0246) loss_rpn_box_reg: 0.0150 (0.0226) time: 0.8476 data: 0.0224 max mem: 0
Epoch: [0] [640/728] eta: 0:01:14 lr: 0.004409 loss: 0.1718 (0.2256) loss_classifier: 0.0834 (0.1075) loss_box_reg: 0.0610 (0.0711) loss_objectness: 0.0096 (0.0244) loss_rpn_box_reg: 0.0171 (0.0226) time: 0.8498 data: 0.0237 max mem: 0
Epoch: [0] [650/728] eta: 0:01:06 lr: 0.004478 loss: 0.1940 (0.2254) loss_classifier: 0.0907 (0.1073) loss_box_reg: 0.0610 (0.0711) loss_objectness: 0.0111 (0.0243) loss_rpn_box_reg: 0.0241 (0.0228) time: 0.8494 data: 0.0237 max mem: 0
Epoch: [0] [660/728] eta: 0:00:57 lr: 0.004547 loss: 0.2209 (0.2252) loss_classifier: 0.0964 (0.1073) loss_box_reg: 0.0711 (0.0711) loss_objectness: 0.0130 (0.0241) loss_rpn_box_reg: 0.0196 (0.0228) time: 0.8469 data: 0.0230 max mem: 0
Epoch: [0] [670/728] eta: 0:00:49 lr: 0.004615 loss: 0.1782 (0.2245) loss_classifier: 0.0903 (0.1070) loss_box_reg: 0.0673 (0.0709) loss_objectness: 0.0114 (0.0239) loss_rpn_box_reg: 0.0148 (0.0227) time: 0.8479 data: 0.0227 max mem: 0
Epoch: [0] [680/728] eta: 0:00:40 lr: 0.004684 loss: 0.1782 (0.2243) loss_classifier: 0.0935 (0.1070) loss_box_reg: 0.0691 (0.0710) loss_objectness: 0.0087 (0.0238) loss_rpn_box_reg: 0.0148 (0.0226) time: 0.8472 data: 0.0222 max mem: 0
Epoch: [0] [690/728] eta: 0:00:32 lr: 0.004753 loss: 0.2101 (0.2242) loss_classifier: 0.0969 (0.1068) loss_box_reg: 0.0697 (0.0711) loss_objectness: 0.0138 (0.0236) loss_rpn_box_reg: 0.0167 (0.0227) time: 0.8468 data: 0.0226 max mem: 0
Epoch: [0] [700/728] eta: 0:00:23 lr: 0.004821 loss: 0.1893 (0.2238) loss_classifier: 0.0896 (0.1066) loss_box_reg: 0.0716 (0.0711) loss_objectness: 0.0135 (0.0235) loss_rpn_box_reg: 0.0169 (0.0226) time: 0.8474 data: 0.0228 max mem: 0
Epoch: [0] [710/728] eta: 0:00:15 lr: 0.004890 loss: 0.1936 (0.2234) loss_classifier: 0.0919 (0.1065) loss_box_reg: 0.0761 (0.0711) loss_objectness: 0.0104 (0.0233) loss_rpn_box_reg: 0.0161 (0.0226) time: 0.8459 data: 0.0220 max mem: 0
Epoch: [0] [720/728] eta: 0:00:06 lr: 0.004959 loss: 0.1814 (0.2229) loss_classifier: 0.0922 (0.1062) loss_box_reg: 0.0653 (0.0711) loss_objectness: 0.0071 (0.0231) loss_rpn_box_reg: 0.0169 (0.0225) time: 0.8463 data: 0.0221 max mem: 0
Epoch: [0] [727/728] eta: 0:00:00 lr: 0.005000 loss: 0.1734 (0.2226) loss_classifier: 0.0869 (0.1061) loss_box_reg: 0.0603 (0.0710) loss_objectness: 0.0071 (0.0230) loss_rpn_box_reg: 0.0170 (0.0225) time: 0.8171 data: 0.0221 max mem: 0
Epoch: [0] Total time: 0:10:16 (0.8472 s / it)
Test: [ 0/500] eta: 0:04:43 model_time: 0.2673 (0.2673) evaluator_time: 0.0055 (0.0055) time: 0.5666 data: 0.2902 max mem: 0
Test: [100/500] eta: 0:00:20 model_time: 0.0368 (0.0391) evaluator_time: 0.0029 (0.0033) time: 0.0449 data: 0.0033 max mem: 0
Test: [200/500] eta: 0:00:14 model_time: 0.0367 (0.0380) evaluator_time: 0.0029 (0.0033) time: 0.0453 data: 0.0033 max mem: 0
Test: [300/500] eta: 0:00:09 model_time: 0.0374 (0.0378) evaluator_time: 0.0030 (0.0034) time: 0.0475 data: 0.0034 max mem: 0
Test: [400/500] eta: 0:00:04 model_time: 0.0373 (0.0377) evaluator_time: 0.0032 (0.0034) time: 0.0460 data: 0.0033 max mem: 0
Test: [499/500] eta: 0:00:00 model_time: 0.0373 (0.0376) evaluator_time: 0.0026 (0.0035) time: 0.0456 data: 0.0033 max mem: 0
Test: Total time: 0:00:23 (0.0471 s / it)
Averaged stats: model_time: 0.0373 (0.0376) evaluator_time: 0.0026 (0.0035)
Accumulating evaluation results...
DONE (t=0.17s).
IoU metric: bbox
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.141
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.251
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.142
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.073
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.149
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.184
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.168
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.307
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.312
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.216
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.319
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.361
Epoch: [1] [ 0/728] eta: 0:16:46 lr: 0.005000 loss: 0.1519 (0.1519) loss_classifier: 0.0730 (0.0730) loss_box_reg: 0.0585 (0.0585) loss_objectness: 0.0074 (0.0074) loss_rpn_box_reg: 0.0130 (0.0130) time: 1.3832 data: 0.5477 max mem: 0
Epoch: [1] [ 10/728] eta: 0:10:37 lr: 0.005000 loss: 0.2170 (0.2321) loss_classifier: 0.1110 (0.1025) loss_box_reg: 0.0758 (0.0731) loss_objectness: 0.0098 (0.0147) loss_rpn_box_reg: 0.0218 (0.0418) time: 0.8877 data: 0.0648 max mem: 0
Epoch: [1] [ 20/728] eta: 0:10:13 lr: 0.005000 loss: 0.1824 (0.2011) loss_classifier: 0.0851 (0.0922) loss_box_reg: 0.0619 (0.0655) loss_objectness: 0.0090 (0.0129) loss_rpn_box_reg: 0.0193 (0.0306) time: 0.8410 data: 0.0190 max mem: 0
Epoch: [1] [ 30/728] eta: 0:10:00 lr: 0.005000 loss: 0.1763 (0.1996) loss_classifier: 0.0814 (0.0929) loss_box_reg: 0.0626 (0.0664) loss_objectness: 0.0076 (0.0124) loss_rpn_box_reg: 0.0133 (0.0279) time: 0.8449 data: 0.0222 max mem: 0
Epoch: [1] [ 40/728] eta: 0:09:49 lr: 0.005000 loss: 0.1776 (0.1993) loss_classifier: 0.0814 (0.0943) loss_box_reg: 0.0645 (0.0670) loss_objectness: 0.0084 (0.0123) loss_rpn_box_reg: 0.0170 (0.0258) time: 0.8453 data: 0.0227 max mem: 0
Epoch: [1] [ 50/728] eta: 0:09:39 lr: 0.005000 loss: 0.1683 (0.2017) loss_classifier: 0.0816 (0.0945) loss_box_reg: 0.0639 (0.0686) loss_objectness: 0.0093 (0.0125) loss_rpn_box_reg: 0.0188 (0.0262) time: 0.8462 data: 0.0223 max mem: 0
Epoch: [1] [ 60/728] eta: 0:09:30 lr: 0.005000 loss: 0.1828 (0.2004) loss_classifier: 0.0817 (0.0938) loss_box_reg: 0.0637 (0.0676) loss_objectness: 0.0098 (0.0127) loss_rpn_box_reg: 0.0178 (0.0263) time: 0.8487 data: 0.0225 max mem: 0
Epoch: [1] [ 70/728] eta: 0:09:21 lr: 0.005000 loss: 0.1828 (0.1994) loss_classifier: 0.0777 (0.0926) loss_box_reg: 0.0552 (0.0666) loss_objectness: 0.0139 (0.0139) loss_rpn_box_reg: 0.0212 (0.0263) time: 0.8482 data: 0.0234 max mem: 0
Epoch: [1] [ 80/728] eta: 0:09:11 lr: 0.005000 loss: 0.1636 (0.1969) loss_classifier: 0.0758 (0.0915) loss_box_reg: 0.0495 (0.0661) loss_objectness: 0.0111 (0.0140) loss_rpn_box_reg: 0.0180 (0.0253) time: 0.8429 data: 0.0232 max mem: 0
Epoch: [1] [ 90/728] eta: 0:09:02 lr: 0.005000 loss: 0.1802 (0.1957) loss_classifier: 0.0857 (0.0917) loss_box_reg: 0.0549 (0.0652) loss_objectness: 0.0108 (0.0140) loss_rpn_box_reg: 0.0156 (0.0248) time: 0.8409 data: 0.0220 max mem: 0
Epoch: [1] [100/728] eta: 0:08:53 lr: 0.005000 loss: 0.1887 (0.1966) loss_classifier: 0.0921 (0.0924) loss_box_reg: 0.0609 (0.0661) loss_objectness: 0.0108 (0.0138) loss_rpn_box_reg: 0.0168 (0.0243) time: 0.8448 data: 0.0218 max mem: 0
Epoch: [1] [110/728] eta: 0:08:44 lr: 0.005000 loss: 0.1877 (0.1957) loss_classifier: 0.0832 (0.0923) loss_box_reg: 0.0664 (0.0662) loss_objectness: 0.0099 (0.0135) loss_rpn_box_reg: 0.0162 (0.0238) time: 0.8436 data: 0.0219 max mem: 0
Epoch: [1] [120/728] eta: 0:08:35 lr: 0.005000 loss: 0.1885 (0.1981) loss_classifier: 0.0941 (0.0934) loss_box_reg: 0.0664 (0.0679) loss_objectness: 0.0099 (0.0132) loss_rpn_box_reg: 0.0162 (0.0235) time: 0.8419 data: 0.0224 max mem: 0
Epoch: [1] [130/728] eta: 0:08:27 lr: 0.005000 loss: 0.1647 (0.1954) loss_classifier: 0.0826 (0.0921) loss_box_reg: 0.0643 (0.0671) loss_objectness: 0.0076 (0.0129) loss_rpn_box_reg: 0.0155 (0.0233) time: 0.8462 data: 0.0227 max mem: 0
Epoch: [1] [140/728] eta: 0:08:18 lr: 0.005000 loss: 0.1647 (0.1973) loss_classifier: 0.0789 (0.0915) loss_box_reg: 0.0626 (0.0670) loss_objectness: 0.0081 (0.0146) loss_rpn_box_reg: 0.0140 (0.0242) time: 0.8467 data: 0.0229 max mem: 0
Epoch: [1] [150/728] eta: 0:08:10 lr: 0.005000 loss: 0.1855 (0.1966) loss_classifier: 0.0773 (0.0908) loss_box_reg: 0.0658 (0.0666) loss_objectness: 0.0156 (0.0145) loss_rpn_box_reg: 0.0188 (0.0247) time: 0.8478 data: 0.0233 max mem: 0
Epoch: [1] [160/728] eta: 0:08:01 lr: 0.005000 loss: 0.1716 (0.1947) loss_classifier: 0.0773 (0.0901) loss_box_reg: 0.0595 (0.0661) loss_objectness: 0.0100 (0.0143) loss_rpn_box_reg: 0.0149 (0.0242) time: 0.8500 data: 0.0226 max mem: 0
Epoch: [1] [170/728] eta: 0:07:53 lr: 0.005000 loss: 0.1792 (0.1939) loss_classifier: 0.0803 (0.0897) loss_box_reg: 0.0590 (0.0657) loss_objectness: 0.0100 (0.0143) loss_rpn_box_reg: 0.0149 (0.0243) time: 0.8501 data: 0.0227 max mem: 0
Epoch: [1] [180/728] eta: 0:07:44 lr: 0.005000 loss: 0.2006 (0.1946) loss_classifier: 0.0964 (0.0902) loss_box_reg: 0.0651 (0.0661) loss_objectness: 0.0111 (0.0141) loss_rpn_box_reg: 0.0177 (0.0242) time: 0.8484 data: 0.0225 max mem: 0
Epoch: [1] [190/728] eta: 0:07:36 lr: 0.005000 loss: 0.1985 (0.1944) loss_classifier: 0.0868 (0.0901) loss_box_reg: 0.0722 (0.0664) loss_objectness: 0.0082 (0.0139) loss_rpn_box_reg: 0.0158 (0.0240) time: 0.8449 data: 0.0219 max mem: 0
Epoch: [1] [200/728] eta: 0:07:27 lr: 0.005000 loss: 0.1636 (0.1937) loss_classifier: 0.0786 (0.0899) loss_box_reg: 0.0590 (0.0663) loss_objectness: 0.0086 (0.0138) loss_rpn_box_reg: 0.0154 (0.0237) time: 0.8433 data: 0.0220 max mem: 0
Epoch: [1] [210/728] eta: 0:07:19 lr: 0.005000 loss: 0.1636 (0.1931) loss_classifier: 0.0769 (0.0898) loss_box_reg: 0.0590 (0.0663) loss_objectness: 0.0088 (0.0136) loss_rpn_box_reg: 0.0148 (0.0234) time: 0.8448 data: 0.0217 max mem: 0
Epoch: [1] [220/728] eta: 0:07:10 lr: 0.005000 loss: 0.2023 (0.1937) loss_classifier: 0.0949 (0.0900) loss_box_reg: 0.0711 (0.0668) loss_objectness: 0.0087 (0.0134) loss_rpn_box_reg: 0.0170 (0.0234) time: 0.8489 data: 0.0225 max mem: 0
Epoch: [1] [230/728] eta: 0:07:02 lr: 0.005000 loss: 0.1615 (0.1917) loss_classifier: 0.0779 (0.0894) loss_box_reg: 0.0641 (0.0661) loss_objectness: 0.0087 (0.0132) loss_rpn_box_reg: 0.0146 (0.0229) time: 0.8471 data: 0.0231 max mem: 0
Epoch: [1] [240/728] eta: 0:06:53 lr: 0.005000 loss: 0.1629 (0.1930) loss_classifier: 0.0825 (0.0903) loss_box_reg: 0.0587 (0.0664) loss_objectness: 0.0104 (0.0134) loss_rpn_box_reg: 0.0134 (0.0229) time: 0.8428 data: 0.0226 max mem: 0
Epoch: [1] [250/728] eta: 0:06:45 lr: 0.005000 loss: 0.1923 (0.1917) loss_classifier: 0.0844 (0.0900) loss_box_reg: 0.0614 (0.0661) loss_objectness: 0.0092 (0.0131) loss_rpn_box_reg: 0.0134 (0.0225) time: 0.8446 data: 0.0219 max mem: 0
Epoch: [1] [260/728] eta: 0:06:36 lr: 0.005000 loss: 0.1594 (0.1909) loss_classifier: 0.0810 (0.0897) loss_box_reg: 0.0596 (0.0659) loss_objectness: 0.0075 (0.0130) loss_rpn_box_reg: 0.0132 (0.0222) time: 0.8443 data: 0.0214 max mem: 0
Epoch: [1] [270/728] eta: 0:06:27 lr: 0.005000 loss: 0.1739 (0.1905) loss_classifier: 0.0863 (0.0896) loss_box_reg: 0.0679 (0.0661) loss_objectness: 0.0075 (0.0128) loss_rpn_box_reg: 0.0146 (0.0220) time: 0.8414 data: 0.0214 max mem: 0
Epoch: [1] [280/728] eta: 0:06:19 lr: 0.005000 loss: 0.1708 (0.1907) loss_classifier: 0.0834 (0.0898) loss_box_reg: 0.0679 (0.0663) loss_objectness: 0.0076 (0.0127) loss_rpn_box_reg: 0.0150 (0.0218) time: 0.8421 data: 0.0216 max mem: 0
Epoch: [1] [290/728] eta: 0:06:11 lr: 0.005000 loss: 0.1701 (0.1904) loss_classifier: 0.0828 (0.0898) loss_box_reg: 0.0630 (0.0663) loss_objectness: 0.0077 (0.0125) loss_rpn_box_reg: 0.0165 (0.0217) time: 0.8471 data: 0.0225 max mem: 0
Epoch: [1] [300/728] eta: 0:06:02 lr: 0.005000 loss: 0.1777 (0.1903) loss_classifier: 0.0847 (0.0899) loss_box_reg: 0.0666 (0.0663) loss_objectness: 0.0074 (0.0125) loss_rpn_box_reg: 0.0147 (0.0216) time: 0.8501 data: 0.0227 max mem: 0
Epoch: [1] [310/728] eta: 0:05:54 lr: 0.005000 loss: 0.1637 (0.1894) loss_classifier: 0.0847 (0.0895) loss_box_reg: 0.0646 (0.0662) loss_objectness: 0.0076 (0.0123) loss_rpn_box_reg: 0.0145 (0.0214) time: 0.8468 data: 0.0223 max mem: 0
Epoch: [1] [320/728] eta: 0:05:45 lr: 0.005000 loss: 0.1603 (0.1890) loss_classifier: 0.0767 (0.0895) loss_box_reg: 0.0644 (0.0661) loss_objectness: 0.0060 (0.0122) loss_rpn_box_reg: 0.0146 (0.0212) time: 0.8454 data: 0.0224 max mem: 0
Epoch: [1] [330/728] eta: 0:05:37 lr: 0.005000 loss: 0.1493 (0.1882) loss_classifier: 0.0767 (0.0892) loss_box_reg: 0.0572 (0.0658) loss_objectness: 0.0060 (0.0121) loss_rpn_box_reg: 0.0113 (0.0211) time: 0.8451 data: 0.0224 max mem: 0
Epoch: [1] [340/728] eta: 0:05:28 lr: 0.005000 loss: 0.1488 (0.1871) loss_classifier: 0.0736 (0.0887) loss_box_reg: 0.0533 (0.0655) loss_objectness: 0.0061 (0.0119) loss_rpn_box_reg: 0.0113 (0.0210) time: 0.8447 data: 0.0229 max mem: 0
Epoch: [1] [350/728] eta: 0:05:20 lr: 0.005000 loss: 0.1540 (0.1871) loss_classifier: 0.0810 (0.0888) loss_box_reg: 0.0585 (0.0655) loss_objectness: 0.0075 (0.0119) loss_rpn_box_reg: 0.0145 (0.0208) time: 0.8475 data: 0.0229 max mem: 0
Epoch: [1] [360/728] eta: 0:05:11 lr: 0.005000 loss: 0.1639 (0.1862) loss_classifier: 0.0802 (0.0886) loss_box_reg: 0.0595 (0.0652) loss_objectness: 0.0075 (0.0118) loss_rpn_box_reg: 0.0141 (0.0207) time: 0.8475 data: 0.0225 max mem: 0
Epoch: [1] [370/728] eta: 0:05:03 lr: 0.005000 loss: 0.1568 (0.1863) loss_classifier: 0.0768 (0.0886) loss_box_reg: 0.0552 (0.0652) loss_objectness: 0.0065 (0.0118) loss_rpn_box_reg: 0.0131 (0.0207) time: 0.8452 data: 0.0221 max mem: 0
Epoch: [1] [380/728] eta: 0:04:54 lr: 0.005000 loss: 0.1489 (0.1855) loss_classifier: 0.0719 (0.0883) loss_box_reg: 0.0525 (0.0649) loss_objectness: 0.0064 (0.0118) loss_rpn_box_reg: 0.0157 (0.0206) time: 0.8430 data: 0.0218 max mem: 0
Epoch: [1] [390/728] eta: 0:04:46 lr: 0.005000 loss: 0.1664 (0.1854) loss_classifier: 0.0785 (0.0882) loss_box_reg: 0.0578 (0.0650) loss_objectness: 0.0077 (0.0117) loss_rpn_box_reg: 0.0136 (0.0205) time: 0.8406 data: 0.0216 max mem: 0
Epoch: [1] [400/728] eta: 0:04:37 lr: 0.005000 loss: 0.1741 (0.1851) loss_classifier: 0.0852 (0.0880) loss_box_reg: 0.0636 (0.0651) loss_objectness: 0.0077 (0.0116) loss_rpn_box_reg: 0.0129 (0.0204) time: 0.8398 data: 0.0217 max mem: 0
Epoch: [1] [410/728] eta: 0:04:29 lr: 0.005000 loss: 0.1710 (0.1855) loss_classifier: 0.0850 (0.0883) loss_box_reg: 0.0636 (0.0653) loss_objectness: 0.0088 (0.0116) loss_rpn_box_reg: 0.0133 (0.0203) time: 0.8389 data: 0.0217 max mem: 0
Epoch: [1] [420/728] eta: 0:04:20 lr: 0.005000 loss: 0.1921 (0.1856) loss_classifier: 0.0900 (0.0885) loss_box_reg: 0.0658 (0.0652) loss_objectness: 0.0077 (0.0115) loss_rpn_box_reg: 0.0141 (0.0204) time: 0.8376 data: 0.0216 max mem: 0
Epoch: [1] [430/728] eta: 0:04:12 lr: 0.005000 loss: 0.1758 (0.1853) loss_classifier: 0.0857 (0.0883) loss_box_reg: 0.0658 (0.0651) loss_objectness: 0.0064 (0.0115) loss_rpn_box_reg: 0.0169 (0.0203) time: 0.8367 data: 0.0216 max mem: 0
Epoch: [1] [440/728] eta: 0:04:03 lr: 0.005000 loss: 0.1442 (0.1848) loss_classifier: 0.0771 (0.0881) loss_box_reg: 0.0553 (0.0651) loss_objectness: 0.0063 (0.0114) loss_rpn_box_reg: 0.0121 (0.0202) time: 0.8378 data: 0.0215 max mem: 0
Epoch: [1] [450/728] eta: 0:03:55 lr: 0.005000 loss: 0.1747 (0.1851) loss_classifier: 0.0777 (0.0882) loss_box_reg: 0.0610 (0.0652) loss_objectness: 0.0091 (0.0114) loss_rpn_box_reg: 0.0145 (0.0203) time: 0.8433 data: 0.0226 max mem: 0
Epoch: [1] [460/728] eta: 0:03:46 lr: 0.005000 loss: 0.1718 (0.1852) loss_classifier: 0.0844 (0.0882) loss_box_reg: 0.0688 (0.0652) loss_objectness: 0.0080 (0.0115) loss_rpn_box_reg: 0.0176 (0.0203) time: 0.8465 data: 0.0228 max mem: 0
Epoch: [1] [470/728] eta: 0:03:38 lr: 0.005000 loss: 0.1783 (0.1856) loss_classifier: 0.0851 (0.0884) loss_box_reg: 0.0673 (0.0655) loss_objectness: 0.0087 (0.0114) loss_rpn_box_reg: 0.0180 (0.0203) time: 0.8427 data: 0.0217 max mem: 0
Epoch: [1] [480/728] eta: 0:03:29 lr: 0.005000 loss: 0.1914 (0.1858) loss_classifier: 0.0884 (0.0885) loss_box_reg: 0.0680 (0.0656) loss_objectness: 0.0087 (0.0114) loss_rpn_box_reg: 0.0145 (0.0204) time: 0.8423 data: 0.0226 max mem: 0
Epoch: [1] [490/728] eta: 0:03:21 lr: 0.005000 loss: 0.1761 (0.1857) loss_classifier: 0.0848 (0.0884) loss_box_reg: 0.0680 (0.0656) loss_objectness: 0.0074 (0.0114) loss_rpn_box_reg: 0.0144 (0.0204) time: 0.8409 data: 0.0229 max mem: 0
Epoch: [1] [500/728] eta: 0:03:12 lr: 0.005000 loss: 0.1704 (0.1855) loss_classifier: 0.0791 (0.0884) loss_box_reg: 0.0615 (0.0656) loss_objectness: 0.0074 (0.0113) loss_rpn_box_reg: 0.0161 (0.0203) time: 0.8391 data: 0.0216 max mem: 0
Epoch: [1] [510/728] eta: 0:03:04 lr: 0.005000 loss: 0.1733 (0.1858) loss_classifier: 0.0900 (0.0886) loss_box_reg: 0.0645 (0.0657) loss_objectness: 0.0075 (0.0112) loss_rpn_box_reg: 0.0164 (0.0202) time: 0.8430 data: 0.0214 max mem: 0
Epoch: [1] [520/728] eta: 0:02:55 lr: 0.005000 loss: 0.1969 (0.1861) loss_classifier: 0.0961 (0.0888) loss_box_reg: 0.0691 (0.0659) loss_objectness: 0.0067 (0.0112) loss_rpn_box_reg: 0.0163 (0.0202) time: 0.8463 data: 0.0224 max mem: 0
Epoch: [1] [530/728] eta: 0:02:47 lr: 0.005000 loss: 0.2106 (0.1869) loss_classifier: 0.1012 (0.0891) loss_box_reg: 0.0818 (0.0662) loss_objectness: 0.0090 (0.0114) loss_rpn_box_reg: 0.0174 (0.0202) time: 0.8466 data: 0.0228 max mem: 0
Epoch: [1] [540/728] eta: 0:02:38 lr: 0.005000 loss: 0.1998 (0.1870) loss_classifier: 0.0960 (0.0892) loss_box_reg: 0.0731 (0.0663) loss_objectness: 0.0114 (0.0113) loss_rpn_box_reg: 0.0186 (0.0202) time: 0.8465 data: 0.0226 max mem: 0
Epoch: [1] [550/728] eta: 0:02:30 lr: 0.005000 loss: 0.1642 (0.1865) loss_classifier: 0.0832 (0.0890) loss_box_reg: 0.0644 (0.0661) loss_objectness: 0.0091 (0.0113) loss_rpn_box_reg: 0.0146 (0.0201) time: 0.8481 data: 0.0228 max mem: 0
Epoch: [1] [560/728] eta: 0:02:22 lr: 0.005000 loss: 0.1825 (0.1870) loss_classifier: 0.0877 (0.0893) loss_box_reg: 0.0669 (0.0663) loss_objectness: 0.0084 (0.0112) loss_rpn_box_reg: 0.0150 (0.0201) time: 0.8441 data: 0.0220 max mem: 0
Epoch: [1] [570/728] eta: 0:02:13 lr: 0.005000 loss: 0.1751 (0.1868) loss_classifier: 0.0827 (0.0892) loss_box_reg: 0.0688 (0.0663) loss_objectness: 0.0073 (0.0111) loss_rpn_box_reg: 0.0143 (0.0201) time: 0.8380 data: 0.0217 max mem: 0
Epoch: [1] [580/728] eta: 0:02:05 lr: 0.005000 loss: 0.1650 (0.1866) loss_classifier: 0.0780 (0.0891) loss_box_reg: 0.0566 (0.0663) loss_objectness: 0.0067 (0.0111) loss_rpn_box_reg: 0.0139 (0.0201) time: 0.8408 data: 0.0227 max mem: 0
Epoch: [1] [590/728] eta: 0:01:56 lr: 0.005000 loss: 0.1616 (0.1861) loss_classifier: 0.0798 (0.0889) loss_box_reg: 0.0580 (0.0661) loss_objectness: 0.0067 (0.0110) loss_rpn_box_reg: 0.0160 (0.0200) time: 0.8416 data: 0.0229 max mem: 0
Epoch: [1] [600/728] eta: 0:01:48 lr: 0.005000 loss: 0.1582 (0.1857) loss_classifier: 0.0732 (0.0887) loss_box_reg: 0.0518 (0.0660) loss_objectness: 0.0068 (0.0110) loss_rpn_box_reg: 0.0131 (0.0200) time: 0.8435 data: 0.0222 max mem: 0
Epoch: [1] [610/728] eta: 0:01:39 lr: 0.005000 loss: 0.1578 (0.1852) loss_classifier: 0.0746 (0.0885) loss_box_reg: 0.0498 (0.0657) loss_objectness: 0.0071 (0.0110) loss_rpn_box_reg: 0.0147 (0.0199) time: 0.8449 data: 0.0226 max mem: 0
Epoch: [1] [620/728] eta: 0:01:31 lr: 0.005000 loss: 0.1639 (0.1853) loss_classifier: 0.0824 (0.0885) loss_box_reg: 0.0528 (0.0659) loss_objectness: 0.0071 (0.0109) loss_rpn_box_reg: 0.0173 (0.0200) time: 0.8434 data: 0.0231 max mem: 0
Epoch: [1] [630/728] eta: 0:01:22 lr: 0.005000 loss: 0.1756 (0.1851) loss_classifier: 0.0844 (0.0885) loss_box_reg: 0.0690 (0.0659) loss_objectness: 0.0065 (0.0109) loss_rpn_box_reg: 0.0144 (0.0199) time: 0.8458 data: 0.0230 max mem: 0
Epoch: [1] [640/728] eta: 0:01:14 lr: 0.005000 loss: 0.1664 (0.1851) loss_classifier: 0.0844 (0.0885) loss_box_reg: 0.0613 (0.0659) loss_objectness: 0.0068 (0.0109) loss_rpn_box_reg: 0.0130 (0.0198) time: 0.8489 data: 0.0228 max mem: 0
Epoch: [1] [650/728] eta: 0:01:05 lr: 0.005000 loss: 0.1669 (0.1849) loss_classifier: 0.0837 (0.0884) loss_box_reg: 0.0609 (0.0658) loss_objectness: 0.0082 (0.0108) loss_rpn_box_reg: 0.0140 (0.0198) time: 0.8468 data: 0.0222 max mem: 0
Epoch: [1] [660/728] eta: 0:00:57 lr: 0.005000 loss: 0.1662 (0.1847) loss_classifier: 0.0806 (0.0884) loss_box_reg: 0.0623 (0.0657) loss_objectness: 0.0073 (0.0108) loss_rpn_box_reg: 0.0140 (0.0197) time: 0.8457 data: 0.0223 max mem: 0
Epoch: [1] [670/728] eta: 0:00:49 lr: 0.005000 loss: 0.1910 (0.1856) loss_classifier: 0.0897 (0.0885) loss_box_reg: 0.0665 (0.0659) loss_objectness: 0.0064 (0.0111) loss_rpn_box_reg: 0.0176 (0.0200) time: 0.8463 data: 0.0224 max mem: 0
Epoch: [1] [680/728] eta: 0:00:40 lr: 0.005000 loss: 0.1951 (0.1854) loss_classifier: 0.0890 (0.0884) loss_box_reg: 0.0713 (0.0659) loss_objectness: 0.0070 (0.0111) loss_rpn_box_reg: 0.0204 (0.0200) time: 0.8423 data: 0.0221 max mem: 0
Epoch: [1] [690/728] eta: 0:00:32 lr: 0.005000 loss: 0.1582 (0.1852) loss_classifier: 0.0733 (0.0883) loss_box_reg: 0.0604 (0.0658) loss_objectness: 0.0080 (0.0112) loss_rpn_box_reg: 0.0161 (0.0199) time: 0.8421 data: 0.0230 max mem: 0
Epoch: [1] [700/728] eta: 0:00:23 lr: 0.005000 loss: 0.1540 (0.1848) loss_classifier: 0.0733 (0.0881) loss_box_reg: 0.0561 (0.0656) loss_objectness: 0.0071 (0.0111) loss_rpn_box_reg: 0.0127 (0.0199) time: 0.8401 data: 0.0227 max mem: 0
Epoch: [1] [710/728] eta: 0:00:15 lr: 0.005000 loss: 0.1459 (0.1844) loss_classifier: 0.0712 (0.0878) loss_box_reg: 0.0538 (0.0654) loss_objectness: 0.0068 (0.0111) loss_rpn_box_reg: 0.0123 (0.0200) time: 0.8391 data: 0.0220 max mem: 0
Epoch: [1] [720/728] eta: 0:00:06 lr: 0.005000 loss: 0.1586 (0.1840) loss_classifier: 0.0727 (0.0877) loss_box_reg: 0.0538 (0.0653) loss_objectness: 0.0111 (0.0111) loss_rpn_box_reg: 0.0150 (0.0200) time: 0.8439 data: 0.0220 max mem: 0
Epoch: [1] [727/728] eta: 0:00:00 lr: 0.005000 loss: 0.1586 (0.1838) loss_classifier: 0.0751 (0.0876) loss_box_reg: 0.0538 (0.0652) loss_objectness: 0.0085 (0.0111) loss_rpn_box_reg: 0.0138 (0.0199) time: 0.8156 data: 0.0217 max mem: 0
Epoch: [1] Total time: 0:10:14 (0.8443 s / it)
Test: [ 0/500] eta: 0:02:48 model_time: 0.0532 (0.0532) evaluator_time: 0.0087 (0.0087) time: 0.3360 data: 0.2706 max mem: 0
Test: [100/500] eta: 0:00:19 model_time: 0.0368 (0.0370) evaluator_time: 0.0031 (0.0035) time: 0.0455 data: 0.0032 max mem: 0
Test: [200/500] eta: 0:00:14 model_time: 0.0366 (0.0371) evaluator_time: 0.0035 (0.0036) time: 0.0455 data: 0.0033 max mem: 0
Test: [300/500] eta: 0:00:09 model_time: 0.0376 (0.0372) evaluator_time: 0.0034 (0.0037) time: 0.0472 data: 0.0033 max mem: 0
Test: [400/500] eta: 0:00:04 model_time: 0.0364 (0.0372) evaluator_time: 0.0030 (0.0036) time: 0.0449 data: 0.0033 max mem: 0
Test: [499/500] eta: 0:00:00 model_time: 0.0363 (0.0370) evaluator_time: 0.0025 (0.0036) time: 0.0442 data: 0.0032 max mem: 0
Test: Total time: 0:00:23 (0.0467 s / it)
Averaged stats: model_time: 0.0363 (0.0370) evaluator_time: 0.0025 (0.0036)
Accumulating evaluation results...
