diff --git "a/train_logs/tcn/2023-02-27T09_04_38/tcn_0.0003_30classes_log.txt" "b/train_logs/tcn/2023-02-27T09_04_38/tcn_0.0003_30classes_log.txt" new file mode 100644--- /dev/null +++ "b/train_logs/tcn/2023-02-27T09_04_38/tcn_0.0003_30classes_log.txt" @@ -0,0 +1,3602 @@ +Model and states have been successfully loaded from /content/drive/MyDrive/train_logs/tcn/2023-02-26T23:54:11/ckpt.pth.tar +---------- +Epoch 52/99 +Current learning rate: 0.00014528838613828076 +[ 8/27610 (0%)] Loss: 1.5668 Acc:0.7226 Cost time:9.167 (9.167)s Data time:0.176 (0.176) Instances per second: 0.87 +[ 408/27610 (1%)] Loss: 1.0028 Acc:0.7922 Cost time:0.221 (0.438)s Data time:0.008 (0.005) Instances per second: 18.25 +[ 808/27610 (3%)] Loss: 0.9446 Acc:0.8068 Cost time:0.162 (0.318)s Data time:0.002 (0.004) Instances per second: 25.15 +[ 1208/27610 (4%)] Loss: 1.0400 Acc:0.7833 Cost time:0.158 (0.281)s Data time:0.002 (0.003) Instances per second: 28.44 +[ 1608/27610 (6%)] Loss: 1.0565 Acc:0.7777 Cost time:0.215 (0.252)s Data time:0.002 (0.003) Instances per second: 31.74 +[ 2008/27610 (7%)] Loss: 1.0759 Acc:0.7782 Cost time:0.163 (0.238)s Data time:0.001 (0.003) Instances per second: 33.61 +[ 2408/27610 (9%)] Loss: 1.0638 Acc:0.7811 Cost time:0.208 (0.227)s Data time:0.010 (0.003) Instances per second: 35.16 +[ 2808/27610 (10%)] Loss: 1.0706 Acc:0.7826 Cost time:0.170 (0.219)s Data time:0.001 (0.003) Instances per second: 36.48 +[ 3208/27610 (12%)] Loss: 1.0767 Acc:0.7800 Cost time:0.218 (0.218)s Data time:0.007 (0.003) Instances per second: 36.64 +[ 3608/27610 (13%)] Loss: 1.0647 Acc:0.7837 Cost time:0.159 (0.213)s Data time:0.001 (0.003) Instances per second: 37.64 +[ 4008/27610 (14%)] Loss: 1.0574 Acc:0.7850 Cost time:0.173 (0.209)s Data time:0.001 (0.003) Instances per second: 38.19 +[ 4408/27610 (16%)] Loss: 1.0642 Acc:0.7841 Cost time:0.224 (0.206)s Data time:0.002 (0.003) Instances per second: 38.85 +[ 4808/27610 (17%)] Loss: 1.0739 Acc:0.7817 Cost time:0.155 (0.204)s Data time:0.001 (0.003) Instances per second: 39.30 +[ 5208/27610 (19%)] Loss: 1.0657 Acc:0.7839 Cost time:0.176 (0.202)s Data time:0.001 (0.002) Instances per second: 39.61 +[ 5608/27610 (20%)] Loss: 1.0784 Acc:0.7802 Cost time:0.166 (0.199)s Data time:0.001 (0.002) Instances per second: 40.14 +[ 6008/27610 (22%)] Loss: 1.0786 Acc:0.7803 Cost time:0.162 (0.198)s Data time:0.001 (0.002) Instances per second: 40.35 +[ 6408/27610 (23%)] Loss: 1.0928 Acc:0.7754 Cost time:0.205 (0.196)s Data time:0.002 (0.002) Instances per second: 40.74 +[ 6808/27610 (25%)] Loss: 1.0941 Acc:0.7764 Cost time:0.174 (0.195)s Data time:0.001 (0.002) Instances per second: 40.95 +[ 7208/27610 (26%)] Loss: 1.1023 Acc:0.7744 Cost time:0.214 (0.195)s Data time:0.002 (0.002) Instances per second: 41.08 +[ 7608/27610 (28%)] Loss: 1.1038 Acc:0.7743 Cost time:0.151 (0.193)s Data time:0.001 (0.002) Instances per second: 41.45 +[ 8008/27610 (29%)] Loss: 1.1079 Acc:0.7734 Cost time:0.155 (0.193)s Data time:0.001 (0.002) Instances per second: 41.47 +[ 8408/27610 (30%)] Loss: 1.1049 Acc:0.7745 Cost time:0.197 (0.192)s Data time:0.007 (0.002) Instances per second: 41.72 +[ 8808/27610 (32%)] Loss: 1.1056 Acc:0.7741 Cost time:0.156 (0.191)s Data time:0.001 (0.002) Instances per second: 41.85 +[ 9208/27610 (33%)] Loss: 1.1013 Acc:0.7758 Cost time:0.234 (0.191)s Data time:0.003 (0.002) Instances per second: 41.92 +[ 9608/27610 (35%)] Loss: 1.1010 Acc:0.7760 Cost time:0.161 (0.190)s Data time:0.001 (0.002) Instances per second: 42.16 +[10008/27610 (36%)] Loss: 1.1015 Acc:0.7754 Cost time:0.151 (0.189)s Data time:0.001 (0.002) Instances per second: 42.22 +[10408/27610 (38%)] Loss: 1.0965 Acc:0.7766 Cost time:0.186 (0.188)s Data time:0.002 (0.002) Instances per second: 42.45 +[10808/27610 (39%)] Loss: 1.0964 Acc:0.7764 Cost time:0.169 (0.188)s Data time:0.001 (0.002) Instances per second: 42.54 +[11208/27610 (41%)] Loss: 1.0984 Acc:0.7760 Cost time:0.219 (0.188)s Data time:0.002 (0.002) Instances per second: 42.60 +[11608/27610 (42%)] Loss: 1.1062 Acc:0.7736 Cost time:0.161 (0.187)s Data time:0.001 (0.002) Instances per second: 42.77 +[12008/27610 (43%)] Loss: 1.1114 Acc:0.7731 Cost time:0.159 (0.187)s Data time:0.001 (0.002) Instances per second: 42.80 +[12408/27610 (45%)] Loss: 1.1060 Acc:0.7742 Cost time:0.202 (0.186)s Data time:0.002 (0.002) Instances per second: 42.95 +[12808/27610 (46%)] Loss: 1.1034 Acc:0.7750 Cost time:0.151 (0.186)s Data time:0.002 (0.002) Instances per second: 43.00 +[13208/27610 (48%)] Loss: 1.1120 Acc:0.7727 Cost time:0.216 (0.186)s Data time:0.009 (0.002) Instances per second: 43.04 +[13608/27610 (49%)] Loss: 1.1104 Acc:0.7733 Cost time:0.168 (0.185)s Data time:0.001 (0.002) Instances per second: 43.16 +[14008/27610 (51%)] Loss: 1.1079 Acc:0.7738 Cost time:0.229 (0.186)s Data time:0.007 (0.002) Instances per second: 43.00 +[14408/27610 (52%)] Loss: 1.1098 Acc:0.7735 Cost time:0.202 (0.186)s Data time:0.008 (0.002) Instances per second: 43.10 +[14808/27610 (54%)] Loss: 1.1083 Acc:0.7740 Cost time:0.161 (0.186)s Data time:0.001 (0.002) Instances per second: 43.12 +[15208/27610 (55%)] Loss: 1.1055 Acc:0.7740 Cost time:0.217 (0.185)s Data time:0.005 (0.002) Instances per second: 43.16 +[15608/27610 (57%)] Loss: 1.1078 Acc:0.7734 Cost time:0.165 (0.186)s Data time:0.002 (0.002) Instances per second: 43.08 +[16008/27610 (58%)] Loss: 1.1073 Acc:0.7736 Cost time:0.183 (0.186)s Data time:0.001 (0.002) Instances per second: 43.09 +[16408/27610 (59%)] Loss: 1.1063 Acc:0.7739 Cost time:0.191 (0.185)s Data time:0.009 (0.002) Instances per second: 43.18 +[16808/27610 (61%)] Loss: 1.1056 Acc:0.7741 Cost time:0.163 (0.185)s Data time:0.001 (0.002) Instances per second: 43.24 +[17208/27610 (62%)] Loss: 1.1032 Acc:0.7742 Cost time:0.172 (0.185)s Data time:0.001 (0.002) Instances per second: 43.25 +[17608/27610 (64%)] Loss: 1.1024 Acc:0.7746 Cost time:0.161 (0.184)s Data time:0.001 (0.002) Instances per second: 43.37 +[18008/27610 (65%)] Loss: 1.1075 Acc:0.7734 Cost time:0.157 (0.184)s Data time:0.001 (0.002) Instances per second: 43.39 +[18408/27610 (67%)] Loss: 1.1096 Acc:0.7726 Cost time:0.213 (0.184)s Data time:0.005 (0.002) Instances per second: 43.48 +[18808/27610 (68%)] Loss: 1.1140 Acc:0.7712 Cost time:0.151 (0.184)s Data time:0.001 (0.002) Instances per second: 43.51 +[19208/27610 (70%)] Loss: 1.1119 Acc:0.7717 Cost time:0.204 (0.184)s Data time:0.001 (0.002) Instances per second: 43.54 +[19608/27610 (71%)] Loss: 1.1107 Acc:0.7718 Cost time:0.156 (0.183)s Data time:0.001 (0.002) Instances per second: 43.63 +[20008/27610 (72%)] Loss: 1.1104 Acc:0.7720 Cost time:0.157 (0.183)s Data time:0.001 (0.002) Instances per second: 43.62 +[20408/27610 (74%)] Loss: 1.1108 Acc:0.7716 Cost time:0.227 (0.183)s Data time:0.001 (0.002) Instances per second: 43.69 +[20808/27610 (75%)] Loss: 1.1091 Acc:0.7720 Cost time:0.160 (0.183)s Data time:0.006 (0.002) Instances per second: 43.72 +[21208/27610 (77%)] Loss: 1.1088 Acc:0.7721 Cost time:0.238 (0.183)s Data time:0.002 (0.002) Instances per second: 43.72 +[21608/27610 (78%)] Loss: 1.1122 Acc:0.7713 Cost time:0.163 (0.183)s Data time:0.001 (0.002) Instances per second: 43.80 +[22008/27610 (80%)] Loss: 1.1091 Acc:0.7720 Cost time:0.168 (0.183)s Data time:0.001 (0.002) Instances per second: 43.79 +[22408/27610 (81%)] Loss: 1.1077 Acc:0.7721 Cost time:0.192 (0.182)s Data time:0.006 (0.002) Instances per second: 43.87 +[22808/27610 (83%)] Loss: 1.1093 Acc:0.7718 Cost time:0.156 (0.182)s Data time:0.001 (0.002) Instances per second: 43.88 +[23208/27610 (84%)] Loss: 1.1059 Acc:0.7725 Cost time:0.227 (0.182)s Data time:0.005 (0.002) Instances per second: 43.90 +[23608/27610 (85%)] Loss: 1.1052 Acc:0.7727 Cost time:0.161 (0.182)s Data time:0.001 (0.002) Instances per second: 43.96 +[24008/27610 (87%)] Loss: 1.1045 Acc:0.7725 Cost time:0.167 (0.182)s Data time:0.001 (0.002) Instances per second: 43.96 +[24408/27610 (88%)] Loss: 1.1032 Acc:0.7728 Cost time:0.208 (0.182)s Data time:0.001 (0.002) Instances per second: 44.03 +[24808/27610 (90%)] Loss: 1.1050 Acc:0.7724 Cost time:0.197 (0.182)s Data time:0.002 (0.002) Instances per second: 43.97 +[25208/27610 (91%)] Loss: 1.1048 Acc:0.7724 Cost time:0.235 (0.182)s Data time:0.002 (0.002) Instances per second: 43.96 +[25608/27610 (93%)] Loss: 1.1036 Acc:0.7727 Cost time:0.164 (0.182)s Data time:0.001 (0.002) Instances per second: 44.03 +[26008/27610 (94%)] Loss: 1.1024 Acc:0.7730 Cost time:0.171 (0.182)s Data time:0.001 (0.002) Instances per second: 44.03 +[26408/27610 (96%)] Loss: 1.1009 Acc:0.7734 Cost time:0.186 (0.181)s Data time:0.002 (0.002) Instances per second: 44.09 +[26808/27610 (97%)] Loss: 1.1009 Acc:0.7737 Cost time:0.162 (0.181)s Data time:0.001 (0.002) Instances per second: 44.09 +[27208/27610 (99%)] Loss: 1.1007 Acc:0.7736 Cost time:0.196 (0.181)s Data time:0.002 (0.002) Instances per second: 44.09 +[27608/27610 (100%)] Loss: 1.1008 Acc:0.7736 Cost time:0.175 (0.181)s Data time:0.001 (0.002) Instances per second: 44.14 +[27610/27610 (100%)] Loss: 1.1008 Acc:0.7737 Cost time:0.529 (0.181)s Data time:0.002 (0.002) Instances per second: 44.12 +val Epoch: 52 Loss val: 0.9431 Acc val:0.7950, LR: 0.00014528838613828076 +---------- +Epoch 53/99 +Current learning rate: 0.000140581422070603 +[ 8/27610 (0%)] Loss: 0.9104 Acc:0.9009 Cost time:0.398 (0.398)s Data time:0.144 (0.144) Instances per second: 20.12 +[ 408/27610 (1%)] Loss: 1.1475 Acc:0.7656 Cost time:0.241 (0.223)s Data time:0.004 (0.006) Instances per second: 35.93 +[ 808/27610 (3%)] Loss: 1.0581 Acc:0.7914 Cost time:0.220 (0.204)s Data time:0.002 (0.004) Instances per second: 39.24 +[ 1208/27610 (4%)] Loss: 1.0363 Acc:0.7962 Cost time:0.159 (0.195)s Data time:0.001 (0.003) Instances per second: 40.92 +[ 1608/27610 (6%)] Loss: 1.0264 Acc:0.7961 Cost time:0.223 (0.192)s Data time:0.004 (0.003) Instances per second: 41.68 +[ 2008/27610 (7%)] Loss: 1.0228 Acc:0.7946 Cost time:0.183 (0.187)s Data time:0.002 (0.003) Instances per second: 42.78 +[ 2408/27610 (9%)] Loss: 1.0310 Acc:0.7906 Cost time:0.162 (0.186)s Data time:0.001 (0.003) Instances per second: 42.95 +[ 2808/27610 (10%)] Loss: 1.0320 Acc:0.7894 Cost time:0.222 (0.183)s Data time:0.007 (0.002) Instances per second: 43.74 +[ 3208/27610 (12%)] Loss: 1.0321 Acc:0.7893 Cost time:0.176 (0.183)s Data time:0.001 (0.002) Instances per second: 43.80 +[ 3608/27610 (13%)] Loss: 1.0282 Acc:0.7914 Cost time:0.217 (0.182)s Data time:0.005 (0.002) Instances per second: 44.00 +[ 4008/27610 (14%)] Loss: 1.0395 Acc:0.7892 Cost time:0.150 (0.180)s Data time:0.001 (0.002) Instances per second: 44.37 +[ 4408/27610 (16%)] Loss: 1.0595 Acc:0.7848 Cost time:0.148 (0.180)s Data time:0.002 (0.002) Instances per second: 44.36 +[ 4808/27610 (17%)] Loss: 1.0605 Acc:0.7841 Cost time:0.157 (0.179)s Data time:0.001 (0.002) Instances per second: 44.75 +[ 5208/27610 (19%)] Loss: 1.0788 Acc:0.7798 Cost time:0.176 (0.179)s Data time:0.002 (0.002) Instances per second: 44.70 +[ 5608/27610 (20%)] Loss: 1.0689 Acc:0.7832 Cost time:0.225 (0.179)s Data