DONE (t=0.16s).
IoU metric: bbox
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.153
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.274
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.159
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.116
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.152
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.206
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.172
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.315
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.317
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.253
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.317
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.386
Epoch: [2] [ 0/728] eta: 0:16:14 lr: 0.005000 loss: 0.2111 (0.2111) loss_classifier: 0.0977 (0.0977) loss_box_reg: 0.0861 (0.0861) loss_objectness: 0.0103 (0.0103) loss_rpn_box_reg: 0.0171 (0.0171) time: 1.3381 data: 0.4749 max mem: 0
Epoch: [2] [ 10/728] eta: 0:10:42 lr: 0.005000 loss: 0.1606 (0.1698) loss_classifier: 0.0872 (0.0803) loss_box_reg: 0.0600 (0.0627) loss_objectness: 0.0059 (0.0067) loss_rpn_box_reg: 0.0171 (0.0201) time: 0.8954 data: 0.0636 max mem: 0
Epoch: [2] [ 20/728] eta: 0:10:18 lr: 0.005000 loss: 0.1446 (0.1598) loss_classifier: 0.0713 (0.0758) loss_box_reg: 0.0535 (0.0593) loss_objectness: 0.0047 (0.0059) loss_rpn_box_reg: 0.0137 (0.0188) time: 0.8502 data: 0.0225 max mem: 0
Epoch: [2] [ 30/728] eta: 0:10:04 lr: 0.005000 loss: 0.1452 (0.1618) loss_classifier: 0.0691 (0.0757) loss_box_reg: 0.0561 (0.0598) loss_objectness: 0.0051 (0.0066) loss_rpn_box_reg: 0.0135 (0.0198) time: 0.8492 data: 0.0222 max mem: 0
Epoch: [2] [ 40/728] eta: 0:09:52 lr: 0.005000 loss: 0.1531 (0.1631) loss_classifier: 0.0700 (0.0765) loss_box_reg: 0.0571 (0.0607) loss_objectness: 0.0075 (0.0073) loss_rpn_box_reg: 0.0149 (0.0187) time: 0.8475 data: 0.0218 max mem: 0
Epoch: [2] [ 50/728] eta: 0:09:41 lr: 0.005000 loss: 0.1472 (0.1646) loss_classifier: 0.0700 (0.0774) loss_box_reg: 0.0566 (0.0612) loss_objectness: 0.0059 (0.0070) loss_rpn_box_reg: 0.0149 (0.0190) time: 0.8471 data: 0.0218 max mem: 0
Epoch: [2] [ 60/728] eta: 0:09:32 lr: 0.005000 loss: 0.1520 (0.1614) loss_classifier: 0.0730 (0.0762) loss_box_reg: 0.0549 (0.0607) loss_objectness: 0.0045 (0.0067) loss_rpn_box_reg: 0.0117 (0.0179) time: 0.8477 data: 0.0223 max mem: 0
Epoch: [2] [ 70/728] eta: 0:09:22 lr: 0.005000 loss: 0.1414 (0.1614) loss_classifier: 0.0721 (0.0768) loss_box_reg: 0.0549 (0.0605) loss_objectness: 0.0041 (0.0065) loss_rpn_box_reg: 0.0123 (0.0176) time: 0.8468 data: 0.0228 max mem: 0
Epoch: [2] [ 80/728] eta: 0:09:12 lr: 0.005000 loss: 0.1414 (0.1609) loss_classifier: 0.0721 (0.0771) loss_box_reg: 0.0558 (0.0598) loss_objectness: 0.0050 (0.0065) loss_rpn_box_reg: 0.0127 (0.0175) time: 0.8429 data: 0.0226 max mem: 0
Epoch: [2] [ 90/728] eta: 0:09:03 lr: 0.005000 loss: 0.1552 (0.1612) loss_classifier: 0.0723 (0.0771) loss_box_reg: 0.0558 (0.0597) loss_objectness: 0.0059 (0.0066) loss_rpn_box_reg: 0.0141 (0.0178) time: 0.8386 data: 0.0219 max mem: 0
Epoch: [2] [100/728] eta: 0:08:53 lr: 0.005000 loss: 0.1537 (0.1609) loss_classifier: 0.0723 (0.0771) loss_box_reg: 0.0515 (0.0593) loss_objectness: 0.0059 (0.0069) loss_rpn_box_reg: 0.0141 (0.0175) time: 0.8381 data: 0.0212 max mem: 0
Epoch: [2] [110/728] eta: 0:08:44 lr: 0.005000 loss: 0.1575 (0.1638) loss_classifier: 0.0772 (0.0788) loss_box_reg: 0.0601 (0.0605) loss_objectness: 0.0049 (0.0070) loss_rpn_box_reg: 0.0146 (0.0174) time: 0.8391 data: 0.0219 max mem: 0
Epoch: [2] [120/728] eta: 0:08:35 lr: 0.005000 loss: 0.1786 (0.1653) loss_classifier: 0.0898 (0.0798) loss_box_reg: 0.0638 (0.0609) loss_objectness: 0.0051 (0.0071) loss_rpn_box_reg: 0.0179 (0.0175) time: 0.8383 data: 0.0219 max mem: 0
Epoch: [2] [130/728] eta: 0:08:26 lr: 0.005000 loss: 0.1756 (0.1659) loss_classifier: 0.0923 (0.0803) loss_box_reg: 0.0582 (0.0609) loss_objectness: 0.0059 (0.0072) loss_rpn_box_reg: 0.0152 (0.0175) time: 0.8371 data: 0.0212 max mem: 0
Epoch: [2] [140/728] eta: 0:08:17 lr: 0.005000 loss: 0.1450 (0.1641) loss_classifier: 0.0706 (0.0795) loss_box_reg: 0.0521 (0.0602) loss_objectness: 0.0058 (0.0071) loss_rpn_box_reg: 0.0126 (0.0173) time: 0.8390 data: 0.0219 max mem: 0
Epoch: [2] [150/728] eta: 0:08:09 lr: 0.005000 loss: 0.1522 (0.1655) loss_classifier: 0.0742 (0.0806) loss_box_reg: 0.0531 (0.0605) loss_objectness: 0.0060 (0.0073) loss_rpn_box_reg: 0.0141 (0.0172) time: 0.8435 data: 0.0222 max mem: 0
Epoch: [2] [160/728] eta: 0:08:01 lr: 0.005000 loss: 0.1592 (0.1641) loss_classifier: 0.0794 (0.0802) loss_box_reg: 0.0531 (0.0599) loss_objectness: 0.0055 (0.0072) loss_rpn_box_reg: 0.0138 (0.0169) time: 0.8469 data: 0.0219 max mem: 0
Epoch: [2] [170/728] eta: 0:07:52 lr: 0.005000 loss: 0.1545 (0.1645) loss_classifier: 0.0723 (0.0802) loss_box_reg: 0.0554 (0.0601) loss_objectness: 0.0055 (0.0072) loss_rpn_box_reg: 0.0127 (0.0170) time: 0.8454 data: 0.0226 max mem: 0
Epoch: [2] [180/728] eta: 0:07:43 lr: 0.005000 loss: 0.1605 (0.1655) loss_classifier: 0.0758 (0.0802) loss_box_reg: 0.0621 (0.0605) loss_objectness: 0.0062 (0.0073) loss_rpn_box_reg: 0.0163 (0.0175) time: 0.8428 data: 0.0233 max mem: 0
Epoch: [2] [190/728] eta: 0:07:35 lr: 0.005000 loss: 0.1562 (0.1644) loss_classifier: 0.0782 (0.0796) loss_box_reg: 0.0568 (0.0602) loss_objectness: 0.0058 (0.0073) loss_rpn_box_reg: 0.0160 (0.0173) time: 0.8437 data: 0.0224 max mem: 0
Epoch: [2] [200/728] eta: 0:07:26 lr: 0.005000 loss: 0.1650 (0.1659) loss_classifier: 0.0801 (0.0802) loss_box_reg: 0.0568 (0.0605) loss_objectness: 0.0083 (0.0074) loss_rpn_box_reg: 0.0153 (0.0177) time: 0.8431 data: 0.0216 max mem: 0
Epoch: [2] [210/728] eta: 0:07:18 lr: 0.005000 loss: 0.1748 (0.1667) loss_classifier: 0.0923 (0.0803) loss_box_reg: 0.0590 (0.0606) loss_objectness: 0.0083 (0.0075) loss_rpn_box_reg: 0.0203 (0.0182) time: 0.8412 data: 0.0219 max mem: 0
Epoch: [2] [220/728] eta: 0:07:09 lr: 0.005000 loss: 0.1578 (0.1661) loss_classifier: 0.0695 (0.0798) loss_box_reg: 0.0573 (0.0606) loss_objectness: 0.0070 (0.0075) loss_rpn_box_reg: 0.0173 (0.0182) time: 0.8404 data: 0.0224 max mem: 0
Epoch: [2] [230/728] eta: 0:07:00 lr: 0.005000 loss: 0.1607 (0.1666) loss_classifier: 0.0776 (0.0800) loss_box_reg: 0.0601 (0.0608) loss_objectness: 0.0041 (0.0075) loss_rpn_box_reg: 0.0167 (0.0183) time: 0.8379 data: 0.0218 max mem: 0
Epoch: [2] [240/728] eta: 0:06:52 lr: 0.005000 loss: 0.1693 (0.1668) loss_classifier: 0.0776 (0.0799) loss_box_reg: 0.0621 (0.0610) loss_objectness: 0.0041 (0.0075) loss_rpn_box_reg: 0.0166 (0.0185) time: 0.8379 data: 0.0218 max mem: 0
Epoch: [2] [250/728] eta: 0:06:43 lr: 0.005000 loss: 0.1659 (0.1671) loss_classifier: 0.0741 (0.0800) loss_box_reg: 0.0614 (0.0610) loss_objectness: 0.0074 (0.0075) loss_rpn_box_reg: 0.0177 (0.0185) time: 0.8379 data: 0.0218 max mem: 0
Epoch: [2] [260/728] eta: 0:06:35 lr: 0.005000 loss: 0.1659 (0.1671) loss_classifier: 0.0802 (0.0799) loss_box_reg: 0.0585 (0.0610) loss_objectness: 0.0096 (0.0077) loss_rpn_box_reg: 0.0173 (0.0185) time: 0.8364 data: 0.0212 max mem: 0
Epoch: [2] [270/728] eta: 0:06:26 lr: 0.005000 loss: 0.1602 (0.1667) loss_classifier: 0.0766 (0.0797) loss_box_reg: 0.0573 (0.0609) loss_objectness: 0.0074 (0.0076) loss_rpn_box_reg: 0.0146 (0.0184) time: 0.8369 data: 0.0212 max mem: 0
Epoch: [2] [280/728] eta: 0:06:18 lr: 0.005000 loss: 0.1498 (0.1667) loss_classifier: 0.0720 (0.0798) loss_box_reg: 0.0550 (0.0610) loss_objectness: 0.0048 (0.0075) loss_rpn_box_reg: 0.0146 (0.0184) time: 0.8387 data: 0.0217 max mem: 0
Epoch: [2] [290/728] eta: 0:06:09 lr: 0.005000 loss: 0.1440 (0.1665) loss_classifier: 0.0753 (0.0797) loss_box_reg: 0.0550 (0.0609) loss_objectness: 0.0060 (0.0076) loss_rpn_box_reg: 0.0128 (0.0183) time: 0.8406 data: 0.0224 max mem: 0
Epoch: [2] [300/728] eta: 0:06:01 lr: 0.005000 loss: 0.1560 (0.1665) loss_classifier: 0.0754 (0.0797) loss_box_reg: 0.0623 (0.0610) loss_objectness: 0.0078 (0.0077) loss_rpn_box_reg: 0.0125 (0.0182) time: 0.8401 data: 0.0229 max mem: 0
Epoch: [2] [310/728] eta: 0:05:52 lr: 0.005000 loss: 0.1560 (0.1666) loss_classifier: 0.0729 (0.0797) loss_box_reg: 0.0622 (0.0609) loss_objectness: 0.0076 (0.0078) loss_rpn_box_reg: 0.0125 (0.0182) time: 0.8375 data: 0.0219 max mem: 0
Epoch: [2] [320/728] eta: 0:05:44 lr: 0.005000 loss: 0.1478 (0.1668) loss_classifier: 0.0744 (0.0797) loss_box_reg: 0.0567 (0.0610) loss_objectness: 0.0057 (0.0077) loss_rpn_box_reg: 0.0135 (0.0183) time: 0.8361 data: 0.0210 max mem: 0
Epoch: [2] [330/728] eta: 0:05:35 lr: 0.005000 loss: 0.1515 (0.1672) loss_classifier: 0.0798 (0.0799) loss_box_reg: 0.0637 (0.0612) loss_objectness: 0.0052 (0.0078) loss_rpn_box_reg: 0.0135 (0.0183) time: 0.8362 data: 0.0214 max mem: 0
Epoch: [2] [340/728] eta: 0:05:27 lr: 0.005000 loss: 0.1741 (0.1673) loss_classifier: 0.0861 (0.0799) loss_box_reg: 0.0650 (0.0612) loss_objectness: 0.0079 (0.0078) loss_rpn_box_reg: 0.0144 (0.0183) time: 0.8375 data: 0.0218 max mem: 0
Epoch: [2] [350/728] eta: 0:05:18 lr: 0.005000 loss: 0.1703 (0.1674) loss_classifier: 0.0745 (0.0799) loss_box_reg: 0.0560 (0.0612) loss_objectness: 0.0078 (0.0078) loss_rpn_box_reg: 0.0159 (0.0185) time: 0.8409 data: 0.0220 max mem: 0
Epoch: [2] [360/728] eta: 0:05:10 lr: 0.005000 loss: 0.1562 (0.1671) loss_classifier: 0.0743 (0.0798) loss_box_reg: 0.0555 (0.0610) loss_objectness: 0.0073 (0.0078) loss_rpn_box_reg: 0.0182 (0.0185) time: 0.8440 data: 0.0218 max mem: 0
Epoch: [2] [370/728] eta: 0:05:01 lr: 0.005000 loss: 0.1690 (0.1672) loss_classifier: 0.0805 (0.0799) loss_box_reg: 0.0565 (0.0610) loss_objectness: 0.0078 (0.0078) loss_rpn_box_reg: 0.0153 (0.0184) time: 0.8451 data: 0.0218 max mem: 0
Epoch: [2] [380/728] eta: 0:04:53 lr: 0.005000 loss: 0.1690 (0.1674) loss_classifier: 0.0746 (0.0799) loss_box_reg: 0.0589 (0.0611) loss_objectness: 0.0088 (0.0079) loss_rpn_box_reg: 0.0158 (0.0185) time: 0.8447 data: 0.0218 max mem: 0
Epoch: [2] [390/728] eta: 0:04:44 lr: 0.005000 loss: 0.1573 (0.1674) loss_classifier: 0.0761 (0.0800) loss_box_reg: 0.0613 (0.0610) loss_objectness: 0.0079 (0.0079) loss_rpn_box_reg: 0.0135 (0.0184) time: 0.8462 data: 0.0220 max mem: 0
Epoch: [2] [400/728] eta: 0:04:36 lr: 0.005000 loss: 0.1654 (0.1679) loss_classifier: 0.0847 (0.0803) loss_box_reg: 0.0616 (0.0612) loss_objectness: 0.0065 (0.0079) loss_rpn_box_reg: 0.0174 (0.0184) time: 0.8469 data: 0.0221 max mem: 0
Epoch: [2] [410/728] eta: 0:04:28 lr: 0.005000 loss: 0.1643 (0.1680) loss_classifier: 0.0773 (0.0802) loss_box_reg: 0.0598 (0.0610) loss_objectness: 0.0065 (0.0080) loss_rpn_box_reg: 0.0160 (0.0187) time: 0.8471 data: 0.0219 max mem: 0
Epoch: [2] [420/728] eta: 0:04:19 lr: 0.005000 loss: 0.1495 (0.1682) loss_classifier: 0.0773 (0.0803) loss_box_reg: 0.0554 (0.0613) loss_objectness: 0.0067 (0.0080) loss_rpn_box_reg: 0.0137 (0.0187) time: 0.8498 data: 0.0229 max mem: 0
Epoch: [2] [430/728] eta: 0:04:11 lr: 0.005000 loss: 0.1680 (0.1684) loss_classifier: 0.0775 (0.0805) loss_box_reg: 0.0618 (0.0613) loss_objectness: 0.0068 (0.0080) loss_rpn_box_reg: 0.0156 (0.0186) time: 0.8489 data: 0.0234 max mem: 0
Epoch: [2] [440/728] eta: 0:04:02 lr: 0.005000 loss: 0.1419 (0.1680) loss_classifier: 0.0775 (0.0803) loss_box_reg: 0.0532 (0.0611) loss_objectness: 0.0069 (0.0080) loss_rpn_box_reg: 0.0156 (0.0186) time: 0.8463 data: 0.0226 max mem: 0
Epoch: [2] [450/728] eta: 0:03:54 lr: 0.005000 loss: 0.1648 (0.1689) loss_classifier: 0.0793 (0.0807) loss_box_reg: 0.0651 (0.0615) loss_objectness: 0.0079 (0.0081) loss_rpn_box_reg: 0.0158 (0.0187) time: 0.8466 data: 0.0224 max mem: 0
Epoch: [2] [460/728] eta: 0:03:46 lr: 0.005000 loss: 0.1648 (0.1686) loss_classifier: 0.0785 (0.0805) loss_box_reg: 0.0651 (0.0613) loss_objectness: 0.0077 (0.0081) loss_rpn_box_reg: 0.0139 (0.0187) time: 0.8431 data: 0.0222 max mem: 0
Epoch: [2] [470/728] eta: 0:03:37 lr: 0.005000 loss: 0.1523 (0.1686) loss_classifier: 0.0765 (0.0806) loss_box_reg: 0.0508 (0.0613) loss_objectness: 0.0053 (0.0080) loss_rpn_box_reg: 0.0139 (0.0186) time: 0.8405 data: 0.0222 max mem: 0
Epoch: [2] [480/728] eta: 0:03:29 lr: 0.005000 loss: 0.1804 (0.1690) loss_classifier: 0.0784 (0.0807) loss_box_reg: 0.0685 (0.0616) loss_objectness: 0.0049 (0.0080) loss_rpn_box_reg: 0.0191 (0.0187) time: 0.8428 data: 0.0220 max mem: 0
Epoch: [2] [490/728] eta: 0:03:20 lr: 0.005000 loss: 0.1804 (0.1694) loss_classifier: 0.0874 (0.0810) loss_box_reg: 0.0651 (0.0617) loss_objectness: 0.0065 (0.0080) loss_rpn_box_reg: 0.0191 (0.0187) time: 0.8435 data: 0.0215 max mem: 0
Epoch: [2] [500/728] eta: 0:03:12 lr: 0.005000 loss: 0.1749 (0.1693) loss_classifier: 0.0864 (0.0810) loss_box_reg: 0.0606 (0.0616) loss_objectness: 0.0072 (0.0080) loss_rpn_box_reg: 0.0137 (0.0187) time: 0.8450 data: 0.0217 max mem: 0
Epoch: [2] [510/728] eta: 0:03:03 lr: 0.005000 loss: 0.1581 (0.1691) loss_classifier: 0.0761 (0.0809) loss_box_reg: 0.0592 (0.0616) loss_objectness: 0.0045 (0.0079) loss_rpn_box_reg: 0.0154 (0.0187) time: 0.8491 data: 0.0219 max mem: 0
Epoch: [2] [520/728] eta: 0:02:55 lr: 0.005000 loss: 0.1531 (0.1689) loss_classifier: 0.0752 (0.0808) loss_box_reg: 0.0607 (0.0617) loss_objectness: 0.0048 (0.0079) loss_rpn_box_reg: 0.0126 (0.0185) time: 0.8504 data: 0.0228 max mem: 0
Epoch: [2] [530/728] eta: 0:02:47 lr: 0.005000 loss: 0.1688 (0.1692) loss_classifier: 0.0752 (0.0808) loss_box_reg: 0.0679 (0.0619) loss_objectness: 0.0069 (0.0079) loss_rpn_box_reg: 0.0148 (0.0186) time: 0.8464 data: 0.0231 max mem: 0
Epoch: [2] [540/728] eta: 0:02:38 lr: 0.005000 loss: 0.1743 (0.1693) loss_classifier: 0.0867 (0.0810) loss_box_reg: 0.0662 (0.0620) loss_objectness: 0.0083 (0.0079) loss_rpn_box_reg: 0.0162 (0.0185) time: 0.8453 data: 0.0227 max mem: 0
Epoch: [2] [550/728] eta: 0:02:30 lr: 0.005000 loss: 0.1522 (0.1690) loss_classifier: 0.0699 (0.0808) loss_box_reg: 0.0553 (0.0619) loss_objectness: 0.0067 (0.0079) loss_rpn_box_reg: 0.0132 (0.0184) time: 0.8473 data: 0.0229 max mem: 0
Epoch: [2] [560/728] eta: 0:02:21 lr: 0.005000 loss: 0.1451 (0.1689) loss_classifier: 0.0704 (0.0809) loss_box_reg: 0.0554 (0.0618) loss_objectness: 0.0051 (0.0079) loss_rpn_box_reg: 0.0126 (0.0184) time: 0.8475 data: 0.0233 max mem: 0
Epoch: [2] [570/728] eta: 0:02:13 lr: 0.005000 loss: 0.1452 (0.1686) loss_classifier: 0.0714 (0.0807) loss_box_reg: 0.0554 (0.0618) loss_objectness: 0.0051 (0.0078) loss_rpn_box_reg: 0.0144 (0.0183) time: 0.8472 data: 0.0229 max mem: 0
Epoch: [2] [580/728] eta: 0:02:04 lr: 0.005000 loss: 0.1544 (0.1686) loss_classifier: 0.0700 (0.0806) loss_box_reg: 0.0637 (0.0619) loss_objectness: 0.0045 (0.0078) loss_rpn_box_reg: 0.0125 (0.0182) time: 0.8490 data: 0.0219 max mem: 0
Epoch: [2] [590/728] eta: 0:01:56 lr: 0.005000 loss: 0.1637 (0.1688) loss_classifier: 0.0775 (0.0808) loss_box_reg: 0.0651 (0.0620) loss_objectness: 0.0044 (0.0078) loss_rpn_box_reg: 0.0122 (0.0183) time: 0.8488 data: 0.0219 max mem: 0
Epoch: [2] [600/728] eta: 0:01:48 lr: 0.005000 loss: 0.1567 (0.1688) loss_classifier: 0.0775 (0.0807) loss_box_reg: 0.0543 (0.0619) loss_objectness: 0.0063 (0.0078) loss_rpn_box_reg: 0.0129 (0.0184) time: 0.8469 data: 0.0221 max mem: 0
Epoch: [2] [610/728] eta: 0:01:39 lr: 0.005000 loss: 0.1517 (0.1688) loss_classifier: 0.0765 (0.0809) loss_box_reg: 0.0592 (0.0619) loss_objectness: 0.0066 (0.0077) loss_rpn_box_reg: 0.0120 (0.0183) time: 0.8453 data: 0.0222 max mem: 0
Epoch: [2] [620/728] eta: 0:01:31 lr: 0.005000 loss: 0.1517 (0.1691) loss_classifier: 0.0776 (0.0810) loss_box_reg: 0.0592 (0.0620) loss_objectness: 0.0053 (0.0078) loss_rpn_box_reg: 0.0115 (0.0183) time: 0.8461 data: 0.0230 max mem: 0
Epoch: [2] [630/728] eta: 0:01:22 lr: 0.005000 loss: 0.1523 (0.1694) loss_classifier: 0.0764 (0.0812) loss_box_reg: 0.0538 (0.0621) loss_objectness: 0.0080 (0.0078) loss_rpn_box_reg: 0.0168 (0.0183) time: 0.8481 data: 0.0234 max mem: 0
Epoch: [2] [640/728] eta: 0:01:14 lr: 0.005000 loss: 0.1585 (0.1694) loss_classifier: 0.0756 (0.0812) loss_box_reg: 0.0552 (0.0621) loss_objectness: 0.0079 (0.0078) loss_rpn_box_reg: 0.0159 (0.0183) time: 0.8492 data: 0.0230 max mem: 0
Epoch: [2] [650/728] eta: 0:01:05 lr: 0.005000 loss: 0.1423 (0.1689) loss_classifier: 0.0654 (0.0809) loss_box_reg: 0.0537 (0.0619) loss_objectness: 0.0062 (0.0078) loss_rpn_box_reg: 0.0140 (0.0183) time: 0.8480 data: 0.0224 max mem: 0
Epoch: [2] [660/728] eta: 0:00:57 lr: 0.005000 loss: 0.1408 (0.1686) loss_classifier: 0.0654 (0.0808) loss_box_reg: 0.0500 (0.0618) loss_objectness: 0.0056 (0.0077) loss_rpn_box_reg: 0.0143 (0.0182) time: 0.8475 data: 0.0229 max mem: 0
Epoch: [2] [670/728] eta: 0:00:48 lr: 0.005000 loss: 0.1456 (0.1687) loss_classifier: 0.0705 (0.0808) loss_box_reg: 0.0594 (0.0619) loss_objectness: 0.0047 (0.0077) loss_rpn_box_reg: 0.0143 (0.0182) time: 0.8491 data: 0.0231 max mem: 0
Epoch: [2] [680/728] eta: 0:00:40 lr: 0.005000 loss: 0.1692 (0.1687) loss_classifier: 0.0750 (0.0808) loss_box_reg: 0.0613 (0.0619) loss_objectness: 0.0056 (0.0077) loss_rpn_box_reg: 0.0151 (0.0182) time: 0.8482 data: 0.0226 max mem: 0
Epoch: [2] [690/728] eta: 0:00:32 lr: 0.005000 loss: 0.1695 (0.1686) loss_classifier: 0.0800 (0.0808) loss_box_reg: 0.0546 (0.0618) loss_objectness: 0.0060 (0.0077) loss_rpn_box_reg: 0.0151 (0.0182) time: 0.8473 data: 0.0226 max mem: 0
Epoch: [2] [700/728] eta: 0:00:23 lr: 0.005000 loss: 0.1737 (0.1690) loss_classifier: 0.0754 (0.0808) loss_box_reg: 0.0586 (0.0620) loss_objectness: 0.0060 (0.0078) loss_rpn_box_reg: 0.0161 (0.0184) time: 0.8471 data: 0.0224 max mem: 0
Epoch: [2] [710/728] eta: 0:00:15 lr: 0.005000 loss: 0.1850 (0.1694) loss_classifier: 0.0835 (0.0810) loss_box_reg: 0.0661 (0.0621) loss_objectness: 0.0057 (0.0078) loss_rpn_box_reg: 0.0163 (0.0185) time: 0.8483 data: 0.0221 max mem: 0
Epoch: [2] [720/728] eta: 0:00:06 lr: 0.005000 loss: 0.1656 (0.1691) loss_classifier: 0.0752 (0.0809) loss_box_reg: 0.0615 (0.0621) loss_objectness: 0.0056 (0.0078) loss_rpn_box_reg: 0.0152 (0.0184) time: 0.8440 data: 0.0215 max mem: 0
Epoch: [2] [727/728] eta: 0:00:00 lr: 0.005000 loss: 0.1617 (0.1700) loss_classifier: 0.0695 (0.0808) loss_box_reg: 0.0602 (0.0621) loss_objectness: 0.0056 (0.0083) loss_rpn_box_reg: 0.0142 (0.0188) time: 0.8155 data: 0.0211 max mem: 0
Epoch: [2] Total time: 0:10:14 (0.8443 s / it)
Test: [ 0/500] eta: 0:03:05 model_time: 0.0553 (0.0553) evaluator_time: 0.0100 (0.0100) time: 0.3706 data: 0.3013 max mem: 0
Test: [100/500] eta: 0:00:19 model_time: 0.0367 (0.0370) evaluator_time: 0.0031 (0.0036) time: 0.0453 data: 0.0033 max mem: 0
Test: [200/500] eta: 0:00:14 model_time: 0.0365 (0.0368) evaluator_time: 0.0036 (0.0038) time: 0.0457 data: 0.0033 max mem: 0
Test: [300/500] eta: 0:00:09 model_time: 0.0366 (0.0368) evaluator_time: 0.0034 (0.0038) time: 0.0462 data: 0.0032 max mem: 0
Test: [400/500] eta: 0:00:04 model_time: 0.0367 (0.0368) evaluator_time: 0.0030 (0.0038) time: 0.0458 data: 0.0032 max mem: 0
Test: [499/500] eta: 0:00:00 model_time: 0.0366 (0.0368) evaluator_time: 0.0028 (0.0038) time: 0.0450 data: 0.0033 max mem: 0
Test: Total time: 0:00:23 (0.0467 s / it)
Averaged stats: model_time: 0.0366 (0.0368) evaluator_time: 0.0028 (0.0038)
Accumulating evaluation results...
DONE (t=0.20s).