time:0.004 (0.002) Instances per second: 44.82 +[ 6008/27610 (22%)] Loss: 1.0857 Acc:0.7786 Cost time:0.163 (0.178)s Data time:0.001 (0.002) Instances per second: 44.91 +[ 6408/27610 (23%)] Loss: 1.0755 Acc:0.7813 Cost time:0.164 (0.178)s Data time:0.001 (0.002) Instances per second: 44.84 +[ 6808/27610 (25%)] Loss: 1.0797 Acc:0.7798 Cost time:0.151 (0.179)s Data time:0.001 (0.002) Instances per second: 44.81 +[ 7208/27610 (26%)] Loss: 1.0745 Acc:0.7809 Cost time:0.165 (0.179)s Data time:0.001 (0.002) Instances per second: 44.74 +[ 7608/27610 (28%)] Loss: 1.0813 Acc:0.7794 Cost time:0.189 (0.179)s Data time:0.004 (0.002) Instances per second: 44.80 +[ 8008/27610 (29%)] Loss: 1.0860 Acc:0.7782 Cost time:0.169 (0.178)s Data time:0.001 (0.002) Instances per second: 44.91 +[ 8408/27610 (30%)] Loss: 1.0884 Acc:0.7776 Cost time:0.162 (0.178)s Data time:0.002 (0.002) Instances per second: 44.86 +[ 8808/27610 (32%)] Loss: 1.0822 Acc:0.7798 Cost time:0.162 (0.178)s Data time:0.001 (0.002) Instances per second: 45.05 +[ 9208/27610 (33%)] Loss: 1.0913 Acc:0.7776 Cost time:0.172 (0.178)s Data time:0.001 (0.002) Instances per second: 44.99 +[ 9608/27610 (35%)] Loss: 1.1009 Acc:0.7752 Cost time:0.186 (0.177)s Data time:0.004 (0.002) Instances per second: 45.09 +[10008/27610 (36%)] Loss: 1.0977 Acc:0.7755 Cost time:0.158 (0.177)s Data time:0.001 (0.002) Instances per second: 45.14 +[10408/27610 (38%)] Loss: 1.0861 Acc:0.7785 Cost time:0.164 (0.177)s Data time:0.001 (0.002) Instances per second: 45.10 +[10808/27610 (39%)] Loss: 1.0865 Acc:0.7780 Cost time:0.149 (0.177)s Data time:0.001 (0.002) Instances per second: 45.23 +[11208/27610 (41%)] Loss: 1.0908 Acc:0.7770 Cost time:0.159 (0.177)s Data time:0.001 (0.002) Instances per second: 45.17 +[11608/27610 (42%)] Loss: 1.0856 Acc:0.7785 Cost time:0.194 (0.177)s Data time:0.002 (0.002) Instances per second: 45.24 +[12008/27610 (43%)] Loss: 1.0781 Acc:0.7800 Cost time:0.181 (0.177)s Data time:0.001 (0.002) Instances per second: 45.25 +[12408/27610 (45%)] Loss: 1.0797 Acc:0.7797 Cost time:0.205 (0.177)s Data time:0.002 (0.002) Instances per second: 45.23 +[12808/27610 (46%)] Loss: 1.0761 Acc:0.7803 Cost time:0.152 (0.176)s Data time:0.002 (0.002) Instances per second: 45.35 +[13208/27610 (48%)] Loss: 1.0697 Acc:0.7823 Cost time:0.157 (0.177)s Data time:0.001 (0.002) Instances per second: 45.31 +[13608/27610 (49%)] Loss: 1.0708 Acc:0.7820 Cost time:0.195 (0.176)s Data time:0.002 (0.002) Instances per second: 45.41 +[14008/27610 (51%)] Loss: 1.0682 Acc:0.7829 Cost time:0.167 (0.176)s Data time:0.002 (0.002) Instances per second: 45.37 +[14408/27610 (52%)] Loss: 1.0644 Acc:0.7841 Cost time:0.246 (0.176)s Data time:0.004 (0.002) Instances per second: 45.35 +[14808/27610 (54%)] Loss: 1.0632 Acc:0.7847 Cost time:0.159 (0.176)s Data time:0.002 (0.002) Instances per second: 45.43 +[15208/27610 (55%)] Loss: 1.0638 Acc:0.7845 Cost time:0.168 (0.176)s Data time:0.002 (0.002) Instances per second: 45.39 +[15608/27610 (57%)] Loss: 1.0627 Acc:0.7847 Cost time:0.190 (0.176)s Data time:0.001 (0.002) Instances per second: 45.48 +[16008/27610 (58%)] Loss: 1.0670 Acc:0.7833 Cost time:0.157 (0.176)s Data time:0.002 (0.002) Instances per second: 45.45 +[16408/27610 (59%)] Loss: 1.0693 Acc:0.7828 Cost time:0.192 (0.176)s Data time:0.004 (0.002) Instances per second: 45.44 +[16808/27610 (61%)] Loss: 1.0659 Acc:0.7839 Cost time:0.165 (0.176)s Data time:0.001 (0.002) Instances per second: 45.47 +[17208/27610 (62%)] Loss: 1.0656 Acc:0.7841 Cost time:0.159 (0.176)s Data time:0.001 (0.002) Instances per second: 45.46 +[17608/27610 (64%)] Loss: 1.0670 Acc:0.7838 Cost time:0.161 (0.176)s Data time:0.001 (0.002) Instances per second: 45.54 +[18008/27610 (65%)] Loss: 1.0640 Acc:0.7847 Cost time:0.160 (0.177)s Data time:0.001 (0.002) Instances per second: 45.30 +[18408/27610 (67%)] Loss: 1.0645 Acc:0.7846 Cost time:0.183 (0.176)s Data time:0.001 (0.002) Instances per second: 45.37 +[18808/27610 (68%)] Loss: 1.0650 Acc:0.7847 Cost time:0.173 (0.176)s Data time:0.002 (0.002) Instances per second: 45.37 +[19208/27610 (70%)] Loss: 1.0635 Acc:0.7851 Cost time:0.230 (0.176)s Data time:0.002 (0.002) Instances per second: 45.36 +[19608/27610 (71%)] Loss: 1.0650 Acc:0.7844 Cost time:0.158 (0.176)s Data time:0.003 (0.002) Instances per second: 45.42 +[20008/27610 (72%)] Loss: 1.0676 Acc:0.7837 Cost time:0.155 (0.176)s Data time:0.001 (0.002) Instances per second: 45.39 +[20408/27610 (74%)] Loss: 1.0694 Acc:0.7832 Cost time:0.182 (0.176)s Data time:0.002 (0.002) Instances per second: 45.45 +[20808/27610 (75%)] Loss: 1.0683 Acc:0.7835 Cost time:0.153 (0.176)s Data time:0.002 (0.002) Instances per second: 45.44 +[21208/27610 (77%)] Loss: 1.0696 Acc:0.7830 Cost time:0.216 (0.176)s Data time:0.004 (0.002) Instances per second: 45.46 +[21608/27610 (78%)] Loss: 1.0674 Acc:0.7836 Cost time:0.187 (0.176)s Data time:0.001 (0.002) Instances per second: 45.49 +[22008/27610 (80%)] Loss: 1.0654 Acc:0.7842 Cost time:0.158 (0.176)s Data time:0.001 (0.002) Instances per second: 45.46 +[22408/27610 (81%)] Loss: 1.0641 Acc:0.7846 Cost time:0.164 (0.176)s Data time:0.001 (0.002) Instances per second: 45.53 +[22808/27610 (83%)] Loss: 1.0670 Acc:0.7838 Cost time:0.155 (0.176)s Data time:0.001 (0.002) Instances per second: 45.51 +[23208/27610 (84%)] Loss: 1.0677 Acc:0.7834 Cost time:0.212 (0.176)s Data time:0.004 (0.002) Instances per second: 45.53 +[23608/27610 (85%)] Loss: 1.0676 Acc:0.7836 Cost time:0.182 (0.176)s Data time:0.001 (0.002) Instances per second: 45.55 +[24008/27610 (87%)] Loss: 1.0702 Acc:0.7829 Cost time:0.165 (0.176)s Data time:0.002 (0.002) Instances per second: 45.52 +[24408/27610 (88%)] Loss: 1.0710 Acc:0.7829 Cost time:0.156 (0.175)s Data time:0.001 (0.002) Instances per second: 45.59 +[24808/27610 (90%)] Loss: 1.0722 Acc:0.7828 Cost time:0.151 (0.176)s Data time:0.001 (0.002) Instances per second: 45.56 +[25208/27610 (91%)] Loss: 1.0756 Acc:0.7819 Cost time:0.186 (0.175)s Data time:0.001 (0.002) Instances per second: 45.60 +[25608/27610 (93%)] Loss: 1.0726 Acc:0.7826 Cost time:0.169 (0.175)s Data time:0.001 (0.002) Instances per second: 45.60 +[26008/27610 (94%)] Loss: 1.0766 Acc:0.7815 Cost time:0.186 (0.176)s Data time:0.002 (0.002) Instances per second: 45.58 +[26408/27610 (96%)] Loss: 1.0770 Acc:0.7814 Cost time:0.162 (0.175)s Data time:0.001 (0.002) Instances per second: 45.64 +[26808/27610 (97%)] Loss: 1.0741 Acc:0.7821 Cost time:0.176 (0.175)s Data time:0.002 (0.002) Instances per second: 45.62 +[27208/27610 (99%)] Loss: 1.0750 Acc:0.7817 Cost time:0.200 (0.175)s Data time:0.001 (0.002) Instances per second: 45.66 +[27608/27610 (100%)] Loss: 1.0739 Acc:0.7821 Cost time:0.159 (0.175)s Data time:0.001 (0.002) Instances per second: 45.64 +[27610/27610 (100%)] Loss: 1.0739 Acc:0.7821 Cost time:0.581 (0.175)s Data time:0.001 (0.002) Instances per second: 45.61 +val Epoch: 53 Loss val: 0.9419 Acc val:0.7944, LR: 0.000140581422070603 +---------- +Epoch 54/99 +Current learning rate: 0.00013588375300222283 +[ 8/27610 (0%)] Loss: 2.8048 Acc:0.2500 Cost time:0.743 (0.743)s Data time:0.314 (0.314) Instances per second: 10.77 +[ 408/27610 (1%)] Loss: 1.1463 Acc:0.7645 Cost time:0.222 (0.204)s Data time:0.002 (0.010) Instances per second: 39.15 +[ 808/27610 (3%)] Loss: 1.1026 Acc:0.7788 Cost time:0.156 (0.195)s Data time:0.001 (0.007) Instances per second: 41.03 +[ 1208/27610 (4%)] Loss: 1.1528 Acc:0.7627 Cost time:0.208 (0.186)s Data time:0.009 (0.005) Instances per second: 43.06 +[ 1608/27610 (6%)] Loss: 1.1004 Acc:0.7736 Cost time:0.158 (0.183)s Data time:0.001 (0.005) Instances per second: 43.60 +[ 2008/27610 (7%)] Loss: 1.0902 Acc:0.7789 Cost time:0.168 (0.183)s Data time:0.002 (0.005) Instances per second: 43.63 +[ 2408/27610 (9%)] Loss: 1.0767 Acc:0.7816 Cost time:0.171 (0.179)s Data time:0.001 (0.004) Instances per second: 44.65 +[ 2808/27610 (10%)] Loss: 1.0798 Acc:0.7806 Cost time:0.153 (0.180)s Data time:0.001 (0.004) Instances per second: 44.55 +[ 3208/27610 (12%)] Loss: 1.0667 Acc:0.7844 Cost time:0.179 (0.177)s Data time:0.002 (0.004) Instances per second: 45.10 +[ 3608/27610 (13%)] Loss: 1.0771 Acc:0.7807 Cost time:0.163 (0.177)s Data time:0.001 (0.004) Instances per second: 45.10 +[ 4008/27610 (14%)] Loss: 1.0739 Acc:0.7791 Cost time:0.209 (0.177)s Data time:0.010 (0.004) Instances per second: 45.20 +[ 4408/27610 (16%)] Loss: 1.0765 Acc:0.7784 Cost time:0.160 (0.176)s Data time:0.001 (0.004) Instances per second: 45.45 +[ 4808/27610 (17%)] Loss: 1.0746 Acc:0.7787 Cost time:0.156 (0.176)s Data time:0.001 (0.004) Instances per second: 45.38 +[ 5208/27610 (19%)] Loss: 1.0878 Acc:0.7768 Cost time:0.175 (0.175)s Data time:0.001 (0.003) Instances per second: 45.70 +[ 5608/27610 (20%)] Loss: 1.0901 Acc:0.7767 Cost time:0.147 (0.175)s Data time:0.002 (0.003) Instances per second: 45.62 +[ 6008/27610 (22%)] Loss: 1.0940 Acc:0.7761 Cost time:0.197 (0.175)s Data time:0.008 (0.003) Instances per second: 45.74 +[ 6408/27610 (23%)] Loss: 1.0947 Acc:0.7761 Cost time:0.174 (0.175)s Data time:0.001 (0.003) Instances per second: 45.76 +[ 6808/27610 (25%)] Loss: 1.0953 Acc:0.7762 Cost time:0.154 (0.175)s Data time:0.001 (0.003) Instances per second: 45.67 +[ 7208/27610 (26%)] Loss: 1.0893 Acc:0.7780 Cost time:0.163 (0.174)s Data time:0.001 (0.003) Instances per second: 45.88 +[ 7608/27610 (28%)] Loss: 1.0993 Acc:0.7759 Cost time:0.170 (0.175)s Data time:0.001 (0.003) Instances per second: 45.81 +[ 8008/27610 (29%)] Loss: 1.1006 Acc:0.7752 Cost time:0.199 (0.174)s Data time:0.001 (0.003) Instances per second: 45.95 +[ 8408/27610 (30%)] Loss: 1.0937 Acc:0.7761 Cost time:0.184 (0.174)s Data time:0.001 (0.003) Instances per second: 45.88 +[ 8808/27610 (32%)] Loss: 1.0983 Acc:0.7753 Cost time:0.217 (0.174)s Data time:0.009 (0.003) Instances per second: 45.85 +[ 9208/27610 (33%)] Loss: 1.1090 Acc:0.7722 Cost time:0.168 (0.174)s Data time:0.001 (0.003) Instances per second: 45.98 +[ 9608/27610 (35%)] Loss: 1.1054 Acc:0.7735 Cost time:0.156 (0.174)s Data time:0.001 (0.003) Instances per second: 45.90 +[10008/27610 (36%)] Loss: 1.1049 Acc:0.7741 Cost time:0.176 (0.174)s Data time:0.002 (0.003) Instances per second: 46.04 +[10408/27610 (38%)] Loss: 1.1028 Acc:0.7741 Cost time:0.156 (0.174)s Data time:0.001 (0.003) Instances per second: 46.00 +[10808/27610 (39%)] Loss: 1.1022 Acc:0.7736 Cost time:0.212 (0.174)s Data time:0.011 (0.003) Instances per second: 46.01 +[11208/27610 (41%)] Loss: 1.0985 Acc:0.7748 Cost time:0.209 (0.174)s Data time:0.008 (0.003) Instances per second: 45.96 +[11608/27610 (42%)] Loss: 1.1040 Acc:0.7735 Cost time:0.167 (0.175)s Data time:0.001 (0.003) Instances per second: 45.81 +[12008/27610 (43%)] Loss: 1.1049 Acc:0.7731 Cost time:0.205 (0.174)s Data time:0.009 (0.003) Instances per second: 45.92 +[12408/27610 (45%)] Loss: 1.1074 Acc:0.7726 Cost time:0.152 (0.174)s Data time:0.001 (0.003) Instances per second: 45.88 +[12808/27610 (46%)] Loss: 1.1043 Acc:0.7736 Cost time:0.199 (0.174)s Data time:0.012 (0.003) Instances per second: 