IoU metric: bbox
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.158
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.274
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.165
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.085
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.158
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.197
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.190
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.328
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.334
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.234
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.350
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.365
Epoch: [3] [ 0/728] eta: 0:17:29 lr: 0.000500 loss: 0.1012 (0.1012) loss_classifier: 0.0520 (0.0520) loss_box_reg: 0.0232 (0.0232) loss_objectness: 0.0192 (0.0192) loss_rpn_box_reg: 0.0067 (0.0067) time: 1.4416 data: 0.6033 max mem: 0
Epoch: [3] [ 10/728] eta: 0:10:46 lr: 0.000500 loss: 0.1497 (0.1480) loss_classifier: 0.0634 (0.0673) loss_box_reg: 0.0521 (0.0521) loss_objectness: 0.0137 (0.0150) loss_rpn_box_reg: 0.0114 (0.0136) time: 0.9002 data: 0.0703 max mem: 0
Epoch: [3] [ 20/728] eta: 0:10:17 lr: 0.000500 loss: 0.1553 (0.1622) loss_classifier: 0.0711 (0.0727) loss_box_reg: 0.0570 (0.0589) loss_objectness: 0.0125 (0.0134) loss_rpn_box_reg: 0.0152 (0.0171) time: 0.8436 data: 0.0205 max mem: 0
Epoch: [3] [ 30/728] eta: 0:10:02 lr: 0.000500 loss: 0.1673 (0.1618) loss_classifier: 0.0739 (0.0728) loss_box_reg: 0.0591 (0.0590) loss_objectness: 0.0113 (0.0136) loss_rpn_box_reg: 0.0172 (0.0165) time: 0.8428 data: 0.0242 max mem: 0
Epoch: [3] [ 40/728] eta: 0:09:51 lr: 0.000500 loss: 0.1437 (0.1568) loss_classifier: 0.0626 (0.0711) loss_box_reg: 0.0577 (0.0572) loss_objectness: 0.0099 (0.0125) loss_rpn_box_reg: 0.0118 (0.0159) time: 0.8462 data: 0.0232 max mem: 0
Epoch: [3] [ 50/728] eta: 0:09:40 lr: 0.000500 loss: 0.1395 (0.1542) loss_classifier: 0.0633 (0.0703) loss_box_reg: 0.0488 (0.0565) loss_objectness: 0.0080 (0.0117) loss_rpn_box_reg: 0.0131 (0.0157) time: 0.8440 data: 0.0218 max mem: 0
Epoch: [3] [ 60/728] eta: 0:09:29 lr: 0.000500 loss: 0.1416 (0.1558) loss_classifier: 0.0647 (0.0711) loss_box_reg: 0.0508 (0.0571) loss_objectness: 0.0075 (0.0112) loss_rpn_box_reg: 0.0133 (0.0164) time: 0.8372 data: 0.0219 max mem: 0
Epoch: [3] [ 70/728] eta: 0:09:19 lr: 0.000500 loss: 0.1361 (0.1569) loss_classifier: 0.0678 (0.0723) loss_box_reg: 0.0522 (0.0576) loss_objectness: 0.0057 (0.0107) loss_rpn_box_reg: 0.0131 (0.0163) time: 0.8358 data: 0.0224 max mem: 0
Epoch: [3] [ 80/728] eta: 0:09:09 lr: 0.000500 loss: 0.1297 (0.1559) loss_classifier: 0.0667 (0.0721) loss_box_reg: 0.0489 (0.0572) loss_objectness: 0.0068 (0.0103) loss_rpn_box_reg: 0.0118 (0.0163) time: 0.8382 data: 0.0221 max mem: 0
Epoch: [3] [ 90/728] eta: 0:09:00 lr: 0.000500 loss: 0.1272 (0.1548) loss_classifier: 0.0593 (0.0716) loss_box_reg: 0.0524 (0.0572) loss_objectness: 0.0068 (0.0098) loss_rpn_box_reg: 0.0114 (0.0162) time: 0.8391 data: 0.0214 max mem: 0
Epoch: [3] [100/728] eta: 0:08:51 lr: 0.000500 loss: 0.1426 (0.1541) loss_classifier: 0.0680 (0.0713) loss_box_reg: 0.0535 (0.0573) loss_objectness: 0.0066 (0.0095) loss_rpn_box_reg: 0.0112 (0.0161) time: 0.8394 data: 0.0228 max mem: 0
Epoch: [3] [110/728] eta: 0:08:42 lr: 0.000500 loss: 0.1507 (0.1550) loss_classifier: 0.0681 (0.0714) loss_box_reg: 0.0538 (0.0574) loss_objectness: 0.0066 (0.0092) loss_rpn_box_reg: 0.0119 (0.0170) time: 0.8396 data: 0.0241 max mem: 0
Epoch: [3] [120/728] eta: 0:08:34 lr: 0.000500 loss: 0.1470 (0.1544) loss_classifier: 0.0681 (0.0710) loss_box_reg: 0.0567 (0.0572) loss_objectness: 0.0061 (0.0089) loss_rpn_box_reg: 0.0157 (0.0172) time: 0.8384 data: 0.0235 max mem: 0
Epoch: [3] [130/728] eta: 0:08:25 lr: 0.000500 loss: 0.1509 (0.1553) loss_classifier: 0.0681 (0.0717) loss_box_reg: 0.0567 (0.0577) loss_objectness: 0.0071 (0.0088) loss_rpn_box_reg: 0.0170 (0.0171) time: 0.8384 data: 0.0228 max mem: 0
Epoch: [3] [140/728] eta: 0:08:16 lr: 0.000500 loss: 0.1426 (0.1550) loss_classifier: 0.0721 (0.0716) loss_box_reg: 0.0546 (0.0573) loss_objectness: 0.0071 (0.0088) loss_rpn_box_reg: 0.0170 (0.0172) time: 0.8382 data: 0.0218 max mem: 0
Epoch: [3] [150/728] eta: 0:08:07 lr: 0.000500 loss: 0.1367 (0.1540) loss_classifier: 0.0617 (0.0712) loss_box_reg: 0.0514 (0.0571) loss_objectness: 0.0055 (0.0087) loss_rpn_box_reg: 0.0112 (0.0171) time: 0.8384 data: 0.0213 max mem: 0
Epoch: [3] [160/728] eta: 0:07:59 lr: 0.000500 loss: 0.1378 (0.1549) loss_classifier: 0.0653 (0.0717) loss_box_reg: 0.0531 (0.0575) loss_objectness: 0.0058 (0.0085) loss_rpn_box_reg: 0.0116 (0.0172) time: 0.8397 data: 0.0216 max mem: 0
Epoch: [3] [170/728] eta: 0:07:50 lr: 0.000500 loss: 0.1378 (0.1536) loss_classifier: 0.0653 (0.0712) loss_box_reg: 0.0540 (0.0571) loss_objectness: 0.0047 (0.0083) loss_rpn_box_reg: 0.0163 (0.0171) time: 0.8384 data: 0.0222 max mem: 0
Epoch: [3] [180/728] eta: 0:07:42 lr: 0.000500 loss: 0.1407 (0.1538) loss_classifier: 0.0651 (0.0711) loss_box_reg: 0.0525 (0.0572) loss_objectness: 0.0039 (0.0081) loss_rpn_box_reg: 0.0163 (0.0174) time: 0.8382 data: 0.0220 max mem: 0
Epoch: [3] [190/728] eta: 0:07:33 lr: 0.000500 loss: 0.1407 (0.1535) loss_classifier: 0.0688 (0.0712) loss_box_reg: 0.0513 (0.0569) loss_objectness: 0.0050 (0.0080) loss_rpn_box_reg: 0.0132 (0.0174) time: 0.8394 data: 0.0222 max mem: 0
Epoch: [3] [200/728] eta: 0:07:24 lr: 0.000500 loss: 0.1331 (0.1532) loss_classifier: 0.0688 (0.0710) loss_box_reg: 0.0505 (0.0569) loss_objectness: 0.0054 (0.0079) loss_rpn_box_reg: 0.0129 (0.0175) time: 0.8385 data: 0.0221 max mem: 0
Epoch: [3] [210/728] eta: 0:07:16 lr: 0.000500 loss: 0.1423 (0.1530) loss_classifier: 0.0690 (0.0710) loss_box_reg: 0.0556 (0.0569) loss_objectness: 0.0064 (0.0078) loss_rpn_box_reg: 0.0134 (0.0173) time: 0.8376 data: 0.0213 max mem: 0
Epoch: [3] [220/728] eta: 0:07:07 lr: 0.000500 loss: 0.1457 (0.1531) loss_classifier: 0.0697 (0.0712) loss_box_reg: 0.0585 (0.0570) loss_objectness: 0.0060 (0.0077) loss_rpn_box_reg: 0.0121 (0.0172) time: 0.8373 data: 0.0220 max mem: 0
Epoch: [3] [230/728] eta: 0:06:59 lr: 0.000500 loss: 0.1531 (0.1542) loss_classifier: 0.0714 (0.0715) loss_box_reg: 0.0581 (0.0573) loss_objectness: 0.0048 (0.0075) loss_rpn_box_reg: 0.0137 (0.0178) time: 0.8328 data: 0.0216 max mem: 0
Epoch: [3] [240/728] eta: 0:06:50 lr: 0.000500 loss: 0.1576 (0.1548) loss_classifier: 0.0720 (0.0719) loss_box_reg: 0.0626 (0.0576) loss_objectness: 0.0035 (0.0075) loss_rpn_box_reg: 0.0137 (0.0177) time: 0.8295 data: 0.0208 max mem: 0
Epoch: [3] [250/728] eta: 0:06:41 lr: 0.000500 loss: 0.1560 (0.1544) loss_classifier: 0.0676 (0.0717) loss_box_reg: 0.0574 (0.0576) loss_objectness: 0.0042 (0.0074) loss_rpn_box_reg: 0.0138 (0.0177) time: 0.8297 data: 0.0216 max mem: 0
Epoch: [3] [260/728] eta: 0:06:33 lr: 0.000500 loss: 0.1560 (0.1549) loss_classifier: 0.0715 (0.0718) loss_box_reg: 0.0603 (0.0577) loss_objectness: 0.0045 (0.0074) loss_rpn_box_reg: 0.0181 (0.0180) time: 0.8294 data: 0.0216 max mem: 0
Epoch: [3] [270/728] eta: 0:06:24 lr: 0.000500 loss: 0.1483 (0.1544) loss_classifier: 0.0715 (0.0718) loss_box_reg: 0.0599 (0.0575) loss_objectness: 0.0057 (0.0073) loss_rpn_box_reg: 0.0156 (0.0178) time: 0.8289 data: 0.0215 max mem: 0
Epoch: [3] [280/728] eta: 0:06:16 lr: 0.000500 loss: 0.1495 (0.1548) loss_classifier: 0.0713 (0.0721) loss_box_reg: 0.0538 (0.0576) loss_objectness: 0.0049 (0.0073) loss_rpn_box_reg: 0.0152 (0.0178) time: 0.8310 data: 0.0217 max mem: 0
Epoch: [3] [290/728] eta: 0:06:07 lr: 0.000500 loss: 0.1491 (0.1540) loss_classifier: 0.0674 (0.0718) loss_box_reg: 0.0559 (0.0573) loss_objectness: 0.0049 (0.0072) loss_rpn_box_reg: 0.0139 (0.0177) time: 0.8305 data: 0.0211 max mem: 0
Epoch: [3] [300/728] eta: 0:05:59 lr: 0.000500 loss: 0.1318 (0.1538) loss_classifier: 0.0661 (0.0719) loss_box_reg: 0.0480 (0.0572) loss_objectness: 0.0048 (0.0071) loss_rpn_box_reg: 0.0104 (0.0176) time: 0.8322 data: 0.0210 max mem: 0
Epoch: [3] [310/728] eta: 0:05:50 lr: 0.000500 loss: 0.1513 (0.1549) loss_classifier: 0.0735 (0.0725) loss_box_reg: 0.0595 (0.0575) loss_objectness: 0.0048 (0.0071) loss_rpn_box_reg: 0.0145 (0.0177) time: 0.8349 data: 0.0208 max mem: 0
Epoch: [3] [320/728] eta: 0:05:42 lr: 0.000500 loss: 0.1542 (0.1551) loss_classifier: 0.0694 (0.0727) loss_box_reg: 0.0660 (0.0577) loss_objectness: 0.0047 (0.0071) loss_rpn_box_reg: 0.0145 (0.0177) time: 0.8352 data: 0.0206 max mem: 0
Epoch: [3] [330/728] eta: 0:05:33 lr: 0.000500 loss: 0.1515 (0.1551) loss_classifier: 0.0671 (0.0726) loss_box_reg: 0.0596 (0.0577) loss_objectness: 0.0062 (0.0071) loss_rpn_box_reg: 0.0141 (0.0176) time: 0.8348 data: 0.0213 max mem: 0
Epoch: [3] [340/728] eta: 0:05:25 lr: 0.000500 loss: 0.1445 (0.1548) loss_classifier: 0.0665 (0.0725) loss_box_reg: 0.0545 (0.0577) loss_objectness: 0.0053 (0.0070) loss_rpn_box_reg: 0.0134 (0.0175) time: 0.8362 data: 0.0233 max mem: 0
Epoch: [3] [350/728] eta: 0:05:16 lr: 0.000500 loss: 0.1378 (0.1542) loss_classifier: 0.0665 (0.0722) loss_box_reg: 0.0543 (0.0576) loss_objectness: 0.0042 (0.0070) loss_rpn_box_reg: 0.0131 (0.0174) time: 0.8366 data: 0.0228 max mem: 0
Epoch: [3] [360/728] eta: 0:05:08 lr: 0.000500 loss: 0.1438 (0.1538) loss_classifier: 0.0671 (0.0720) loss_box_reg: 0.0540 (0.0575) loss_objectness: 0.0041 (0.0069) loss_rpn_box_reg: 0.0131 (0.0173) time: 0.8354 data: 0.0209 max mem: 0
Epoch: [3] [370/728] eta: 0:05:00 lr: 0.000500 loss: 0.1448 (0.1544) loss_classifier: 0.0684 (0.0721) loss_box_reg: 0.0526 (0.0575) loss_objectness: 0.0053 (0.0070) loss_rpn_box_reg: 0.0132 (0.0178) time: 0.8379 data: 0.0216 max mem: 0
Epoch: [3] [380/728] eta: 0:04:51 lr: 0.000500 loss: 0.1488 (0.1543) loss_classifier: 0.0695 (0.0720) loss_box_reg: 0.0526 (0.0575) loss_objectness: 0.0056 (0.0070) loss_rpn_box_reg: 0.0142 (0.0179) time: 0.8374 data: 0.0222 max mem: 0
Epoch: [3] [390/728] eta: 0:04:43 lr: 0.000500 loss: 0.1439 (0.1542) loss_classifier: 0.0658 (0.0719) loss_box_reg: 0.0526 (0.0575) loss_objectness: 0.0049 (0.0069) loss_rpn_box_reg: 0.0165 (0.0179) time: 0.8328 data: 0.0214 max mem: 0
Epoch: [3] [400/728] eta: 0:04:34 lr: 0.000500 loss: 0.1451 (0.1539) loss_classifier: 0.0649 (0.0717) loss_box_reg: 0.0610 (0.0576) loss_objectness: 0.0041 (0.0068) loss_rpn_box_reg: 0.0115 (0.0178) time: 0.8325 data: 0.0219 max mem: 0
Epoch: [3] [410/728] eta: 0:04:26 lr: 0.000500 loss: 0.1452 (0.1537) loss_classifier: 0.0656 (0.0717) loss_box_reg: 0.0601 (0.0575) loss_objectness: 0.0038 (0.0068) loss_rpn_box_reg: 0.0113 (0.0177) time: 0.8361 data: 0.0223 max mem: 0
Epoch: [3] [420/728] eta: 0:04:18 lr: 0.000500 loss: 0.1361 (0.1537) loss_classifier: 0.0657 (0.0718) loss_box_reg: 0.0561 (0.0576) loss_objectness: 0.0036 (0.0067) loss_rpn_box_reg: 0.0112 (0.0176) time: 0.8365 data: 0.0214 max mem: 0
Epoch: [3] [430/728] eta: 0:04:09 lr: 0.000500 loss: 0.1292 (0.1532) loss_classifier: 0.0645 (0.0717) loss_box_reg: 0.0511 (0.0573) loss_objectness: 0.0043 (0.0067) loss_rpn_box_reg: 0.0118 (0.0175) time: 0.8391 data: 0.0227 max mem: 0
Epoch: [3] [440/728] eta: 0:04:01 lr: 0.000500 loss: 0.1355 (0.1530) loss_classifier: 0.0645 (0.0716) loss_box_reg: 0.0477 (0.0572) loss_objectness: 0.0065 (0.0068) loss_rpn_box_reg: 0.0131 (0.0175) time: 0.8397 data: 0.0228 max mem: 0
Epoch: [3] [450/728] eta: 0:03:53 lr: 0.000500 loss: 0.1435 (0.1527) loss_classifier: 0.0653 (0.0714) loss_box_reg: 0.0501 (0.0571) loss_objectness: 0.0046 (0.0067) loss_rpn_box_reg: 0.0122 (0.0174) time: 0.8379 data: 0.0215 max mem: 0
Epoch: [3] [460/728] eta: 0:03:44 lr: 0.000500 loss: 0.1435 (0.1528) loss_classifier: 0.0636 (0.0715) loss_box_reg: 0.0529 (0.0571) loss_objectness: 0.0043 (0.0067) loss_rpn_box_reg: 0.0122 (0.0176) time: 0.8376 data: 0.0214 max mem: 0
Epoch: [3] [470/728] eta: 0:03:36 lr: 0.000500 loss: 0.1649 (0.1535) loss_classifier: 0.0821 (0.0717) loss_box_reg: 0.0619 (0.0573) loss_objectness: 0.0065 (0.0068) loss_rpn_box_reg: 0.0147 (0.0177) time: 0.8382 data: 0.0222 max mem: 0
Epoch: [3] [480/728] eta: 0:03:27 lr: 0.000500 loss: 0.1636 (0.1532) loss_classifier: 0.0689 (0.0715) loss_box_reg: 0.0596 (0.0572) loss_objectness: 0.0057 (0.0068) loss_rpn_box_reg: 0.0136 (0.0177) time: 0.8387 data: 0.0230 max mem: 0
Epoch: [3] [490/728] eta: 0:03:19 lr: 0.000500 loss: 0.1465 (0.1538) loss_classifier: 0.0638 (0.0717) loss_box_reg: 0.0542 (0.0574) loss_objectness: 0.0047 (0.0068) loss_rpn_box_reg: 0.0153 (0.0178) time: 0.8354 data: 0.0222 max mem: 0
Epoch: [3] [500/728] eta: 0:03:11 lr: 0.000500 loss: 0.1508 (0.1539) loss_classifier: 0.0794 (0.0719) loss_box_reg: 0.0542 (0.0575) loss_objectness: 0.0044 (0.0068) loss_rpn_box_reg: 0.0172 (0.0178) time: 0.8368 data: 0.0234 max mem: 0
Epoch: [3] [510/728] eta: 0:03:02 lr: 0.000500 loss: 0.1463 (0.1536) loss_classifier: 0.0664 (0.0717) loss_box_reg: 0.0499 (0.0575) loss_objectness: 0.0044 (0.0067) loss_rpn_box_reg: 0.0109 (0.0177) time: 0.8383 data: 0.0234 max mem: 0
Epoch: [3] [520/728] eta: 0:02:54 lr: 0.000500 loss: 0.1379 (0.1535) loss_classifier: 0.0663 (0.0717) loss_box_reg: 0.0535 (0.0575) loss_objectness: 0.0038 (0.0067) loss_rpn_box_reg: 0.0113 (0.0176) time: 0.8344 data: 0.0218 max mem: 0
Epoch: [3] [530/728] eta: 0:02:45 lr: 0.000500 loss: 0.1422 (0.1536) loss_classifier: 0.0715 (0.0719) loss_box_reg: 0.0538 (0.0575) loss_objectness: 0.0035 (0.0067) loss_rpn_box_reg: 0.0113 (0.0176) time: 0.8346 data: 0.0218 max mem: 0
Epoch: [3] [540/728] eta: 0:02:37 lr: 0.000500 loss: 0.1422 (0.1534) loss_classifier: 0.0715 (0.0719) loss_box_reg: 0.0530 (0.0573) loss_objectness: 0.0035 (0.0066) loss_rpn_box_reg: 0.0101 (0.0176) time: 0.8410 data: 0.0250 max mem: 0
Epoch: [3] [550/728] eta: 0:02:29 lr: 0.000500 loss: 0.1389 (0.1531) loss_classifier: 0.0647 (0.0718) loss_box_reg: 0.0506 (0.0573) loss_objectness: 0.0033 (0.0066) loss_rpn_box_reg: 0.0084 (0.0175) time: 0.8409 data: 0.0252 max mem: 0
Epoch: [3] [560/728] eta: 0:02:20 lr: 0.000500 loss: 0.1229 (0.1527) loss_classifier: 0.0627 (0.0716) loss_box_reg: 0.0508 (0.0571) loss_objectness: 0.0031 (0.0065) loss_rpn_box_reg: 0.0091 (0.0174) time: 0.8344 data: 0.0214 max mem: 0
Epoch: [3] [570/728] eta: 0:02:12 lr: 0.000500 loss: 0.1229 (0.1524) loss_classifier: 0.0614 (0.0715) loss_box_reg: 0.0508 (0.0571) loss_objectness: 0.0034 (0.0065) loss_rpn_box_reg: 0.0103 (0.0174) time: 0.8358 data: 0.0217 max mem: 0
Epoch: [3] [580/728] eta: 0:02:04 lr: 0.000500 loss: 0.1318 (0.1522) loss_classifier: 0.0628 (0.0714) loss_box_reg: 0.0515 (0.0570) loss_objectness: 0.0047 (0.0065) loss_rpn_box_reg: 0.0121 (0.0173) time: 0.8385 data: 0.0226 max mem: 0
Epoch: [3] [590/728] eta: 0:01:55 lr: 0.000500 loss: 0.1330 (0.1520) loss_classifier: 0.0689 (0.0713) loss_box_reg: 0.0515 (0.0570) loss_objectness: 0.0050 (0.0064) loss_rpn_box_reg: 0.0125 (0.0172) time: 0.8375 data: 0.0217 max mem: 0
Epoch: [3] [600/728] eta: 0:01:47 lr: 0.000500 loss: 0.1401 (0.1521) loss_classifier: 0.0704 (0.0714) loss_box_reg: 0.0504 (0.0570) loss_objectness: 0.0050 (0.0064) loss_rpn_box_reg: 0.0118 (0.0172) time: 0.8386 data: 0.0213 max mem: 0
Epoch: [3] [610/728] eta: 0:01:38 lr: 0.000500 loss: 0.1318 (0.1515) loss_classifier: 0.0651 (0.0711) loss_box_reg: 0.0504 (0.0568) loss_objectness: 0.0037 (0.0064) loss_rpn_box_reg: 0.0109 (0.0172) time: 0.8387 data: 0.0215 max mem: 0
Epoch: [3] [620/728] eta: 0:01:30 lr: 0.000500 loss: 0.1228 (0.1515) loss_classifier: 0.0594 (0.0711) loss_box_reg: 0.0491 (0.0569) loss_objectness: 0.0030 (0.0063) loss_rpn_box_reg: 0.0126 (0.0172) time: 0.8349 data: 0.0208 max mem: 0
Epoch: [3] [630/728] eta: 0:01:22 lr: 0.000500 loss: 0.1489 (0.1516) loss_classifier: 0.0708 (0.0712) loss_box_reg: 0.0622 (0.0570) loss_objectness: 0.0040 (0.0063) loss_rpn_box_reg: 0.0126 (0.0171) time: 0.8320 data: 0.0209 max mem: 0
Epoch: [3] [640/728] eta: 0:01:13 lr: 0.000500 loss: 0.1569 (0.1516) loss_classifier: 0.0708 (0.0712) loss_box_reg: 0.0636 (0.0569) loss_objectness: 0.0050 (0.0063) loss_rpn_box_reg: 0.0126 (0.0172) time: 0.8341 data: 0.0222 max mem: 0
Epoch: [3] [650/728] eta: 0:01:05 lr: 0.000500 loss: 0.1306 (0.1514) loss_classifier: 0.0606 (0.0710) loss_box_reg: 0.0509 (0.0569) loss_objectness: 0.0053 (0.0063) loss_rpn_box_reg: 0.0142 (0.0172) time: 0.8367 data: 0.0220 max mem: 0
Epoch: [3] [660/728] eta: 0:00:56 lr: 0.000500 loss: 0.1551 (0.1517) loss_classifier: 0.0674 (0.0712) loss_box_reg: 0.0573 (0.0570) loss_objectness: 0.0053 (0.0063) loss_rpn_box_reg: 0.0142 (0.0172) time: 0.8348 data: 0.0207 max mem: 0
Epoch: [3] [670/728] eta: 0:00:48 lr: 0.000500 loss: 0.1586 (0.1516) loss_classifier: 0.0700 (0.0711) loss_box_reg: 0.0592 (0.0570) loss_objectness: 0.0045 (0.0063) loss_rpn_box_reg: 0.0169 (0.0172) time: 0.8317 data: 0.0207 max mem: 0
Epoch: [3] [680/728] eta: 0:00:40 lr: 0.000500 loss: 0.1450 (0.1516) loss_classifier: 0.0696 (0.0711) loss_box_reg: 0.0512 (0.0569) loss_objectness: 0.0046 (0.0063) loss_rpn_box_reg: 0.0162 (0.0172) time: 0.8341 data: 0.0205 max mem: 0
Epoch: [3] [690/728] eta: 0:00:31 lr: 0.000500 loss: 0.1450 (0.1517) loss_classifier: 0.0697 (0.0712) loss_box_reg: 0.0499 (0.0569) loss_objectness: 0.0036 (0.0063) loss_rpn_box_reg: 0.0150 (0.0172) time: 0.8398 data: 0.0210 max mem: 0
Epoch: [3] [700/728] eta: 0:00:23 lr: 0.000500 loss: 0.1450 (0.1517) loss_classifier: 0.0719 (0.0713) loss_box_reg: 0.0512 (0.0570) loss_objectness: 0.0041 (0.0063) loss_rpn_box_reg: 0.0150 (0.0172) time: 0.8382 data: 0.0222 max mem: 0
Epoch: [3] [710/728] eta: 0:00:15 lr: 0.000500 loss: 0.1556 (0.1519) loss_classifier: 0.0742 (0.0713) loss_box_reg: 0.0579 (0.0571) loss_objectness: 0.0057 (0.0063) loss_rpn_box_reg: 0.0159 (0.0172) time: 0.8365 data: 0.0226 max mem: 0
Epoch: [3] [720/728] eta: 0:00:06 lr: 0.000500 loss: 0.1666 (0.1520) loss_classifier: 0.0752 (0.0714) loss_box_reg: 0.0636 (0.0571) loss_objectness: 0.0062 (0.0063) loss_rpn_box_reg: 0.0160 (0.0172) time: 0.8382 data: 0.0226 max mem: 0
Epoch: [3] [727/728] eta: 0:00:00 lr: 0.000500 loss: 0.1627 (0.1520) loss_classifier: 0.0699 (0.0714) loss_box_reg: 0.0606 (0.0571) loss_objectness: 0.0060 (0.0063) loss_rpn_box_reg: 0.0141 (0.0172) time: 0.8104 data: 0.0214 max mem: 0
Epoch: [3] Total time: 0:10:09 (0.8371 s / it)
Test: [ 0/500] eta: 0:02:48 model_time: 0.0528 (0.0528) evaluator_time: 0.0079 (0.0079) time: 0.3374 data: 0.2731 max mem: 0
Test: [100/500] eta: 0:00:19 model_time: 0.0368 (0.0373) evaluator_time: 0.0030 (0.0036) time: 0.0459 data: 0.0036 max mem: 0
Test: [200/500] eta: 0:00:14 model_time: 0.0367 (0.0372) evaluator_time: 0.0035 (0.0036) time: 0.0462 data: 0.0036 max mem: 0
Test: [300/500] eta: 0:00:09 model_time: 0.0367 (0.0370) evaluator_time: 0.0029 (0.0035) time: 0.0456 data: 0.0032 max mem: 0
Test: [400/500] eta: 0:00:04 model_time: 0.0368 (0.0370) evaluator_time: 0.0030 (0.0035) time: 0.0454 data: 0.0034 max mem: 0
Test: [499/500] eta: 0:00:00 model_time: 0.0367 (0.0369) evaluator_time: 0.0026 (0.0035) time: 0.0445 data: 0.0031 max mem: 0
Test: Total time: 0:00:23 (0.0464 s / it)
Averaged stats: model_time: 0.0367 (0.0369) evaluator_time: 0.0026 (0.0035)
Accumulating evaluation results...
DONE (t=0.13s).