45.89 +[13208/27610 (48%)] Loss: 1.1022 Acc:0.7739 Cost time:0.148 (0.174)s Data time:0.001 (0.003) Instances per second: 45.95 +[13608/27610 (49%)] Loss: 1.1015 Acc:0.7740 Cost time:0.157 (0.174)s Data time:0.002 (0.003) Instances per second: 45.89 +[14008/27610 (51%)] Loss: 1.1061 Acc:0.7728 Cost time:0.164 (0.174)s Data time:0.001 (0.003) Instances per second: 46.00 +[14408/27610 (52%)] Loss: 1.1055 Acc:0.7734 Cost time:0.149 (0.174)s Data time:0.001 (0.003) Instances per second: 45.95 +[14808/27610 (54%)] Loss: 1.1035 Acc:0.7738 Cost time:0.201 (0.174)s Data time:0.009 (0.003) Instances per second: 45.97 +[15208/27610 (55%)] Loss: 1.1018 Acc:0.7744 Cost time:0.153 (0.174)s Data time:0.001 (0.003) Instances per second: 46.01 +[15608/27610 (57%)] Loss: 1.1010 Acc:0.7745 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 45.95 +[16008/27610 (58%)] Loss: 1.1051 Acc:0.7738 Cost time:0.152 (0.174)s Data time:0.001 (0.003) Instances per second: 46.05 +[16408/27610 (59%)] Loss: 1.1044 Acc:0.7735 Cost time:0.154 (0.174)s Data time:0.001 (0.003) Instances per second: 46.00 +[16808/27610 (61%)] Loss: 1.1083 Acc:0.7729 Cost time:0.195 (0.174)s Data time:0.008 (0.003) Instances per second: 46.05 +[17208/27610 (62%)] Loss: 1.1081 Acc:0.7731 Cost time:0.156 (0.174)s Data time:0.001 (0.003) Instances per second: 46.03 +[17608/27610 (64%)] Loss: 1.1068 Acc:0.7732 Cost time:0.218 (0.174)s Data time:0.002 (0.003) Instances per second: 46.00 +[18008/27610 (65%)] Loss: 1.1065 Acc:0.7736 Cost time:0.160 (0.174)s Data time:0.001 (0.003) Instances per second: 46.09 +[18408/27610 (67%)] Loss: 1.1103 Acc:0.7724 Cost time:0.164 (0.174)s Data time:0.001 (0.003) Instances per second: 46.05 +[18808/27610 (68%)] Loss: 1.1108 Acc:0.7720 Cost time:0.197 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[19208/27610 (70%)] Loss: 1.1088 Acc:0.7719 Cost time:0.156 (0.174)s Data time:0.001 (0.003) Instances per second: 46.10 +[19608/27610 (71%)] Loss: 1.1102 Acc:0.7715 Cost time:0.198 (0.174)s Data time:0.009 (0.003) Instances per second: 46.10 +[20008/27610 (72%)] Loss: 1.1132 Acc:0.7709 Cost time:0.151 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[20408/27610 (74%)] Loss: 1.1180 Acc:0.7700 Cost time:0.147 (0.174)s Data time:0.001 (0.003) Instances per second: 46.09 +[20808/27610 (75%)] Loss: 1.1162 Acc:0.7705 Cost time:0.164 (0.173)s Data time:0.001 (0.003) Instances per second: 46.15 +[21208/27610 (77%)] Loss: 1.1190 Acc:0.7700 Cost time:0.156 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[21608/27610 (78%)] Loss: 1.1219 Acc:0.7691 Cost time:0.208 (0.173)s Data time:0.010 (0.003) Instances per second: 46.14 +[22008/27610 (80%)] Loss: 1.1259 Acc:0.7681 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.14 +[22408/27610 (81%)] Loss: 1.1233 Acc:0.7687 Cost time:0.316 (0.174)s Data time:0.015 (0.003) Instances per second: 45.97 +[22808/27610 (83%)] Loss: 1.1238 Acc:0.7687 Cost time:0.155 (0.174)s Data time:0.002 (0.003) Instances per second: 45.98 +[23208/27610 (84%)] Loss: 1.1230 Acc:0.7689 Cost time:0.160 (0.174)s Data time:0.001 (0.003) Instances per second: 45.96 +[23608/27610 (85%)] Loss: 1.1231 Acc:0.7692 Cost time:0.167 (0.174)s Data time:0.001 (0.003) Instances per second: 46.02 +[24008/27610 (87%)] Loss: 1.1245 Acc:0.7690 Cost time:0.161 (0.174)s Data time:0.002 (0.003) Instances per second: 45.98 +[24408/27610 (88%)] Loss: 1.1222 Acc:0.7694 Cost time:0.202 (0.174)s Data time:0.009 (0.003) Instances per second: 45.98 +[24808/27610 (90%)] Loss: 1.1203 Acc:0.7699 Cost time:0.168 (0.174)s Data time:0.001 (0.003) Instances per second: 46.01 +[25208/27610 (91%)] Loss: 1.1214 Acc:0.7696 Cost time:0.175 (0.174)s Data time:0.001 (0.003) Instances per second: 45.97 +[25608/27610 (93%)] Loss: 1.1214 Acc:0.7693 Cost time:0.153 (0.174)s Data time:0.001 (0.003) Instances per second: 46.02 +[26008/27610 (94%)] Loss: 1.1197 Acc:0.7697 Cost time:0.173 (0.174)s Data time:0.001 (0.003) Instances per second: 46.00 +[26408/27610 (96%)] Loss: 1.1174 Acc:0.7705 Cost time:0.201 (0.174)s Data time:0.010 (0.003) Instances per second: 46.01 +[26808/27610 (97%)] Loss: 1.1179 Acc:0.7704 Cost time:0.154 (0.174)s Data time:0.001 (0.003) Instances per second: 46.02 +[27208/27610 (99%)] Loss: 1.1173 Acc:0.7708 Cost time:0.167 (0.174)s Data time:0.001 (0.003) Instances per second: 46.00 +[27608/27610 (100%)] Loss: 1.1172 Acc:0.7707 Cost time:0.150 (0.174)s Data time:0.001 (0.003) Instances per second: 46.05 +[27610/27610 (100%)] Loss: 1.1171 Acc:0.7707 Cost time:0.117 (0.174)s Data time:0.002 (0.003) Instances per second: 46.06 +val Epoch: 54 Loss val: 0.9426 Acc val:0.7930, LR: 0.00013588375300222283 +---------- +Epoch 55/99 +Current learning rate: 0.00013120001496535436 +[ 8/27610 (0%)] Loss: 1.8833 Acc:0.4783 Cost time:0.433 (0.433)s Data time:0.174 (0.174) Instances per second: 18.47 +[ 408/27610 (1%)] Loss: 1.0681 Acc:0.7854 Cost time:0.278 (0.184)s Data time:0.004 (0.006) Instances per second: 43.46 +[ 808/27610 (3%)] Loss: 1.1537 Acc:0.7623 Cost time:0.166 (0.188)s Data time:0.001 (0.004) Instances per second: 42.65 +[ 1208/27610 (4%)] Loss: 1.1166 Acc:0.7703 Cost time:0.167 (0.186)s Data time:0.002 (0.004) Instances per second: 43.10 +[ 1608/27610 (6%)] Loss: 1.1017 Acc:0.7750 Cost time:0.154 (0.180)s Data time:0.001 (0.004) Instances per second: 44.54 +[ 2008/27610 (7%)] Loss: 1.0802 Acc:0.7790 Cost time:0.158 (0.180)s Data time:0.001 (0.004) Instances per second: 44.45 +[ 2408/27610 (9%)] Loss: 1.0882 Acc:0.7779 Cost time:0.181 (0.178)s Data time:0.002 (0.004) Instances per second: 44.89 +[ 2808/27610 (10%)] Loss: 1.0930 Acc:0.7754 Cost time:0.164 (0.177)s Data time:0.001 (0.003) Instances per second: 45.26 +[ 3208/27610 (12%)] Loss: 1.1153 Acc:0.7708 Cost time:0.156 (0.177)s Data time:0.001 (0.003) Instances per second: 45.14 +[ 3608/27610 (13%)] Loss: 1.1096 Acc:0.7720 Cost time:0.168 (0.176)s Data time:0.002 (0.003) Instances per second: 45.56 +[ 4008/27610 (14%)] Loss: 1.0918 Acc:0.7762 Cost time:0.181 (0.176)s Data time:0.001 (0.003) Instances per second: 45.40 +[ 4408/27610 (16%)] Loss: 1.1019 Acc:0.7737 Cost time:0.212 (0.175)s Data time:0.011 (0.003) Instances per second: 45.62 +[ 4808/27610 (17%)] Loss: 1.1064 Acc:0.7735 Cost time:0.170 (0.178)s Data time:0.001 (0.003) Instances per second: 45.05 +[ 5208/27610 (19%)] Loss: 1.1095 Acc:0.7724 Cost time:0.208 (0.177)s Data time:0.003 (0.003) Instances per second: 45.11 +[ 5608/27610 (20%)] Loss: 1.1057 Acc:0.7748 Cost time:0.154 (0.177)s Data time:0.002 (0.003) Instances per second: 45.27 +[ 6008/27610 (22%)] Loss: 1.0897 Acc:0.7782 Cost time:0.166 (0.177)s Data time:0.001 (0.003) Instances per second: 45.15 +[ 6408/27610 (23%)] Loss: 1.0931 Acc:0.7774 Cost time:0.175 (0.176)s Data time:0.001 (0.003) Instances per second: 45.39 +[ 6808/27610 (25%)] Loss: 1.0952 Acc:0.7771 Cost time:0.165 (0.177)s Data time:0.001 (0.003) Instances per second: 45.32 +[ 7208/27610 (26%)] Loss: 1.0902 Acc:0.7785 Cost time:0.196 (0.176)s Data time:0.006 (0.003) Instances per second: 45.36 +[ 7608/27610 (28%)] Loss: 1.0878 Acc:0.7789 Cost time:0.165 (0.176)s Data time:0.001 (0.003) Instances per second: 45.44 +[ 8008/27610 (29%)] Loss: 1.0876 Acc:0.7788 Cost time:0.168 (0.176)s Data time:0.001 (0.003) Instances per second: 45.37 +[ 8408/27610 (30%)] Loss: 1.0881 Acc:0.7782 Cost time:0.155 (0.176)s Data time:0.001 (0.003) Instances per second: 45.56 +[ 8808/27610 (32%)] Loss: 1.0821 Acc:0.7794 Cost time:0.154 (0.176)s Data time:0.002 (0.003) Instances per second: 45.49 +[ 9208/27610 (33%)] Loss: 1.0874 Acc:0.7782 Cost time:0.188 (0.176)s Data time:0.008 (0.003) Instances per second: 45.54 +[ 9608/27610 (35%)] Loss: 1.0875 Acc:0.7784 Cost time:0.157 (0.175)s Data time:0.001 (0.003) Instances per second: 45.59 +[10008/27610 (36%)] Loss: 1.0882 Acc:0.7786 Cost time:0.156 (0.176)s Data time:0.002 (0.003) Instances per second: 45.55 +[10408/27610 (38%)] Loss: 1.0858 Acc:0.7792 Cost time:0.161 (0.175)s Data time:0.002 (0.003) Instances per second: 45.69 +[10808/27610 (39%)] Loss: 1.0822 Acc:0.7800 Cost time:0.161 (0.175)s Data time:0.001 (0.003) Instances per second: 45.62 +[11208/27610 (41%)] Loss: 1.0820 Acc:0.7808 Cost time:0.212 (0.175)s Data time:0.008 (0.003) Instances per second: 45.68 +[11608/27610 (42%)] Loss: 1.0773 Acc:0.7824 Cost time:0.179 (0.175)s Data time:0.002 (0.003) Instances per second: 45.69 +[12008/27610 (43%)] Loss: 1.0724 Acc:0.7838 Cost time:0.158 (0.175)s Data time:0.001 (0.003) Instances per second: 45.65 +[12408/27610 (45%)] Loss: 1.0723 Acc:0.7836 Cost time:0.158 (0.175)s Data time:0.001 (0.003) Instances per second: 45.77 +[12808/27610 (46%)] Loss: 1.0712 Acc:0.7842 Cost time:0.145 (0.175)s Data time:0.001 (0.003) Instances per second: 45.74 +[13208/27610 (48%)] Loss: 1.0734 Acc:0.7840 Cost time:0.220 (0.175)s Data time:0.013 (0.003) Instances per second: 45.82 +[13608/27610 (49%)] Loss: 1.0694 Acc:0.7854 Cost time:0.165 (0.175)s Data time:0.002 (0.003) Instances per second: 45.79 +[14008/27610 (51%)] Loss: 1.0660 Acc:0.7861 Cost time:0.215 (0.175)s Data time:0.014 (0.003) Instances per second: 45.75 +[14408/27610 (52%)] Loss: 1.0719 Acc:0.7845 Cost time:0.163 (0.175)s Data time:0.001 (0.003) Instances per second: 45.82 +[14808/27610 (54%)] Loss: 1.0721 Acc:0.7841 Cost time:0.164 (0.175)s Data time:0.001 (0.003) Instances per second: 45.79 +[15208/27610 (55%)] Loss: 1.0743 Acc:0.7833 Cost time:0.163 (0.174)s Data time:0.001 (0.003) Instances per second: 45.88 +[15608/27610 (57%)] Loss: 1.0726 Acc:0.7833 Cost time:0.204 (0.175)s Data time:0.002 (0.003) Instances per second: 45.82 +[16008/27610 (58%)] Loss: 1.0693 Acc:0.7838 Cost time:0.233 (0.175)s Data time:0.008 (0.003) Instances per second: 45.69 +[16408/27610 (59%)] Loss: 1.0683 Acc:0.7841 Cost time:0.161 (0.175)s Data time:0.001 (0.003) Instances per second: 45.77 +[16808/27610 (61%)] Loss: 1.0630 Acc:0.7852 Cost time:0.146 (0.175)s Data time:0.001 (0.003) Instances per second: 45.73 +[17208/27610 (62%)] Loss: 1.0630 Acc:0.7856 Cost time:0.161 (0.175)s Data time:0.002 (0.003) Instances per second: 45.82 +[17608/27610 (64%)] Loss: 1.0588 Acc:0.7867 Cost time:0.162 (0.175)s Data time:0.001 (0.003) Instances per second: 45.78 +[18008/27610 (65%)] Loss: 1.0574 Acc:0.7870 Cost time:0.194 (0.175)s Data time:0.012 (0.003) Instances per second: 45.79 +[18408/27610 (67%)] Loss: 1.0594 Acc:0.7862 Cost time:0.181 (0.175)s Data time:0.002 (0.003) Instances per second: 45.84 +[18808/27610 (68%)] Loss: 1.0620 Acc:0.7858 Cost time:0.168 (0.175)s Data time:0.005 (0.003) Instances per second: 45.79 +[19208/27610 (70%)] Loss: 1.0600 Acc:0.7861 Cost time:0.160 (0.174)s Data time:0.001 (0.003) Instances per second: 45.86 +[19608/27610 (71%)] Loss: 1.0617 Acc:0.7854 Cost time:0.153 (0.175)s Data time:0.001 (0.003) Instances per second: 45.83 +[20008/27610 (72%)] Loss: 1.0617 Acc:0.7853 Cost time:0.203 (0.174)s Data time:0.011 (0.003) Instances per second: 45.85 +[20408/27610 (74%)] Loss: 1.0672 Acc:0.7839 Cost time:0.154 (0.174)s Data time:0.001 (0.003) Instances per second: 45.87 +[20808/27610 (75%)] Loss: 1.0668 Acc:0.7838 Cost time:0.158 (0.175)s Data time:0.002 (0.003) Instances per second: 45.82 +[21208/27610 (77%)] Loss: 1.0672 Acc:0.7834 Cost time:0.155 (0.174)s Data time:0.001 (0.003) Instances per second: 45.90 +[21608/27610 (78%)] Loss: 1.0687 Acc:0.7828 Cost time:0.156 (0.174)s Data time:0.001 (0.003) Instances per second: 45.86 +[22008/27610 (80%)] Loss: 1.0694 Acc:0.7825 Cost time:0.205 (0.174)s Data time:0.012 (0.003) Instances per second: 45.90 +[22408/27610 (81%)] Loss: 1.0703 Acc:0.7821 Cost time:0.169 (0.175)s Data time:0.001 (0.003) Instances per second: 45.81 +[22808/27610 (83%)] Loss: 1.0697 Acc:0.7823 Cost time:0.164 (0.175)s Data time:0.001 (0.003) Instances per second: 45.78 +[23208/27610 (84%)] Loss: 1.0713 Acc:0.7817 Cost time:0.155 (0.175)s Data time:0.001 (0.003) Instances per second: 45.84 +[23608/27610 (85%)] Loss: 1.0731 Acc:0.7811 Cost time:0.149 (0.175)s Data time:0.001 (0.003) Instances per second: 45.81 +[24008/27610 (87%)] Loss: 1.0730 Acc:0.7809 Cost time:0.218 (0.175)s Data time:0.009 (0.003) Instances per second: 45.84 +[24408/27610 (88%)] Loss: 1.0723 Acc:0.7815 Cost time:0.164 (0.175)s Data time:0.001 (0.003) Instances per second: 45.83 +[24808/27610 (90%)] Loss: 1.0740 Acc:0.7812 Cost time:0.174 (0.175)s Data time:0.001 (0.003) Instances per second: 45.79 +[25208/27610 (91%)] Loss: 1.0733 Acc:0.7813 Cost time:0.151 (0.174)s Data time:0.001 (0.003) Instances per second: 45.86 +[25608/27610 (93%)] Loss: 1.0763 Acc:0.7804 Cost time:0.159 (0.175)s Data time:0.001 (0.003) Instances per second: 45.82 +[26008/27610 (94%)] Loss: 1.0761 Acc:0.7806 Cost time:0.182 (0.174)s Data time:0.002 (0.003) Instances per second: 45.85 +[26408/27610 (96%)] Loss: 1.0741 Acc:0.7809 Cost time:0.153 (0.175)s Data time:0.001 (0.003) Instances per second: 45.84 +[26808/27610 (97%)] Loss: 1.0732 Acc:0.7813 Cost time:0.214 (0.175)s Data time:0.009 (0.003) Instances per second: 45.78 +[27208/27610 (99%)] Loss: 1.0723 Acc:0.7815 Cost time:0.166 (0.175)s Data time:0.001 (0.003) Instances per second: 45.74 +[27608/27610 (100%)] Loss: 1.0739 Acc:0.7812 Cost time:0.157 (0.175)s Data time:0.001 (0.003) Instances per second: 45.73 +[27610/27610 (100%)] Loss: 1.0738 Acc:0.7812 Cost time:0.524 (0.175)s Data time:0.002 (0.003) Instances per second: 45.71 +val Epoch: 55 Loss val: 0.9134 Acc val:0.8005, LR: 0.00013120001496535436 +---------- +Epoch 56/99 +Current learning rate: 0.00012653483024396535 +[ 8/27610 (0%)] Loss: 0.7898 Acc:0.9137 Cost time:0.538 (0.538)s Data time:0.211 (0.211) Instances per second: 14.87 +[ 408/27610 (1%)] Loss: 1.0340 Acc:0.7896 Cost time:0.214 (0.196)s Data time:0.002 (0.007) Instances per second: 40.82 +[ 808/27610 (3%)] Loss: 0.9649 Acc:0.8035 Cost time:0.150 (0.206)s Data time:0.001 (0.006) Instances per second: 38.92 +[ 1208/27610 (4%)] Loss: 1.0227 Acc:0.7893 Cost time:0.178 (0.190)s Data time:0.001 (0.004) Instances per second: 42.00 +[ 1608/27610 (6%)] Loss: 1.0078 Acc:0.7958 Cost time:0.177 (0.188)s Data time:0.009 (0.004) Instances per second: 42.47 +[ 2008/27610 (7%)] Loss: 1.0258 Acc:0.7907 Cost time:0.210 (0.186)s Data time:0.010 (0.004) Instances per second: 43.07 +[ 2408/27610 (9%)] Loss: 1.0809 Acc:0.7796 Cost time:0.167 (0.183)s Data time:0.001 (0.004) Instances per second: 43.78 +[ 2808/27610 (10%)] Loss: 1.0486 Acc:0.7869 Cost time:0.161 (0.183)s Data time:0.001 (0.004) Instances per second: 43.83 +[ 3208/27610 (12%)] Loss: 1.0923 Acc:0.7787 Cost time:0.172 (0.180)s Data time:0.001 (0.004) Instances per second: 44.53 +[ 3608/27610 (13%)] Loss: 1.0799 Acc:0.7815 Cost time:0.171 (0.180)s Data time:0.001 (0.004) Instances per second: 44.46 +[ 4008/27610 (14%)] Loss: 1.0740 Acc:0.7835 Cost time:0.193 (0.179)s Data time:0.002 (0.004) Instances per second: 44.68 +[ 4408/27610 (16%)] Loss: 1.0707 Acc:0.7837 Cost time:0.174 (0.178)s Data time:0.001 (0.004) Instances per second: 44.86 +[ 4808/27610 (17%)] Loss: 1.0906 Acc:0.7774 Cost time:0.163 (0.178)s Data time:0.001 (0.004) Instances per second: 44.82 +[ 5208/27610 (19%)] Loss: 1.1009 Acc:0.7740 Cost time:0.168 (0.177)s Data time:0.001 (0.004) Instances per second: 45.19 +[ 5608/27610 (20%)] Loss: 1.0915 Acc:0.7754 Cost time:0.167 (0.177)s Data time:0.003 (0.004) Instances per second: 45.10 +[ 6008/27610 (22%)] Loss: 1.0837 Acc:0.7780 Cost time:0.216 (0.177)s Data time:0.001 (0.003) Instances per second: 45.30 +[ 6408/27610 (23%)] Loss: 1.0740 Acc:0.7803 Cost time:0.154 (0.177)s Data time:0.001 (0.003) Instances per second: 45.31 +[ 6808/27610 (25%)] Loss: 1.0727 Acc:0.7818 Cost time:0.217 (0.177)s Data time:0.002 (0.004) Instances per second: 45.24 +[ 7208/27610 (26%)] Loss: 1.0770 Acc:0.7800 Cost time:0.162 (0.176)s Data time:0.001 (0.003) Instances per second: 45.46 +[ 7608/27610 (28%)] Loss: 1.0810 Acc:0.7791 Cost time:0.161 (0.176)s Data time:0.001 (0.003) Instances per second: 45.41 +[ 8008/27610 (29%)] Loss: 1.0839 Acc:0.7785 Cost time:0.223 (0.175)s Data time:0.006 (0.003) Instances per second: 45.59 +[ 8408/27610 (30%)] Loss: 1.0789 Acc:0.7790 Cost time:0.152 (0.176)s Data time:0.002 (0.003) Instances per second: 45.53 +[ 8808/27610 (32%)] Loss: 1.0751 Acc:0.7804 Cost time:0.284 (0.176)s Data time:0.009 (0.003) Instances per second: 45.55 +[ 9208/27610 (33%)] Loss: 1.0639 Acc:0.7832 Cost time:0.171 (0.176)s Data time:0.001 (0.003) Instances per second: 45.37 +[ 9608/27610 (35%)] Loss: 1.0643 Acc:0.7837 Cost time:0.162 (0.177)s Data time:0.001 (0.003) Instances per second: 45.30 +[10008/27610 (36%)] Loss: 1.0655 Acc:0.7841 Cost time:0.151 (0.176)s Data time:0.001 (0.003) Instances per second: 45.47 +[10408/27610 (38%)] Loss: 1.0685 Acc:0.7837 Cost time:0.164 (0.176)s Data time:0.002 (0.003) Instances per second: 45.45 +[10808/27610 (39%)] Loss: 1.0669 Acc:0.7849 Cost time:0.198 (0.176)s Data time:0.010 (0.003) Instances per second: 45.51 +[11208/27610 (41%)] Loss: 1.0638 Acc:0.7858 Cost time:0.161 (0.176)s Data time:0.001 (0.003) Instances per second: 45.56 +[11608/27610 (42%)] Loss: 1.0629 Acc:0.7861 Cost time:0.144 (0.176)s Data time:0.001 (0.003) Instances per second: 45.52 +[12008/27610 (43%)] Loss: 1.0643 Acc:0.7858 Cost time:0.152 (0.175)s Data time:0.001 (0.003) Instances per second: 45.66 +[12408/27610 (45%)] Loss: 1.0583 Acc:0.7870 Cost time:0.156 (0.175)s Data time:0.001 (0.003) Instances per second: 45.60 +[12808/27610 (46%)] Loss: 1.0493 Acc:0.7894 Cost time:0.226 (0.175)s Data time:0.012 (0.003) Instances per second: 45.65 +[13208/27610 (48%)] Loss: 1.0512 Acc:0.7885 Cost time:0.170 (0.175)s Data time:0.001 (0.003) Instances per second: 45.67 +[13608/27610 (49%)] Loss: 1.0561 Acc:0.7879 Cost time:0.164 (0.175)s Data time:0.002 (0.003) Instances per second: 45.63 +[14008/27610 (51%)] Loss: 1.0567 Acc:0.7872 Cost time:0.152 (0.175)s Data time:0.001 (0.003) Instances per second: 45.75 +[14408/27610 (52%)] Loss: 1.0538 Acc:0.7880 Cost time:0.154 (0.175)s Data time:0.001 (0.003) Instances per second: 45.71 +[14808/27610 (54%)] Loss: 1.0496 Acc:0.7890 Cost time:0.205 (0.175)s Data time:0.009 (0.003) Instances per second: 45.79 +[15208/27610 (55%)] Loss: 1.0501 Acc:0.7886 Cost time:0.158 (0.175)s Data time:0.001 (0.003) Instances per second: 45.78 +[15608/27610 (57%)] Loss: 1.0530 Acc:0.7879 Cost time:0.225 (0.175)s Data time:0.009 (0.003) Instances per second: 45.78 +[16008/27610 (58%)] Loss: 1.0550 Acc:0.7875 Cost time:0.142 (0.174)s Data time:0.001 (0.003) Instances per second: 45.86 +[16408/27610 (59%)] Loss: 1.0566 Acc:0.7872 Cost time:0.174 (0.175)s Data time:0.001 (0.003) Instances per second: 45.82 +[16808/27610 (61%)] Loss: 1.0520 Acc:0.7883 Cost time:0.155 (0.174)s Data time:0.001 (0.003) Instances per second: 45.92 +[17208/27610 (62%)] Loss: 1.0463 Acc:0.7897 Cost time:0.160 (0.174)s Data time:0.001 (0.003) Instances per second: 45.89 +[17608/27610 (64%)] Loss: 1.0503 Acc:0.7884 Cost time:0.212 (0.174)s Data time:0.012 (0.003) Instances per second: 45.89 +[18008/27610 (65%)] Loss: 1.0510 Acc:0.7881 Cost time:0.145 (0.174)s Data time:0.001 (0.003) Instances per second: 45.93 +[18408/27610 (67%)] Loss: 1.0503 Acc:0.7887 Cost time:0.173 (0.174)s Data time:0.001 (0.003) Instances per second: 45.90 +[18808/27610 (68%)] Loss: 1.0528 Acc:0.7880 Cost time:0.162 (0.174)s Data time:0.001 (0.003) Instances per second: 45.98 +[19208/27610 (70%)] Loss: 1.0557 Acc:0.7874 Cost time:0.166 (0.174)s Data time:0.001 (0.003) Instances per second: 45.94 +[19608/27610 (71%)] Loss: 1.0554 Acc:0.7877 Cost time:0.201 (0.174)s Data time:0.009 (0.003) Instances per second: 45.97 +[20008/27610 (72%)] Loss: 1.0562 Acc:0.7873 Cost time:0.199 (0.174)s Data time:0.008 (0.003) Instances per second: 45.92 +[20408/27610 (74%)] Loss: 1.0582 Acc:0.7868 Cost time:0.161 (0.175)s Data time:0.001 (0.003) Instances per second: 45.82 +[20808/27610 (75%)] Loss: 1.0579 Acc:0.7871 Cost time:0.173 (0.174)s Data time:0.002 (0.003) Instances per second: 45.89 +[21208/27610 (77%)] Loss: 1.0576 Acc:0.7869 Cost time:0.170 (0.174)s Data time:0.001 (0.003) Instances per second: 45.86 +[21608/27610 (78%)] Loss: 1.0541 Acc:0.7878 Cost time:0.194 (0.174)s Data time:0.004 (0.003) Instances per second: 45.87 +[22008/27610 (80%)] Loss: 1.0538 Acc:0.7879 Cost time:0.154 (0.174)s Data time:0.001 (0.003) Instances per second: 45.89 +[22408/27610 (81%)] Loss: 1.0553 Acc:0.7874 Cost time:0.158 (0.174)s Data time:0.001 (0.003) Instances per second: 45.88 +[22808/27610 (83%)] Loss: 1.0545 Acc:0.7875 Cost time:0.182 (0.174)s Data time:0.001 (0.003) Instances per second: 45.94 +[23208/27610 (84%)] Loss: 1.0607 Acc:0.7856 Cost time:0.167 (0.174)s Data time:0.001 (0.003) Instances per second: 45.91 +[23608/27610 (85%)] Loss: 1.0620 Acc:0.7851 Cost time:0.199 (0.174)s Data time:0.009 (0.003) Instances per second: 45.94 +[24008/27610 (87%)] Loss: 1.0625 Acc:0.7848 Cost time:0.163 (0.174)s Data time:0.002 (0.003) Instances per second: 45.94 +[24408/27610 (88%)] Loss: 1.0664 Acc:0.7836 Cost time:0.216 (0.174)s Data time:0.011 (0.003) Instances per second: 45.93 +[24808/27610 (90%)] Loss: 1.0684 Acc:0.7833 Cost time:0.165 (0.174)s Data time:0.002 (0.003) Instances per second: 45.98 +[25208/27610 (91%)] Loss: 1.0686 Acc:0.7833 Cost time:0.146 (0.174)s Data time:0.001 (0.003) Instances per second: 45.96 +[25608/27610 (93%)] Loss: 1.0654 Acc:0.7841 Cost time:0.190 (0.174)s Data time:0.014 (0.003) Instances per second: 46.01 +[26008/27610 (94%)] Loss: 1.0641 Acc:0.7846 Cost time:0.161 (0.174)s Data time:0.001 (0.003) Instances per second: 45.98 +[26408/27610 (96%)] Loss: 1.0652 Acc:0.7845 Cost time:0.202 (0.174)s Data time:0.008 (0.003) Instances per second: 45.97 +[26808/27610 (97%)] Loss: 1.0685 Acc:0.7833 Cost time:0.165 (0.174)s Data time:0.001 (0.003) Instances per second: 46.01 +[27208/27610 (99%)] Loss: 1.0672 Acc:0.7835 Cost time:0.145 (0.174)s Data time:0.001 (0.003) Instances per second: 45.99 +[27608/27610 (100%)] Loss: 1.0665 Acc:0.7836 Cost time:0.149 (0.174)s Data time:0.001 (0.003) Instances per second: 46.04 +[27610/27610 (100%)] Loss: 1.0665 Acc:0.7836 Cost time:0.574 (0.174)s Data time:0.002 (0.003) Instances per second: 46.01 +val Epoch: 56 Loss val: 0.9279 Acc val:0.7982, LR: 0.00012653483024396535 +---------- +Epoch 57/99 +Current learning rate: 0.0001218928028121413 +[ 8/27610 (0%)] Loss: 0.0779 Acc:0.9981 Cost time:0.398 (0.398)s Data time:0.141 (0.141) Instances per second: 20.10 +[ 408/27610 (1%)] Loss: 0.9285 Acc:0.8165 Cost time:0.277 (0.191)s Data time:0.003 (0.007) Instances per second: 41.90 +[ 808/27610 (3%)] Loss: 0.9002 Acc:0.8271 Cost time:0.149 (0.185)s Data time:0.001 (0.004) Instances per second: 43.18 +[ 1208/27610 (4%)] Loss: 1.0272 Acc:0.7926 Cost time:0.169 (0.185)s Data time:0.002 (0.004) Instances per second: 43.35 +[ 1608/27610 (6%)] Loss: 1.0966 Acc:0.7730 Cost time:0.191 (0.180)s Data time:0.009 (0.004) Instances per second: 44.39 +[ 2008/27610 (7%)] Loss: 1.0878 Acc:0.7755 Cost time:0.147 (0.179)s Data time:0.001 (0.004) Instances per second: 44.58 +[ 2408/27610 (9%)] Loss: 1.0876 Acc:0.7775 Cost time:0.291 (0.184)s Data time:0.002 (0.004) Instances per second: 43.42 +[ 2808/27610 (10%)] Loss: 1.0851 Acc:0.7780 Cost time:0.171 (0.184)s Data time:0.001 (0.003) Instances per second: 43.56 +[ 3208/27610 (12%)] Loss: 1.0656 Acc:0.7835 Cost time:0.157 (0.183)s Data time:0.001 (0.004) Instances per second: 43.67 +[ 3608/27610 (13%)] Loss: 1.0593 Acc:0.7842 Cost time:0.206 (0.181)s Data time:0.015 (0.003) Instances per second: 44.22 +[ 4008/27610 (14%)] Loss: 1.0509 Acc:0.7881 Cost time:0.156 (0.180)s Data time:0.002 (0.003) Instances per second: 44.33 +[ 4408/27610 (16%)] Loss: 1.0690 Acc:0.7844 Cost time:0.219 (0.180)s Data time:0.009 (0.003) Instances per second: 44.44 +[ 4808/27610 (17%)] Loss: 1.0654 Acc:0.7853 Cost time:0.148 (0.179)s Data time:0.001 (0.003) Instances per second: 44.70 +[ 5208/27610 (19%)] Loss: 1.0747 Acc:0.7810 Cost time:0.146 (0.179)s Data time:0.001 (0.003) Instances per second: 44.67 +[ 5608/27610 (20%)] Loss: 1.0801 Acc:0.7801 Cost time:0.156 (0.178)s Data time:0.001 (0.003) Instances per second: 44.98 +[ 6008/27610 (22%)] Loss: 1.0790 Acc:0.7797 Cost time:0.167 (0.178)s Data time:0.002 (0.003) Instances per second: 44.93 +[ 6408/27610 (23%)] Loss: 1.0825 Acc:0.7785 Cost time:0.210 (0.178)s Data time:0.008 (0.003) Instances per second: 45.03 +[ 6808/27610 (25%)] Loss: 1.0862 Acc:0.7790 Cost time:0.155 (0.177)s Data time:0.002 (0.003) Instances per second: 45.11 +[ 7208/27610 (26%)] Loss: 1.0844 Acc:0.7798 Cost time:0.153 (0.178)s Data time:0.001 (0.003) Instances per second: 45.04 +[ 7608/27610 (28%)] Loss: 1.0856 Acc:0.7793 Cost time:0.167 (0.177)s Data time:0.001 (0.003) Instances per second: 45.23 +[ 8008/27610 (29%)] Loss: 1.0842 Acc:0.7798 Cost time:0.154 (0.177)s Data time:0.001 (0.003) Instances per second: 45.19 +[ 8408/27610 (30%)] Loss: 1.0882 Acc:0.7790 Cost time:0.208 (0.177)s Data time:0.009 (0.003) Instances per second: 45.31 +[ 8808/27610 (32%)] Loss: 1.0876 Acc:0.7787 Cost time:0.161 (0.176)s Data time:0.001 (0.003) Instances per second: 45.33 +[ 9208/27610 (33%)] Loss: 1.0777 Acc:0.7813 Cost time:0.232 (0.177)s Data time:0.009 (0.003) Instances per second: 45.29 +[ 9608/27610 (35%)] Loss: 1.0772 Acc:0.7818 Cost time:0.165 (0.176)s Data time:0.002 (0.003) Instances per second: 45.45 +[10008/27610 (36%)] Loss: 1.0734 Acc:0.7835 Cost time:0.178 (0.176)s Data time:0.001 (0.003) Instances per second: 45.41 +[10408/27610 (38%)] Loss: 1.0662 Acc:0.7859 Cost time:0.194 (0.176)s Data time:0.003 (0.003) Instances per second: 45.54 +[10808/27610 (39%)] Loss: 1.0627 Acc:0.7864 Cost time:0.162 (0.176)s Data time:0.001 (0.003) Instances per second: 45.50 +[11208/27610 (41%)] Loss: 1.0665 Acc:0.7856 Cost time:0.204 (0.176)s Data time:0.015 (0.003) Instances per second: 45.49 +[11608/27610 (42%)] Loss: 1.0707 Acc:0.7843 Cost time:0.174 (0.175)s Data time:0.001 (0.003) Instances per second: 45.59 +[12008/27610 (43%)] Loss: 1.0729 Acc:0.7835 Cost time:0.161 (0.176)s Data time:0.001 (0.003) Instances per second: 45.56 +[12408/27610 (45%)] Loss: 1.0741 Acc:0.7827 Cost time:0.162 (0.175)s Data time:0.001 (0.003) Instances per second: 45.67 +[12808/27610 (46%)] Loss: 1.0688 Acc:0.7836 Cost time:0.164 (0.175)s Data time:0.002 (0.003) Instances per second: 45.62 +[13208/27610 (48%)] Loss: 1.0664 Acc:0.7842 Cost time:0.186 (0.175)s Data time:0.003 (0.003) Instances per second: 45.65 +[13608/27610 (49%)] Loss: 1.0623 Acc:0.7850 Cost time:0.165 (0.176)s Data time:0.001 (0.003) Instances per second: 45.53 +[14008/27610 (51%)] Loss: 1.0592 Acc:0.7861 Cost time:0.158 (0.176)s Data time:0.002 (0.003) Instances per second: 45.46 +[14408/27610 (52%)] Loss: 1.0570 Acc:0.7867 Cost time:0.204 (0.176)s Data time:0.003 (0.003) Instances per second: 45.56 +[14808/27610 (54%)] Loss: 1.0604 Acc:0.7853 Cost time:0.157 (0.176)s Data time:0.002 (0.003) Instances per second: 45.54 +[15208/27610 (55%)] Loss: 1.0547 Acc:0.7863 Cost time:0.188 (0.176)s Data time:0.002 (0.003) Instances per second: 45.54 +[15608/27610 (57%)] Loss: 1.0498 Acc:0.7874 Cost time:0.170 (0.175)s Data time:0.001 (0.003) Instances per second: 45.60 +[16008/27610 (58%)] Loss: 1.0480 Acc:0.7880 Cost time:0.171 (0.176)s Data time:0.001 (0.003) Instances per second: 45.55 +[16408/27610 (59%)] Loss: 1.0504 Acc:0.7878 Cost time:0.161 (0.175)s Data time:0.001 (0.003) Instances per second: 45.64 +[16808/27610 (61%)] Loss: 1.0487 Acc:0.7882 Cost time:0.161 (0.175)s Data time:0.002 (0.003) Instances per second: 45.59 +[17208/27610 (62%)] Loss: 1.0495 Acc:0.7878 Cost time:0.182 (0.175)s Data time:0.002 (0.003) Instances per second: 45.61 +[17608/27610 (64%)] Loss: 1.0489 Acc:0.7879 Cost time:0.159 (0.175)s Data time:0.001 (0.003) Instances per second: 45.64 +[18008/27610 (65%)] Loss: 1.0478 Acc:0.7883 Cost time:0.165 (0.175)s Data time:0.001 (0.003) Instances per second: 45.60 +[18408/27610 (67%)] Loss: 1.0469 Acc:0.7887 Cost time:0.155 (0.175)s Data time:0.001 (0.003) Instances per second: 45.68 +[18808/27610 (68%)] Loss: 1.0424 Acc:0.7901 Cost time:0.163 (0.175)s Data time:0.001 (0.003) Instances per second: 45.64 +[19208/27610 (70%)] Loss: 1.0398 Acc:0.7909 Cost time:0.215 (0.175)s Data time:0.012 (0.003) Instances per second: 45.65 +[19608/27610 (71%)] Loss: 1.0404 Acc:0.7910 Cost time:0.157 (0.175)s Data time:0.001 (0.003) Instances per second: 45.66 +[20008/27610 (72%)] Loss: 1.0413 Acc:0.7907 Cost time:0.163 (0.175)s Data time:0.001 (0.003) Instances per second: 45.62 +[20408/27610 (74%)] Loss: 1.0423 Acc:0.7906 Cost time:0.162 (0.175)s Data time:0.001 (0.003) Instances per second: 45.70 +[20808/27610 (75%)] Loss: 1.0456 Acc:0.7895 Cost time:0.167 (0.175)s Data time:0.002 (0.003) Instances per second: 45.67 +[21208/27610 (77%)] Loss: 1.0478 Acc:0.7889 Cost time:0.210 (0.175)s Data time:0.008 (0.003) Instances per second: 45.70 +[21608/27610 (78%)] Loss: 1.0473 Acc:0.7893 Cost time:0.162 (0.175)s Data time:0.002 (0.003) Instances per second: 45.69 +[22008/27610 (80%)] Loss: 1.0485 Acc:0.7893 Cost time:0.163 (0.175)s Data time:0.001 (0.003) Instances per second: 45.65 +[22408/27610 (81%)] Loss: 1.0516 Acc:0.7883 Cost time:0.163 (0.175)s Data time:0.001 (0.003) Instances per second: 45.72 +[22808/27610 (83%)] Loss: 1.0510 Acc:0.7887 Cost time:0.159 (0.175)s Data time:0.001 (0.003) Instances per second: 45.70 +[23208/27610 (84%)] Loss: 1.0531 Acc:0.7881 Cost time:0.190 (0.175)s Data time:0.001 (0.003) Instances per second: 45.76 +[23608/27610 (85%)] Loss: 1.0487 Acc:0.7896 Cost time:0.145 (0.175)s Data time:0.002 (0.003) Instances per second: 45.74 +[24008/27610 (87%)] Loss: 1.0503 Acc:0.7892 Cost time:0.194 (0.175)s Data time:0.008 (0.003) Instances per second: 45.73 +[24408/27610 (88%)] Loss: 1.0488 Acc:0.7895 Cost time:0.167 (0.175)s Data time:0.001 (0.003) Instances per second: 45.76 +[24808/27610 (90%)] Loss: 1.0467 Acc:0.7899 Cost time:0.147 (0.176)s Data time:0.001 (0.003) Instances per second: 45.58 +[25208/27610 (91%)] Loss: 1.0443 Acc:0.7905 Cost time:0.156 (0.175)s Data time:0.001 (0.003) Instances per second: 45.64 +[25608/27610 (93%)] Loss: 1.0450 Acc:0.7902 Cost time:0.158 (0.175)s Data time:0.001 (0.003) Instances per second: 45.62 +[26008/27610 (94%)] Loss: 1.0466 Acc:0.7898 Cost time:0.193 (0.175)s Data time:0.011 (0.003) Instances per second: 45.63 +[26408/27610 (96%)] Loss: 1.0453 Acc:0.7900 Cost time:0.168 (0.175)s Data time:0.001 (0.003) Instances per second: 45.65 +[26808/27610 (97%)] Loss: 1.0452 Acc:0.7902 Cost time:0.166 (0.175)s Data time:0.002 (0.003) Instances per second: 45.63 +[27208/27610 (99%)] Loss: 1.0465 Acc:0.7896 Cost time:0.168 (0.175)s Data time:0.001 (0.003) Instances per second: 45.68 +[27608/27610 (100%)] Loss: 1.0480 Acc:0.7893 Cost time:0.169 (0.175)s Data time:0.001 (0.003) Instances per second: 45.65 +[27610/27610 (100%)] Loss: 1.0479 Acc:0.7893 Cost time:0.112 (0.175)s Data time:0.002 (0.003) Instances per second: 45.66 +val Epoch: 57 Loss val: 0.9247 Acc val:0.8031, LR: 0.0001218928028121413 +---------- +Epoch 58/99 +Current learning rate: 0.00011727851379051865 +[ 8/27610 (0%)] Loss: 2.0063 Acc:0.5315 Cost time:0.574 (0.574)s Data time:0.254 (0.254) Instances per second: 13.95 +[ 408/27610 (1%)] Loss: 0.9602 Acc:0.8218 Cost time:0.214 (0.188)s Data time:0.002 (0.007) Instances per second: 42.58 +[ 808/27610 (3%)] Loss: 1.1493 Acc:0.7726 Cost time:0.160 (0.202)s Data time:0.001 (0.006) Instances per second: 39.69 +[ 1208/27610 (4%)] Loss: 1.0794 Acc:0.7898 Cost time:0.203 (0.193)s Data time:0.009 (0.005) Instances per second: 41.47 +[ 1608/27610 (6%)] Loss: 1.1192 Acc:0.7766 Cost time:0.165 (0.187)s Data time:0.002 (0.004) Instances per second: 42.68 +[ 2008/27610 (7%)] Loss: 1.1354 Acc:0.7704 Cost time:0.167 (0.187)s Data time:0.001 (0.004) Instances per second: 42.85 +[ 2408/27610 (9%)] Loss: 1.1275 Acc:0.7715 Cost time:0.177 (0.183)s Data time:0.002 (0.004) Instances per second: 43.76 +[ 2808/27610 (10%)] Loss: 1.1027 Acc:0.7799 Cost time:0.148 (0.183)s Data time:0.001 (0.004) Instances per second: 43.81 +[ 3208/27610 (12%)] Loss: 1.0955 Acc:0.7814 Cost time:0.234 (0.181)s Data time:0.009 (0.004) Instances per second: 44.09 +[ 3608/27610 (13%)] Loss: 1.0691 Acc:0.7886 Cost time:0.160 (0.180)s Data time:0.002 (0.004) Instances per second: 44.36 +[ 4008/27610 (14%)] Loss: 1.0550 Acc:0.7925 Cost time:0.146 (0.181)s Data time:0.001 (0.004) Instances per second: 44.28 +[ 4408/27610 (16%)] Loss: 1.0379 Acc:0.7962 Cost time:0.159 (0.179)s Data time:0.001 (0.004) Instances per second: 44.75 +[ 4808/27610 (17%)] Loss: 1.0342 Acc:0.7972 Cost time:0.163 (0.179)s Data time:0.001 (0.004) Instances per second: 44.71 +[ 5208/27610 (19%)] Loss: 1.0401 Acc:0.7934 Cost time:0.202 (0.178)s Data time:0.002 (0.004) Instances per second: 44.83 +[ 5608/27610 (20%)] Loss: 1.0446 Acc:0.7920 Cost time:0.155 (0.178)s Data time:0.001 (0.004) Instances per second: 44.97 +[ 6008/27610 (22%)] Loss: 1.0545 Acc:0.7885 Cost time:0.175 (0.178)s Data time:0.001 (0.004) Instances per second: 44.90 +[ 6408/27610 (23%)] Loss: 1.0543 