IoU metric: bbox
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.133
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.225
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.142
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.139
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.151
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.142
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.175
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.311
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.315
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.266
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.338
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.336
Epoch: [4] [ 0/728] eta: 0:17:39 lr: 0.000500 loss: 0.1016 (0.1016) loss_classifier: 0.0489 (0.0489) loss_box_reg: 0.0356 (0.0356) loss_objectness: 0.0071 (0.0071) loss_rpn_box_reg: 0.0100 (0.0100) time: 1.4559 data: 0.6224 max mem: 0
Epoch: [4] [ 10/728] eta: 0:10:42 lr: 0.000500 loss: 0.1151 (0.1290) loss_classifier: 0.0555 (0.0592) loss_box_reg: 0.0468 (0.0512) loss_objectness: 0.0042 (0.0048) loss_rpn_box_reg: 0.0117 (0.0139) time: 0.8947 data: 0.0723 max mem: 0
Epoch: [4] [ 20/728] eta: 0:10:16 lr: 0.000500 loss: 0.1355 (0.1468) loss_classifier: 0.0650 (0.0668) loss_box_reg: 0.0503 (0.0566) loss_objectness: 0.0042 (0.0052) loss_rpn_box_reg: 0.0139 (0.0183) time: 0.8417 data: 0.0194 max mem: 0
Epoch: [4] [ 30/728] eta: 0:10:01 lr: 0.000500 loss: 0.1523 (0.1500) loss_classifier: 0.0694 (0.0687) loss_box_reg: 0.0606 (0.0585) loss_objectness: 0.0040 (0.0053) loss_rpn_box_reg: 0.0135 (0.0175) time: 0.8428 data: 0.0215 max mem: 0
Epoch: [4] [ 40/728] eta: 0:09:49 lr: 0.000500 loss: 0.1194 (0.1440) loss_classifier: 0.0627 (0.0674) loss_box_reg: 0.0463 (0.0555) loss_objectness: 0.0038 (0.0050) loss_rpn_box_reg: 0.0126 (0.0161) time: 0.8418 data: 0.0218 max mem: 0
Epoch: [4] [ 50/728] eta: 0:09:39 lr: 0.000500 loss: 0.1329 (0.1499) loss_classifier: 0.0636 (0.0710) loss_box_reg: 0.0480 (0.0569) loss_objectness: 0.0040 (0.0050) loss_rpn_box_reg: 0.0111 (0.0170) time: 0.8460 data: 0.0232 max mem: 0
Epoch: [4] [ 60/728] eta: 0:09:29 lr: 0.000500 loss: 0.1417 (0.1508) loss_classifier: 0.0705 (0.0714) loss_box_reg: 0.0562 (0.0570) loss_objectness: 0.0044 (0.0049) loss_rpn_box_reg: 0.0119 (0.0176) time: 0.8453 data: 0.0239 max mem: 0
Epoch: [4] [ 70/728] eta: 0:09:19 lr: 0.000500 loss: 0.1377 (0.1488) loss_classifier: 0.0649 (0.0705) loss_box_reg: 0.0558 (0.0564) loss_objectness: 0.0042 (0.0047) loss_rpn_box_reg: 0.0119 (0.0172) time: 0.8401 data: 0.0231 max mem: 0
Epoch: [4] [ 80/728] eta: 0:09:11 lr: 0.000500 loss: 0.1377 (0.1487) loss_classifier: 0.0649 (0.0705) loss_box_reg: 0.0558 (0.0566) loss_objectness: 0.0031 (0.0046) loss_rpn_box_reg: 0.0127 (0.0169) time: 0.8443 data: 0.0231 max mem: 0
Epoch: [4] [ 90/728] eta: 0:09:02 lr: 0.000500 loss: 0.1445 (0.1511) loss_classifier: 0.0691 (0.0715) loss_box_reg: 0.0592 (0.0574) loss_objectness: 0.0034 (0.0048) loss_rpn_box_reg: 0.0125 (0.0174) time: 0.8443 data: 0.0225 max mem: 0
Epoch: [4] [100/728] eta: 0:08:53 lr: 0.000500 loss: 0.1435 (0.1489) loss_classifier: 0.0708 (0.0706) loss_box_reg: 0.0545 (0.0565) loss_objectness: 0.0039 (0.0047) loss_rpn_box_reg: 0.0113 (0.0170) time: 0.8421 data: 0.0214 max mem: 0
Epoch: [4] [110/728] eta: 0:08:43 lr: 0.000500 loss: 0.1381 (0.1488) loss_classifier: 0.0659 (0.0708) loss_box_reg: 0.0498 (0.0564) loss_objectness: 0.0039 (0.0048) loss_rpn_box_reg: 0.0127 (0.0168) time: 0.8398 data: 0.0222 max mem: 0
Epoch: [4] [120/728] eta: 0:08:34 lr: 0.000500 loss: 0.1391 (0.1475) loss_classifier: 0.0708 (0.0705) loss_box_reg: 0.0501 (0.0560) loss_objectness: 0.0029 (0.0047) loss_rpn_box_reg: 0.0113 (0.0163) time: 0.8351 data: 0.0221 max mem: 0
Epoch: [4] [130/728] eta: 0:08:26 lr: 0.000500 loss: 0.1338 (0.1475) loss_classifier: 0.0656 (0.0704) loss_box_reg: 0.0514 (0.0560) loss_objectness: 0.0028 (0.0047) loss_rpn_box_reg: 0.0130 (0.0165) time: 0.8387 data: 0.0212 max mem: 0
Epoch: [4] [140/728] eta: 0:08:17 lr: 0.000500 loss: 0.1323 (0.1456) loss_classifier: 0.0618 (0.0696) loss_box_reg: 0.0445 (0.0553) loss_objectness: 0.0027 (0.0047) loss_rpn_box_reg: 0.0130 (0.0160) time: 0.8396 data: 0.0216 max mem: 0
Epoch: [4] [150/728] eta: 0:08:08 lr: 0.000500 loss: 0.1294 (0.1461) loss_classifier: 0.0545 (0.0699) loss_box_reg: 0.0478 (0.0555) loss_objectness: 0.0032 (0.0047) loss_rpn_box_reg: 0.0119 (0.0161) time: 0.8386 data: 0.0216 max mem: 0
Epoch: [4] [160/728] eta: 0:08:00 lr: 0.000500 loss: 0.1495 (0.1475) loss_classifier: 0.0693 (0.0702) loss_box_reg: 0.0571 (0.0560) loss_objectness: 0.0039 (0.0049) loss_rpn_box_reg: 0.0154 (0.0165) time: 0.8408 data: 0.0220 max mem: 0
Epoch: [4] [170/728] eta: 0:07:51 lr: 0.000500 loss: 0.1584 (0.1487) loss_classifier: 0.0712 (0.0707) loss_box_reg: 0.0570 (0.0564) loss_objectness: 0.0043 (0.0049) loss_rpn_box_reg: 0.0136 (0.0166) time: 0.8392 data: 0.0224 max mem: 0
Epoch: [4] [180/728] eta: 0:07:42 lr: 0.000500 loss: 0.1644 (0.1498) loss_classifier: 0.0765 (0.0713) loss_box_reg: 0.0586 (0.0568) loss_objectness: 0.0053 (0.0051) loss_rpn_box_reg: 0.0130 (0.0166) time: 0.8400 data: 0.0219 max mem: 0
Epoch: [4] [190/728] eta: 0:07:34 lr: 0.000500 loss: 0.1664 (0.1498) loss_classifier: 0.0762 (0.0712) loss_box_reg: 0.0586 (0.0568) loss_objectness: 0.0056 (0.0051) loss_rpn_box_reg: 0.0130 (0.0166) time: 0.8440 data: 0.0220 max mem: 0
Epoch: [4] [200/728] eta: 0:07:25 lr: 0.000500 loss: 0.1368 (0.1492) loss_classifier: 0.0648 (0.0709) loss_box_reg: 0.0535 (0.0567) loss_objectness: 0.0053 (0.0051) loss_rpn_box_reg: 0.0135 (0.0165) time: 0.8425 data: 0.0221 max mem: 0
Epoch: [4] [210/728] eta: 0:07:17 lr: 0.000500 loss: 0.1387 (0.1493) loss_classifier: 0.0649 (0.0709) loss_box_reg: 0.0558 (0.0568) loss_objectness: 0.0054 (0.0051) loss_rpn_box_reg: 0.0140 (0.0165) time: 0.8379 data: 0.0217 max mem: 0
Epoch: [4] [220/728] eta: 0:07:08 lr: 0.000500 loss: 0.1456 (0.1487) loss_classifier: 0.0655 (0.0705) loss_box_reg: 0.0562 (0.0566) loss_objectness: 0.0055 (0.0051) loss_rpn_box_reg: 0.0138 (0.0165) time: 0.8385 data: 0.0220 max mem: 0
Epoch: [4] [230/728] eta: 0:07:00 lr: 0.000500 loss: 0.1427 (0.1485) loss_classifier: 0.0615 (0.0703) loss_box_reg: 0.0550 (0.0566) loss_objectness: 0.0044 (0.0051) loss_rpn_box_reg: 0.0144 (0.0165) time: 0.8398 data: 0.0222 max mem: 0
Epoch: [4] [240/728] eta: 0:06:51 lr: 0.000500 loss: 0.1476 (0.1486) loss_classifier: 0.0668 (0.0702) loss_box_reg: 0.0623 (0.0567) loss_objectness: 0.0037 (0.0051) loss_rpn_box_reg: 0.0159 (0.0166) time: 0.8395 data: 0.0225 max mem: 0
Epoch: [4] [250/728] eta: 0:06:43 lr: 0.000500 loss: 0.1476 (0.1485) loss_classifier: 0.0663 (0.0702) loss_box_reg: 0.0591 (0.0565) loss_objectness: 0.0043 (0.0051) loss_rpn_box_reg: 0.0152 (0.0167) time: 0.8431 data: 0.0224 max mem: 0
Epoch: [4] [260/728] eta: 0:06:34 lr: 0.000500 loss: 0.1460 (0.1492) loss_classifier: 0.0679 (0.0703) loss_box_reg: 0.0544 (0.0567) loss_objectness: 0.0047 (0.0052) loss_rpn_box_reg: 0.0144 (0.0170) time: 0.8455 data: 0.0220 max mem: 0
Epoch: [4] [270/728] eta: 0:06:26 lr: 0.000500 loss: 0.1652 (0.1497) loss_classifier: 0.0757 (0.0706) loss_box_reg: 0.0616 (0.0568) loss_objectness: 0.0045 (0.0052) loss_rpn_box_reg: 0.0159 (0.0172) time: 0.8434 data: 0.0218 max mem: 0
Epoch: [4] [280/728] eta: 0:06:17 lr: 0.000500 loss: 0.1425 (0.1491) loss_classifier: 0.0745 (0.0705) loss_box_reg: 0.0527 (0.0565) loss_objectness: 0.0034 (0.0051) loss_rpn_box_reg: 0.0114 (0.0170) time: 0.8442 data: 0.0226 max mem: 0
Epoch: [4] [290/728] eta: 0:06:09 lr: 0.000500 loss: 0.1416 (0.1493) loss_classifier: 0.0738 (0.0706) loss_box_reg: 0.0514 (0.0565) loss_objectness: 0.0032 (0.0051) loss_rpn_box_reg: 0.0114 (0.0170) time: 0.8449 data: 0.0228 max mem: 0
Epoch: [4] [300/728] eta: 0:06:01 lr: 0.000500 loss: 0.1467 (0.1496) loss_classifier: 0.0732 (0.0709) loss_box_reg: 0.0522 (0.0566) loss_objectness: 0.0034 (0.0051) loss_rpn_box_reg: 0.0131 (0.0170) time: 0.8430 data: 0.0223 max mem: 0
Epoch: [4] [310/728] eta: 0:05:52 lr: 0.000500 loss: 0.1337 (0.1494) loss_classifier: 0.0699 (0.0708) loss_box_reg: 0.0491 (0.0566) loss_objectness: 0.0036 (0.0051) loss_rpn_box_reg: 0.0114 (0.0169) time: 0.8436 data: 0.0223 max mem: 0
Epoch: [4] [320/728] eta: 0:05:44 lr: 0.000500 loss: 0.1309 (0.1495) loss_classifier: 0.0649 (0.0708) loss_box_reg: 0.0530 (0.0567) loss_objectness: 0.0047 (0.0051) loss_rpn_box_reg: 0.0106 (0.0169) time: 0.8415 data: 0.0221 max mem: 0
Epoch: [4] [330/728] eta: 0:05:35 lr: 0.000500 loss: 0.1466 (0.1493) loss_classifier: 0.0673 (0.0707) loss_box_reg: 0.0600 (0.0568) loss_objectness: 0.0039 (0.0050) loss_rpn_box_reg: 0.0117 (0.0168) time: 0.8378 data: 0.0225 max mem: 0
Epoch: [4] [340/728] eta: 0:05:27 lr: 0.000500 loss: 0.1490 (0.1499) loss_classifier: 0.0738 (0.0711) loss_box_reg: 0.0598 (0.0570) loss_objectness: 0.0043 (0.0051) loss_rpn_box_reg: 0.0146 (0.0168) time: 0.8352 data: 0.0222 max mem: 0
Epoch: [4] [350/728] eta: 0:05:18 lr: 0.000500 loss: 0.1568 (0.1498) loss_classifier: 0.0731 (0.0710) loss_box_reg: 0.0598 (0.0570) loss_objectness: 0.0040 (0.0051) loss_rpn_box_reg: 0.0108 (0.0167) time: 0.8344 data: 0.0217 max mem: 0
Epoch: [4] [360/728] eta: 0:05:10 lr: 0.000500 loss: 0.1387 (0.1495) loss_classifier: 0.0633 (0.0708) loss_box_reg: 0.0535 (0.0569) loss_objectness: 0.0039 (0.0050) loss_rpn_box_reg: 0.0114 (0.0167) time: 0.8372 data: 0.0217 max mem: 0
Epoch: [4] [370/728] eta: 0:05:01 lr: 0.000500 loss: 0.1456 (0.1499) loss_classifier: 0.0681 (0.0710) loss_box_reg: 0.0535 (0.0571) loss_objectness: 0.0042 (0.0050) loss_rpn_box_reg: 0.0139 (0.0168) time: 0.8405 data: 0.0220 max mem: 0
Epoch: [4] [380/728] eta: 0:04:53 lr: 0.000500 loss: 0.1557 (0.1505) loss_classifier: 0.0690 (0.0712) loss_box_reg: 0.0510 (0.0570) loss_objectness: 0.0044 (0.0051) loss_rpn_box_reg: 0.0179 (0.0173) time: 0.8372 data: 0.0218 max mem: 0
Epoch: [4] [390/728] eta: 0:04:44 lr: 0.000500 loss: 0.1590 (0.1504) loss_classifier: 0.0637 (0.0712) loss_box_reg: 0.0482 (0.0568) loss_objectness: 0.0050 (0.0051) loss_rpn_box_reg: 0.0159 (0.0173) time: 0.8377 data: 0.0225 max mem: 0
Epoch: [4] [400/728] eta: 0:04:36 lr: 0.000500 loss: 0.1235 (0.1498) loss_classifier: 0.0604 (0.0708) loss_box_reg: 0.0483 (0.0567) loss_objectness: 0.0030 (0.0051) loss_rpn_box_reg: 0.0119 (0.0172) time: 0.8432 data: 0.0232 max mem: 0
Epoch: [4] [410/728] eta: 0:04:27 lr: 0.000500 loss: 0.1242 (0.1496) loss_classifier: 0.0560 (0.0708) loss_box_reg: 0.0569 (0.0567) loss_objectness: 0.0033 (0.0050) loss_rpn_box_reg: 0.0121 (0.0171) time: 0.8425 data: 0.0222 max mem: 0
Epoch: [4] [420/728] eta: 0:04:19 lr: 0.000500 loss: 0.1242 (0.1489) loss_classifier: 0.0560 (0.0705) loss_box_reg: 0.0488 (0.0564) loss_objectness: 0.0030 (0.0050) loss_rpn_box_reg: 0.0126 (0.0170) time: 0.8437 data: 0.0223 max mem: 0
Epoch: [4] [430/728] eta: 0:04:11 lr: 0.000500 loss: 0.1395 (0.1494) loss_classifier: 0.0664 (0.0706) loss_box_reg: 0.0468 (0.0566) loss_objectness: 0.0040 (0.0050) loss_rpn_box_reg: 0.0172 (0.0171) time: 0.8435 data: 0.0224 max mem: 0
Epoch: [4] [440/728] eta: 0:04:02 lr: 0.000500 loss: 0.1499 (0.1490) loss_classifier: 0.0719 (0.0705) loss_box_reg: 0.0530 (0.0565) loss_objectness: 0.0043 (0.0050) loss_rpn_box_reg: 0.0140 (0.0170) time: 0.8433 data: 0.0227 max mem: 0
Epoch: [4] [450/728] eta: 0:03:54 lr: 0.000500 loss: 0.1309 (0.1487) loss_classifier: 0.0650 (0.0703) loss_box_reg: 0.0524 (0.0564) loss_objectness: 0.0038 (0.0050) loss_rpn_box_reg: 0.0134 (0.0170) time: 0.8410 data: 0.0226 max mem: 0
Epoch: [4] [460/728] eta: 0:03:45 lr: 0.000500 loss: 0.1309 (0.1483) loss_classifier: 0.0617 (0.0702) loss_box_reg: 0.0513 (0.0563) loss_objectness: 0.0030 (0.0049) loss_rpn_box_reg: 0.0123 (0.0169) time: 0.8377 data: 0.0224 max mem: 0
Epoch: [4] [470/728] eta: 0:03:37 lr: 0.000500 loss: 0.1304 (0.1483) loss_classifier: 0.0617 (0.0702) loss_box_reg: 0.0512 (0.0563) loss_objectness: 0.0033 (0.0049) loss_rpn_box_reg: 0.0123 (0.0169) time: 0.8425 data: 0.0229 max mem: 0
Epoch: [4] [480/728] eta: 0:03:28 lr: 0.000500 loss: 0.1377 (0.1484) loss_classifier: 0.0673 (0.0703) loss_box_reg: 0.0535 (0.0563) loss_objectness: 0.0042 (0.0050) loss_rpn_box_reg: 0.0139 (0.0169) time: 0.8458 data: 0.0220 max mem: 0
Epoch: [4] [490/728] eta: 0:03:20 lr: 0.000500 loss: 0.1503 (0.1489) loss_classifier: 0.0690 (0.0705) loss_box_reg: 0.0604 (0.0565) loss_objectness: 0.0042 (0.0050) loss_rpn_box_reg: 0.0149 (0.0169) time: 0.8399 data: 0.0222 max mem: 0
Epoch: [4] [500/728] eta: 0:03:12 lr: 0.000500 loss: 0.1391 (0.1487) loss_classifier: 0.0666 (0.0704) loss_box_reg: 0.0556 (0.0565) loss_objectness: 0.0043 (0.0050) loss_rpn_box_reg: 0.0149 (0.0169) time: 0.8417 data: 0.0224 max mem: 0
Epoch: [4] [510/728] eta: 0:03:03 lr: 0.000500 loss: 0.1343 (0.1486) loss_classifier: 0.0641 (0.0704) loss_box_reg: 0.0505 (0.0565) loss_objectness: 0.0043 (0.0049) loss_rpn_box_reg: 0.0113 (0.0169) time: 0.8454 data: 0.0217 max mem: 0
Epoch: [4] [520/728] eta: 0:02:55 lr: 0.000500 loss: 0.1402 (0.1486) loss_classifier: 0.0648 (0.0704) loss_box_reg: 0.0570 (0.0565) loss_objectness: 0.0042 (0.0050) loss_rpn_box_reg: 0.0113 (0.0168) time: 0.8440 data: 0.0219 max mem: 0
Epoch: [4] [530/728] eta: 0:02:46 lr: 0.000500 loss: 0.1564 (0.1494) loss_classifier: 0.0729 (0.0706) loss_box_reg: 0.0597 (0.0568) loss_objectness: 0.0048 (0.0050) loss_rpn_box_reg: 0.0162 (0.0170) time: 0.8471 data: 0.0231 max mem: 0
Epoch: [4] [540/728] eta: 0:02:38 lr: 0.000500 loss: 0.1468 (0.1491) loss_classifier: 0.0655 (0.0705) loss_box_reg: 0.0516 (0.0567) loss_objectness: 0.0047 (0.0050) loss_rpn_box_reg: 0.0160 (0.0170) time: 0.8465 data: 0.0228 max mem: 0
Epoch: [4] [550/728] eta: 0:02:29 lr: 0.000500 loss: 0.1332 (0.1491) loss_classifier: 0.0636 (0.0705) loss_box_reg: 0.0498 (0.0567) loss_objectness: 0.0039 (0.0050) loss_rpn_box_reg: 0.0130 (0.0170) time: 0.8435 data: 0.0222 max mem: 0
Epoch: [4] [560/728] eta: 0:02:21 lr: 0.000500 loss: 0.1332 (0.1489) loss_classifier: 0.0614 (0.0705) loss_box_reg: 0.0490 (0.0567) loss_objectness: 0.0033 (0.0049) loss_rpn_box_reg: 0.0128 (0.0169) time: 0.8398 data: 0.0237 max mem: 0
Epoch: [4] [570/728] eta: 0:02:13 lr: 0.000500 loss: 0.1185 (0.1487) loss_classifier: 0.0585 (0.0703) loss_box_reg: 0.0495 (0.0566) loss_objectness: 0.0028 (0.0049) loss_rpn_box_reg: 0.0109 (0.0169) time: 0.8375 data: 0.0237 max mem: 0
Epoch: [4] [580/728] eta: 0:02:04 lr: 0.000500 loss: 0.1168 (0.1484) loss_classifier: 0.0549 (0.0702) loss_box_reg: 0.0486 (0.0564) loss_objectness: 0.0027 (0.0049) loss_rpn_box_reg: 0.0086 (0.0169) time: 0.8341 data: 0.0216 max mem: 0
Epoch: [4] [590/728] eta: 0:01:56 lr: 0.000500 loss: 0.1370 (0.1487) loss_classifier: 0.0716 (0.0704) loss_box_reg: 0.0540 (0.0564) loss_objectness: 0.0050 (0.0050) loss_rpn_box_reg: 0.0117 (0.0169) time: 0.8355 data: 0.0216 max mem: 0
Epoch: [4] [600/728] eta: 0:01:47 lr: 0.000500 loss: 0.1560 (0.1486) loss_classifier: 0.0716 (0.0703) loss_box_reg: 0.0558 (0.0564) loss_objectness: 0.0053 (0.0050) loss_rpn_box_reg: 0.0112 (0.0169) time: 0.8400 data: 0.0220 max mem: 0
Epoch: [4] [610/728] eta: 0:01:39 lr: 0.000500 loss: 0.1375 (0.1486) loss_classifier: 0.0668 (0.0704) loss_box_reg: 0.0562 (0.0564) loss_objectness: 0.0035 (0.0050) loss_rpn_box_reg: 0.0111 (0.0168) time: 0.8433 data: 0.0231 max mem: 0
Epoch: [4] [620/728] eta: 0:01:30 lr: 0.000500 loss: 0.1375 (0.1484) loss_classifier: 0.0649 (0.0703) loss_box_reg: 0.0502 (0.0564) loss_objectness: 0.0035 (0.0050) loss_rpn_box_reg: 0.0116 (0.0168) time: 0.8418 data: 0.0237 max mem: 0
Epoch: [4] [630/728] eta: 0:01:22 lr: 0.000500 loss: 0.1333 (0.1486) loss_classifier: 0.0640 (0.0703) loss_box_reg: 0.0502 (0.0565) loss_objectness: 0.0042 (0.0050) loss_rpn_box_reg: 0.0116 (0.0168) time: 0.8349 data: 0.0220 max mem: 0
Epoch: [4] [640/728] eta: 0:01:14 lr: 0.000500 loss: 0.1285 (0.1484) loss_classifier: 0.0601 (0.0702) loss_box_reg: 0.0495 (0.0565) loss_objectness: 0.0029 (0.0050) loss_rpn_box_reg: 0.0120 (0.0168) time: 0.8328 data: 0.0214 max mem: 0
Epoch: [4] [650/728] eta: 0:01:05 lr: 0.000500 loss: 0.1269 (0.1483) loss_classifier: 0.0601 (0.0702) loss_box_reg: 0.0487 (0.0564) loss_objectness: 0.0043 (0.0050) loss_rpn_box_reg: 0.0120 (0.0167) time: 0.8384 data: 0.0228 max mem: 0
Epoch: [4] [660/728] eta: 0:00:57 lr: 0.000500 loss: 0.1474 (0.1485) loss_classifier: 0.0687 (0.0703) loss_box_reg: 0.0571 (0.0564) loss_objectness: 0.0054 (0.0050) loss_rpn_box_reg: 0.0129 (0.0168) time: 0.8414 data: 0.0228 max mem: 0
Epoch: [4] [670/728] eta: 0:00:48 lr: 0.000500 loss: 0.1474 (0.1487) loss_classifier: 0.0687 (0.0704) loss_box_reg: 0.0545 (0.0564) loss_objectness: 0.0051 (0.0051) loss_rpn_box_reg: 0.0142 (0.0169) time: 0.8379 data: 0.0214 max mem: 0
Epoch: [4] [680/728] eta: 0:00:40 lr: 0.000500 loss: 0.1350 (0.1486) loss_classifier: 0.0678 (0.0703) loss_box_reg: 0.0509 (0.0564) loss_objectness: 0.0042 (0.0051) loss_rpn_box_reg: 0.0145 (0.0168) time: 0.8433 data: 0.0215 max mem: 0
Epoch: [4] [690/728] eta: 0:00:31 lr: 0.000500 loss: 0.1350 (0.1486) loss_classifier: 0.0652 (0.0703) loss_box_reg: 0.0488 (0.0564) loss_objectness: 0.0041 (0.0050) loss_rpn_box_reg: 0.0150 (0.0168) time: 0.8452 data: 0.0214 max mem: 0
Epoch: [4] [700/728] eta: 0:00:23 lr: 0.000500 loss: 0.1331 (0.1481) loss_classifier: 0.0567 (0.0701) loss_box_reg: 0.0483 (0.0562) loss_objectness: 0.0037 (0.0050) loss_rpn_box_reg: 0.0113 (0.0168) time: 0.8390 data: 0.0213 max mem: 0
Epoch: [4] [710/728] eta: 0:00:15 lr: 0.000500 loss: 0.1282 (0.1480) loss_classifier: 0.0589 (0.0700) loss_box_reg: 0.0485 (0.0562) loss_objectness: 0.0036 (0.0050) loss_rpn_box_reg: 0.0106 (0.0168) time: 0.8410 data: 0.0224 max mem: 0
Epoch: [4] [720/728] eta: 0:00:06 lr: 0.000500 loss: 0.1423 (0.1481) loss_classifier: 0.0653 (0.0701) loss_box_reg: 0.0524 (0.0562) loss_objectness: 0.0036 (0.0050) loss_rpn_box_reg: 0.0151 (0.0167) time: 0.8438 data: 0.0237 max mem: 0
Epoch: [4] [727/728] eta: 0:00:00 lr: 0.000500 loss: 0.1480 (0.1481) loss_classifier: 0.0715 (0.0701) loss_box_reg: 0.0532 (0.0563) loss_objectness: 0.0033 (0.0050) loss_rpn_box_reg: 0.0153 (0.0167) time: 0.8195 data: 0.0226 max mem: 0
Epoch: [4] Total time: 0:10:12 (0.8414 s / it)
Test: [ 0/500] eta: 0:02:40 model_time: 0.0533 (0.0533) evaluator_time: 0.0087 (0.0087) time: 0.3203 data: 0.2549 max mem: 0
Test: [100/500] eta: 0:00:19 model_time: 0.0364 (0.0367) evaluator_time: 0.0028 (0.0033) time: 0.0444 data: 0.0032 max mem: 0
Test: [200/500] eta: 0:00:13 model_time: 0.0363 (0.0367) evaluator_time: 0.0031 (0.0034) time: 0.0449 data: 0.0033 max mem: 0
Test: [300/500] eta: 0:00:09 model_time: 0.0365 (0.0366) evaluator_time: 0.0031 (0.0034) time: 0.0456 data: 0.0033 max mem: 0
Test: [400/500] eta: 0:00:04 model_time: 0.0365 (0.0366) evaluator_time: 0.0031 (0.0034) time: 0.0447 data: 0.0033 max mem: 0
Test: [499/500] eta: 0:00:00 model_time: 0.0367 (0.0366) evaluator_time: 0.0025 (0.0034) time: 0.0451 data: 0.0031 max mem: 0
Test: Total time: 0:00:22 (0.0460 s / it)
Averaged stats: model_time: 0.0367 (0.0366) evaluator_time: 0.0025 (0.0034)
Accumulating evaluation results...
DONE (t=0.15s).
IoU metric: bbox
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.167
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.282
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.172
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.110
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.168
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.203
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.184
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.345
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.347
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.248
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.347
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.398
Epoch: [5] [ 0/728] eta: 0:16:07 lr: 0.000500 loss: 0.1891 (0.1891) loss_classifier: 0.0836 (0.0836) loss_box_reg: 0.0815 (0.0815) loss_objectness: 0.0057 (0.0057) loss_rpn_box_reg: 0.0183 (0.0183) time: 1.3287 data: 0.4793 max mem: 0
Epoch: [5] [ 10/728] eta: 0:10:30 lr: 0.000500 loss: 0.1235 (0.1391) loss_classifier: 0.0638 (0.0677) loss_box_reg: 0.0475 (0.0532) loss_objectness: 0.0048 (0.0045) loss_rpn_box_reg: 0.0109 (0.0137) time: 0.8786 data: 0.0633 max mem: 0
Epoch: [5] [ 20/728] eta: 0:10:09 lr: 0.000500 loss: 0.1449 (0.1556) loss_classifier: 0.0707 (0.0719) loss_box_reg: 0.0528 (0.0612) loss_objectness: 0.0043 (0.0050) loss_rpn_box_reg: 0.0115 (0.0175) time: 0.8373 data: 0.0217 max mem: 0
Epoch: [5] [ 30/728] eta: 0:09:56 lr: 0.000500 loss: 0.1670 (0.1551) loss_classifier: 0.0715 (0.0719) loss_box_reg: 0.0616 (0.0588) loss_objectness: 0.0053 (0.0054) loss_rpn_box_reg: 0.0176 (0.0191) time: 0.8424 data: 0.0221 max mem: 0
Epoch: [5] [ 40/728] eta: 0:09:47 lr: 0.000500 loss: 0.1282 (0.1543) loss_classifier: 0.0569 (0.0706) loss_box_reg: 0.0515 (0.0586) loss_objectness: 0.0045 (0.0056) loss_rpn_box_reg: 0.0165 (0.0195) time: 0.8460 data: 0.0224 max mem: 0
Epoch: [5] [ 50/728] eta: 0:09:37 lr: 0.000500 loss: 0.1274 (0.1517) loss_classifier: 0.0542 (0.0695) loss_box_reg: 0.0515 (0.0565) loss_objectness: 0.0032 (0.0056) loss_rpn_box_reg: 0.0138 (0.0202) time: 0.8452 data: 0.0221 max mem: 0
Epoch: [5] [ 60/728] eta: 0:09:28 lr: 0.000500 loss: 0.1274 (0.1526) loss_classifier: 0.0612 (0.0696) loss_box_reg: 0.0517 (0.0573) loss_objectness: 0.0038 (0.0059) loss_rpn_box_reg: 0.0112 (0.0197) time: 0.8450 data: 0.0219 max mem: 0
Epoch: [5] [ 70/728] eta: 0:09:18 lr: 0.000500 loss: 0.1430 (0.1509) loss_classifier: 0.0691 (0.0696) loss_box_reg: 0.0558 (0.0568) loss_objectness: 0.0043 (0.0056) loss_rpn_box_reg: 0.0122 (0.0189) time: 0.8437 data: 0.0228 max mem: 0
Epoch: [5] [ 80/728] eta: 0:09:09 lr: 0.000500 loss: 0.1333 (0.1531) loss_classifier: 0.0688 (0.0713) loss_box_reg: 0.0558 (0.0571) loss_objectness: 0.0043 (0.0057) loss_rpn_box_reg: 0.0134 (0.0190) time: 0.8404 data: 0.0226 max mem: 0
Epoch: [5] [ 90/728] eta: 0:09:00 lr: 0.000500 loss: 0.1341 (0.1532) loss_classifier: 0.0710 (0.0711) loss_box_reg: 0.0497 (0.0571) loss_objectness: 0.0047 (0.0057) loss_rpn_box_reg: 0.0138 (0.0193) time: 0.8374 data: 0.0214 max mem: 0
Epoch: [5] [100/728] eta: 0:08:51 lr: 0.000500 loss: 0.1479 (0.1520) loss_classifier: 0.0710 (0.0708) loss_box_reg: 0.0543 (0.0565) loss_objectness: 0.0039 (0.0056) loss_rpn_box_reg: 0.0130 (0.0191) time: 0.8373 data: 0.0215 max mem: 0
Epoch: [5] [110/728] eta: 0:08:42 lr: 0.000500 loss: 0.1368 (0.1504) loss_classifier: 0.0703 (0.0704) loss_box_reg: 0.0515 (0.0562) loss_objectness: 0.0035 (0.0054) loss_rpn_box_reg: 0.0115 (0.0185) time: 0.8416 data: 0.0222 max mem: 0
Epoch: [5] [120/728] eta: 0:08:33 lr: 0.000500 loss: 0.1353 (0.1505) loss_classifier: 0.0647 (0.0705) loss_box_reg: 0.0526 (0.0564) loss_objectness: 0.0035 (0.0053) loss_rpn_box_reg: 0.0127 (0.0182) time: 0.8410 data: 0.0226 max mem: 0
Epoch: [5] [130/728] eta: 0:08:25 lr: 0.000500 loss: 0.1406 (0.1503) loss_classifier: 0.0679 (0.0706) loss_box_reg: 0.0558 (0.0564) loss_objectness: 0.0039 (0.0052) loss_rpn_box_reg: 0.0156 (0.0180) time: 0.8415 data: 0.0225 max mem: 0
Epoch: [5] [140/728] eta: 0:08:16 lr: 0.000500 loss: 0.1449 (0.1496) loss_classifier: 0.0672 (0.0703) loss_box_reg: 0.0494 (0.0563) loss_objectness: 0.0038 (0.0052) loss_rpn_box_reg: 0.0160 (0.0179) time: 0.8418 data: 0.0219 max mem: 0
Epoch: [5] [150/728] eta: 0:08:08 lr: 0.000500 loss: 0.1296 (0.1495) loss_classifier: 0.0637 (0.0704) loss_box_reg: 0.0494 (0.0563) loss_objectness: 0.0037 (0.0052) loss_rpn_box_reg: 0.0104 (0.0176) time: 0.8414 data: 0.0223 max mem: 0
Epoch: [5] [160/728] eta: 0:07:59 lr: 0.000500 loss: 0.1290 (0.1494) loss_classifier: 0.0669 (0.0704) loss_box_reg: 0.0525 (0.0564) loss_objectness: 0.0043 (0.0052) loss_rpn_box_reg: 0.0118 (0.0174) time: 0.8419 data: 0.0228 max mem: 0
Epoch: [5] [170/728] eta: 0:07:51 lr: 0.000500 loss: 0.1513 (0.1497) loss_classifier: 0.0669 (0.0704) loss_box_reg: 0.0617 (0.0566) loss_objectness: 0.0039 (0.0051) loss_rpn_box_reg: 0.0148 (0.0175) time: 0.8407 data: 0.0233 max mem: 0
Epoch: [5] [180/728] eta: 0:07:42 lr: 0.000500 loss: 0.1443 (0.1496) loss_classifier: 0.0631 (0.0703) loss_box_reg: 0.0557 (0.0567) loss_objectness: 0.0046 (0.0052) loss_rpn_box_reg: 0.0145 (0.0174) time: 0.8412 data: 0.0230 max mem: 0
Epoch: [5] [190/728] eta: 0:07:33 lr: 0.000500 loss: 0.1442 (0.1490) loss_classifier: 0.0677 (0.0702) loss_box_reg: 0.0534 (0.0565) loss_objectness: 0.0048 (0.0052) loss_rpn_box_reg: 0.0132 (0.0172) time: 0.8390 data: 0.0218 max mem: 0
Epoch: [5] [200/728] eta: 0:07:25 lr: 0.000500 loss: 0.1407 (0.1494) loss_classifier: 0.0677 (0.0703) loss_box_reg: 0.0504 (0.0566) loss_objectness: 0.0049 (0.0052) loss_rpn_box_reg: 0.0142 (0.0173) time: 0.8341 data: 0.0210 max mem: 0
Epoch: [5] [210/728] eta: 0:07:16 lr: 0.000500 loss: 0.1354 (0.1491) loss_classifier: 0.0670 (0.0702) loss_box_reg: 0.0468 (0.0565) loss_objectness: 0.0049 (0.0052) loss_rpn_box_reg: 0.0142 (0.0173) time: 0.8359 data: 0.0210 max mem: 0
Epoch: [5] [220/728] eta: 0:07:08 lr: 0.000500 loss: 0.1342 (0.1488) loss_classifier: 0.0631 (0.0700) loss_box_reg: 0.0499 (0.0565) loss_objectness: 0.0043 (0.0051) loss_rpn_box_reg: 0.0134 (0.0172) time: 0.8405 data: 0.0221 max mem: 0
Epoch: [5] [230/728] eta: 0:06:59 lr: 0.000500 loss: 0.1365 (0.1487) loss_classifier: 0.0636 (0.0700) loss_box_reg: 0.0534 (0.0565) loss_objectness: 0.0043 (0.0052) loss_rpn_box_reg: 0.0115 (0.0171) time: 0.8398 data: 0.0228 max mem: 0