Acc:0.7890 Cost time:0.163 (0.177)s Data time:0.001 (0.003) Instances per second: 45.16 +[ 6808/27610 (25%)] Loss: 1.0552 Acc:0.7887 Cost time:0.169 (0.180)s Data time:0.001 (0.004) Instances per second: 44.56 +[ 7208/27610 (26%)] Loss: 1.0543 Acc:0.7888 Cost time:0.186 (0.179)s Data time:0.003 (0.004) Instances per second: 44.77 +[ 7608/27610 (28%)] Loss: 1.0560 Acc:0.7876 Cost time:0.154 (0.179)s Data time:0.001 (0.004) Instances per second: 44.76 +[ 8008/27610 (29%)] Loss: 1.0655 Acc:0.7857 Cost time:0.209 (0.179)s Data time:0.012 (0.004) Instances per second: 44.78 +[ 8408/27610 (30%)] Loss: 1.0688 Acc:0.7853 Cost time:0.163 (0.178)s Data time:0.001 (0.004) Instances per second: 44.93 +[ 8808/27610 (32%)] Loss: 1.0722 Acc:0.7848 Cost time:0.152 (0.178)s Data time:0.001 (0.004) Instances per second: 44.89 +[ 9208/27610 (33%)] Loss: 1.0751 Acc:0.7843 Cost time:0.166 (0.178)s Data time:0.002 (0.003) Instances per second: 45.07 +[ 9608/27610 (35%)] Loss: 1.0697 Acc:0.7852 Cost time:0.162 (0.178)s Data time:0.001 (0.004) Instances per second: 45.01 +[10008/27610 (36%)] Loss: 1.0732 Acc:0.7841 Cost time:0.209 (0.178)s Data time:0.008 (0.004) Instances per second: 45.03 +[10408/27610 (38%)] Loss: 1.0674 Acc:0.7858 Cost time:0.172 (0.177)s Data time:0.002 (0.003) Instances per second: 45.10 +[10808/27610 (39%)] Loss: 1.0635 Acc:0.7865 Cost time:0.167 (0.178)s Data time:0.001 (0.003) Instances per second: 45.05 +[11208/27610 (41%)] Loss: 1.0557 Acc:0.7886 Cost time:0.164 (0.177)s Data time:0.001 (0.003) Instances per second: 45.22 +[11608/27610 (42%)] Loss: 1.0525 Acc:0.7894 Cost time:0.159 (0.177)s Data time:0.002 (0.003) Instances per second: 45.19 +[12008/27610 (43%)] Loss: 1.0482 Acc:0.7907 Cost time:0.212 (0.177)s Data time:0.011 (0.003) Instances per second: 45.19 +[12408/27610 (45%)] Loss: 1.0502 Acc:0.7902 Cost time:0.162 (0.177)s Data time:0.002 (0.003) Instances per second: 45.19 +[12808/27610 (46%)] Loss: 1.0475 Acc:0.7910 Cost time:0.169 (0.177)s Data time:0.002 (0.003) Instances per second: 45.13 +[13208/27610 (48%)] Loss: 1.0456 Acc:0.7920 Cost time:0.157 (0.177)s Data time:0.001 (0.003) Instances per second: 45.23 +[13608/27610 (49%)] Loss: 1.0437 Acc:0.7926 Cost time:0.157 (0.177)s Data time:0.002 (0.003) Instances per second: 45.17 +[14008/27610 (51%)] Loss: 1.0498 Acc:0.7912 Cost time:0.199 (0.177)s Data time:0.009 (0.003) Instances per second: 45.20 +[14408/27610 (52%)] Loss: 1.0425 Acc:0.7932 Cost time:0.157 (0.177)s Data time:0.001 (0.003) Instances per second: 45.24 +[14808/27610 (54%)] Loss: 1.0401 Acc:0.7939 Cost time:0.157 (0.177)s Data time:0.001 (0.003) Instances per second: 45.18 +[15208/27610 (55%)] Loss: 1.0386 Acc:0.7947 Cost time:0.153 (0.177)s Data time:0.001 (0.003) Instances per second: 45.28 +[15608/27610 (57%)] Loss: 1.0391 Acc:0.7943 Cost time:0.163 (0.177)s Data time:0.001 (0.003) Instances per second: 45.23 +[16008/27610 (58%)] Loss: 1.0424 Acc:0.7934 Cost time:0.209 (0.177)s Data time:0.013 (0.003) Instances per second: 45.27 +[16408/27610 (59%)] Loss: 1.0417 Acc:0.7934 Cost time:0.167 (0.177)s Data time:0.001 (0.003) Instances per second: 45.29 +[16808/27610 (61%)] Loss: 1.0442 Acc:0.7925 Cost time:0.164 (0.177)s Data time:0.001 (0.003) Instances per second: 45.26 +[17208/27610 (62%)] Loss: 1.0425 Acc:0.7931 Cost time:0.157 (0.176)s Data time:0.001 (0.003) Instances per second: 45.35 +[17608/27610 (64%)] Loss: 1.0455 Acc:0.7920 Cost time:0.221 (0.177)s Data time:0.009 (0.003) Instances per second: 45.28 +[18008/27610 (65%)] Loss: 1.0497 Acc:0.7912 Cost time:0.199 (0.177)s Data time:0.013 (0.003) Instances per second: 45.20 +[18408/27610 (67%)] Loss: 1.0478 Acc:0.7917 Cost time:0.156 (0.177)s Data time:0.002 (0.003) Instances per second: 45.24 +[18808/27610 (68%)] Loss: 1.0511 Acc:0.7911 Cost time:0.157 (0.177)s Data time:0.002 (0.003) Instances per second: 45.19 +[19208/27610 (70%)] Loss: 1.0517 Acc:0.7912 Cost time:0.165 (0.177)s Data time:0.001 (0.003) Instances per second: 45.27 +[19608/27610 (71%)] Loss: 1.0529 Acc:0.7907 Cost time:0.162 (0.177)s Data time:0.002 (0.003) Instances per second: 45.24 +[20008/27610 (72%)] Loss: 1.0581 Acc:0.7892 Cost time:0.207 (0.177)s Data time:0.008 (0.003) Instances per second: 45.27 +[20408/27610 (74%)] Loss: 1.0571 Acc:0.7893 Cost time:0.163 (0.177)s Data time:0.002 (0.003) Instances per second: 45.27 +[20808/27610 (75%)] Loss: 1.0572 Acc:0.7891 Cost time:0.163 (0.177)s Data time:0.001 (0.003) Instances per second: 45.24 +[21208/27610 (77%)] Loss: 1.0538 Acc:0.7898 Cost time:0.165 (0.177)s Data time:0.002 (0.003) Instances per second: 45.32 +[21608/27610 (78%)] Loss: 1.0527 Acc:0.7899 Cost time:0.162 (0.177)s Data time:0.001 (0.003) Instances per second: 45.28 +[22008/27610 (80%)] Loss: 1.0544 Acc:0.7896 Cost time:0.198 (0.177)s Data time:0.002 (0.003) Instances per second: 45.33 +[22408/27610 (81%)] Loss: 1.0500 Acc:0.7906 Cost time:0.175 (0.177)s Data time:0.001 (0.003) Instances per second: 45.32 +[22808/27610 (83%)] Loss: 1.0466 Acc:0.7913 Cost time:0.169 (0.177)s Data time:0.002 (0.003) Instances per second: 45.30 +[23208/27610 (84%)] Loss: 1.0481 Acc:0.7910 Cost time:0.160 (0.176)s Data time:0.002 (0.003) Instances per second: 45.37 +[23608/27610 (85%)] Loss: 1.0481 Acc:0.7910 Cost time:0.156 (0.176)s Data time:0.001 (0.003) Instances per second: 45.34 +[24008/27610 (87%)] Loss: 1.0512 Acc:0.7902 Cost time:0.192 (0.176)s Data time:0.002 (0.003) Instances per second: 45.39 +[24408/27610 (88%)] Loss: 1.0546 Acc:0.7895 Cost time:0.179 (0.176)s Data time:0.001 (0.003) Instances per second: 45.38 +[24808/27610 (90%)] Loss: 1.0535 Acc:0.7895 Cost time:0.186 (0.176)s Data time:0.003 (0.003) Instances per second: 45.39 +[25208/27610 (91%)] Loss: 1.0527 Acc:0.7895 Cost time:0.160 (0.176)s Data time:0.001 (0.003) Instances per second: 45.43 +[25608/27610 (93%)] Loss: 1.0483 Acc:0.7905 Cost time:0.164 (0.176)s Data time:0.002 (0.003) Instances per second: 45.41 +[26008/27610 (94%)] Loss: 1.0483 Acc:0.7903 Cost time:0.159 (0.176)s Data time:0.001 (0.003) Instances per second: 45.47 +[26408/27610 (96%)] Loss: 1.0477 Acc:0.7907 Cost time:0.164 (0.176)s Data time:0.001 (0.003) Instances per second: 45.45 +[26808/27610 (97%)] Loss: 1.0482 Acc:0.7901 Cost time:0.202 (0.176)s Data time:0.008 (0.003) Instances per second: 45.46 +[27208/27610 (99%)] Loss: 1.0500 Acc:0.7894 Cost time:0.163 (0.176)s Data time:0.001 (0.003) Instances per second: 45.49 +[27608/27610 (100%)] Loss: 1.0520 Acc:0.7888 Cost time:0.155 (0.176)s Data time:0.001 (0.003) Instances per second: 45.47 +[27610/27610 (100%)] Loss: 1.0521 Acc:0.7888 Cost time:0.113 (0.176)s Data time:0.002 (0.003) Instances per second: 45.48 +val Epoch: 58 Loss val: 0.8865 Acc val:0.8083, LR: 0.00011727851379051865 +---------- +Epoch 59/99 +Current learning rate: 0.00011269651692527176 +[ 8/27610 (0%)] Loss: 2.8396 Acc:0.3235 Cost time:0.714 (0.714)s Data time:0.333 (0.333) Instances per second: 11.20 +[ 408/27610 (1%)] Loss: 1.1127 Acc:0.7932 Cost time:0.253 (0.247)s Data time:0.002 (0.011) Instances per second: 32.42 +[ 808/27610 (3%)] Loss: 0.9426 Acc:0.8215 Cost time:0.160 (0.219)s Data time:0.002 (0.008) Instances per second: 36.57 +[ 1208/27610 (4%)] Loss: 1.0005 Acc:0.8006 Cost time:0.204 (0.201)s Data time:0.009 (0.006) Instances per second: 39.82 +[ 1608/27610 (6%)] Loss: 1.0302 Acc:0.7962 Cost time:0.171 (0.195)s Data time:0.001 (0.005) Instances per second: 40.92 +[ 2008/27610 (7%)] Loss: 1.0364 Acc:0.7938 Cost time:0.207 (0.192)s Data time:0.002 (0.005) Instances per second: 41.62 +[ 2408/27610 (9%)] Loss: 1.0381 Acc:0.7927 Cost time:0.153 (0.187)s Data time:0.001 (0.004) Instances per second: 42.69 +[ 2808/27610 (10%)] Loss: 1.0420 Acc:0.7932 Cost time:0.164 (0.187)s Data time:0.001 (0.004) Instances per second: 42.85 +[ 3208/27610 (12%)] Loss: 1.0647 Acc:0.7898 Cost time:0.213 (0.184)s Data time:0.010 (0.004) Instances per second: 43.55 +[ 3608/27610 (13%)] Loss: 1.0578 Acc:0.7912 Cost time:0.166 (0.184)s Data time:0.001 (0.004) Instances per second: 43.59 +[ 4008/27610 (14%)] Loss: 1.0272 Acc:0.7987 Cost time:0.180 (0.183)s Data time:0.001 (0.004) Instances per second: 43.80 +[ 4408/27610 (16%)] Loss: 1.0414 Acc:0.7947 Cost time:0.154 (0.181)s Data time:0.002 (0.004) Instances per second: 44.15 +[ 4808/27610 (17%)] Loss: 1.0524 Acc:0.7915 Cost time:0.160 (0.181)s Data time:0.002 (0.004) Instances per second: 44.14 +[ 5208/27610 (19%)] Loss: 1.0427 Acc:0.7929 Cost time:0.166 (0.180)s Data time:0.002 (0.004) Instances per second: 44.52 +[ 5608/27610 (20%)] Loss: 1.0569 Acc:0.7896 Cost time:0.158 (0.180)s Data time:0.001 (0.004) Instances per second: 44.50 +[ 6008/27610 (22%)] Loss: 1.0467 Acc:0.7918 Cost time:0.213 (0.179)s Data time:0.010 (0.004) Instances per second: 44.60 +[ 6408/27610 (23%)] Loss: 1.0371 Acc:0.7938 Cost time:0.163 (0.179)s Data time:0.001 (0.004) Instances per second: 44.79 +[ 6808/27610 (25%)] Loss: 1.0359 Acc:0.7941 Cost time:0.160 (0.179)s Data time:0.001 (0.004) Instances per second: 44.77 +[ 7208/27610 (26%)] Loss: 1.0437 Acc:0.7913 Cost time:0.156 (0.178)s Data time:0.001 (0.004) Instances per second: 45.05 +[ 7608/27610 (28%)] Loss: 1.0462 Acc:0.7914 Cost time:0.152 (0.178)s Data time:0.001 (0.004) Instances per second: 45.00 +[ 8008/27610 (29%)] Loss: 1.0402 Acc:0.7930 Cost time:0.197 (0.177)s Data time:0.012 (0.004) Instances per second: 45.10 +[ 8408/27610 (30%)] Loss: 1.0303 Acc:0.7965 Cost time:0.154 (0.177)s Data time:0.001 (0.004) Instances per second: 45.20 +[ 8808/27610 (32%)] Loss: 1.0287 Acc:0.7969 Cost time:0.150 (0.177)s Data time:0.002 (0.004) Instances per second: 45.17 +[ 9208/27610 (33%)] Loss: 1.0282 Acc:0.7962 Cost time:0.156 (0.176)s Data time:0.001 (0.004) Instances per second: 45.37 +[ 9608/27610 (35%)] Loss: 1.0396 Acc:0.7935 Cost time:0.157 (0.176)s Data time:0.001 (0.004) Instances per second: 45.35 +[10008/27610 (36%)] Loss: 1.0491 Acc:0.7904 Cost time:0.203 (0.176)s Data time:0.009 (0.004) Instances per second: 45.42 +[10408/27610 (38%)] Loss: 1.0533 Acc:0.7891 Cost time:0.151 (0.176)s Data time:0.001 (0.003) Instances per second: 45.46 +[10808/27610 (39%)] Loss: 1.0510 Acc:0.7901 Cost time:0.212 (0.176)s Data time:0.011 (0.004) Instances per second: 45.42 +[11208/27610 (41%)] Loss: 1.0565 Acc:0.7892 Cost time:0.156 (0.176)s Data time:0.002 (0.004) Instances per second: 45.38 +[11608/27610 (42%)] Loss: 1.0595 Acc:0.7889 Cost time:0.168 (0.176)s Data time:0.001 (0.004) Instances per second: 45.34 +[12008/27610 (43%)] Loss: 1.0626 Acc:0.7879 Cost time:0.197 (0.176)s Data time:0.001 (0.004) Instances per second: 45.41 +[12408/27610 (45%)] Loss: 1.0675 Acc:0.7864 Cost time:0.164 (0.176)s Data time:0.001 (0.004) Instances per second: 45.42 +[12808/27610 (46%)] Loss: 1.0698 Acc:0.7858 Cost time:0.170 (0.176)s Data time:0.001 (0.004) Instances per second: 45.37 +[13208/27610 (48%)] Loss: 1.0647 Acc:0.7871 Cost time:0.164 (0.176)s Data time:0.001 (0.004) Instances per second: 45.51 +[13608/27610 (49%)] Loss: 1.0615 Acc:0.7882 Cost time:0.153 (0.176)s