Epoch: [5] [240/728] eta: 0:06:51 lr: 0.000500 loss: 0.1365 (0.1481) loss_classifier: 0.0636 (0.0697) loss_box_reg: 0.0528 (0.0564) loss_objectness: 0.0036 (0.0051) loss_rpn_box_reg: 0.0122 (0.0169) time: 0.8382 data: 0.0224 max mem: 0
Epoch: [5] [250/728] eta: 0:06:42 lr: 0.000500 loss: 0.1335 (0.1482) loss_classifier: 0.0636 (0.0697) loss_box_reg: 0.0558 (0.0565) loss_objectness: 0.0026 (0.0050) loss_rpn_box_reg: 0.0134 (0.0170) time: 0.8384 data: 0.0226 max mem: 0
Epoch: [5] [260/728] eta: 0:06:34 lr: 0.000500 loss: 0.1452 (0.1483) loss_classifier: 0.0636 (0.0699) loss_box_reg: 0.0555 (0.0565) loss_objectness: 0.0034 (0.0051) loss_rpn_box_reg: 0.0124 (0.0168) time: 0.8370 data: 0.0224 max mem: 0
Epoch: [5] [270/728] eta: 0:06:25 lr: 0.000500 loss: 0.1217 (0.1475) loss_classifier: 0.0617 (0.0696) loss_box_reg: 0.0497 (0.0563) loss_objectness: 0.0041 (0.0050) loss_rpn_box_reg: 0.0110 (0.0166) time: 0.8420 data: 0.0241 max mem: 0
Epoch: [5] [280/728] eta: 0:06:17 lr: 0.000500 loss: 0.1200 (0.1466) loss_classifier: 0.0599 (0.0693) loss_box_reg: 0.0477 (0.0558) loss_objectness: 0.0029 (0.0050) loss_rpn_box_reg: 0.0102 (0.0165) time: 0.8451 data: 0.0240 max mem: 0
Epoch: [5] [290/728] eta: 0:06:08 lr: 0.000500 loss: 0.1369 (0.1468) loss_classifier: 0.0657 (0.0694) loss_box_reg: 0.0505 (0.0559) loss_objectness: 0.0036 (0.0050) loss_rpn_box_reg: 0.0140 (0.0165) time: 0.8424 data: 0.0224 max mem: 0
Epoch: [5] [300/728] eta: 0:06:00 lr: 0.000500 loss: 0.1369 (0.1466) loss_classifier: 0.0637 (0.0693) loss_box_reg: 0.0544 (0.0560) loss_objectness: 0.0037 (0.0049) loss_rpn_box_reg: 0.0141 (0.0164) time: 0.8406 data: 0.0232 max mem: 0
Epoch: [5] [310/728] eta: 0:05:52 lr: 0.000500 loss: 0.1435 (0.1468) loss_classifier: 0.0628 (0.0695) loss_box_reg: 0.0530 (0.0560) loss_objectness: 0.0034 (0.0049) loss_rpn_box_reg: 0.0139 (0.0164) time: 0.8424 data: 0.0224 max mem: 0
Epoch: [5] [320/728] eta: 0:05:43 lr: 0.000500 loss: 0.1644 (0.1481) loss_classifier: 0.0742 (0.0701) loss_box_reg: 0.0658 (0.0565) loss_objectness: 0.0043 (0.0050) loss_rpn_box_reg: 0.0155 (0.0165) time: 0.8410 data: 0.0223 max mem: 0
Epoch: [5] [330/728] eta: 0:05:35 lr: 0.000500 loss: 0.1532 (0.1480) loss_classifier: 0.0776 (0.0701) loss_box_reg: 0.0600 (0.0565) loss_objectness: 0.0042 (0.0050) loss_rpn_box_reg: 0.0136 (0.0165) time: 0.8358 data: 0.0229 max mem: 0
Epoch: [5] [340/728] eta: 0:05:26 lr: 0.000500 loss: 0.1407 (0.1481) loss_classifier: 0.0668 (0.0701) loss_box_reg: 0.0539 (0.0565) loss_objectness: 0.0032 (0.0050) loss_rpn_box_reg: 0.0131 (0.0165) time: 0.8394 data: 0.0233 max mem: 0
Epoch: [5] [350/728] eta: 0:05:18 lr: 0.000500 loss: 0.1264 (0.1480) loss_classifier: 0.0583 (0.0698) loss_box_reg: 0.0450 (0.0562) loss_objectness: 0.0034 (0.0050) loss_rpn_box_reg: 0.0142 (0.0170) time: 0.8397 data: 0.0226 max mem: 0
Epoch: [5] [360/728] eta: 0:05:09 lr: 0.000500 loss: 0.1145 (0.1480) loss_classifier: 0.0552 (0.0697) loss_box_reg: 0.0450 (0.0562) loss_objectness: 0.0039 (0.0051) loss_rpn_box_reg: 0.0112 (0.0170) time: 0.8382 data: 0.0221 max mem: 0
Epoch: [5] [370/728] eta: 0:05:01 lr: 0.000500 loss: 0.1178 (0.1474) loss_classifier: 0.0588 (0.0694) loss_box_reg: 0.0472 (0.0560) loss_objectness: 0.0036 (0.0050) loss_rpn_box_reg: 0.0102 (0.0169) time: 0.8409 data: 0.0228 max mem: 0
Epoch: [5] [380/728] eta: 0:04:52 lr: 0.000500 loss: 0.1178 (0.1470) loss_classifier: 0.0583 (0.0693) loss_box_reg: 0.0448 (0.0559) loss_objectness: 0.0030 (0.0050) loss_rpn_box_reg: 0.0102 (0.0168) time: 0.8418 data: 0.0224 max mem: 0
Epoch: [5] [390/728] eta: 0:04:44 lr: 0.000500 loss: 0.1300 (0.1471) loss_classifier: 0.0654 (0.0694) loss_box_reg: 0.0526 (0.0559) loss_objectness: 0.0035 (0.0050) loss_rpn_box_reg: 0.0111 (0.0168) time: 0.8406 data: 0.0221 max mem: 0
Epoch: [5] [400/728] eta: 0:04:36 lr: 0.000500 loss: 0.1383 (0.1469) loss_classifier: 0.0639 (0.0692) loss_box_reg: 0.0526 (0.0558) loss_objectness: 0.0044 (0.0050) loss_rpn_box_reg: 0.0134 (0.0169) time: 0.8411 data: 0.0231 max mem: 0
Epoch: [5] [410/728] eta: 0:04:27 lr: 0.000500 loss: 0.1383 (0.1470) loss_classifier: 0.0651 (0.0693) loss_box_reg: 0.0540 (0.0558) loss_objectness: 0.0039 (0.0050) loss_rpn_box_reg: 0.0151 (0.0169) time: 0.8467 data: 0.0249 max mem: 0
Epoch: [5] [420/728] eta: 0:04:19 lr: 0.000500 loss: 0.1312 (0.1463) loss_classifier: 0.0630 (0.0690) loss_box_reg: 0.0510 (0.0556) loss_objectness: 0.0040 (0.0050) loss_rpn_box_reg: 0.0144 (0.0168) time: 0.8470 data: 0.0246 max mem: 0
Epoch: [5] [430/728] eta: 0:04:10 lr: 0.000500 loss: 0.1228 (0.1465) loss_classifier: 0.0579 (0.0689) loss_box_reg: 0.0497 (0.0556) loss_objectness: 0.0040 (0.0049) loss_rpn_box_reg: 0.0130 (0.0169) time: 0.8418 data: 0.0225 max mem: 0
Epoch: [5] [440/728] eta: 0:04:02 lr: 0.000500 loss: 0.1228 (0.1461) loss_classifier: 0.0604 (0.0688) loss_box_reg: 0.0511 (0.0555) loss_objectness: 0.0031 (0.0049) loss_rpn_box_reg: 0.0115 (0.0168) time: 0.8397 data: 0.0223 max mem: 0
Epoch: [5] [450/728] eta: 0:03:54 lr: 0.000500 loss: 0.1183 (0.1457) loss_classifier: 0.0583 (0.0687) loss_box_reg: 0.0489 (0.0554) loss_objectness: 0.0029 (0.0049) loss_rpn_box_reg: 0.0115 (0.0168) time: 0.8443 data: 0.0227 max mem: 0
Epoch: [5] [460/728] eta: 0:03:45 lr: 0.000500 loss: 0.1277 (0.1456) loss_classifier: 0.0631 (0.0687) loss_box_reg: 0.0480 (0.0553) loss_objectness: 0.0030 (0.0049) loss_rpn_box_reg: 0.0124 (0.0168) time: 0.8457 data: 0.0224 max mem: 0
Epoch: [5] [470/728] eta: 0:03:37 lr: 0.000500 loss: 0.1359 (0.1456) loss_classifier: 0.0656 (0.0686) loss_box_reg: 0.0480 (0.0552) loss_objectness: 0.0045 (0.0049) loss_rpn_box_reg: 0.0124 (0.0168) time: 0.8410 data: 0.0232 max mem: 0
Epoch: [5] [480/728] eta: 0:03:28 lr: 0.000500 loss: 0.1494 (0.1458) loss_classifier: 0.0656 (0.0688) loss_box_reg: 0.0525 (0.0552) loss_objectness: 0.0045 (0.0049) loss_rpn_box_reg: 0.0160 (0.0169) time: 0.8440 data: 0.0234 max mem: 0
Epoch: [5] [490/728] eta: 0:03:20 lr: 0.000500 loss: 0.1510 (0.1460) loss_classifier: 0.0644 (0.0688) loss_box_reg: 0.0558 (0.0552) loss_objectness: 0.0037 (0.0049) loss_rpn_box_reg: 0.0160 (0.0170) time: 0.8435 data: 0.0226 max mem: 0
Epoch: [5] [500/728] eta: 0:03:11 lr: 0.000500 loss: 0.1582 (0.1464) loss_classifier: 0.0751 (0.0690) loss_box_reg: 0.0614 (0.0554) loss_objectness: 0.0037 (0.0049) loss_rpn_box_reg: 0.0149 (0.0170) time: 0.8400 data: 0.0222 max mem: 0
Epoch: [5] [510/728] eta: 0:03:03 lr: 0.000500 loss: 0.1524 (0.1461) loss_classifier: 0.0695 (0.0689) loss_box_reg: 0.0580 (0.0553) loss_objectness: 0.0040 (0.0049) loss_rpn_box_reg: 0.0126 (0.0170) time: 0.8388 data: 0.0222 max mem: 0
Epoch: [5] [520/728] eta: 0:02:55 lr: 0.000500 loss: 0.1257 (0.1459) loss_classifier: 0.0601 (0.0688) loss_box_reg: 0.0471 (0.0553) loss_objectness: 0.0036 (0.0049) loss_rpn_box_reg: 0.0100 (0.0169) time: 0.8362 data: 0.0221 max mem: 0
Epoch: [5] [530/728] eta: 0:02:46 lr: 0.000500 loss: 0.1391 (0.1461) loss_classifier: 0.0615 (0.0689) loss_box_reg: 0.0536 (0.0554) loss_objectness: 0.0036 (0.0049) loss_rpn_box_reg: 0.0168 (0.0169) time: 0.8388 data: 0.0221 max mem: 0
Epoch: [5] [540/728] eta: 0:02:38 lr: 0.000500 loss: 0.1404 (0.1461) loss_classifier: 0.0649 (0.0688) loss_box_reg: 0.0594 (0.0555) loss_objectness: 0.0038 (0.0049) loss_rpn_box_reg: 0.0168 (0.0169) time: 0.8420 data: 0.0222 max mem: 0
Epoch: [5] [550/728] eta: 0:02:29 lr: 0.000500 loss: 0.1429 (0.1460) loss_classifier: 0.0672 (0.0687) loss_box_reg: 0.0571 (0.0554) loss_objectness: 0.0038 (0.0049) loss_rpn_box_reg: 0.0129 (0.0169) time: 0.8388 data: 0.0215 max mem: 0
Epoch: [5] [560/728] eta: 0:02:21 lr: 0.000500 loss: 0.1560 (0.1462) loss_classifier: 0.0687 (0.0688) loss_box_reg: 0.0571 (0.0556) loss_objectness: 0.0036 (0.0049) loss_rpn_box_reg: 0.0129 (0.0169) time: 0.8372 data: 0.0214 max mem: 0
Epoch: [5] [570/728] eta: 0:02:12 lr: 0.000500 loss: 0.1490 (0.1463) loss_classifier: 0.0673 (0.0688) loss_box_reg: 0.0591 (0.0557) loss_objectness: 0.0034 (0.0049) loss_rpn_box_reg: 0.0144 (0.0168) time: 0.8397 data: 0.0215 max mem: 0
Epoch: [5] [580/728] eta: 0:02:04 lr: 0.000500 loss: 0.1490 (0.1462) loss_classifier: 0.0690 (0.0688) loss_box_reg: 0.0521 (0.0556) loss_objectness: 0.0031 (0.0049) loss_rpn_box_reg: 0.0144 (0.0169) time: 0.8387 data: 0.0217 max mem: 0
Epoch: [5] [590/728] eta: 0:01:56 lr: 0.000500 loss: 0.1308 (0.1457) loss_classifier: 0.0572 (0.0686) loss_box_reg: 0.0465 (0.0554) loss_objectness: 0.0035 (0.0049) loss_rpn_box_reg: 0.0105 (0.0168) time: 0.8409 data: 0.0222 max mem: 0
Epoch: [5] [600/728] eta: 0:01:47 lr: 0.000500 loss: 0.1308 (0.1457) loss_classifier: 0.0611 (0.0686) loss_box_reg: 0.0465 (0.0554) loss_objectness: 0.0033 (0.0049) loss_rpn_box_reg: 0.0136 (0.0168) time: 0.8471 data: 0.0228 max mem: 0
Epoch: [5] [610/728] eta: 0:01:39 lr: 0.000500 loss: 0.1454 (0.1459) loss_classifier: 0.0687 (0.0688) loss_box_reg: 0.0512 (0.0555) loss_objectness: 0.0034 (0.0049) loss_rpn_box_reg: 0.0143 (0.0168) time: 0.8446 data: 0.0233 max mem: 0
Epoch: [5] [620/728] eta: 0:01:30 lr: 0.000500 loss: 0.1557 (0.1460) loss_classifier: 0.0689 (0.0688) loss_box_reg: 0.0536 (0.0555) loss_objectness: 0.0042 (0.0049) loss_rpn_box_reg: 0.0153 (0.0168) time: 0.8402 data: 0.0234 max mem: 0
Epoch: [5] [630/728] eta: 0:01:22 lr: 0.000500 loss: 0.1557 (0.1462) loss_classifier: 0.0713 (0.0689) loss_box_reg: 0.0646 (0.0556) loss_objectness: 0.0044 (0.0049) loss_rpn_box_reg: 0.0150 (0.0168) time: 0.8372 data: 0.0222 max mem: 0
Epoch: [5] [640/728] eta: 0:01:14 lr: 0.000500 loss: 0.1406 (0.1462) loss_classifier: 0.0684 (0.0689) loss_box_reg: 0.0555 (0.0556) loss_objectness: 0.0045 (0.0049) loss_rpn_box_reg: 0.0131 (0.0168) time: 0.8383 data: 0.0227 max mem: 0
Epoch: [5] [650/728] eta: 0:01:05 lr: 0.000500 loss: 0.1413 (0.1463) loss_classifier: 0.0667 (0.0689) loss_box_reg: 0.0540 (0.0557) loss_objectness: 0.0045 (0.0049) loss_rpn_box_reg: 0.0118 (0.0168) time: 0.8393 data: 0.0239 max mem: 0
Epoch: [5] [660/728] eta: 0:00:57 lr: 0.000500 loss: 0.1377 (0.1462) loss_classifier: 0.0606 (0.0689) loss_box_reg: 0.0554 (0.0556) loss_objectness: 0.0029 (0.0049) loss_rpn_box_reg: 0.0120 (0.0167) time: 0.8408 data: 0.0232 max mem: 0
Epoch: [5] [670/728] eta: 0:00:48 lr: 0.000500 loss: 0.1339 (0.1461) loss_classifier: 0.0605 (0.0689) loss_box_reg: 0.0554 (0.0557) loss_objectness: 0.0029 (0.0049) loss_rpn_box_reg: 0.0122 (0.0167) time: 0.8453 data: 0.0232 max mem: 0
Epoch: [5] [680/728] eta: 0:00:40 lr: 0.000500 loss: 0.1330 (0.1459) loss_classifier: 0.0648 (0.0688) loss_box_reg: 0.0535 (0.0555) loss_objectness: 0.0039 (0.0049) loss_rpn_box_reg: 0.0135 (0.0167) time: 0.8429 data: 0.0230 max mem: 0
Epoch: [5] [690/728] eta: 0:00:31 lr: 0.000500 loss: 0.1280 (0.1457) loss_classifier: 0.0630 (0.0687) loss_box_reg: 0.0500 (0.0555) loss_objectness: 0.0038 (0.0049) loss_rpn_box_reg: 0.0135 (0.0166) time: 0.8432 data: 0.0225 max mem: 0
Epoch: [5] [700/728] eta: 0:00:23 lr: 0.000500 loss: 0.1401 (0.1457) loss_classifier: 0.0665 (0.0688) loss_box_reg: 0.0503 (0.0554) loss_objectness: 0.0044 (0.0049) loss_rpn_box_reg: 0.0123 (0.0166) time: 0.8461 data: 0.0231 max mem: 0
Epoch: [5] [710/728] eta: 0:00:15 lr: 0.000500 loss: 0.1502 (0.1459) loss_classifier: 0.0671 (0.0688) loss_box_reg: 0.0548 (0.0556) loss_objectness: 0.0056 (0.0049) loss_rpn_box_reg: 0.0139 (0.0166) time: 0.8430 data: 0.0228 max mem: 0
Epoch: [5] [720/728] eta: 0:00:06 lr: 0.000500 loss: 0.1521 (0.1461) loss_classifier: 0.0668 (0.0689) loss_box_reg: 0.0665 (0.0557) loss_objectness: 0.0043 (0.0049) loss_rpn_box_reg: 0.0144 (0.0166) time: 0.8411 data: 0.0230 max mem: 0
Epoch: [5] [727/728] eta: 0:00:00 lr: 0.000500 loss: 0.1502 (0.1463) loss_classifier: 0.0668 (0.0690) loss_box_reg: 0.0589 (0.0558) loss_objectness: 0.0037 (0.0049) loss_rpn_box_reg: 0.0151 (0.0166) time: 0.8156 data: 0.0228 max mem: 0
Epoch: [5] Total time: 0:10:12 (0.8411 s / it)
Test: [ 0/500] eta: 0:03:04 model_time: 0.0545 (0.0545) evaluator_time: 0.0092 (0.0092) time: 0.3693 data: 0.3022 max mem: 0
Test: [100/500] eta: 0:00:19 model_time: 0.0367 (0.0369) evaluator_time: 0.0028 (0.0034) time: 0.0451 data: 0.0035 max mem: 0
Test: [200/500] eta: 0:00:14 model_time: 0.0364 (0.0368) evaluator_time: 0.0029 (0.0034) time: 0.0455 data: 0.0034 max mem: 0
Test: [300/500] eta: 0:00:09 model_time: 0.0365 (0.0367) evaluator_time: 0.0029 (0.0034) time: 0.0464 data: 0.0035 max mem: 0
Test: [400/500] eta: 0:00:04 model_time: 0.0365 (0.0367) evaluator_time: 0.0031 (0.0034) time: 0.0454 data: 0.0036 max mem: 0
Test: [499/500] eta: 0:00:00 model_time: 0.0367 (0.0368) evaluator_time: 0.0026 (0.0034) time: 0.0460 data: 0.0033 max mem: 0
Test: Total time: 0:00:23 (0.0464 s / it)
Averaged stats: model_time: 0.0367 (0.0368) evaluator_time: 0.0026 (0.0034)
Accumulating evaluation results...
DONE (t=0.16s).
IoU metric: bbox
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.155
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.254
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.164
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.105
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.135
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.232
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.185
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.314
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.315
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.228
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.305
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.409
Epoch: [6] [ 0/728] eta: 0:18:02 lr: 0.000050 loss: 0.1624 (0.1624) loss_classifier: 0.0695 (0.0695) loss_box_reg: 0.0635 (0.0635) loss_objectness: 0.0039 (0.0039) loss_rpn_box_reg: 0.0255 (0.0255) time: 1.4875 data: 0.6409 max mem: 0
Epoch: [6] [ 10/728] eta: 0:10:43 lr: 0.000050 loss: 0.1319 (0.1294) loss_classifier: 0.0580 (0.0580) loss_box_reg: 0.0520 (0.0497) loss_objectness: 0.0039 (0.0051) loss_rpn_box_reg: 0.0117 (0.0166) time: 0.8960 data: 0.0733 max mem: 0
Epoch: [6] [ 20/728] eta: 0:10:17 lr: 0.000050 loss: 0.1319 (0.1325) loss_classifier: 0.0580 (0.0619) loss_box_reg: 0.0468 (0.0499) loss_objectness: 0.0032 (0.0044) loss_rpn_box_reg: 0.0117 (0.0163) time: 0.8420 data: 0.0200 max mem: 0
Epoch: [6] [ 30/728] eta: 0:10:03 lr: 0.000050 loss: 0.1411 (0.1392) loss_classifier: 0.0697 (0.0653) loss_box_reg: 0.0518 (0.0530) loss_objectness: 0.0034 (0.0048) loss_rpn_box_reg: 0.0130 (0.0161) time: 0.8472 data: 0.0226 max mem: 0
Epoch: [6] [ 40/728] eta: 0:09:51 lr: 0.000050 loss: 0.1444 (0.1397) loss_classifier: 0.0682 (0.0656) loss_box_reg: 0.0540 (0.0533) loss_objectness: 0.0038 (0.0046) loss_rpn_box_reg: 0.0143 (0.0163) time: 0.8459 data: 0.0217 max mem: 0
Epoch: [6] [ 50/728] eta: 0:09:41 lr: 0.000050 loss: 0.1471 (0.1448) loss_classifier: 0.0675 (0.0681) loss_box_reg: 0.0572 (0.0549) loss_objectness: 0.0035 (0.0047) loss_rpn_box_reg: 0.0165 (0.0172) time: 0.8466 data: 0.0224 max mem: 0
Epoch: [6] [ 60/728] eta: 0:09:31 lr: 0.000050 loss: 0.1509 (0.1443) loss_classifier: 0.0675 (0.0679) loss_box_reg: 0.0618 (0.0546) loss_objectness: 0.0036 (0.0049) loss_rpn_box_reg: 0.0140 (0.0169) time: 0.8492 data: 0.0226 max mem: 0
Epoch: [6] [ 70/728] eta: 0:09:22 lr: 0.000050 loss: 0.1284 (0.1425) loss_classifier: 0.0565 (0.0665) loss_box_reg: 0.0516 (0.0541) loss_objectness: 0.0029 (0.0047) loss_rpn_box_reg: 0.0125 (0.0172) time: 0.8480 data: 0.0227 max mem: 0
Epoch: [6] [ 80/728] eta: 0:09:12 lr: 0.000050 loss: 0.1284 (0.1412) loss_classifier: 0.0565 (0.0662) loss_box_reg: 0.0469 (0.0534) loss_objectness: 0.0027 (0.0045) loss_rpn_box_reg: 0.0131 (0.0171) time: 0.8425 data: 0.0223 max mem: 0
Epoch: [6] [ 90/728] eta: 0:09:03 lr: 0.000050 loss: 0.1308 (0.1448) loss_classifier: 0.0678 (0.0674) loss_box_reg: 0.0469 (0.0538) loss_objectness: 0.0023 (0.0045) loss_rpn_box_reg: 0.0128 (0.0190) time: 0.8392 data: 0.0215 max mem: 0
Epoch: [6] [100/728] eta: 0:08:54 lr: 0.000050 loss: 0.1539 (0.1450) loss_classifier: 0.0717 (0.0674) loss_box_reg: 0.0602 (0.0541) loss_objectness: 0.0033 (0.0046) loss_rpn_box_reg: 0.0128 (0.0189) time: 0.8439 data: 0.0221 max mem: 0
Epoch: [6] [110/728] eta: 0:08:45 lr: 0.000050 loss: 0.1455 (0.1452) loss_classifier: 0.0717 (0.0677) loss_box_reg: 0.0599 (0.0543) loss_objectness: 0.0041 (0.0045) loss_rpn_box_reg: 0.0143 (0.0186) time: 0.8482 data: 0.0236 max mem: 0
Epoch: [6] [120/728] eta: 0:08:37 lr: 0.000050 loss: 0.1455 (0.1453) loss_classifier: 0.0666 (0.0679) loss_box_reg: 0.0599 (0.0548) loss_objectness: 0.0033 (0.0045) loss_rpn_box_reg: 0.0119 (0.0181) time: 0.8472 data: 0.0234 max mem: 0
Epoch: [6] [130/728] eta: 0:08:28 lr: 0.000050 loss: 0.1416 (0.1451) loss_classifier: 0.0650 (0.0678) loss_box_reg: 0.0582 (0.0549) loss_objectness: 0.0033 (0.0045) loss_rpn_box_reg: 0.0107 (0.0179) time: 0.8484 data: 0.0223 max mem: 0
Epoch: [6] [140/728] eta: 0:08:20 lr: 0.000050 loss: 0.1333 (0.1437) loss_classifier: 0.0618 (0.0672) loss_box_reg: 0.0519 (0.0545) loss_objectness: 0.0025 (0.0045) loss_rpn_box_reg: 0.0103 (0.0175) time: 0.8500 data: 0.0225 max mem: 0
Epoch: [6] [150/728] eta: 0:08:11 lr: 0.000050 loss: 0.1371 (0.1446) loss_classifier: 0.0613 (0.0676) loss_box_reg: 0.0519 (0.0549) loss_objectness: 0.0034 (0.0045) loss_rpn_box_reg: 0.0122 (0.0176) time: 0.8474 data: 0.0222 max mem: 0
Epoch: [6] [160/728] eta: 0:08:02 lr: 0.000050 loss: 0.1454 (0.1442) loss_classifier: 0.0616 (0.0676) loss_box_reg: 0.0524 (0.0547) loss_objectness: 0.0036 (0.0045) loss_rpn_box_reg: 0.0140 (0.0174) time: 0.8462 data: 0.0219 max mem: 0
Epoch: [6] [170/728] eta: 0:07:53 lr: 0.000050 loss: 0.1275 (0.1438) loss_classifier: 0.0624 (0.0675) loss_box_reg: 0.0491 (0.0544) loss_objectness: 0.0037 (0.0045) loss_rpn_box_reg: 0.0126 (0.0174) time: 0.8439 data: 0.0218 max mem: 0
Epoch: [6] [180/728] eta: 0:07:45 lr: 0.000050 loss: 0.1215 (0.1420) loss_classifier: 0.0593 (0.0668) loss_box_reg: 0.0432 (0.0537) loss_objectness: 0.0039 (0.0044) loss_rpn_box_reg: 0.0110 (0.0171) time: 0.8392 data: 0.0212 max mem: 0
Epoch: [6] [190/728] eta: 0:07:36 lr: 0.000050 loss: 0.1240 (0.1422) loss_classifier: 0.0590 (0.0667) loss_box_reg: 0.0446 (0.0538) loss_objectness: 0.0032 (0.0044) loss_rpn_box_reg: 0.0115 (0.0172) time: 0.8374 data: 0.0210 max mem: 0
Epoch: [6] [200/728] eta: 0:07:27 lr: 0.000050 loss: 0.1393 (0.1421) loss_classifier: 0.0673 (0.0669) loss_box_reg: 0.0502 (0.0537) loss_objectness: 0.0035 (0.0044) loss_rpn_box_reg: 0.0139 (0.0171) time: 0.8411 data: 0.0225 max mem: 0
Epoch: [6] [210/728] eta: 0:07:19 lr: 0.000050 loss: 0.1488 (0.1436) loss_classifier: 0.0780 (0.0676) loss_box_reg: 0.0597 (0.0544) loss_objectness: 0.0046 (0.0044) loss_rpn_box_reg: 0.0111 (0.0172) time: 0.8425 data: 0.0226 max mem: 0
Epoch: [6] [220/728] eta: 0:07:10 lr: 0.000050 loss: 0.1488 (0.1427) loss_classifier: 0.0657 (0.0671) loss_box_reg: 0.0506 (0.0539) loss_objectness: 0.0039 (0.0044) loss_rpn_box_reg: 0.0111 (0.0173) time: 0.8442 data: 0.0220 max mem: 0
Epoch: [6] [230/728] eta: 0:07:01 lr: 0.000050 loss: 0.1127 (0.1417) loss_classifier: 0.0550 (0.0668) loss_box_reg: 0.0422 (0.0536) loss_objectness: 0.0027 (0.0044) loss_rpn_box_reg: 0.0109 (0.0170) time: 0.8452 data: 0.0224 max mem: 0
Epoch: [6] [240/728] eta: 0:06:53 lr: 0.000050 loss: 0.1217 (0.1417) loss_classifier: 0.0576 (0.0668) loss_box_reg: 0.0498 (0.0536) loss_objectness: 0.0026 (0.0043) loss_rpn_box_reg: 0.0124 (0.0170) time: 0.8448 data: 0.0222 max mem: 0
Epoch: [6] [250/728] eta: 0:06:45 lr: 0.000050 loss: 0.1286 (0.1416) loss_classifier: 0.0630 (0.0668) loss_box_reg: 0.0513 (0.0535) loss_objectness: 0.0029 (0.0043) loss_rpn_box_reg: 0.0122 (0.0170) time: 0.8486 data: 0.0235 max mem: 0
Epoch: [6] [260/728] eta: 0:06:36 lr: 0.000050 loss: 0.1351 (0.1415) loss_classifier: 0.0638 (0.0667) loss_box_reg: 0.0504 (0.0536) loss_objectness: 0.0029 (0.0043) loss_rpn_box_reg: 0.0127 (0.0169) time: 0.8475 data: 0.0235 max mem: 0
Epoch: [6] [270/728] eta: 0:06:27 lr: 0.000050 loss: 0.1365 (0.1420) loss_classifier: 0.0686 (0.0669) loss_box_reg: 0.0522 (0.0537) loss_objectness: 0.0033 (0.0044) loss_rpn_box_reg: 0.0129 (0.0170) time: 0.8426 data: 0.0221 max mem: 0
Epoch: [6] [280/728] eta: 0:06:19 lr: 0.000050 loss: 0.1260 (0.1421) loss_classifier: 0.0619 (0.0668) loss_box_reg: 0.0518 (0.0538) loss_objectness: 0.0036 (0.0044) loss_rpn_box_reg: 0.0141 (0.0171) time: 0.8409 data: 0.0220 max mem: 0
Epoch: [6] [290/728] eta: 0:06:11 lr: 0.000050 loss: 0.1219 (0.1421) loss_classifier: 0.0554 (0.0670) loss_box_reg: 0.0461 (0.0538) loss_objectness: 0.0033 (0.0044) loss_rpn_box_reg: 0.0123 (0.0170) time: 0.8467 data: 0.0229 max mem: 0
Epoch: [6] [300/728] eta: 0:06:02 lr: 0.000050 loss: 0.1409 (0.1420) loss_classifier: 0.0691 (0.0671) loss_box_reg: 0.0526 (0.0536) loss_objectness: 0.0049 (0.0044) loss_rpn_box_reg: 0.0111 (0.0168) time: 0.8483 data: 0.0228 max mem: 0
Epoch: [6] [310/728] eta: 0:05:53 lr: 0.000050 loss: 0.1342 (0.1416) loss_classifier: 0.0632 (0.0670) loss_box_reg: 0.0512 (0.0535) loss_objectness: 0.0036 (0.0044) loss_rpn_box_reg: 0.0109 (0.0167) time: 0.8432 data: 0.0222 max mem: 0
Epoch: [6] [320/728] eta: 0:05:45 lr: 0.000050 loss: 0.1401 (0.1418) loss_classifier: 0.0632 (0.0670) loss_box_reg: 0.0512 (0.0537) loss_objectness: 0.0040 (0.0044) loss_rpn_box_reg: 0.0115 (0.0166) time: 0.8460 data: 0.0227 max mem: 0
Epoch: [6] [330/728] eta: 0:05:37 lr: 0.000050 loss: 0.1435 (0.1419) loss_classifier: 0.0651 (0.0671) loss_box_reg: 0.0551 (0.0536) loss_objectness: 0.0040 (0.0045) loss_rpn_box_reg: 0.0121 (0.0167) time: 0.8504 data: 0.0232 max mem: 0
Epoch: [6] [340/728] eta: 0:05:28 lr: 0.000050 loss: 0.1288 (0.1419) loss_classifier: 0.0602 (0.0670) loss_box_reg: 0.0498 (0.0538) loss_objectness: 0.0028 (0.0044) loss_rpn_box_reg: 0.0116 (0.0166) time: 0.8471 data: 0.0234 max mem: 0
Epoch: [6] [350/728] eta: 0:05:20 lr: 0.000050 loss: 0.1351 (0.1417) loss_classifier: 0.0618 (0.0670) loss_box_reg: 0.0571 (0.0538) loss_objectness: 0.0028 (0.0044) loss_rpn_box_reg: 0.0121 (0.0165) time: 0.8468 data: 0.0236 max mem: 0
Epoch: [6] [360/728] eta: 0:05:11 lr: 0.000050 loss: 0.1333 (0.1419) loss_classifier: 0.0625 (0.0671) loss_box_reg: 0.0549 (0.0538) loss_objectness: 0.0037 (0.0044) loss_rpn_box_reg: 0.0144 (0.0165) time: 0.8504 data: 0.0237 max mem: 0
Epoch: [6] [370/728] eta: 0:05:03 lr: 0.000050 loss: 0.1299 (0.1420) loss_classifier: 0.0598 (0.0671) loss_box_reg: 0.0528 (0.0539) loss_objectness: 0.0034 (0.0044) loss_rpn_box_reg: 0.0153 (0.0165) time: 0.8495 data: 0.0237 max mem: 0
Epoch: [6] [380/728] eta: 0:04:54 lr: 0.000050 loss: 0.1365 (0.1422) loss_classifier: 0.0625 (0.0671) loss_box_reg: 0.0551 (0.0540) loss_objectness: 0.0034 (0.0044) loss_rpn_box_reg: 0.0153 (0.0166) time: 0.8480 data: 0.0228 max mem: 0
Epoch: [6] [390/728] eta: 0:04:46 lr: 0.000050 loss: 0.1456 (0.1430) loss_classifier: 0.0651 (0.0675) loss_box_reg: 0.0623 (0.0543) loss_objectness: 0.0036 (0.0044) loss_rpn_box_reg: 0.0165 (0.0167) time: 0.8482 data: 0.0222 max mem: 0
Epoch: [6] [400/728] eta: 0:04:37 lr: 0.000050 loss: 0.1479 (0.1431) loss_classifier: 0.0669 (0.0676) loss_box_reg: 0.0600 (0.0544) loss_objectness: 0.0041 (0.0045) loss_rpn_box_reg: 0.0163 (0.0167) time: 0.8421 data: 0.0219 max mem: 0
Epoch: [6] [410/728] eta: 0:04:29 lr: 0.000050 loss: 0.1208 (0.1427) loss_classifier: 0.0595 (0.0674) loss_box_reg: 0.0513 (0.0542) loss_objectness: 0.0034 (0.0044) loss_rpn_box_reg: 0.0111 (0.0166) time: 0.8378 data: 0.0223 max mem: 0
Epoch: [6] [420/728] eta: 0:04:20 lr: 0.000050 loss: 0.1208 (0.1424) loss_classifier: 0.0575 (0.0673) loss_box_reg: 0.0457 (0.0541) loss_objectness: 0.0028 (0.0044) loss_rpn_box_reg: 0.0108 (0.0165) time: 0.8398 data: 0.0222 max mem: 0
Epoch: [6] [430/728] eta: 0:04:12 lr: 0.000050 loss: 0.1460 (0.1424) loss_classifier: 0.0650 (0.0674) loss_box_reg: 0.0556 (0.0542) loss_objectness: 0.0032 (0.0044) loss_rpn_box_reg: 0.0120 (0.0165) time: 0.8422 data: 0.0220 max mem: 0
Epoch: [6] [440/728] eta: 0:04:03 lr: 0.000050 loss: 0.1482 (0.1428) loss_classifier: 0.0724 (0.0675) loss_box_reg: 0.0567 (0.0544) loss_objectness: 0.0036 (0.0044) loss_rpn_box_reg: 0.0135 (0.0165) time: 0.8438 data: 0.0228 max mem: 0
Epoch: [6] [450/728] eta: 0:03:55 lr: 0.000050 loss: 0.1505 (0.1430) loss_classifier: 0.0680 (0.0676) loss_box_reg: 0.0598 (0.0545) loss_objectness: 0.0030 (0.0044) loss_rpn_box_reg: 0.0157 (0.0165) time: 0.8442 data: 0.0228 max mem: 0
Epoch: [6] [460/728] eta: 0:03:46 lr: 0.000050 loss: 0.1372 (0.1427) loss_classifier: 0.0631 (0.0675) loss_box_reg: 0.0551 (0.0544) loss_objectness: 0.0030 (0.0044) loss_rpn_box_reg: 0.0102 (0.0164) time: 0.8453 data: 0.0230 max mem: 0
Epoch: [6] [470/728] eta: 0:03:38 lr: 0.000050 loss: 0.1189 (0.1424) loss_classifier: 0.0627 (0.0673) loss_box_reg: 0.0477 (0.0543) loss_objectness: 0.0027 (0.0044) loss_rpn_box_reg: 0.0111 (0.0164) time: 0.8449 data: 0.0224 max mem: 0
Epoch: [6] [480/728] eta: 0:03:29 lr: 0.000050 loss: 0.1394 (0.1429) loss_classifier: 0.0650 (0.0675) loss_box_reg: 0.0520 (0.0545) loss_objectness: 0.0031 (0.0044) loss_rpn_box_reg: 0.0139 (0.0164) time: 0.8467 data: 0.0228 max mem: 0
Epoch: [6] [490/728] eta: 0:03:21 lr: 0.000050 loss: 0.1473 (0.1429) loss_classifier: 0.0656 (0.0675) loss_box_reg: 0.0618 (0.0546) loss_objectness: 0.0048 (0.0045) loss_rpn_box_reg: 0.0128 (0.0164) time: 0.8461 data: 0.0231 max mem: 0
Epoch: [6] [500/728] eta: 0:03:12 lr: 0.000050 loss: 0.1473 (0.1432) loss_classifier: 0.0660 (0.0676) loss_box_reg: 0.0604 (0.0547) loss_objectness: 0.0044 (0.0045) loss_rpn_box_reg: 0.0140 (0.0164) time: 0.8465 data: 0.0228 max mem: 0
Epoch: [6] [510/728] eta: 0:03:04 lr: 0.000050 loss: 0.1447 (0.1431) loss_classifier: 0.0714 (0.0675) loss_box_reg: 0.0557 (0.0547) loss_objectness: 0.0030 (0.0044) loss_rpn_box_reg: 0.0164 (0.0164) time: 0.8469 data: 0.0225 max mem: 0
Epoch: [6] [520/728] eta: 0:02:56 lr: 0.000050 loss: 0.1323 (0.1430) loss_classifier: 0.0596 (0.0675) loss_box_reg: 0.0518 (0.0547) loss_objectness: 0.0037 (0.0045) loss_rpn_box_reg: 0.0137 (0.0164) time: 0.8444 data: 0.0218 max mem: 0
Epoch: [6] [530/728] eta: 0:02:47 lr: 0.000050 loss: 0.1400 (0.1432) loss_classifier: 0.0651 (0.0676) loss_box_reg: 0.0516 (0.0548) loss_objectness: 0.0039 (0.0045) loss_rpn_box_reg: 0.0123 (0.0164) time: 0.8447 data: 0.0217 max mem: 0
Epoch: [6] [540/728] eta: 0:02:39 lr: 0.000050 loss: 0.1319 (0.1434) loss_classifier: 0.0658 (0.0677) loss_box_reg: 0.0513 (0.0548) loss_objectness: 0.0038 (0.0045) loss_rpn_box_reg: 0.0128 (0.0164) time: 0.8454 data: 0.0217 max mem: 0
Epoch: [6] [550/728] eta: 0:02:30 lr: 0.000050 loss: 0.1291 (0.1433) loss_classifier: 0.0641 (0.0678) loss_box_reg: 0.0480 (0.0547) loss_objectness: 0.0037 (0.0045) loss_rpn_box_reg: 0.0119 (0.0163) time: 0.8440 data: 0.0225 max mem: 0
Epoch: [6] [560/728] eta: 0:02:22 lr: 0.000050 loss: 0.1372 (0.1437) loss_classifier: 0.0697 (0.0680) loss_box_reg: 0.0513 (0.0549) loss_objectness: 0.0042 (0.0045) loss_rpn_box_reg: 0.0119 (0.0164) time: 0.8436 data: 0.0227 max mem: 0
Epoch: [6] [570/728] eta: 0:02:13 lr: 0.000050 loss: 0.1481 (0.1440) loss_classifier: 0.0733 (0.0681) loss_box_reg: 0.0584 (0.0551) loss_objectness: 0.0048 (0.0045) loss_rpn_box_reg: 0.0133 (0.0164) time: 0.8420 data: 0.0223 max mem: 0
Epoch: [6] [580/728] eta: 0:02:05 lr: 0.000050 loss: 0.1579 (0.1445) loss_classifier: 0.0750 (0.0682) loss_box_reg: 0.0623 (0.0552) loss_objectness: 0.0048 (0.0045) loss_rpn_box_reg: 0.0152 (0.0165) time: 0.8411 data: 0.0220 max mem: 0
Epoch: [6] [590/728] eta: 0:01:56 lr: 0.000050 loss: 0.1579 (0.1444) loss_classifier: 0.0743 (0.0682) loss_box_reg: 0.0598 (0.0552) loss_objectness: 0.0048 (0.0045) loss_rpn_box_reg: 0.0148 (0.0165) time: 0.8454 data: 0.0221 max mem: 0
Epoch: [6] [600/728] eta: 0:01:48 lr: 0.000050 loss: 0.1484 (0.1444) loss_classifier: 0.0694 (0.0682) loss_box_reg: 0.0572 (0.0553) loss_objectness: 0.0034 (0.0045) loss_rpn_box_reg: 0.0125 (0.0165) time: 0.8451 data: 0.0222 max mem: 0
Epoch: [6] [610/728] eta: 0:01:39 lr: 0.000050 loss: 0.1340 (0.1442) loss_classifier: 0.0660 (0.0681) loss_box_reg: 0.0530 (0.0552) loss_objectness: 0.0030 (0.0045) loss_rpn_box_reg: 0.0118 (0.0164) time: 0.8410 data: 0.0220 max mem: 0
Epoch: [6] [620/728] eta: 0:01:31 lr: 0.000050 loss: 0.1318 (0.1441) loss_classifier: 0.0595 (0.0680) loss_box_reg: 0.0519 (0.0552) loss_objectness: 0.0030 (0.0045) loss_rpn_box_reg: 0.0118 (0.0164) time: 0.8381 data: 0.0224 max mem: 0
Epoch: [6] [630/728] eta: 0:01:22 lr: 0.000050 loss: 0.1221 (0.1441) loss_classifier: 0.0568 (0.0680) loss_box_reg: 0.0492 (0.0552) loss_objectness: 0.0048 (0.0045) loss_rpn_box_reg: 0.0103 (0.0163) time: 0.8380 data: 0.0222 max mem: 0
Epoch: [6] [640/728] eta: 0:01:14 lr: 0.000050 loss: 0.1380 (0.1439) loss_classifier: 0.0620 (0.0680) loss_box_reg: 0.0493 (0.0552) loss_objectness: 0.0035 (0.0045) loss_rpn_box_reg: 0.0106 (0.0163) time: 0.8454 data: 0.0219 max mem: 0
Epoch: [6] [650/728] eta: 0:01:05 lr: 0.000050 loss: 0.1345 (0.1438) loss_classifier: 0.0620 (0.0679) loss_box_reg: 0.0494 (0.0552) loss_objectness: 0.0031 (0.0045) loss_rpn_box_reg: 0.0113 (0.0163) time: 0.8485 data: 0.0223 max mem: 0
Epoch: [6] [660/728] eta: 0:00:57 lr: 0.000050 loss: 0.1312 (0.1437) loss_classifier: 0.0615 (0.0678) loss_box_reg: 0.0557 (0.0552) loss_objectness: 0.0034 (0.0045) loss_rpn_box_reg: 0.0111 (0.0162) time: 0.8479 data: 0.0224 max mem: 0
Epoch: [6] [670/728] eta: 0:00:49 lr: 0.000050 loss: 0.1230 (0.1436) loss_classifier: 0.0597 (0.0678) loss_box_reg: 0.0498 (0.0551) loss_objectness: 0.0034 (0.0045) loss_rpn_box_reg: 0.0097 (0.0162) time: 0.8481 data: 0.0223 max mem: 0
Epoch: [6] [680/728] eta: 0:00:40 lr: 0.000050 loss: 0.1303 (0.1438) loss_classifier: 0.0634 (0.0679) loss_box_reg: 0.0498 (0.0552) loss_objectness: 0.0041 (0.0046) loss_rpn_box_reg: 0.0109 (0.0162) time: 0.8461 data: 0.0220 max mem: 0
Epoch: [6] [690/728] eta: 0:00:32 lr: 0.000050 loss: 0.1538 (0.1438) loss_classifier: 0.0753 (0.0679) loss_box_reg: 0.0560 (0.0552) loss_objectness: 0.0041 (0.0045) loss_rpn_box_reg: 0.0157 (0.0162) time: 0.8488 data: 0.0231 max mem: 0
Epoch: [6] [700/728] eta: 0:00:23 lr: 0.000050 loss: 0.1449 (0.1438) loss_classifier: 0.0680 (0.0679) loss_box_reg: 0.0562 (0.0552) loss_objectness: 0.0043 (0.0045) loss_rpn_box_reg: 0.0140 (0.0162) time: 0.8510 data: 0.0233 max mem: 0
Epoch: [6] [710/728] eta: 0:00:15 lr: 0.000050 loss: 0.1503 (0.1440) loss_classifier: 0.0718 (0.0679) loss_box_reg: 0.0570 (0.0553) loss_objectness: 0.0044 (0.0045) loss_rpn_box_reg: 0.0141 (0.0162) time: 0.8466 data: 0.0222 max mem: 0
Epoch: [6] [720/728] eta: 0:00:06 lr: 0.000050 loss: 0.1430 (0.1440) loss_classifier: 0.0694 (0.0680) loss_box_reg: 0.0570 (0.0552) loss_objectness: 0.0040 (0.0045) loss_rpn_box_reg: 0.0141 (0.0163) time: 0.8456 data: 0.0221 max mem: 0
Epoch: [6] [727/728] eta: 0:00:00 lr: 0.000050 loss: 0.1412 (0.1440) loss_classifier: 0.0655 (0.0679) loss_box_reg: 0.0465 (0.0552) loss_objectness: 0.0040 (0.0045) loss_rpn_box_reg: 0.0137 (0.0163) time: 0.8195 data: 0.0215 max mem: 0
Epoch: [6] Total time: 0:10:15 (0.8455 s / it)
Test: [ 0/500] eta: 0:03:02 model_time: 0.0537 (0.0537) evaluator_time: 0.0100 (0.0100) time: 0.3645 data: 0.2981 max mem: 0
Test: [100/500] eta: 0:00:19 model_time: 0.0364 (0.0369) evaluator_time: 0.0028 (0.0036) time: 0.0448 data: 0.0036 max mem: 0
Test: [200/500] eta: 0:00:14 model_time: 0.0368 (0.0371) evaluator_time: 0.0042 (0.0037) time: 0.0477 data: 0.0035 max mem: 0
Test: [300/500] eta: 0:00:09 model_time: 0.0374 (0.0372) evaluator_time: 0.0038 (0.0037) time: 0.0485 data: 0.0035 max mem: 0
Test: [400/500] eta: 0:00:04 model_time: 0.0374 (0.0373) evaluator_time: 0.0032 (0.0037) time: 0.0467 data: 0.0034 max mem: 0
Test: [499/500] eta: 0:00:00 model_time: 0.0373 (0.0373) evaluator_time: 0.0027 (0.0037) time: 0.0469 data: 0.0036 max mem: 0
Test: Total time: 0:00:23 (0.0473 s / it)
Averaged stats: model_time: 0.0373 (0.0373) evaluator_time: 0.0027 (0.0037)
Accumulating evaluation results...
DONE (t=0.15s).
IoU metric: bbox
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.173
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.279
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.186
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.100
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.198
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.232
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.189
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.345
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.348
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.215
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.387
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.418
Epoch: [7] [ 0/728] eta: 0:17:29 lr: 0.000050 loss: 0.1702 (0.1702) loss_classifier: 0.0795 (0.0795) loss_box_reg: 0.0666 (0.0666) loss_objectness: 0.0050 (0.0050) loss_rpn_box_reg: 0.0191 (0.0191) time: 1.4413 data: 0.6103 max mem: 0
Epoch: [7] [ 10/728] eta: 0:10:41 lr: 0.000050 loss: 0.1233 (0.1356) loss_classifier: 0.0603 (0.0623) loss_box_reg: 0.0476 (0.0535) loss_objectness: 0.0030 (0.0038) loss_rpn_box_reg: 0.0131 (0.0160) time: 0.8939 data: 0.0737 max mem: 0
Epoch: [7] [ 20/728] eta: 0:10:17 lr: 0.000050 loss: 0.1233 (0.1481) loss_classifier: 0.0579 (0.0694) loss_box_reg: 0.0488 (0.0590) loss_objectness: 0.0037 (0.0042) loss_rpn_box_reg: 0.0131 (0.0156) time: 0.8440 data: 0.0213 max mem: 0
Epoch: [7] [ 30/728] eta: 0:10:03 lr: 0.000050 loss: 0.1446 (0.1475) loss_classifier: 0.0634 (0.0692) loss_box_reg: 0.0539 (0.0578) loss_objectness: 0.0040 (0.0047) loss_rpn_box_reg: 0.0140 (0.0158) time: 0.8481 data: 0.0231 max mem: 0
Epoch: [7] [ 40/728] eta: 0:09:52 lr: 0.000050 loss: 0.1505 (0.1466) loss_classifier: 0.0674 (0.0690) loss_box_reg: 0.0558 (0.0572) loss_objectness: 0.0031 (0.0045) loss_rpn_box_reg: 0.0148 (0.0159) time: 0.8503 data: 0.0242 max mem: 0
Epoch: [7] [ 50/728] eta: 0:09:42 lr: 0.000050 loss: 0.1457 (0.1448) loss_classifier: 0.0674 (0.0683) loss_box_reg: 0.0558 (0.0567) loss_objectness: 0.0034 (0.0046) loss_rpn_box_reg: 0.0117 (0.0152) time: 0.8520 data: 0.0247 max mem: 0
Epoch: [7] [ 60/728] eta: 0:09:32 lr: 0.000050 loss: 0.1378 (0.1469) loss_classifier: 0.0695 (0.0688) loss_box_reg: 0.0456 (0.0563) loss_objectness: 0.0046 (0.0047) loss_rpn_box_reg: 0.0125 (0.0171) time: 0.8484 data: 0.0234 max mem: 0
Epoch: [7] [ 70/728] eta: 0:09:22 lr: 0.000050 loss: 0.1568 (0.1474) loss_classifier: 0.0701 (0.0686) loss_box_reg: 0.0529 (0.0566) loss_objectness: 0.0046 (0.0048) loss_rpn_box_reg: 0.0176 (0.0175) time: 0.8427 data: 0.0221 max mem: 0
Epoch: [7] [ 80/728] eta: 0:09:13 lr: 0.000050 loss: 0.1480 (0.1479) loss_classifier: 0.0658 (0.0680) loss_box_reg: 0.0602 (0.0573) loss_objectness: 0.0037 (0.0047) loss_rpn_box_reg: 0.0160 (0.0179) time: 0.8437 data: 0.0219 max mem: 0
Epoch: [7] [ 90/728] eta: 0:09:04 lr: 0.000050 loss: 0.1401 (0.1470) loss_classifier: 0.0649 (0.0680) loss_box_reg: 0.0586 (0.0571) loss_objectness: 0.0032 (0.0045) loss_rpn_box_reg: 0.0123 (0.0174) time: 0.8490 data: 0.0220 max mem: 0
Epoch: [7] [100/728] eta: 0:08:55 lr: 0.000050 loss: 0.1314 (0.1445) loss_classifier: 0.0628 (0.0667) loss_box_reg: 0.0502 (0.0559) loss_objectness: 0.0035 (0.0046) loss_rpn_box_reg: 0.0110 (0.0174) time: 0.8496 data: 0.0227 max mem: 0
Epoch: [7] [110/728] eta: 0:08:47 lr: 0.000050 loss: 0.1182 (0.1432) loss_classifier: 0.0581 (0.0662) loss_box_reg: 0.0438 (0.0555) loss_objectness: 0.0031 (0.0045) loss_rpn_box_reg: 0.0101 (0.0170) time: 0.8493 data: 0.0231 max mem: 0
Epoch: [7] [120/728] eta: 0:08:37 lr: 0.000050 loss: 0.1195 (0.1423) loss_classifier: 0.0586 (0.0660) loss_box_reg: 0.0471 (0.0552) loss_objectness: 0.0027 (0.0044) loss_rpn_box_reg: 0.0122 (0.0168) time: 0.8451 data: 0.0224 max mem: 0
Epoch: [7] [130/728] eta: 0:08:28 lr: 0.000050 loss: 0.1200 (0.1431) loss_classifier: 0.0552 (0.0664) loss_box_reg: 0.0518 (0.0553) loss_objectness: 0.0032 (0.0044) loss_rpn_box_reg: 0.0150 (0.0170) time: 0.8388 data: 0.0215 max mem: 0
Epoch: [7] [140/728] eta: 0:08:19 lr: 0.000050 loss: 0.1362 (0.1427) loss_classifier: 0.0597 (0.0662) loss_box_reg: 0.0534 (0.0553) loss_objectness: 0.0037 (0.0044) loss_rpn_box_reg: 0.0150 (0.0168) time: 0.8380 data: 0.0218 max mem: 0
Epoch: [7] [150/728] eta: 0:08:10 lr: 0.000050 loss: 0.1362 (0.1435) loss_classifier: 0.0631 (0.0669) loss_box_reg: 0.0546 (0.0555) loss_objectness: 0.0042 (0.0045) loss_rpn_box_reg: 0.0119 (0.0167) time: 0.8379 data: 0.0219 max mem: 0
Epoch: [7] [160/728] eta: 0:08:01 lr: 0.000050 loss: 0.1362 (0.1437) loss_classifier: 0.0659 (0.0669) loss_box_reg: 0.0510 (0.0554) loss_objectness: 0.0036 (0.0045) loss_rpn_box_reg: 0.0125 (0.0169) time: 0.8379 data: 0.0214 max mem: 0
Epoch: [7] [170/728] eta: 0:07:53 lr: 0.000050 loss: 0.1322 (0.1430) loss_classifier: 0.0653 (0.0667) loss_box_reg: 0.0500 (0.0552) loss_objectness: 0.0031 (0.0044) loss_rpn_box_reg: 0.0125 (0.0167) time: 0.8417 data: 0.0222 max mem: 0
Epoch: [7] [180/728] eta: 0:07:44 lr: 0.000050 loss: 0.1322 (0.1429) loss_classifier: 0.0655 (0.0670) loss_box_reg: 0.0453 (0.0549) loss_objectness: 0.0029 (0.0045) loss_rpn_box_reg: 0.0117 (0.0165) time: 0.8441 data: 0.0224 max mem: 0
Epoch: [7] [190/728] eta: 0:07:35 lr: 0.000050 loss: 0.1396 (0.1427) loss_classifier: 0.0675 (0.0669) loss_box_reg: 0.0483 (0.0549) loss_objectness: 0.0034 (0.0045) loss_rpn_box_reg: 0.0128 (0.0164) time: 0.8426 data: 0.0217 max mem: 0
Epoch: [7] [200/728] eta: 0:07:27 lr: 0.000050 loss: 0.1240 (0.1420) loss_classifier: 0.0616 (0.0666) loss_box_reg: 0.0499 (0.0545) loss_objectness: 0.0039 (0.0045) loss_rpn_box_reg: 0.0128 (0.0164) time: 0.8404 data: 0.0216 max mem: 0
Epoch: [7] [210/728] eta: 0:07:18 lr: 0.000050 loss: 0.1290 (0.1421) loss_classifier: 0.0633 (0.0668) loss_box_reg: 0.0510 (0.0545) loss_objectness: 0.0042 (0.0045) loss_rpn_box_reg: 0.0110 (0.0163) time: 0.8392 data: 0.0213 max mem: 0
Epoch: [7] [220/728] eta: 0:07:09 lr: 0.000050 loss: 0.1356 (0.1422) loss_classifier: 0.0637 (0.0669) loss_box_reg: 0.0565 (0.0546) loss_objectness: 0.0044 (0.0045) loss_rpn_box_reg: 0.0115 (0.0161) time: 0.8386 data: 0.0211 max mem: 0
Epoch: [7] [230/728] eta: 0:07:01 lr: 0.000050 loss: 0.1357 (0.1423) loss_classifier: 0.0621 (0.0669) loss_box_reg: 0.0574 (0.0547) loss_objectness: 0.0045 (0.0045) loss_rpn_box_reg: 0.0122 (0.0162) time: 0.8386 data: 0.0213 max mem: 0
Epoch: [7] [240/728] eta: 0:06:52 lr: 0.000050 loss: 0.1328 (0.1425) loss_classifier: 0.0606 (0.0667) loss_box_reg: 0.0509 (0.0548) loss_objectness: 0.0046 (0.0045) loss_rpn_box_reg: 0.0140 (0.0165) time: 0.8448 data: 0.0232 max mem: 0
Epoch: [7] [250/728] eta: 0:06:44 lr: 0.000050 loss: 0.1345 (0.1427) loss_classifier: 0.0591 (0.0669) loss_box_reg: 0.0555 (0.0550) loss_objectness: 0.0033 (0.0045) loss_rpn_box_reg: 0.0122 (0.0163) time: 0.8488 data: 0.0255 max mem: 0
Epoch: [7] [260/728] eta: 0:06:36 lr: 0.000050 loss: 0.1545 (0.1430) loss_classifier: 0.0682 (0.0670) loss_box_reg: 0.0569 (0.0552) loss_objectness: 0.0035 (0.0045) loss_rpn_box_reg: 0.0122 (0.0163) time: 0.8490 data: 0.0254 max mem: 0
Epoch: [7] [270/728] eta: 0:06:27 lr: 0.000050 loss: 0.1353 (0.1426) loss_classifier: 0.0660 (0.0670) loss_box_reg: 0.0552 (0.0549) loss_objectness: 0.0043 (0.0045) loss_rpn_box_reg: 0.0120 (0.0162) time: 0.8462 data: 0.0237 max mem: 0
Epoch: [7] [280/728] eta: 0:06:19 lr: 0.000050 loss: 0.1217 (0.1421) loss_classifier: 0.0588 (0.0668) loss_box_reg: 0.0484 (0.0548) loss_objectness: 0.0029 (0.0044) loss_rpn_box_reg: 0.0106 (0.0161) time: 0.8408 data: 0.0229 max mem: 0
Epoch: [7] [290/728] eta: 0:06:10 lr: 0.000050 loss: 0.1217 (0.1421) loss_classifier: 0.0609 (0.0668) loss_box_reg: 0.0476 (0.0549) loss_objectness: 0.0028 (0.0044) loss_rpn_box_reg: 0.0128 (0.0161) time: 0.8422 data: 0.0227 max mem: 0
Epoch: [7] [300/728] eta: 0:06:02 lr: 0.000050 loss: 0.1356 (0.1420) loss_classifier: 0.0657 (0.0667) loss_box_reg: 0.0535 (0.0549) loss_objectness: 0.0030 (0.0044) loss_rpn_box_reg: 0.0128 (0.0160) time: 0.8447 data: 0.0221 max mem: 0
Epoch: [7] [310/728] eta: 0:05:53 lr: 0.000050 loss: 0.1433 (0.1427) loss_classifier: 0.0654 (0.0670) loss_box_reg: 0.0542 (0.0552) loss_objectness: 0.0039 (0.0045) loss_rpn_box_reg: 0.0147 (0.0161) time: 0.8433 data: 0.0219 max mem: 0
Epoch: [7] [320/728] eta: 0:05:45 lr: 0.000050 loss: 0.1339 (0.1421) loss_classifier: 0.0632 (0.0667) loss_box_reg: 0.0541 (0.0550) loss_objectness: 0.0032 (0.0044) loss_rpn_box_reg: 0.0158 (0.0160) time: 0.8435 data: 0.0224 max mem: 0
Epoch: [7] [330/728] eta: 0:05:36 lr: 0.000050 loss: 0.1339 (0.1426) loss_classifier: 0.0643 (0.0669) loss_box_reg: 0.0541 (0.0553) loss_objectness: 0.0031 (0.0044) loss_rpn_box_reg: 0.0132 (0.0160) time: 0.8455 data: 0.0224 max mem: 0
Epoch: [7] [340/728] eta: 0:05:28 lr: 0.000050 loss: 0.1492 (0.1429) loss_classifier: 0.0719 (0.0670) loss_box_reg: 0.0602 (0.0554) loss_objectness: 0.0038 (0.0044) loss_rpn_box_reg: 0.0153 (0.0161) time: 0.8442 data: 0.0219 max mem: 0
Epoch: [7] [350/728] eta: 0:05:19 lr: 0.000050 loss: 0.1442 (0.1427) loss_classifier: 0.0675 (0.0670) loss_box_reg: 0.0564 (0.0554) loss_objectness: 0.0041 (0.0044) loss_rpn_box_reg: 0.0151 (0.0160) time: 0.8467 data: 0.0218 max mem: 0
Epoch: [7] [360/728] eta: 0:05:11 lr: 0.000050 loss: 0.1401 (0.1428) loss_classifier: 0.0664 (0.0671) loss_box_reg: 0.0522 (0.0552) loss_objectness: 0.0041 (0.0044) loss_rpn_box_reg: 0.0119 (0.0162) time: 0.8487 data: 0.0219 max mem: 0
Epoch: [7] [370/728] eta: 0:05:02 lr: 0.000050 loss: 0.1436 (0.1432) loss_classifier: 0.0699 (0.0673) loss_box_reg: 0.0507 (0.0552) loss_objectness: 0.0041 (0.0044) loss_rpn_box_reg: 0.0148 (0.0163) time: 0.8480 data: 0.0231 max mem: 0
Epoch: [7] [380/728] eta: 0:04:54 lr: 0.000050 loss: 0.1436 (0.1436) loss_classifier: 0.0757 (0.0675) loss_box_reg: 0.0507 (0.0553) loss_objectness: 0.0046 (0.0044) loss_rpn_box_reg: 0.0151 (0.0164) time: 0.8498 data: 0.0238 max mem: 0
Epoch: [7] [390/728] eta: 0:04:46 lr: 0.000050 loss: 0.1441 (0.1437) loss_classifier: 0.0659 (0.0675) loss_box_reg: 0.0544 (0.0554) loss_objectness: 0.0027 (0.0044) loss_rpn_box_reg: 0.0134 (0.0164) time: 0.8511 data: 0.0229 max mem: 0
Epoch: [7] [400/728] eta: 0:04:37 lr: 0.000050 loss: 0.1349 (0.1436) loss_classifier: 0.0660 (0.0675) loss_box_reg: 0.0512 (0.0553) loss_objectness: 0.0027 (0.0044) loss_rpn_box_reg: 0.0112 (0.0163) time: 0.8479 data: 0.0220 max mem: 0
Epoch: [7] [410/728] eta: 0:04:29 lr: 0.000050 loss: 0.1262 (0.1435) loss_classifier: 0.0683 (0.0675) loss_box_reg: 0.0510 (0.0553) loss_objectness: 0.0036 (0.0044) loss_rpn_box_reg: 0.0125 (0.0163) time: 0.8444 data: 0.0218 max mem: 0
Epoch: [7] [420/728] eta: 0:04:20 lr: 0.000050 loss: 0.1417 (0.1433) loss_classifier: 0.0628 (0.0674) loss_box_reg: 0.0510 (0.0551) loss_objectness: 0.0045 (0.0045) loss_rpn_box_reg: 0.0127 (0.0163) time: 0.8472 data: 0.0219 max mem: 0
Epoch: [7] [430/728] eta: 0:04:12 lr: 0.000050 loss: 0.1429 (0.1432) loss_classifier: 0.0647 (0.0674) loss_box_reg: 0.0538 (0.0552) loss_objectness: 0.0039 (0.0044) loss_rpn_box_reg: 0.0136 (0.0162) time: 0.8437 data: 0.0217 max mem: 0
Epoch: [7] [440/728] eta: 0:04:03 lr: 0.000050 loss: 0.1429 (0.1434) loss_classifier: 0.0668 (0.0675) loss_box_reg: 0.0559 (0.0553) loss_objectness: 0.0036 (0.0044) loss_rpn_box_reg: 0.0112 (0.0162) time: 0.8418 data: 0.0218 max mem: 0
Epoch: [7] [450/728] eta: 0:03:55 lr: 0.000050 loss: 0.1403 (0.1436) loss_classifier: 0.0694 (0.0676) loss_box_reg: 0.0539 (0.0553) loss_objectness: 0.0042 (0.0045) loss_rpn_box_reg: 0.0107 (0.0162) time: 0.8432 data: 0.0216 max mem: 0
Epoch: [7] [460/728] eta: 0:03:46 lr: 0.000050 loss: 0.1319 (0.1433) loss_classifier: 0.0689 (0.0676) loss_box_reg: 0.0490 (0.0551) loss_objectness: 0.0034 (0.0044) loss_rpn_box_reg: 0.0106 (0.0161) time: 0.8430 data: 0.0209 max mem: 0
Epoch: [7] [470/728] eta: 0:03:38 lr: 0.000050 loss: 0.1406 (0.1435) loss_classifier: 0.0686 (0.0678) loss_box_reg: 0.0522 (0.0552) loss_objectness: 0.0028 (0.0044) loss_rpn_box_reg: 0.0126 (0.0161) time: 0.8448 data: 0.0216 max mem: 0
Epoch: [7] [480/728] eta: 0:03:29 lr: 0.000050 loss: 0.1457 (0.1435) loss_classifier: 0.0683 (0.0677) loss_box_reg: 0.0594 (0.0553) loss_objectness: 0.0038 (0.0044) loss_rpn_box_reg: 0.0127 (0.0161) time: 0.8450 data: 0.0223 max mem: 0
Epoch: [7] [490/728] eta: 0:03:21 lr: 0.000050 loss: 0.1467 (0.1436) loss_classifier: 0.0685 (0.0678) loss_box_reg: 0.0570 (0.0553) loss_objectness: 0.0033 (0.0044) loss_rpn_box_reg: 0.0125 (0.0161) time: 0.8439 data: 0.0218 max mem: 0
Epoch: [7] [500/728] eta: 0:03:12 lr: 0.000050 loss: 0.1476 (0.1440) loss_classifier: 0.0740 (0.0681) loss_box_reg: 0.0574 (0.0554) loss_objectness: 0.0041 (0.0044) loss_rpn_box_reg: 0.0126 (0.0161) time: 0.8470 data: 0.0221 max mem: 0
Epoch: [7] [510/728] eta: 0:03:04 lr: 0.000050 loss: 0.1495 (0.1443) loss_classifier: 0.0740 (0.0682) loss_box_reg: 0.0579 (0.0556) loss_objectness: 0.0041 (0.0044) loss_rpn_box_reg: 0.0157 (0.0161) time: 0.8501 data: 0.0227 max mem: 0
Epoch: [7] [520/728] eta: 0:02:55 lr: 0.000050 loss: 0.1448 (0.1442) loss_classifier: 0.0691 (0.0682) loss_box_reg: 0.0575 (0.0555) loss_objectness: 0.0035 (0.0044) loss_rpn_box_reg: 0.0128 (0.0161) time: 0.8499 data: 0.0225 max mem: 0
Epoch: [7] [530/728] eta: 0:02:47 lr: 0.000050 loss: 0.1208 (0.1439) loss_classifier: 0.0599 (0.0680) loss_box_reg: 0.0461 (0.0554) loss_objectness: 0.0037 (0.0044) loss_rpn_box_reg: 0.0102 (0.0161) time: 0.8499 data: 0.0224 max mem: 0
Epoch: [7] [540/728] eta: 0:02:39 lr: 0.000050 loss: 0.1227 (0.1440) loss_classifier: 0.0600 (0.0681) loss_box_reg: 0.0484 (0.0554) loss_objectness: 0.0037 (0.0044) loss_rpn_box_reg: 0.0117 (0.0160) time: 0.8465 data: 0.0230 max mem: 0
Epoch: [7] [550/728] eta: 0:02:30 lr: 0.000050 loss: 0.1516 (0.1441) loss_classifier: 0.0728 (0.0682) loss_box_reg: 0.0556 (0.0554) loss_objectness: 0.0036 (0.0044) loss_rpn_box_reg: 0.0136 (0.0160) time: 0.8454 data: 0.0226 max mem: 0
Epoch: [7] [560/728] eta: 0:02:22 lr: 0.000050 loss: 0.1305 (0.1439) loss_classifier: 0.0672 (0.0681) loss_box_reg: 0.0484 (0.0553) loss_objectness: 0.0037 (0.0044) loss_rpn_box_reg: 0.0156 (0.0161) time: 0.8467 data: 0.0219 max mem: 0
Epoch: [7] [570/728] eta: 0:02:13 lr: 0.000050 loss: 0.1328 (0.1443) loss_classifier: 0.0640 (0.0682) loss_box_reg: 0.0498 (0.0554) loss_objectness: 0.0040 (0.0044) loss_rpn_box_reg: 0.0146 (0.0162) time: 0.8461 data: 0.0221 max mem: 0
Epoch: [7] [580/728] eta: 0:02:05 lr: 0.000050 loss: 0.1474 (0.1445) loss_classifier: 0.0707 (0.0684) loss_box_reg: 0.0563 (0.0555) loss_objectness: 0.0046 (0.0044) loss_rpn_box_reg: 0.0136 (0.0162) time: 0.8437 data: 0.0220 max mem: 0
Epoch: [7] [590/728] eta: 0:01:56 lr: 0.000050 loss: 0.1475 (0.1444) loss_classifier: 0.0632 (0.0683) loss_box_reg: 0.0538 (0.0555) loss_objectness: 0.0033 (0.0044) loss_rpn_box_reg: 0.0137 (0.0162) time: 0.8446 data: 0.0220 max mem: 0
Epoch: [7] [600/728] eta: 0:01:48 lr: 0.000050 loss: 0.1381 (0.1444) loss_classifier: 0.0641 (0.0683) loss_box_reg: 0.0530 (0.0554) loss_objectness: 0.0040 (0.0044) loss_rpn_box_reg: 0.0137 (0.0162) time: 0.8453 data: 0.0220 max mem: 0
Epoch: [7] [610/728] eta: 0:01:39 lr: 0.000050 loss: 0.1381 (0.1446) loss_classifier: 0.0667 (0.0683) loss_box_reg: 0.0517 (0.0555) loss_objectness: 0.0043 (0.0044) loss_rpn_box_reg: 0.0182 (0.0163) time: 0.8439 data: 0.0219 max mem: 0
Epoch: [7] [620/728] eta: 0:01:31 lr: 0.000050 loss: 0.1299 (0.1446) loss_classifier: 0.0632 (0.0684) loss_box_reg: 0.0517 (0.0555) loss_objectness: 0.0043 (0.0044) loss_rpn_box_reg: 0.0144 (0.0163) time: 0.8438 data: 0.0222 max mem: 0
Epoch: [7] [630/728] eta: 0:01:22 lr: 0.000050 loss: 0.1434 (0.1445) loss_classifier: 0.0698 (0.0684) loss_box_reg: 0.0504 (0.0554) loss_objectness: 0.0037 (0.0044) loss_rpn_box_reg: 0.0144 (0.0163) time: 0.8450 data: 0.0229 max mem: 0
Epoch: [7] [640/728] eta: 0:01:14 lr: 0.000050 loss: 0.1432 (0.1446) loss_classifier: 0.0661 (0.0684) loss_box_reg: 0.0453 (0.0555) loss_objectness: 0.0027 (0.0044) loss_rpn_box_reg: 0.0152 (0.0163) time: 0.8441 data: 0.0230 max mem: 0
Epoch: [7] [650/728] eta: 0:01:05 lr: 0.000050 loss: 0.1327 (0.1446) loss_classifier: 0.0647 (0.0684) loss_box_reg: 0.0500 (0.0555) loss_objectness: 0.0029 (0.0044) loss_rpn_box_reg: 0.0130 (0.0163) time: 0.8407 data: 0.0221 max mem: 0
Epoch: [7] [660/728] eta: 0:00:57 lr: 0.000050 loss: 0.1227 (0.1441) loss_classifier: 0.0588 (0.0682) loss_box_reg: 0.0441 (0.0554) loss_objectness: 0.0029 (0.0044) loss_rpn_box_reg: 0.0129 (0.0162) time: 0.8417 data: 0.0219 max mem: 0
Epoch: [7] [670/728] eta: 0:00:49 lr: 0.000050 loss: 0.1164 (0.1441) loss_classifier: 0.0584 (0.0682) loss_box_reg: 0.0439 (0.0552) loss_objectness: 0.0025 (0.0044) loss_rpn_box_reg: 0.0117 (0.0163) time: 0.8445 data: 0.0223 max mem: 0
Epoch: [7] [680/728] eta: 0:00:40 lr: 0.000050 loss: 0.1292 (0.1439) loss_classifier: 0.0623 (0.0681) loss_box_reg: 0.0488 (0.0552) loss_objectness: 0.0029 (0.0044) loss_rpn_box_reg: 0.0120 (0.0162) time: 0.8458 data: 0.0224 max mem: 0
Epoch: [7] [690/728] eta: 0:00:32 lr: 0.000050 loss: 0.1359 (0.1440) loss_classifier: 0.0612 (0.0680) loss_box_reg: 0.0549 (0.0552) loss_objectness: 0.0032 (0.0044) loss_rpn_box_reg: 0.0149 (0.0164) time: 0.8458 data: 0.0221 max mem: 0
Epoch: [7] [700/728] eta: 0:00:23 lr: 0.000050 loss: 0.1303 (0.1437) loss_classifier: 0.0612 (0.0679) loss_box_reg: 0.0484 (0.0550) loss_objectness: 0.0032 (0.0044) loss_rpn_box_reg: 0.0110 (0.0163) time: 0.8466 data: 0.0221 max mem: 0
Epoch: [7] [710/728] eta: 0:00:15 lr: 0.000050 loss: 0.1155 (0.1434) loss_classifier: 0.0525 (0.0678) loss_box_reg: 0.0417 (0.0549) loss_objectness: 0.0025 (0.0044) loss_rpn_box_reg: 0.0093 (0.0163) time: 0.8455 data: 0.0226 max mem: 0
Epoch: [7] [720/728] eta: 0:00:06 lr: 0.000050 loss: 0.1050 (0.1430) loss_classifier: 0.0500 (0.0676) loss_box_reg: 0.0453 (0.0547) loss_objectness: 0.0020 (0.0044) loss_rpn_box_reg: 0.0098 (0.0163) time: 0.8444 data: 0.0226 max mem: 0
Epoch: [7] [727/728] eta: 0:00:00 lr: 0.000050 loss: 0.1196 (0.1431) loss_classifier: 0.0593 (0.0677) loss_box_reg: 0.0457 (0.0547) loss_objectness: 0.0025 (0.0044) loss_rpn_box_reg: 0.0122 (0.0163) time: 0.8197 data: 0.0217 max mem: 0
Epoch: [7] Total time: 0:10:15 (0.8452 s / it)
Test: [ 0/500] eta: 0:03:04 model_time: 0.0528 (0.0528) evaluator_time: 0.0090 (0.0090) time: 0.3690 data: 0.3037 max mem: 0
Test: [100/500] eta: 0:00:19 model_time: 0.0366 (0.0376) evaluator_time: 0.0029 (0.0038) time: 0.0448 data: 0.0033 max mem: 0
Test: [200/500] eta: 0:00:14 model_time: 0.0366 (0.0372) evaluator_time: 0.0030 (0.0036) time: 0.0458 data: 0.0036 max mem: 0
Test: [300/500] eta: 0:00:09 model_time: 0.0377 (0.0372) evaluator_time: 0.0038 (0.0036) time: 0.0483 data: 0.0039 max mem: 0
Test: [400/500] eta: 0:00:04 model_time: 0.0373 (0.0373) evaluator_time: 0.0029 (0.0036) time: 0.0465 data: 0.0036 max mem: 0
Test: [499/500] eta: 0:00:00 model_time: 0.0372 (0.0374) evaluator_time: 0.0029 (0.0036) time: 0.0468 data: 0.0036 max mem: 0
Test: Total time: 0:00:23 (0.0473 s / it)
Averaged stats: model_time: 0.0372 (0.0374) evaluator_time: 0.0029 (0.0036)
Accumulating evaluation results...