Data time:0.002 (0.004) Instances per second: 45.46 +[14008/27610 (51%)] Loss: 1.0640 Acc:0.7876 Cost time:0.199 (0.176)s Data time:0.008 (0.004) Instances per second: 45.53 +[14408/27610 (52%)] Loss: 1.0617 Acc:0.7877 Cost time:0.159 (0.176)s Data time:0.001 (0.004) Instances per second: 45.54 +[14808/27610 (54%)] Loss: 1.0627 Acc:0.7877 Cost time:0.222 (0.176)s Data time:0.008 (0.004) Instances per second: 45.52 +[15208/27610 (55%)] Loss: 1.0615 Acc:0.7878 Cost time:0.152 (0.175)s Data time:0.001 (0.003) Instances per second: 45.62 +[15608/27610 (57%)] Loss: 1.0629 Acc:0.7880 Cost time:0.159 (0.175)s Data time:0.001 (0.004) Instances per second: 45.60 +[16008/27610 (58%)] Loss: 1.0608 Acc:0.7883 Cost time:0.172 (0.175)s Data time:0.001 (0.003) Instances per second: 45.67 +[16408/27610 (59%)] Loss: 1.0603 Acc:0.7881 Cost time:0.160 (0.175)s Data time:0.001 (0.003) Instances per second: 45.61 +[16808/27610 (61%)] Loss: 1.0606 Acc:0.7880 Cost time:0.197 (0.175)s Data time:0.009 (0.003) Instances per second: 45.62 +[17208/27610 (62%)] Loss: 1.0606 Acc:0.7878 Cost time:0.145 (0.175)s Data time:0.001 (0.003) Instances per second: 45.65 +[17608/27610 (64%)] Loss: 1.0629 Acc:0.7873 Cost time:0.162 (0.175)s Data time:0.001 (0.003) Instances per second: 45.61 +[18008/27610 (65%)] Loss: 1.0601 Acc:0.7876 Cost time:0.177 (0.175)s Data time:0.001 (0.003) Instances per second: 45.69 +[18408/27610 (67%)] Loss: 1.0637 Acc:0.7863 Cost time:0.168 (0.175)s Data time:0.001 (0.003) Instances per second: 45.61 +[18808/27610 (68%)] Loss: 1.0677 Acc:0.7853 Cost time:0.195 (0.175)s Data time:0.009 (0.003) Instances per second: 45.63 +[19208/27610 (70%)] Loss: 1.0652 Acc:0.7860 Cost time:0.155 (0.175)s Data time:0.002 (0.003) Instances per second: 45.62 +[19608/27610 (71%)] Loss: 1.0627 Acc:0.7864 Cost time:0.169 (0.176)s Data time:0.001 (0.003) Instances per second: 45.55 +[20008/27610 (72%)] Loss: 1.0592 Acc:0.7871 Cost time:0.156 (0.175)s Data time:0.001 (0.003) Instances per second: 45.63 +[20408/27610 (74%)] Loss: 1.0585 Acc:0.7871 Cost time:0.169 (0.176)s Data time:0.002 (0.003) Instances per second: 45.57 +[20808/27610 (75%)] Loss: 1.0525 Acc:0.7888 Cost time:0.205 (0.175)s Data time:0.012 (0.003) Instances per second: 45.60 +[21208/27610 (77%)] Loss: 1.0492 Acc:0.7896 Cost time:0.162 (0.176)s Data time:0.001 (0.003) Instances per second: 45.56 +[21608/27610 (78%)] Loss: 1.0460 Acc:0.7906 Cost time:0.249 (0.176)s Data time:0.012 (0.003) Instances per second: 45.51 +[22008/27610 (80%)] Loss: 1.0430 Acc:0.7911 Cost time:0.172 (0.176)s Data time:0.001 (0.003) Instances per second: 45.55 +[22408/27610 (81%)] Loss: 1.0447 Acc:0.7909 Cost time:0.163 (0.177)s Data time:0.001 (0.003) Instances per second: 45.29 +[22808/27610 (83%)] Loss: 1.0409 Acc:0.7917 Cost time:0.162 (0.176)s Data time:0.001 (0.003) Instances per second: 45.35 +[23208/27610 (84%)] Loss: 1.0411 Acc:0.7914 Cost time:0.162 (0.177)s Data time:0.001 (0.003) Instances per second: 45.31 +[23608/27610 (85%)] Loss: 1.0440 Acc:0.7907 Cost time:0.193 (0.177)s Data time:0.002 (0.003) Instances per second: 45.32 +[24008/27610 (87%)] Loss: 1.0430 Acc:0.7909 Cost time:0.167 (0.177)s Data time:0.002 (0.003) Instances per second: 45.32 +[24408/27610 (88%)] Loss: 1.0415 Acc:0.7912 Cost time:0.161 (0.177)s Data time:0.002 (0.003) Instances per second: 45.29 +[24808/27610 (90%)] Loss: 1.0445 Acc:0.7902 Cost time:0.156 (0.176)s Data time:0.001 (0.003) Instances per second: 45.35 +[25208/27610 (91%)] Loss: 1.0458 Acc:0.7900 Cost time:0.147 (0.176)s Data time:0.001 (0.003) Instances per second: 45.34 +[25608/27610 (93%)] Loss: 1.0433 Acc:0.7909 Cost time:0.180 (0.176)s Data time:0.002 (0.003) Instances per second: 45.38 +[26008/27610 (94%)] Loss: 1.0409 Acc:0.7914 Cost time:0.157 (0.176)s Data time:0.002 (0.003) Instances per second: 45.38 +[26408/27610 (96%)] Loss: 1.0423 Acc:0.7912 Cost time:0.232 (0.176)s Data time:0.016 (0.003) Instances per second: 45.36 +[26808/27610 (97%)] Loss: 1.0425 Acc:0.7913 Cost time:0.155 (0.176)s Data time:0.001 (0.003) Instances per second: 45.42 +[27208/27610 (99%)] Loss: 1.0437 Acc:0.7906 Cost time:0.177 (0.176)s Data time:0.002 (0.003) Instances per second: 45.40 +[27608/27610 (100%)] Loss: 1.0427 Acc:0.7908 Cost time:0.176 (0.176)s Data time:0.002 (0.003) Instances per second: 45.45 +[27610/27610 (100%)] Loss: 1.0428 Acc:0.7908 Cost time:0.135 (0.176)s Data time:0.003 (0.003) Instances per second: 45.45 +val Epoch: 59 Loss val: 0.8871 Acc val:0.8118, LR: 0.00011269651692527176 +---------- +Epoch 60/99 +Current learning rate: 0.00010815133409411562 +[ 8/27610 (0%)] Loss: 0.1598 Acc:0.9875 Cost time:0.434 (0.434)s Data time:0.182 (0.182) Instances per second: 18.44 +[ 408/27610 (1%)] Loss: 0.8666 Acc:0.8342 Cost time:0.147 (0.216)s Data time:0.001 (0.008) Instances per second: 37.09 +[ 808/27610 (3%)] Loss: 0.9636 Acc:0.8162 Cost time:0.229 (0.208)s Data time:0.008 (0.006) Instances per second: 38.55 +[ 1208/27610 (4%)] Loss: 1.0038 Acc:0.8089 Cost time:0.160 (0.194)s Data time:0.002 (0.005) Instances per second: 41.22 +[ 1608/27610 (6%)] Loss: 0.9815 Acc:0.8133 Cost time:0.158 (0.191)s Data time:0.001 (0.005) Instances per second: 41.98 +[ 2008/27610 (7%)] Loss: 1.0102 Acc:0.8046 Cost time:0.155 (0.184)s Data time:0.001 (0.004) Instances per second: 43.36 +[ 2408/27610 (9%)] Loss: 1.0374 Acc:0.7956 Cost time:0.159 (0.184)s Data time:0.001 (0.004) Instances per second: 43.55 +[ 2808/27610 (10%)] Loss: 1.0450 Acc:0.7933 Cost time:0.208 (0.182)s Data time:0.009 (0.004) Instances per second: 44.04 +[ 3208/27610 (12%)] Loss: 1.0462 Acc:0.7919 Cost time:0.153 (0.181)s Data time:0.002 (0.004) Instances per second: 44.30 +[ 3608/27610 (13%)] Loss: 1.0344 Acc:0.7943 Cost time:0.162 (0.180)s Data time:0.001 (0.004) Instances per second: 44.35 +[ 4008/27610 (14%)] Loss: 1.0401 Acc:0.7935 Cost time:0.157 (0.178)s Data time:0.002 (0.004) Instances per second: 44.83 +[ 4408/27610 (16%)] Loss: 1.0475 Acc:0.7908 Cost time:0.185 (0.178)s Data time:0.001 (0.004) Instances per second: 44.82 +[ 4808/27610 (17%)] Loss: 1.0403 Acc:0.7926 Cost time:0.209 (0.179)s Data time:0.010 (0.004) Instances per second: 44.59 +[ 5208/27610 (19%)] Loss: 1.0454 Acc:0.7905 Cost time:0.152 (0.179)s Data time:0.001 (0.004) Instances per second: 44.77 +[ 5608/27610 (20%)] Loss: 1.0508 Acc:0.7904 Cost time:0.170 (0.179)s Data time:0.001 (0.004) Instances per second: 44.72 +[ 6008/27610 (22%)] Loss: 1.0404 Acc:0.7929 Cost time:0.158 (0.178)s Data time:0.002 (0.004) Instances per second: 45.03 +[ 6408/27610 (23%)] Loss: 1.0314 Acc:0.7949 Cost time:0.162 (0.178)s Data time:0.001 (0.004) Instances per second: 45.03 +[ 6808/27610 (25%)] Loss: 1.0293 Acc:0.7967 Cost time:0.198 (0.177)s Data time:0.002 (0.004) Instances per second: 45.18 +[ 7208/27610 (26%)] Loss: 1.0199 Acc:0.7994 Cost time:0.155 (0.177)s Data time:0.001 (0.003) Instances per second: 45.24 +[ 7608/27610 (28%)] Loss: 1.0190 Acc:0.7996 Cost time:0.204 (0.177)s Data time:0.008 (0.004) Instances per second: 45.20 +[ 8008/27610 (29%)] Loss: 1.0263 Acc:0.7971 Cost time:0.162 (0.176)s Data time:0.001 (0.003) Instances per second: 45.43 +[ 8408/27610 (30%)] Loss: 1.0363 Acc:0.7943 Cost time:0.158 (0.176)s Data time:0.001 (0.003) Instances per second: 45.40 +[ 8808/27610 (32%)] Loss: 1.0335 Acc:0.7950 Cost time:0.199 (0.175)s Data time:0.008 (0.003) Instances per second: 45.59 +[ 9208/27610 (33%)] Loss: 1.0307 Acc:0.7955 Cost time:0.156 (0.176)s Data time:0.002 (0.003) Instances per second: 45.55 +[ 9608/27610 (35%)] Loss: 1.0239 Acc:0.7974 Cost time:0.189 (0.175)s Data time:0.002 (0.003) Instances per second: 45.59 +[10008/27610 (36%)] Loss: 1.0221 Acc:0.7976 Cost time:0.145 (0.175)s Data time:0.001 (0.003) Instances per second: 45.69 +[10408/27610 (38%)] Loss: 1.0215 Acc:0.7978 Cost time:0.161 (0.175)s Data time:0.002 (0.003) Instances per second: 45.64 +[10808/27610 (39%)] Loss: 1.0191 Acc:0.7981 Cost time:0.145 (0.175)s Data time:0.001 (0.003) Instances per second: 45.79 +[11208/27610 (41%)] Loss: 1.0205 Acc:0.7978 Cost time:0.154 (0.175)s Data time:0.001 (0.003) Instances per second: 45.77 +[11608/27610 (42%)] Loss: 1.0189 Acc:0.7983 Cost time:0.202 (0.175)s Data time:0.009 (0.003) Instances per second: 45.83 +[12008/27610 (43%)] Loss: 1.0128 Acc:0.8002 Cost time:0.168 (0.174)s Data time:0.001 (0.003) Instances per second: 45.86 +[12408/27610 (45%)] Loss: 1.0151 Acc:0.7999 Cost time:0.165 (0.175)s Data time:0.001 (0.003) Instances per second: 45.80 +[12808/27610 (46%)] Loss: 1.0187 Acc:0.7985 Cost time:0.169 (0.174)s Data time:0.001 (0.003) Instances per second: 45.92 +[13208/27610 (48%)] Loss: 1.0219 Acc:0.7978 Cost time:0.165 (0.174)s Data time:0.001 (0.003) Instances per second: 45.86 +[13608/27610 (49%)] Loss: 1.0194 Acc:0.7984 Cost time:0.202 (0.174)s Data time:0.009 (0.003) Instances per second: 45.94 +[14008/27610 (51%)] Loss: 1.0163 Acc:0.7991 Cost time:0.156 (0.174)s Data time:0.001 (0.003) Instances per second: 45.92 +[14408/27610 (52%)] Loss: 1.0169 Acc:0.7990 Cost time:0.208 (0.174)s Data time:0.009 (0.003) Instances per second: 45.87 +[14808/27610 (54%)] Loss: 1.0159 Acc:0.7993 Cost time:0.166 (0.174)s Data time:0.001 (0.003) Instances per second: 45.97 +[15208/27610 (55%)] Loss: 1.0122 Acc:0.8003 Cost time:0.161 (0.174)s Data time:0.001 (0.003) Instances per second: 45.92 +[15608/27610 (57%)] Loss: 1.0136 Acc:0.8000 Cost time:0.209 (0.174)s Data time:0.008 (0.003) Instances per second: 46.00 +[16008/27610 (58%)] Loss: 1.0172 Acc:0.7991 Cost time:0.224 (0.174)s Data time:0.013 (0.003) Instances per second: 45.90 +[16408/27610 (59%)] Loss: 1.0199 Acc:0.7979 Cost time:0.160 (0.175)s Data time:0.001 (0.003) Instances per second: 45.78 +[16808/27610 (61%)] Loss: 1.0178 Acc:0.7983 Cost time:0.158 (0.174)s Data time:0.001 (0.003) Instances per second: 45.88 +[17208/27610 (62%)] Loss: 1.0184 Acc:0.7985 Cost time:0.160 (0.174)s Data time:0.001 (0.003) Instances per second: 45.85 +[17608/27610 (64%)] Loss: 1.0191 Acc:0.7986 Cost time:0.180 (0.174)s Data time:0.006 (0.003) Instances per second: 45.89 +[18008/27610 (65%)] Loss: 1.0232 Acc:0.7977 Cost time:0.158 (0.174)s Data time:0.001 (0.003) Instances per second: 45.87 +[18408/27610 (67%)] Loss: 1.0261 Acc:0.7966 Cost time:0.221 (0.175)s Data time:0.010 (0.003) Instances per second: 45.83 +[18808/27610 (68%)] Loss: 1.0305 Acc:0.7954 Cost time:0.165 (0.174)s Data time:0.001 (0.003) Instances per second: 45.93 +[19208/27610 (70%)] Loss: 1.0305 Acc:0.7953 Cost time:0.170 (0.174)s Data time:0.002 (0.003) Instances per second: 45.88 +[19608/27610 (71%)] Loss: 1.0306 Acc:0.7953 Cost time:0.201 (0.174)s Data time:0.010 (0.003) Instances per second: 45.94 +[20008/27610 (72%)] Loss: 1.0284 Acc:0.7961 Cost time:0.163 (0.174)s Data time:0.001 (0.003) Instances per second: 45.92 +[20408/27610 (74%)] Loss: 1.0318 Acc:0.7949 Cost time:0.209 (0.174)s Data time:0.008 (0.003) Instances per second: 45.91 +[20808/27610 (75%)] Loss: 1.0321 Acc:0.7947 Cost time:0.161 (0.174)s Data time:0.001 (0.003) Instances per