DONE (t=0.15s).
IoU metric: bbox
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.167
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.267
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.184
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.098
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.153
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.258
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.186
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.324
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.327
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.200
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.331
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.434
Epoch: [8] [ 0/728] eta: 0:17:24 lr: 0.000050 loss: 0.2102 (0.2102) loss_classifier: 0.0968 (0.0968) loss_box_reg: 0.0733 (0.0733) loss_objectness: 0.0106 (0.0106) loss_rpn_box_reg: 0.0295 (0.0295) time: 1.4348 data: 0.6116 max mem: 0
Epoch: [8] [ 10/728] eta: 0:10:41 lr: 0.000050 loss: 0.1148 (0.1276) loss_classifier: 0.0616 (0.0619) loss_box_reg: 0.0376 (0.0473) loss_objectness: 0.0037 (0.0044) loss_rpn_box_reg: 0.0135 (0.0140) time: 0.8938 data: 0.0710 max mem: 0
Epoch: [8] [ 20/728] eta: 0:10:15 lr: 0.000050 loss: 0.1148 (0.1316) loss_classifier: 0.0616 (0.0637) loss_box_reg: 0.0429 (0.0498) loss_objectness: 0.0033 (0.0045) loss_rpn_box_reg: 0.0135 (0.0137) time: 0.8408 data: 0.0197 max mem: 0
Epoch: [8] [ 30/728] eta: 0:10:02 lr: 0.000050 loss: 0.1387 (0.1440) loss_classifier: 0.0675 (0.0685) loss_box_reg: 0.0524 (0.0546) loss_objectness: 0.0051 (0.0051) loss_rpn_box_reg: 0.0155 (0.0158) time: 0.8464 data: 0.0230 max mem: 0
Epoch: [8] [ 40/728] eta: 0:09:51 lr: 0.000050 loss: 0.1510 (0.1421) loss_classifier: 0.0683 (0.0667) loss_box_reg: 0.0592 (0.0532) loss_objectness: 0.0048 (0.0051) loss_rpn_box_reg: 0.0161 (0.0172) time: 0.8499 data: 0.0229 max mem: 0
Epoch: [8] [ 50/728] eta: 0:09:40 lr: 0.000050 loss: 0.1456 (0.1442) loss_classifier: 0.0682 (0.0675) loss_box_reg: 0.0509 (0.0536) loss_objectness: 0.0040 (0.0053) loss_rpn_box_reg: 0.0139 (0.0178) time: 0.8470 data: 0.0223 max mem: 0
Epoch: [8] [ 60/728] eta: 0:09:30 lr: 0.000050 loss: 0.1470 (0.1444) loss_classifier: 0.0715 (0.0678) loss_box_reg: 0.0549 (0.0538) loss_objectness: 0.0045 (0.0051) loss_rpn_box_reg: 0.0139 (0.0178) time: 0.8437 data: 0.0221 max mem: 0
Epoch: [8] [ 70/728] eta: 0:09:21 lr: 0.000050 loss: 0.1465 (0.1424) loss_classifier: 0.0671 (0.0667) loss_box_reg: 0.0549 (0.0533) loss_objectness: 0.0032 (0.0050) loss_rpn_box_reg: 0.0141 (0.0173) time: 0.8436 data: 0.0221 max mem: 0
Epoch: [8] [ 80/728] eta: 0:09:12 lr: 0.000050 loss: 0.1278 (0.1438) loss_classifier: 0.0577 (0.0676) loss_box_reg: 0.0482 (0.0538) loss_objectness: 0.0032 (0.0051) loss_rpn_box_reg: 0.0153 (0.0173) time: 0.8440 data: 0.0225 max mem: 0
Epoch: [8] [ 90/728] eta: 0:09:02 lr: 0.000050 loss: 0.1569 (0.1454) loss_classifier: 0.0656 (0.0677) loss_box_reg: 0.0601 (0.0544) loss_objectness: 0.0038 (0.0051) loss_rpn_box_reg: 0.0153 (0.0182) time: 0.8415 data: 0.0223 max mem: 0
Epoch: [8] [100/728] eta: 0:08:53 lr: 0.000050 loss: 0.1482 (0.1451) loss_classifier: 0.0700 (0.0679) loss_box_reg: 0.0548 (0.0542) loss_objectness: 0.0045 (0.0051) loss_rpn_box_reg: 0.0144 (0.0179) time: 0.8409 data: 0.0221 max mem: 0
Epoch: [8] [110/728] eta: 0:08:44 lr: 0.000050 loss: 0.1456 (0.1443) loss_classifier: 0.0675 (0.0677) loss_box_reg: 0.0532 (0.0540) loss_objectness: 0.0038 (0.0050) loss_rpn_box_reg: 0.0138 (0.0175) time: 0.8429 data: 0.0219 max mem: 0
Epoch: [8] [120/728] eta: 0:08:36 lr: 0.000050 loss: 0.1342 (0.1439) loss_classifier: 0.0654 (0.0677) loss_box_reg: 0.0522 (0.0541) loss_objectness: 0.0032 (0.0049) loss_rpn_box_reg: 0.0112 (0.0172) time: 0.8440 data: 0.0222 max mem: 0
Epoch: [8] [130/728] eta: 0:08:27 lr: 0.000050 loss: 0.1307 (0.1429) loss_classifier: 0.0624 (0.0672) loss_box_reg: 0.0495 (0.0540) loss_objectness: 0.0040 (0.0048) loss_rpn_box_reg: 0.0115 (0.0169) time: 0.8476 data: 0.0227 max mem: 0
Epoch: [8] [140/728] eta: 0:08:19 lr: 0.000050 loss: 0.1307 (0.1421) loss_classifier: 0.0598 (0.0668) loss_box_reg: 0.0486 (0.0539) loss_objectness: 0.0040 (0.0047) loss_rpn_box_reg: 0.0115 (0.0166) time: 0.8488 data: 0.0223 max mem: 0
Epoch: [8] [150/728] eta: 0:08:10 lr: 0.000050 loss: 0.1294 (0.1421) loss_classifier: 0.0712 (0.0670) loss_box_reg: 0.0489 (0.0540) loss_objectness: 0.0030 (0.0046) loss_rpn_box_reg: 0.0118 (0.0165) time: 0.8463 data: 0.0223 max mem: 0
Epoch: [8] [160/728] eta: 0:08:01 lr: 0.000050 loss: 0.1416 (0.1425) loss_classifier: 0.0639 (0.0669) loss_box_reg: 0.0521 (0.0544) loss_objectness: 0.0031 (0.0047) loss_rpn_box_reg: 0.0155 (0.0165) time: 0.8438 data: 0.0227 max mem: 0
Epoch: [8] [170/728] eta: 0:07:53 lr: 0.000050 loss: 0.1334 (0.1413) loss_classifier: 0.0610 (0.0665) loss_box_reg: 0.0512 (0.0539) loss_objectness: 0.0035 (0.0046) loss_rpn_box_reg: 0.0113 (0.0163) time: 0.8421 data: 0.0224 max mem: 0
Epoch: [8] [180/728] eta: 0:07:44 lr: 0.000050 loss: 0.1299 (0.1420) loss_classifier: 0.0668 (0.0668) loss_box_reg: 0.0512 (0.0544) loss_objectness: 0.0036 (0.0046) loss_rpn_box_reg: 0.0131 (0.0163) time: 0.8458 data: 0.0221 max mem: 0
Epoch: [8] [190/728] eta: 0:07:36 lr: 0.000050 loss: 0.1418 (0.1418) loss_classifier: 0.0701 (0.0668) loss_box_reg: 0.0514 (0.0543) loss_objectness: 0.0037 (0.0047) loss_rpn_box_reg: 0.0131 (0.0161) time: 0.8463 data: 0.0228 max mem: 0
Epoch: [8] [200/728] eta: 0:07:27 lr: 0.000050 loss: 0.1418 (0.1422) loss_classifier: 0.0701 (0.0672) loss_box_reg: 0.0573 (0.0543) loss_objectness: 0.0034 (0.0047) loss_rpn_box_reg: 0.0104 (0.0161) time: 0.8439 data: 0.0230 max mem: 0
Epoch: [8] [210/728] eta: 0:07:18 lr: 0.000050 loss: 0.1231 (0.1418) loss_classifier: 0.0621 (0.0670) loss_box_reg: 0.0482 (0.0542) loss_objectness: 0.0056 (0.0047) loss_rpn_box_reg: 0.0112 (0.0159) time: 0.8458 data: 0.0223 max mem: 0
Epoch: [8] [220/728] eta: 0:07:10 lr: 0.000050 loss: 0.1231 (0.1424) loss_classifier: 0.0583 (0.0673) loss_box_reg: 0.0468 (0.0544) loss_objectness: 0.0056 (0.0047) loss_rpn_box_reg: 0.0122 (0.0160) time: 0.8448 data: 0.0222 max mem: 0
Epoch: [8] [230/728] eta: 0:07:01 lr: 0.000050 loss: 0.1365 (0.1428) loss_classifier: 0.0658 (0.0675) loss_box_reg: 0.0521 (0.0546) loss_objectness: 0.0031 (0.0047) loss_rpn_box_reg: 0.0124 (0.0160) time: 0.8398 data: 0.0218 max mem: 0
Epoch: [8] [240/728] eta: 0:06:53 lr: 0.000050 loss: 0.1352 (0.1427) loss_classifier: 0.0658 (0.0675) loss_box_reg: 0.0522 (0.0544) loss_objectness: 0.0035 (0.0047) loss_rpn_box_reg: 0.0132 (0.0161) time: 0.8427 data: 0.0225 max mem: 0
Epoch: [8] [250/728] eta: 0:06:44 lr: 0.000050 loss: 0.1328 (0.1436) loss_classifier: 0.0692 (0.0678) loss_box_reg: 0.0512 (0.0548) loss_objectness: 0.0044 (0.0048) loss_rpn_box_reg: 0.0169 (0.0162) time: 0.8456 data: 0.0233 max mem: 0
Epoch: [8] [260/728] eta: 0:06:36 lr: 0.000050 loss: 0.1493 (0.1433) loss_classifier: 0.0692 (0.0677) loss_box_reg: 0.0566 (0.0548) loss_objectness: 0.0044 (0.0047) loss_rpn_box_reg: 0.0133 (0.0162) time: 0.8443 data: 0.0228 max mem: 0
Epoch: [8] [270/728] eta: 0:06:27 lr: 0.000050 loss: 0.1313 (0.1431) loss_classifier: 0.0624 (0.0676) loss_box_reg: 0.0518 (0.0547) loss_objectness: 0.0040 (0.0047) loss_rpn_box_reg: 0.0103 (0.0161) time: 0.8454 data: 0.0227 max mem: 0
Epoch: [8] [280/728] eta: 0:06:19 lr: 0.000050 loss: 0.1202 (0.1431) loss_classifier: 0.0614 (0.0676) loss_box_reg: 0.0518 (0.0546) loss_objectness: 0.0039 (0.0048) loss_rpn_box_reg: 0.0092 (0.0161) time: 0.8426 data: 0.0223 max mem: 0
Epoch: [8] [290/728] eta: 0:06:10 lr: 0.000050 loss: 0.1191 (0.1431) loss_classifier: 0.0554 (0.0676) loss_box_reg: 0.0489 (0.0547) loss_objectness: 0.0034 (0.0047) loss_rpn_box_reg: 0.0093 (0.0160) time: 0.8419 data: 0.0221 max mem: 0
Epoch: [8] [300/728] eta: 0:06:02 lr: 0.000050 loss: 0.1106 (0.1423) loss_classifier: 0.0513 (0.0673) loss_box_reg: 0.0428 (0.0544) loss_objectness: 0.0034 (0.0047) loss_rpn_box_reg: 0.0103 (0.0159) time: 0.8460 data: 0.0228 max mem: 0
Epoch: [8] [310/728] eta: 0:05:53 lr: 0.000050 loss: 0.1166 (0.1422) loss_classifier: 0.0558 (0.0671) loss_box_reg: 0.0431 (0.0542) loss_objectness: 0.0044 (0.0047) loss_rpn_box_reg: 0.0119 (0.0162) time: 0.8469 data: 0.0232 max mem: 0
Epoch: [8] [320/728] eta: 0:05:45 lr: 0.000050 loss: 0.1500 (0.1435) loss_classifier: 0.0692 (0.0679) loss_box_reg: 0.0529 (0.0548) loss_objectness: 0.0044 (0.0047) loss_rpn_box_reg: 0.0132 (0.0161) time: 0.8465 data: 0.0226 max mem: 0
Epoch: [8] [330/728] eta: 0:05:36 lr: 0.000050 loss: 0.1502 (0.1435) loss_classifier: 0.0700 (0.0679) loss_box_reg: 0.0516 (0.0547) loss_objectness: 0.0046 (0.0048) loss_rpn_box_reg: 0.0129 (0.0161) time: 0.8459 data: 0.0221 max mem: 0
Epoch: [8] [340/728] eta: 0:05:28 lr: 0.000050 loss: 0.1258 (0.1433) loss_classifier: 0.0644 (0.0679) loss_box_reg: 0.0468 (0.0546) loss_objectness: 0.0045 (0.0048) loss_rpn_box_reg: 0.0118 (0.0161) time: 0.8457 data: 0.0222 max mem: 0
Epoch: [8] [350/728] eta: 0:05:19 lr: 0.000050 loss: 0.1335 (0.1433) loss_classifier: 0.0655 (0.0678) loss_box_reg: 0.0497 (0.0546) loss_objectness: 0.0034 (0.0047) loss_rpn_box_reg: 0.0141 (0.0161) time: 0.8473 data: 0.0233 max mem: 0
Epoch: [8] [360/728] eta: 0:05:11 lr: 0.000050 loss: 0.1249 (0.1429) loss_classifier: 0.0654 (0.0677) loss_box_reg: 0.0497 (0.0545) loss_objectness: 0.0029 (0.0047) loss_rpn_box_reg: 0.0125 (0.0160) time: 0.8460 data: 0.0232 max mem: 0
Epoch: [8] [370/728] eta: 0:05:02 lr: 0.000050 loss: 0.1349 (0.1430) loss_classifier: 0.0654 (0.0678) loss_box_reg: 0.0449 (0.0545) loss_objectness: 0.0037 (0.0047) loss_rpn_box_reg: 0.0128 (0.0160) time: 0.8433 data: 0.0217 max mem: 0
Epoch: [8] [380/728] eta: 0:04:54 lr: 0.000050 loss: 0.1368 (0.1430) loss_classifier: 0.0665 (0.0678) loss_box_reg: 0.0488 (0.0544) loss_objectness: 0.0037 (0.0047) loss_rpn_box_reg: 0.0131 (0.0161) time: 0.8427 data: 0.0217 max mem: 0
Epoch: [8] [390/728] eta: 0:04:45 lr: 0.000050 loss: 0.1524 (0.1433) loss_classifier: 0.0697 (0.0679) loss_box_reg: 0.0595 (0.0546) loss_objectness: 0.0033 (0.0047) loss_rpn_box_reg: 0.0136 (0.0161) time: 0.8419 data: 0.0218 max mem: 0
Epoch: [8] [400/728] eta: 0:04:37 lr: 0.000050 loss: 0.1524 (0.1431) loss_classifier: 0.0681 (0.0678) loss_box_reg: 0.0565 (0.0545) loss_objectness: 0.0030 (0.0046) loss_rpn_box_reg: 0.0126 (0.0162) time: 0.8402 data: 0.0215 max mem: 0
Epoch: [8] [410/728] eta: 0:04:28 lr: 0.000050 loss: 0.1142 (0.1425) loss_classifier: 0.0566 (0.0675) loss_box_reg: 0.0446 (0.0542) loss_objectness: 0.0028 (0.0046) loss_rpn_box_reg: 0.0097 (0.0161) time: 0.8438 data: 0.0218 max mem: 0
Epoch: [8] [420/728] eta: 0:04:20 lr: 0.000050 loss: 0.1085 (0.1420) loss_classifier: 0.0499 (0.0673) loss_box_reg: 0.0458 (0.0541) loss_objectness: 0.0026 (0.0046) loss_rpn_box_reg: 0.0098 (0.0160) time: 0.8449 data: 0.0225 max mem: 0
Epoch: [8] [430/728] eta: 0:04:12 lr: 0.000050 loss: 0.1342 (0.1427) loss_classifier: 0.0698 (0.0675) loss_box_reg: 0.0551 (0.0543) loss_objectness: 0.0030 (0.0046) loss_rpn_box_reg: 0.0113 (0.0162) time: 0.8424 data: 0.0230 max mem: 0
Epoch: [8] [440/728] eta: 0:04:03 lr: 0.000050 loss: 0.1684 (0.1429) loss_classifier: 0.0718 (0.0676) loss_box_reg: 0.0611 (0.0544) loss_objectness: 0.0034 (0.0046) loss_rpn_box_reg: 0.0139 (0.0163) time: 0.8446 data: 0.0227 max mem: 0
Epoch: [8] [450/728] eta: 0:03:55 lr: 0.000050 loss: 0.1383 (0.1428) loss_classifier: 0.0673 (0.0676) loss_box_reg: 0.0533 (0.0543) loss_objectness: 0.0031 (0.0046) loss_rpn_box_reg: 0.0143 (0.0162) time: 0.8475 data: 0.0228 max mem: 0
Epoch: [8] [460/728] eta: 0:03:46 lr: 0.000050 loss: 0.1284 (0.1424) loss_classifier: 0.0616 (0.0676) loss_box_reg: 0.0483 (0.0541) loss_objectness: 0.0023 (0.0045) loss_rpn_box_reg: 0.0107 (0.0161) time: 0.8462 data: 0.0225 max mem: 0
Epoch: [8] [470/728] eta: 0:03:38 lr: 0.000050 loss: 0.1268 (0.1424) loss_classifier: 0.0589 (0.0676) loss_box_reg: 0.0509 (0.0542) loss_objectness: 0.0031 (0.0045) loss_rpn_box_reg: 0.0095 (0.0160) time: 0.8457 data: 0.0225 max mem: 0
Epoch: [8] [480/728] eta: 0:03:29 lr: 0.000050 loss: 0.1434 (0.1430) loss_classifier: 0.0671 (0.0677) loss_box_reg: 0.0559 (0.0544) loss_objectness: 0.0035 (0.0046) loss_rpn_box_reg: 0.0117 (0.0164) time: 0.8490 data: 0.0230 max mem: 0
Epoch: [8] [490/728] eta: 0:03:21 lr: 0.000050 loss: 0.1401 (0.1427) loss_classifier: 0.0662 (0.0676) loss_box_reg: 0.0533 (0.0543) loss_objectness: 0.0029 (0.0046) loss_rpn_box_reg: 0.0112 (0.0163) time: 0.8497 data: 0.0233 max mem: 0
Epoch: [8] [500/728] eta: 0:03:12 lr: 0.000050 loss: 0.1295 (0.1429) loss_classifier: 0.0654 (0.0676) loss_box_reg: 0.0485 (0.0545) loss_objectness: 0.0026 (0.0045) loss_rpn_box_reg: 0.0112 (0.0162) time: 0.8471 data: 0.0226 max mem: 0
Epoch: [8] [510/728] eta: 0:03:04 lr: 0.000050 loss: 0.1212 (0.1424) loss_classifier: 0.0579 (0.0674) loss_box_reg: 0.0488 (0.0544) loss_objectness: 0.0021 (0.0045) loss_rpn_box_reg: 0.0113 (0.0162) time: 0.8423 data: 0.0211 max mem: 0
Epoch: [8] [520/728] eta: 0:02:55 lr: 0.000050 loss: 0.1146 (0.1420) loss_classifier: 0.0563 (0.0672) loss_box_reg: 0.0462 (0.0542) loss_objectness: 0.0030 (0.0045) loss_rpn_box_reg: 0.0105 (0.0161) time: 0.8411 data: 0.0209 max mem: 0
Epoch: [8] [530/728] eta: 0:02:47 lr: 0.000050 loss: 0.1143 (0.1417) loss_classifier: 0.0554 (0.0671) loss_box_reg: 0.0436 (0.0541) loss_objectness: 0.0037 (0.0045) loss_rpn_box_reg: 0.0113 (0.0160) time: 0.8446 data: 0.0215 max mem: 0
Epoch: [8] [540/728] eta: 0:02:38 lr: 0.000050 loss: 0.1250 (0.1419) loss_classifier: 0.0604 (0.0672) loss_box_reg: 0.0474 (0.0542) loss_objectness: 0.0048 (0.0045) loss_rpn_box_reg: 0.0136 (0.0161) time: 0.8446 data: 0.0225 max mem: 0
Epoch: [8] [550/728] eta: 0:02:30 lr: 0.000050 loss: 0.1376 (0.1421) loss_classifier: 0.0650 (0.0672) loss_box_reg: 0.0524 (0.0543) loss_objectness: 0.0048 (0.0045) loss_rpn_box_reg: 0.0133 (0.0161) time: 0.8415 data: 0.0226 max mem: 0
Epoch: [8] [560/728] eta: 0:02:22 lr: 0.000050 loss: 0.1598 (0.1425) loss_classifier: 0.0700 (0.0673) loss_box_reg: 0.0618 (0.0544) loss_objectness: 0.0046 (0.0045) loss_rpn_box_reg: 0.0150 (0.0162) time: 0.8405 data: 0.0222 max mem: 0
Epoch: [8] [570/728] eta: 0:02:13 lr: 0.000050 loss: 0.1563 (0.1424) loss_classifier: 0.0685 (0.0673) loss_box_reg: 0.0595 (0.0544) loss_objectness: 0.0041 (0.0045) loss_rpn_box_reg: 0.0149 (0.0162) time: 0.8421 data: 0.0223 max mem: 0
Epoch: [8] [580/728] eta: 0:02:05 lr: 0.000050 loss: 0.1360 (0.1424) loss_classifier: 0.0617 (0.0672) loss_box_reg: 0.0553 (0.0544) loss_objectness: 0.0042 (0.0045) loss_rpn_box_reg: 0.0131 (0.0162) time: 0.8428 data: 0.0220 max mem: 0
Epoch: [8] [590/728] eta: 0:01:56 lr: 0.000050 loss: 0.1531 (0.1426) loss_classifier: 0.0716 (0.0673) loss_box_reg: 0.0578 (0.0546) loss_objectness: 0.0042 (0.0045) loss_rpn_box_reg: 0.0142 (0.0162) time: 0.8423 data: 0.0224 max mem: 0
Epoch: [8] [600/728] eta: 0:01:48 lr: 0.000050 loss: 0.1537 (0.1427) loss_classifier: 0.0716 (0.0673) loss_box_reg: 0.0642 (0.0546) loss_objectness: 0.0030 (0.0045) loss_rpn_box_reg: 0.0178 (0.0163) time: 0.8419 data: 0.0225 max mem: 0
Epoch: [8] [610/728] eta: 0:01:39 lr: 0.000050 loss: 0.1409 (0.1427) loss_classifier: 0.0627 (0.0673) loss_box_reg: 0.0553 (0.0545) loss_objectness: 0.0033 (0.0045) loss_rpn_box_reg: 0.0174 (0.0164) time: 0.8454 data: 0.0222 max mem: 0
Epoch: [8] [620/728] eta: 0:01:31 lr: 0.000050 loss: 0.1489 (0.1430) loss_classifier: 0.0675 (0.0674) loss_box_reg: 0.0614 (0.0546) loss_objectness: 0.0034 (0.0045) loss_rpn_box_reg: 0.0162 (0.0165) time: 0.8497 data: 0.0230 max mem: 0
Epoch: [8] [630/728] eta: 0:01:22 lr: 0.000050 loss: 0.1518 (0.1429) loss_classifier: 0.0688 (0.0674) loss_box_reg: 0.0640 (0.0547) loss_objectness: 0.0030 (0.0045) loss_rpn_box_reg: 0.0138 (0.0164) time: 0.8481 data: 0.0238 max mem: 0
Epoch: [8] [640/728] eta: 0:01:14 lr: 0.000050 loss: 0.1627 (0.1433) loss_classifier: 0.0680 (0.0675) loss_box_reg: 0.0688 (0.0547) loss_objectness: 0.0038 (0.0045) loss_rpn_box_reg: 0.0139 (0.0166) time: 0.8473 data: 0.0231 max mem: 0
Epoch: [8] [650/728] eta: 0:01:05 lr: 0.000050 loss: 0.1339 (0.1430) loss_classifier: 0.0614 (0.0674) loss_box_reg: 0.0501 (0.0546) loss_objectness: 0.0032 (0.0045) loss_rpn_box_reg: 0.0131 (0.0165) time: 0.8453 data: 0.0220 max mem: 0
Epoch: [8] [660/728] eta: 0:00:57 lr: 0.000050 loss: 0.1234 (0.1429) loss_classifier: 0.0614 (0.0674) loss_box_reg: 0.0481 (0.0546) loss_objectness: 0.0028 (0.0045) loss_rpn_box_reg: 0.0117 (0.0165) time: 0.8426 data: 0.0219 max mem: 0
Epoch: [8] [670/728] eta: 0:00:49 lr: 0.000050 loss: 0.1302 (0.1426) loss_classifier: 0.0638 (0.0672) loss_box_reg: 0.0480 (0.0545) loss_objectness: 0.0029 (0.0045) loss_rpn_box_reg: 0.0123 (0.0164) time: 0.8468 data: 0.0223 max mem: 0
Epoch: [8] [680/728] eta: 0:00:40 lr: 0.000050 loss: 0.1400 (0.1427) loss_classifier: 0.0634 (0.0673) loss_box_reg: 0.0495 (0.0545) loss_objectness: 0.0040 (0.0045) loss_rpn_box_reg: 0.0124 (0.0164) time: 0.8466 data: 0.0229 max mem: 0
Epoch: [8] [690/728] eta: 0:00:32 lr: 0.000050 loss: 0.1514 (0.1433) loss_classifier: 0.0677 (0.0676) loss_box_reg: 0.0575 (0.0547) loss_objectness: 0.0043 (0.0045) loss_rpn_box_reg: 0.0160 (0.0165) time: 0.8456 data: 0.0228 max mem: 0
Epoch: [8] [700/728] eta: 0:00:23 lr: 0.000050 loss: 0.1656 (0.1431) loss_classifier: 0.0722 (0.0676) loss_box_reg: 0.0595 (0.0546) loss_objectness: 0.0042 (0.0045) loss_rpn_box_reg: 0.0143 (0.0164) time: 0.8444 data: 0.0221 max mem: 0
Epoch: [8] [710/728] eta: 0:00:15 lr: 0.000050 loss: 0.1420 (0.1434) loss_classifier: 0.0653 (0.0677) loss_box_reg: 0.0574 (0.0548) loss_objectness: 0.0037 (0.0045) loss_rpn_box_reg: 0.0143 (0.0164) time: 0.8413 data: 0.0224 max mem: 0
Epoch: [8] [720/728] eta: 0:00:06 lr: 0.000050 loss: 0.1339 (0.1431) loss_classifier: 0.0651 (0.0676) loss_box_reg: 0.0502 (0.0547) loss_objectness: 0.0027 (0.0045) loss_rpn_box_reg: 0.0140 (0.0164) time: 0.8438 data: 0.0229 max mem: 0
Epoch: [8] [727/728] eta: 0:00:00 lr: 0.000050 loss: 0.1246 (0.1428) loss_classifier: 0.0557 (0.0674) loss_box_reg: 0.0476 (0.0546) loss_objectness: 0.0027 (0.0045) loss_rpn_box_reg: 0.0095 (0.0163) time: 0.8180 data: 0.0216 max mem: 0
Epoch: [8] Total time: 0:10:15 (0.8449 s / it)
Test: [ 0/500] eta: 0:02:43 model_time: 0.0562 (0.0562) evaluator_time: 0.0089 (0.0089) time: 0.3274 data: 0.2586 max mem: 0
Test: [100/500] eta: 0:00:19 model_time: 0.0369 (0.0379) evaluator_time: 0.0030 (0.0036) time: 0.0464 data: 0.0035 max mem: 0
Test: [200/500] eta: 0:00:14 model_time: 0.0367 (0.0377) evaluator_time: 0.0035 (0.0037) time: 0.0467 data: 0.0034 max mem: 0
Test: [300/500] eta: 0:00:09 model_time: 0.0369 (0.0375) evaluator_time: 0.0032 (0.0037) time: 0.0478 data: 0.0038 max mem: 0
Test: [400/500] eta: 0:00:04 model_time: 0.0368 (0.0373) evaluator_time: 0.0031 (0.0036) time: 0.0456 data: 0.0034 max mem: 0
Test: [499/500] eta: 0:00:00 model_time: 0.0365 (0.0372) evaluator_time: 0.0025 (0.0036) time: 0.0442 data: 0.0031 max mem: 0
Test: Total time: 0:00:23 (0.0471 s / it)
Averaged stats: model_time: 0.0365 (0.0372) evaluator_time: 0.0025 (0.0036)
Accumulating evaluation results...
DONE (t=0.17s).
IoU metric: bbox
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.171
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.281
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.180
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.098
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.178
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.215
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.187
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.334
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.337
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.225
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.348
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.403
Epoch: [9] [ 0/728] eta: 0:17:14 lr: 0.000005 loss: 0.0829 (0.0829) loss_classifier: 0.0395 (0.0395) loss_box_reg: 0.0355 (0.0355) loss_objectness: 0.0014 (0.0014) loss_rpn_box_reg: 0.0065 (0.0065) time: 1.4212 data: 0.5936 max mem: 0
Epoch: [9] [ 10/728] eta: 0:10:41 lr: 0.000005 loss: 0.1316 (0.1404) loss_classifier: 0.0618 (0.0643) loss_box_reg: 0.0540 (0.0547) loss_objectness: 0.0030 (0.0035) loss_rpn_box_reg: 0.0114 (0.0180) time: 0.8928 data: 0.0723 max mem: 0
Epoch: [9] [ 20/728] eta: 0:10:13 lr: 0.000005 loss: 0.1238 (0.1325) loss_classifier: 0.0616 (0.0613) loss_box_reg: 0.0536 (0.0511) loss_objectness: 0.0030 (0.0035) loss_rpn_box_reg: 0.0114 (0.0166) time: 0.8390 data: 0.0210 max mem: 0
Epoch: [9] [ 30/728] eta: 0:09:59 lr: 0.000005 loss: 0.1243 (0.1347) loss_classifier: 0.0633 (0.0657) loss_box_reg: 0.0464 (0.0505) loss_objectness: 0.0032 (0.0036) loss_rpn_box_reg: 0.0100 (0.0150) time: 0.8411 data: 0.0220 max mem: 0
Epoch: [9] [ 40/728] eta: 0:09:49 lr: 0.000005 loss: 0.1414 (0.1397) loss_classifier: 0.0690 (0.0670) loss_box_reg: 0.0497 (0.0517) loss_objectness: 0.0033 (0.0039) loss_rpn_box_reg: 0.0134 (0.0170) time: 0.8476 data: 0.0227 max mem: 0
Epoch: [9] [ 50/728] eta: 0:09:39 lr: 0.000005 loss: 0.1493 (0.1413) loss_classifier: 0.0630 (0.0665) loss_box_reg: 0.0539 (0.0514) loss_objectness: 0.0034 (0.0044) loss_rpn_box_reg: 0.0134 (0.0190) time: 0.8492 data: 0.0231 max mem: 0
Epoch: [9] [ 60/728] eta: 0:09:29 lr: 0.000005 loss: 0.1153 (0.1421) loss_classifier: 0.0553 (0.0671) loss_box_reg: 0.0502 (0.0521) loss_objectness: 0.0034 (0.0044) loss_rpn_box_reg: 0.0111 (0.0184) time: 0.8443 data: 0.0223 max mem: 0
Epoch: [9] [ 70/728] eta: 0:09:20 lr: 0.000005 loss: 0.1395 (0.1419) loss_classifier: 0.0611 (0.0667) loss_box_reg: 0.0508 (0.0522) loss_objectness: 0.0035 (0.0045) loss_rpn_box_reg: 0.0126 (0.0186) time: 0.8429 data: 0.0220 max mem: 0
Epoch: [9] [ 80/728] eta: 0:09:11 lr: 0.000005 loss: 0.1395 (0.1416) loss_classifier: 0.0641 (0.0668) loss_box_reg: 0.0508 (0.0524) loss_objectness: 0.0035 (0.0043) loss_rpn_box_reg: 0.0126 (0.0180) time: 0.8447 data: 0.0225 max mem: 0
Epoch: [9] [ 90/728] eta: 0:09:02 lr: 0.000005 loss: 0.1360 (0.1412) loss_classifier: 0.0675 (0.0669) loss_box_reg: 0.0549 (0.0525) loss_objectness: 0.0038 (0.0044) loss_rpn_box_reg: 0.0122 (0.0175) time: 0.8431 data: 0.0230 max mem: 0
Epoch: [9] [100/728] eta: 0:08:53 lr: 0.000005 loss: 0.1417 (0.1430) loss_classifier: 0.0691 (0.0675) loss_box_reg: 0.0564 (0.0530) loss_objectness: 0.0044 (0.0045) loss_rpn_box_reg: 0.0123 (0.0180) time: 0.8429 data: 0.0227 max mem: 0
Epoch: [9] [110/728] eta: 0:08:44 lr: 0.000005 loss: 0.1375 (0.1414) loss_classifier: 0.0644 (0.0670) loss_box_reg: 0.0502 (0.0524) loss_objectness: 0.0031 (0.0044) loss_rpn_box_reg: 0.0117 (0.0176) time: 0.8397 data: 0.0220 max mem: 0
Epoch: [9] [120/728] eta: 0:08:35 lr: 0.000005 loss: 0.1259 (0.1403) loss_classifier: 0.0634 (0.0668) loss_box_reg: 0.0458 (0.0520) loss_objectness: 0.0026 (0.0044) loss_rpn_box_reg: 0.0109 (0.0171) time: 0.8368 data: 0.0219 max mem: 0
Epoch: [9] [130/728] eta: 0:08:26 lr: 0.000005 loss: 0.1337 (0.1413) loss_classifier: 0.0659 (0.0671) loss_box_reg: 0.0568 (0.0528) loss_objectness: 0.0031 (0.0044) loss_rpn_box_reg: 0.0128 (0.0171) time: 0.8437 data: 0.0234 max mem: 0
Epoch: [9] [140/728] eta: 0:08:18 lr: 0.000005 loss: 0.1405 (0.1419) loss_classifier: 0.0672 (0.0672) loss_box_reg: 0.0556 (0.0533) loss_objectness: 0.0031 (0.0044) loss_rpn_box_reg: 0.0149 (0.0170) time: 0.8449 data: 0.0233 max mem: 0
Epoch: [9] [150/728] eta: 0:08:09 lr: 0.000005 loss: 0.1278 (0.1416) loss_classifier: 0.0607 (0.0670) loss_box_reg: 0.0527 (0.0531) loss_objectness: 0.0032 (0.0045) loss_rpn_box_reg: 0.0124 (0.0169) time: 0.8406 data: 0.0217 max mem: 0
Epoch: [9] [160/728] eta: 0:08:00 lr: 0.000005 loss: 0.1314 (0.1411) loss_classifier: 0.0567 (0.0668) loss_box_reg: 0.0462 (0.0529) loss_objectness: 0.0035 (0.0044) loss_rpn_box_reg: 0.0137 (0.0171) time: 0.8387 data: 0.0215 max mem: 0
Epoch: [9] [170/728] eta: 0:07:51 lr: 0.000005 loss: 0.1327 (0.1409) loss_classifier: 0.0598 (0.0667) loss_box_reg: 0.0484 (0.0531) loss_objectness: 0.0037 (0.0044) loss_rpn_box_reg: 0.0137 (0.0168) time: 0.8398 data: 0.0226 max mem: 0
Epoch: [9] [180/728] eta: 0:07:43 lr: 0.000005 loss: 0.1403 (0.1406) loss_classifier: 0.0626 (0.0665) loss_box_reg: 0.0507 (0.0530) loss_objectness: 0.0038 (0.0044) loss_rpn_box_reg: 0.0121 (0.0167) time: 0.8400 data: 0.0227 max mem: 0
Epoch: [9] [190/728] eta: 0:07:34 lr: 0.000005 loss: 0.1462 (0.1409) loss_classifier: 0.0695 (0.0666) loss_box_reg: 0.0509 (0.0532) loss_objectness: 0.0037 (0.0044) loss_rpn_box_reg: 0.0131 (0.0167) time: 0.8366 data: 0.0215 max mem: 0
Epoch: [9] [200/728] eta: 0:07:25 lr: 0.000005 loss: 0.1360 (0.1413) loss_classifier: 0.0695 (0.0670) loss_box_reg: 0.0522 (0.0533) loss_objectness: 0.0032 (0.0044) loss_rpn_box_reg: 0.0142 (0.0167) time: 0.8389 data: 0.0223 max mem: 0
Epoch: [9] [210/728] eta: 0:07:17 lr: 0.000005 loss: 0.1360 (0.1413) loss_classifier: 0.0652 (0.0668) loss_box_reg: 0.0522 (0.0534) loss_objectness: 0.0026 (0.0044) loss_rpn_box_reg: 0.0122 (0.0167) time: 0.8395 data: 0.0223 max mem: 0
Epoch: [9] [220/728] eta: 0:07:08 lr: 0.000005 loss: 0.1400 (0.1411) loss_classifier: 0.0652 (0.0666) loss_box_reg: 0.0539 (0.0535) loss_objectness: 0.0030 (0.0043) loss_rpn_box_reg: 0.0129 (0.0166) time: 0.8376 data: 0.0216 max mem: 0
Epoch: [9] [230/728] eta: 0:07:00 lr: 0.000005 loss: 0.1427 (0.1414) loss_classifier: 0.0652 (0.0668) loss_box_reg: 0.0539 (0.0538) loss_objectness: 0.0026 (0.0043) loss_rpn_box_reg: 0.0129 (0.0164) time: 0.8396 data: 0.0222 max mem: 0
Epoch: [9] [240/728] eta: 0:06:51 lr: 0.000005 loss: 0.1550 (0.1417) loss_classifier: 0.0666 (0.0670) loss_box_reg: 0.0616 (0.0539) loss_objectness: 0.0031 (0.0044) loss_rpn_box_reg: 0.0128 (0.0165) time: 0.8379 data: 0.0227 max mem: 0
Epoch: [9] [250/728] eta: 0:06:43 lr: 0.000005 loss: 0.1482 (0.1424) loss_classifier: 0.0726 (0.0673) loss_box_reg: 0.0553 (0.0543) loss_objectness: 0.0039 (0.0043) loss_rpn_box_reg: 0.0143 (0.0165) time: 0.8376 data: 0.0228 max mem: 0
Epoch: [9] [260/728] eta: 0:06:34 lr: 0.000005 loss: 0.1461 (0.1423) loss_classifier: 0.0654 (0.0673) loss_box_reg: 0.0522 (0.0542) loss_objectness: 0.0042 (0.0044) loss_rpn_box_reg: 0.0137 (0.0164) time: 0.8414 data: 0.0236 max mem: 0
Epoch: [9] [270/728] eta: 0:06:26 lr: 0.000005 loss: 0.1192 (0.1416) loss_classifier: 0.0571 (0.0672) loss_box_reg: 0.0438 (0.0539) loss_objectness: 0.0029 (0.0044) loss_rpn_box_reg: 0.0119 (0.0162) time: 0.8412 data: 0.0232 max mem: 0
Epoch: [9] [280/728] eta: 0:06:17 lr: 0.000005 loss: 0.1213 (0.1413) loss_classifier: 0.0565 (0.0671) loss_box_reg: 0.0449 (0.0538) loss_objectness: 0.0029 (0.0043) loss_rpn_box_reg: 0.0124 (0.0162) time: 0.8403 data: 0.0226 max mem: 0
Epoch: [9] [290/728] eta: 0:06:09 lr: 0.000005 loss: 0.1254 (0.1413) loss_classifier: 0.0591 (0.0670) loss_box_reg: 0.0500 (0.0539) loss_objectness: 0.0035 (0.0043) loss_rpn_box_reg: 0.0138 (0.0161) time: 0.8355 data: 0.0223 max mem: 0
Epoch: [9] [300/728] eta: 0:06:00 lr: 0.000005 loss: 0.1375 (0.1413) loss_classifier: 0.0583 (0.0670) loss_box_reg: 0.0522 (0.0540) loss_objectness: 0.0036 (0.0043) loss_rpn_box_reg: 0.0139 (0.0161) time: 0.8341 data: 0.0217 max mem: 0
Epoch: [9] [310/728] eta: 0:05:52 lr: 0.000005 loss: 0.1352 (0.1410) loss_classifier: 0.0654 (0.0669) loss_box_reg: 0.0490 (0.0539) loss_objectness: 0.0036 (0.0043) loss_rpn_box_reg: 0.0121 (0.0160) time: 0.8380 data: 0.0219 max mem: 0
Epoch: [9] [320/728] eta: 0:05:43 lr: 0.000005 loss: 0.1179 (0.1409) loss_classifier: 0.0584 (0.0668) loss_box_reg: 0.0450 (0.0539) loss_objectness: 0.0024 (0.0042) loss_rpn_box_reg: 0.0117 (0.0160) time: 0.8375 data: 0.0225 max mem: 0
Epoch: [9] [330/728] eta: 0:05:35 lr: 0.000005 loss: 0.1436 (0.1416) loss_classifier: 0.0664 (0.0671) loss_box_reg: 0.0605 (0.0543) loss_objectness: 0.0024 (0.0042) loss_rpn_box_reg: 0.0148 (0.0160) time: 0.8375 data: 0.0223 max mem: 0
Epoch: [9] [340/728] eta: 0:05:26 lr: 0.000005 loss: 0.1436 (0.1418) loss_classifier: 0.0689 (0.0672) loss_box_reg: 0.0630 (0.0544) loss_objectness: 0.0036 (0.0042) loss_rpn_box_reg: 0.0128 (0.0160) time: 0.8401 data: 0.0226 max mem: 0
Epoch: [9] [350/728] eta: 0:05:18 lr: 0.000005 loss: 0.1321 (0.1419) loss_classifier: 0.0677 (0.0672) loss_box_reg: 0.0506 (0.0544) loss_objectness: 0.0036 (0.0042) loss_rpn_box_reg: 0.0126 (0.0161) time: 0.8411 data: 0.0232 max mem: 0
Epoch: [9] [360/728] eta: 0:05:09 lr: 0.000005 loss: 0.1201 (0.1414) loss_classifier: 0.0570 (0.0669) loss_box_reg: 0.0460 (0.0542) loss_objectness: 0.0030 (0.0042) loss_rpn_box_reg: 0.0115 (0.0161) time: 0.8374 data: 0.0223 max mem: 0
Epoch: [9] [370/728] eta: 0:05:01 lr: 0.000005 loss: 0.1384 (0.1424) loss_classifier: 0.0626 (0.0671) loss_box_reg: 0.0570 (0.0545) loss_objectness: 0.0036 (0.0043) loss_rpn_box_reg: 0.0115 (0.0164) time: 0.8374 data: 0.0219 max mem: 0
Epoch: [9] [380/728] eta: 0:04:52 lr: 0.000005 loss: 0.1426 (0.1421) loss_classifier: 0.0678 (0.0670) loss_box_reg: 0.0570 (0.0545) loss_objectness: 0.0038 (0.0042) loss_rpn_box_reg: 0.0143 (0.0164) time: 0.8391 data: 0.0220 max mem: 0
Epoch: [9] [390/728] eta: 0:04:44 lr: 0.000005 loss: 0.1426 (0.1423) loss_classifier: 0.0692 (0.0671) loss_box_reg: 0.0545 (0.0545) loss_objectness: 0.0036 (0.0043) loss_rpn_box_reg: 0.0145 (0.0165) time: 0.8383 data: 0.0232 max mem: 0
Epoch: [9] [400/728] eta: 0:04:35 lr: 0.000005 loss: 0.1447 (0.1424) loss_classifier: 0.0647 (0.0672) loss_box_reg: 0.0518 (0.0546) loss_objectness: 0.0037 (0.0042) loss_rpn_box_reg: 0.0150 (0.0165) time: 0.8365 data: 0.0229 max mem: 0
Epoch: [9] [410/728] eta: 0:04:27 lr: 0.000005 loss: 0.1255 (0.1421) loss_classifier: 0.0579 (0.0670) loss_box_reg: 0.0507 (0.0545) loss_objectness: 0.0027 (0.0042) loss_rpn_box_reg: 0.0109 (0.0163) time: 0.8338 data: 0.0215 max mem: 0
Epoch: [9] [420/728] eta: 0:04:19 lr: 0.000005 loss: 0.1225 (0.1418) loss_classifier: 0.0579 (0.0668) loss_box_reg: 0.0487 (0.0545) loss_objectness: 0.0026 (0.0042) loss_rpn_box_reg: 0.0121 (0.0163) time: 0.8317 data: 0.0214 max mem: 0
Epoch: [9] [430/728] eta: 0:04:10 lr: 0.000005 loss: 0.1237 (0.1422) loss_classifier: 0.0632 (0.0670) loss_box_reg: 0.0498 (0.0546) loss_objectness: 0.0026 (0.0042) loss_rpn_box_reg: 0.0136 (0.0164) time: 0.8352 data: 0.0216 max mem: 0
Epoch: [9] [440/728] eta: 0:04:02 lr: 0.000005 loss: 0.1372 (0.1420) loss_classifier: 0.0632 (0.0670) loss_box_reg: 0.0532 (0.0546) loss_objectness: 0.0032 (0.0042) loss_rpn_box_reg: 0.0104 (0.0163) time: 0.8390 data: 0.0216 max mem: 0
Epoch: [9] [450/728] eta: 0:03:53 lr: 0.000005 loss: 0.1203 (0.1421) loss_classifier: 0.0623 (0.0669) loss_box_reg: 0.0514 (0.0546) loss_objectness: 0.0034 (0.0043) loss_rpn_box_reg: 0.0102 (0.0163) time: 0.8383 data: 0.0215 max mem: 0
Epoch: [9] [460/728] eta: 0:03:45 lr: 0.000005 loss: 0.1203 (0.1416) loss_classifier: 0.0627 (0.0667) loss_box_reg: 0.0445 (0.0544) loss_objectness: 0.0026 (0.0043) loss_rpn_box_reg: 0.0112 (0.0163) time: 0.8383 data: 0.0227 max mem: 0
Epoch: [9] [470/728] eta: 0:03:36 lr: 0.000005 loss: 0.1098 (0.1413) loss_classifier: 0.0584 (0.0666) loss_box_reg: 0.0414 (0.0542) loss_objectness: 0.0024 (0.0042) loss_rpn_box_reg: 0.0100 (0.0162) time: 0.8432 data: 0.0240 max mem: 0
Epoch: [9] [480/728] eta: 0:03:28 lr: 0.000005 loss: 0.1312 (0.1416) loss_classifier: 0.0584 (0.0667) loss_box_reg: 0.0495 (0.0543) loss_objectness: 0.0029 (0.0043) loss_rpn_box_reg: 0.0146 (0.0162) time: 0.8437 data: 0.0237 max mem: 0
Epoch: [9] [490/728] eta: 0:03:20 lr: 0.000005 loss: 0.1429 (0.1417) loss_classifier: 0.0622 (0.0667) loss_box_reg: 0.0547 (0.0544) loss_objectness: 0.0049 (0.0043) loss_rpn_box_reg: 0.0138 (0.0163) time: 0.8385 data: 0.0227 max mem: 0
Epoch: [9] [500/728] eta: 0:03:11 lr: 0.000005 loss: 0.1449 (0.1420) loss_classifier: 0.0713 (0.0669) loss_box_reg: 0.0567 (0.0545) loss_objectness: 0.0043 (0.0043) loss_rpn_box_reg: 0.0136 (0.0163) time: 0.8358 data: 0.0223 max mem: 0
Epoch: [9] [510/728] eta: 0:03:03 lr: 0.000005 loss: 0.1449 (0.1419) loss_classifier: 0.0664 (0.0668) loss_box_reg: 0.0585 (0.0545) loss_objectness: 0.0029 (0.0043) loss_rpn_box_reg: 0.0128 (0.0163) time: 0.8368 data: 0.0232 max mem: 0
Epoch: [9] [520/728] eta: 0:02:54 lr: 0.000005 loss: 0.1262 (0.1418) loss_classifier: 0.0595 (0.0668) loss_box_reg: 0.0490 (0.0545) loss_objectness: 0.0029 (0.0043) loss_rpn_box_reg: 0.0109 (0.0162) time: 0.8399 data: 0.0228 max mem: 0
Epoch: [9] [530/728] eta: 0:02:46 lr: 0.000005 loss: 0.1431 (0.1419) loss_classifier: 0.0618 (0.0668) loss_box_reg: 0.0550 (0.0546) loss_objectness: 0.0047 (0.0043) loss_rpn_box_reg: 0.0120 (0.0162) time: 0.8391 data: 0.0224 max mem: 0
Epoch: [9] [540/728] eta: 0:02:38 lr: 0.000005 loss: 0.1366 (0.1420) loss_classifier: 0.0605 (0.0668) loss_box_reg: 0.0565 (0.0547) loss_objectness: 0.0033 (0.0043) loss_rpn_box_reg: 0.0137 (0.0162) time: 0.8389 data: 0.0232 max mem: 0
Epoch: [9] [550/728] eta: 0:02:29 lr: 0.000005 loss: 0.1348 (0.1420) loss_classifier: 0.0609 (0.0668) loss_box_reg: 0.0563 (0.0547) loss_objectness: 0.0033 (0.0043) loss_rpn_box_reg: 0.0154 (0.0162) time: 0.8429 data: 0.0247 max mem: 0
Epoch: [9] [560/728] eta: 0:02:21 lr: 0.000005 loss: 0.1234 (0.1419) loss_classifier: 0.0615 (0.0667) loss_box_reg: 0.0480 (0.0546) loss_objectness: 0.0048 (0.0043) loss_rpn_box_reg: 0.0143 (0.0162) time: 0.8425 data: 0.0241 max mem: 0
Epoch: [9] [570/728] eta: 0:02:12 lr: 0.000005 loss: 0.1296 (0.1421) loss_classifier: 0.0623 (0.0669) loss_box_reg: 0.0480 (0.0547) loss_objectness: 0.0035 (0.0043) loss_rpn_box_reg: 0.0133 (0.0161) time: 0.8396 data: 0.0221 max mem: 0
Epoch: [9] [580/728] eta: 0:02:04 lr: 0.000005 loss: 0.1416 (0.1421) loss_classifier: 0.0659 (0.0669) loss_box_reg: 0.0509 (0.0548) loss_objectness: 0.0036 (0.0043) loss_rpn_box_reg: 0.0128 (0.0162) time: 0.8421 data: 0.0229 max mem: 0
Epoch: [9] [590/728] eta: 0:01:56 lr: 0.000005 loss: 0.1409 (0.1424) loss_classifier: 0.0653 (0.0670) loss_box_reg: 0.0510 (0.0549) loss_objectness: 0.0036 (0.0043) loss_rpn_box_reg: 0.0152 (0.0162) time: 0.8440 data: 0.0231 max mem: 0
Epoch: [9] [600/728] eta: 0:01:47 lr: 0.000005 loss: 0.1311 (0.1421) loss_classifier: 0.0648 (0.0669) loss_box_reg: 0.0481 (0.0548) loss_objectness: 0.0032 (0.0043) loss_rpn_box_reg: 0.0124 (0.0161) time: 0.8450 data: 0.0226 max mem: 0
Epoch: [9] [610/728] eta: 0:01:39 lr: 0.000005 loss: 0.1230 (0.1423) loss_classifier: 0.0648 (0.0670) loss_box_reg: 0.0487 (0.0548) loss_objectness: 0.0049 (0.0043) loss_rpn_box_reg: 0.0124 (0.0161) time: 0.8431 data: 0.0224 max mem: 0
Epoch: [9] [620/728] eta: 0:01:30 lr: 0.000005 loss: 0.1230 (0.1419) loss_classifier: 0.0628 (0.0668) loss_box_reg: 0.0487 (0.0546) loss_objectness: 0.0045 (0.0043) loss_rpn_box_reg: 0.0125 (0.0161) time: 0.8392 data: 0.0231 max mem: 0
Epoch: [9] [630/728] eta: 0:01:22 lr: 0.000005 loss: 0.1249 (0.1418) loss_classifier: 0.0606 (0.0668) loss_box_reg: 0.0507 (0.0546) loss_objectness: 0.0040 (0.0043) loss_rpn_box_reg: 0.0134 (0.0160) time: 0.8383 data: 0.0241 max mem: 0
Epoch: [9] [640/728] eta: 0:01:13 lr: 0.000005 loss: 0.1198 (0.1414) loss_classifier: 0.0606 (0.0667) loss_box_reg: 0.0498 (0.0545) loss_objectness: 0.0030 (0.0043) loss_rpn_box_reg: 0.0105 (0.0160) time: 0.8374 data: 0.0238 max mem: 0
Epoch: [9] [650/728] eta: 0:01:05 lr: 0.000005 loss: 0.1227 (0.1417) loss_classifier: 0.0636 (0.0668) loss_box_reg: 0.0503 (0.0546) loss_objectness: 0.0031 (0.0043) loss_rpn_box_reg: 0.0125 (0.0160) time: 0.8351 data: 0.0226 max mem: 0
Epoch: [9] [660/728] eta: 0:00:57 lr: 0.000005 loss: 0.1485 (0.1419) loss_classifier: 0.0692 (0.0669) loss_box_reg: 0.0569 (0.0547) loss_objectness: 0.0043 (0.0043) loss_rpn_box_reg: 0.0130 (0.0160) time: 0.8349 data: 0.0225 max mem: 0
Epoch: [9] [670/728] eta: 0:00:48 lr: 0.000005 loss: 0.1511 (0.1420) loss_classifier: 0.0692 (0.0669) loss_box_reg: 0.0574 (0.0547) loss_objectness: 0.0029 (0.0043) loss_rpn_box_reg: 0.0128 (0.0160) time: 0.8367 data: 0.0227 max mem: 0
Epoch: [9] [680/728] eta: 0:00:40 lr: 0.000005 loss: 0.1638 (0.1422) loss_classifier: 0.0702 (0.0670) loss_box_reg: 0.0580 (0.0547) loss_objectness: 0.0037 (0.0044) loss_rpn_box_reg: 0.0163 (0.0161) time: 0.8339 data: 0.0221 max mem: 0
Epoch: [9] [690/728] eta: 0:00:31 lr: 0.000005 loss: 0.1556 (0.1424) loss_classifier: 0.0702 (0.0671) loss_box_reg: 0.0568 (0.0548) loss_objectness: 0.0043 (0.0044) loss_rpn_box_reg: 0.0207 (0.0161) time: 0.8317 data: 0.0215 max mem: 0
Epoch: [9] [700/728] eta: 0:00:23 lr: 0.000005 loss: 0.1330 (0.1425) loss_classifier: 0.0626 (0.0671) loss_box_reg: 0.0524 (0.0548) loss_objectness: 0.0041 (0.0044) loss_rpn_box_reg: 0.0137 (0.0162) time: 0.8324 data: 0.0215 max mem: 0
Epoch: [9] [710/728] eta: 0:00:15 lr: 0.000005 loss: 0.1330 (0.1425) loss_classifier: 0.0553 (0.0670) loss_box_reg: 0.0479 (0.0548) loss_objectness: 0.0045 (0.0044) loss_rpn_box_reg: 0.0133 (0.0163) time: 0.8334 data: 0.0221 max mem: 0
Epoch: [9] [720/728] eta: 0:00:06 lr: 0.000005 loss: 0.1366 (0.1426) loss_classifier: 0.0618 (0.0670) loss_box_reg: 0.0491 (0.0549) loss_objectness: 0.0036 (0.0044) loss_rpn_box_reg: 0.0128 (0.0163) time: 0.8389 data: 0.0238 max mem: 0
Epoch: [9] [727/728] eta: 0:00:00 lr: 0.000005 loss: 0.1325 (0.1424) loss_classifier: 0.0618 (0.0670) loss_box_reg: 0.0517 (0.0548) loss_objectness: 0.0030 (0.0044) loss_rpn_box_reg: 0.0109 (0.0163) time: 0.8148 data: 0.0226 max mem: 0
Epoch: [9] Total time: 0:10:11 (0.8396 s / it)
Test: [ 0/500] eta: 0:03:05 model_time: 0.0515 (0.0515) evaluator_time: 0.0085 (0.0085) time: 0.3708 data: 0.3074 max mem: 0
Test: [100/500] eta: 0:00:19 model_time: 0.0364 (0.0370) evaluator_time: 0.0026 (0.0035) time: 0.0445 data: 0.0033 max mem: 0
Test: [200/500] eta: 0:00:14 model_time: 0.0374 (0.0369) evaluator_time: 0.0034 (0.0035) time: 0.0469 data: 0.0036 max mem: 0
Test: [300/500] eta: 0:00:09 model_time: 0.0365 (0.0370) evaluator_time: 0.0031 (0.0035) time: 0.0456 data: 0.0033 max mem: 0
Test: [400/500] eta: 0:00:04 model_time: 0.0367 (0.0370) evaluator_time: 0.0030 (0.0035) time: 0.0465 data: 0.0035 max mem: 0
Test: [499/500] eta: 0:00:00 model_time: 0.0367 (0.0370) evaluator_time: 0.0029 (0.0035) time: 0.0461 data: 0.0035 max mem: 0
Test: Total time: 0:00:23 (0.0467 s / it)
Averaged stats: model_time: 0.0367 (0.0370) evaluator_time: 0.0029 (0.0035)
Accumulating evaluation results...
DONE (t=0.16s).
IoU metric: bbox
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.161
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.264
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.175
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.105
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.166
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.213
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.186
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.336
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.338
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.227
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.355
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.401