second: 45.94 +[21208/27610 (77%)] Loss: 1.0350 Acc:0.7941 Cost time:0.153 (0.174)s Data time:0.001 (0.003) Instances per second: 45.92 +[21608/27610 (78%)] Loss: 1.0369 Acc:0.7935 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 45.99 +[22008/27610 (80%)] Loss: 1.0342 Acc:0.7940 Cost time:0.159 (0.174)s Data time:0.002 (0.003) Instances per second: 45.96 +[22408/27610 (81%)] Loss: 1.0317 Acc:0.7944 Cost time:0.206 (0.174)s Data time:0.008 (0.003) Instances per second: 45.98 +[22808/27610 (83%)] Loss: 1.0306 Acc:0.7948 Cost time:0.164 (0.174)s Data time:0.001 (0.003) Instances per second: 46.01 +[23208/27610 (84%)] Loss: 1.0289 Acc:0.7952 Cost time:0.162 (0.174)s Data time:0.001 (0.003) Instances per second: 45.99 +[23608/27610 (85%)] Loss: 1.0294 Acc:0.7954 Cost time:0.157 (0.174)s Data time:0.002 (0.003) Instances per second: 46.06 +[24008/27610 (87%)] Loss: 1.0282 Acc:0.7955 Cost time:0.165 (0.174)s Data time:0.001 (0.003) Instances per second: 46.04 +[24408/27610 (88%)] Loss: 1.0298 Acc:0.7948 Cost time:0.192 (0.174)s Data time:0.001 (0.003) Instances per second: 46.08 +[24808/27610 (90%)] Loss: 1.0259 Acc:0.7956 Cost time:0.166 (0.174)s Data time:0.001 (0.003) Instances per second: 46.08 +[25208/27610 (91%)] Loss: 1.0246 Acc:0.7960 Cost time:0.205 (0.174)s Data time:0.002 (0.003) Instances per second: 46.07 +[25608/27610 (93%)] Loss: 1.0245 Acc:0.7961 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[26008/27610 (94%)] Loss: 1.0259 Acc:0.7956 Cost time:0.178 (0.174)s Data time:0.001 (0.003) Instances per second: 46.09 +[26408/27610 (96%)] Loss: 1.0239 Acc:0.7961 Cost time:0.190 (0.173)s Data time:0.009 (0.003) Instances per second: 46.14 +[26808/27610 (97%)] Loss: 1.0258 Acc:0.7955 Cost time:0.170 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[27208/27610 (99%)] Loss: 1.0235 Acc:0.7960 Cost time:0.199 (0.173)s Data time:0.010 (0.003) Instances per second: 46.14 +[27608/27610 (100%)] Loss: 1.0216 Acc:0.7963 Cost time:0.183 (0.173)s Data time:0.002 (0.003) Instances per second: 46.13 +[27610/27610 (100%)] Loss: 1.0217 Acc:0.7963 Cost time:0.153 (0.173)s Data time:0.007 (0.003) Instances per second: 46.13 +val Epoch: 60 Loss val: 0.8756 Acc val:0.8109, LR: 0.00010815133409411562 +---------- +Epoch 61/99 +Current learning rate: 0.00010364745084375792 +[ 8/27610 (0%)] Loss: 0.0071 Acc:1.0000 Cost time:0.395 (0.395)s Data time:0.148 (0.148) Instances per second: 20.26 +[ 408/27610 (1%)] Loss: 1.1064 Acc:0.7789 Cost time:0.153 (0.164)s Data time:0.001 (0.004) Instances per second: 48.86 +[ 808/27610 (3%)] Loss: 0.9892 Acc:0.8084 Cost time:0.151 (0.186)s Data time:0.001 (0.004) Instances per second: 43.03 +[ 1208/27610 (4%)] Loss: 1.0151 Acc:0.7989 Cost time:0.197 (0.183)s Data time:0.003 (0.004) Instances per second: 43.75 +[ 1608/27610 (6%)] Loss: 1.0093 Acc:0.8025 Cost time:0.157 (0.178)s Data time:0.001 (0.004) Instances per second: 44.90 +[ 2008/27610 (7%)] Loss: 0.9941 Acc:0.8034 Cost time:0.151 (0.178)s Data time:0.001 (0.004) Instances per second: 44.90 +[ 2408/27610 (9%)] Loss: 1.0117 Acc:0.7998 Cost time:0.156 (0.175)s Data time:0.001 (0.003) Instances per second: 45.73 +[ 2808/27610 (10%)] Loss: 1.0053 Acc:0.8003 Cost time:0.174 (0.176)s Data time:0.001 (0.003) Instances per second: 45.53 +[ 3208/27610 (12%)] Loss: 0.9996 Acc:0.8015 Cost time:0.207 (0.175)s Data time:0.009 (0.003) Instances per second: 45.65 +[ 3608/27610 (13%)] Loss: 1.0242 Acc:0.7977 Cost time:0.157 (0.174)s Data time:0.001 (0.003) Instances per second: 45.89 +[ 4008/27610 (14%)] Loss: 1.0161 Acc:0.7992 Cost time:0.165 (0.175)s Data time:0.001 (0.003) Instances per second: 45.70 +[ 4408/27610 (16%)] Loss: 1.0002 Acc:0.8033 Cost time:0.153 (0.174)s Data time:0.001 (0.003) Instances per second: 46.09 +[ 4808/27610 (17%)] Loss: 1.0120 Acc:0.7986 Cost time:0.159 (0.174)s Data time:0.002 (0.003) Instances per second: 46.00 +[ 5208/27610 (19%)] Loss: 1.0177 Acc:0.7976 Cost time:0.194 (0.173)s Data time:0.010 (0.003) Instances per second: 46.12 +[ 5608/27610 (20%)] Loss: 1.0116 Acc:0.8004 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.18 +[ 6008/27610 (22%)] Loss: 1.0064 Acc:0.8014 Cost time:0.163 (0.174)s Data time:0.001 (0.003) Instances per second: 46.05 +[ 6408/27610 (23%)] Loss: 1.0103 Acc:0.8001 Cost time:0.172 (0.173)s Data time:0.009 (0.003) Instances per second: 46.30 +[ 6808/27610 (25%)] Loss: 1.0101 Acc:0.7991 Cost time:0.163 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[ 7208/27610 (26%)] Loss: 1.0080 Acc:0.8008 Cost time:0.198 (0.173)s Data time:0.008 (0.003) Instances per second: 46.33 +[ 7608/27610 (28%)] Loss: 1.0004 Acc:0.8028 Cost time:0.164 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[ 8008/27610 (29%)] Loss: 1.0025 Acc:0.8024 Cost time:0.202 (0.173)s Data time:0.002 (0.003) Instances per second: 46.28 +[ 8408/27610 (30%)] Loss: 1.0108 Acc:0.8001 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[ 8808/27610 (32%)] Loss: 1.0115 Acc:0.7998 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.35 +[ 9208/27610 (33%)] Loss: 1.0163 Acc:0.7988 Cost time:0.198 (0.172)s Data time:0.002 (0.003) Instances per second: 46.49 +[ 9608/27610 (35%)] Loss: 1.0216 Acc:0.7979 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.40 +[10008/27610 (36%)] Loss: 1.0246 Acc:0.7963 Cost time:0.195 (0.172)s Data time:0.009 (0.003) Instances per second: 46.40 +[10408/27610 (38%)] Loss: 1.0295 Acc:0.7948 Cost time:0.170 (0.173)s Data time:0.001 (0.003) Instances per second: 46.27 +[10808/27610 (39%)] Loss: 1.0280 Acc:0.7952 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.13 +[11208/27610 (41%)] Loss: 1.0292 Acc:0.7950 Cost time:0.206 (0.173)s Data time:0.011 (0.003) Instances per second: 46.21 +[11608/27610 (42%)] Loss: 1.0300 Acc:0.7946 Cost time:0.163 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[12008/27610 (43%)] Loss: 1.0254 Acc:0.7961 Cost time:0.221 (0.174)s Data time:0.009 (0.003) Instances per second: 46.02 +[12408/27610 (45%)] Loss: 1.0203 Acc:0.7973 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 46.06 +[12808/27610 (46%)] Loss: 1.0219 Acc:0.7974 Cost time:0.164 (0.174)s Data time:0.002 (0.003) Instances per second: 45.94 +[13208/27610 (48%)] Loss: 1.0137 Acc:0.7995 Cost time:0.205 (0.174)s Data time:0.011 (0.003) Instances per second: 46.02 +[13608/27610 (49%)] Loss: 1.0059 Acc:0.8009 Cost time:0.153 (0.174)s Data time:0.002 (0.003) Instances per second: 45.94 +[14008/27610 (51%)] Loss: 1.0075 Acc:0.8006 Cost time:0.225 (0.174)s Data time:0.009 (0.003) Instances per second: 45.86 +[14408/27610 (52%)] Loss: 1.0117 Acc:0.7995 Cost time:0.175 (0.174)s Data time:0.001 (0.003) Instances per second: 45.87 +[14808/27610 (54%)] Loss: 1.0127 Acc:0.7993 Cost time:0.171 (0.175)s Data time:0.002 (0.003) Instances per second: 45.75 +[15208/27610 (55%)] Loss: 1.0095 Acc:0.7999 Cost time:0.207 (0.175)s Data time:0.011 (0.003) Instances per second: 45.79 +[15608/27610 (57%)] Loss: 1.0082 Acc:0.8003 Cost time:0.175 (0.175)s Data time:0.001 (0.003) Instances per second: 45.70 +[16008/27610 (58%)] Loss: 1.0051 Acc:0.8013 Cost time:0.191 (0.175)s Data time:0.002 (0.003) Instances per second: 45.65 +[16408/27610 (59%)] Loss: 1.0089 Acc:0.8000 Cost time:0.170 (0.175)s Data time:0.001 (0.003) Instances per second: 45.66 +[16808/27610 (61%)] Loss: 1.0078 Acc:0.8003 Cost time:0.171 (0.176)s Data time:0.002 (0.003) Instances per second: 45.56 +[17208/27610 (62%)] Loss: 1.0099 Acc:0.7996 Cost time:0.164 (0.175)s Data time:0.001 (0.003) Instances per second: 45.62 +[17608/27610 (64%)] Loss: 1.0078 Acc:0.8002 Cost time:0.153 (0.176)s Data time:0.002 (0.003) Instances per second: 45.55 +[18008/27610 (65%)] Loss: 1.0067 Acc:0.8003 Cost time:0.200 (0.176)s Data time:0.008 (0.003) Instances per second: 45.53 +[18408/27610 (67%)] Loss: 1.0088 Acc:0.7996 Cost time:0.183 (0.176)s Data time:0.001 (0.003) Instances per second: 45.53 +[18808/27610 (68%)] Loss: 1.0046 Acc:0.8007 Cost time:0.164 (0.176)s Data time:0.001 (0.003) Instances per second: 45.44 +[19208/27610 (70%)] Loss: 1.0032 Acc:0.8013 Cost time:0.170 (0.176)s Data time:0.002 (0.003) Instances per second: 45.49 +[19608/27610 (71%)] Loss: 1.0060 Acc:0.8004 Cost time:0.155 (0.176)s Data time:0.002 (0.003) Instances per second: 45.44 +[20008/27610 (72%)] Loss: 1.0046 Acc:0.8007 Cost time:0.210 (0.176)s Data time:0.008 (0.003) Instances per second: 45.44 +[20408/27610 (74%)] Loss: 1.0060 Acc:0.8002 Cost time:0.166 (0.176)s Data time:0.001 (0.003) Instances per second: 45.47 +[20808/27610 (75%)] Loss: 1.0092 Acc:0.7996 Cost time:0.163 (0.176)s Data time:0.001 (0.003) Instances per second: 45.44 +[21208/27610 (77%)] Loss: 1.0104 Acc:0.7989 Cost time:0.190 (0.176)s Data time:0.001 (0.003) Instances per second: 45.49 +[21608/27610 (78%)] Loss: 1.0073 Acc:0.7996 Cost time:0.180 (0.177)s Data time:0.001 (0.003) Instances per second: 45.21 +[22008/27610 (80%)] Loss: 1.0075 Acc:0.7995 Cost time:0.217 (0.177)s Data time:0.011 (0.003) Instances per second: 45.23 +[22408/27610 (81%)] Loss: 1.0068 Acc:0.7998 Cost time:0.160 (0.177)s Data time:0.001 (0.003) Instances per second: 45.21 +[22808/27610 (83%)] Loss: 1.0075 Acc:0.7998 Cost time:0.231 (0.177)s Data time:0.009 (0.003) Instances per second: 45.18 +[23208/27610 (84%)] Loss: 1.0062 Acc:0.8002 Cost time:0.165 (0.177)s Data time:0.001 (0.003) Instances per second: 45.22 +[23608/27610 (85%)] Loss: 1.0078 Acc:0.7996 Cost time:0.149 (0.177)s Data time:0.002 (0.003) Instances per second: 45.16 +[24008/27610 (87%)] Loss: 1.0057 Acc:0.8000 Cost time:0.200 (0.177)s Data time:0.011 (0.003) Instances per second: 45.21 +[24408/27610 (88%)] Loss: 1.0069 Acc:0.7999 Cost time:0.161 (0.177)s Data time:0.002 (0.003) Instances per second: 45.20 +[24808/27610 (90%)] Loss: 1.0094 Acc:0.7993 Cost time:0.194 (0.177)s Data time:0.002 (0.003) Instances per second: 45.20 +[25208/27610 (91%)] Loss: 1.0103 Acc:0.7989 Cost time:0.148 (0.177)s Data time:0.002 (0.003) Instances per second: 45.23 +[25608/27610 (93%)] Loss: 1.0074 Acc:0.7999 Cost time:0.163 (0.177)s Data time:0.002 (0.003) Instances per second: 45.20 +[26008/27610 (94%)] Loss: 1.0040 Acc:0.8007 Cost time:0.166 (0.177)s Data time:0.002 (0.003) Instances per second: 45.26 +[26408/27610 (96%)] Loss: 1.0037 Acc:0.8008 Cost time:0.167 (0.177)s Data time:0.002 (0.003) Instances per second: 45.25 +[26808/27610 (97%)] Loss: 0.9999 Acc:0.8017 Cost time:0.216 (0.177)s Data time:0.008 (0.003) Instances per second: 45.27 +[27208/27610 (99%)] Loss: 0.9979 Acc:0.8026 Cost time:0.150 (0.177)s Data time:0.001 (0.003) Instances per second: 45.29 +[27608/27610 (100%)] Loss: 0.9947 Acc:0.8033 Cost time:0.161 (0.177)s Data time:0.001 (0.003) Instances per second: 45.26 +[27610/27610 (100%)] Loss: 0.9946 Acc:0.8033 Cost time:0.119 (0.177)s Data time:0.002 (0.003) Instances per second: 45.27 +val Epoch: 61 Loss val: 0.8709 Acc val:0.8138, LR: 0.00010364745084375792 +---------- +Epoch 62/99 +Current learning rate: 9.918931196320629e-05 +[ 8/27610 (0%)] Loss: 0.0788 Acc:1.0000 Cost time:0.562 (0.562)s Data time:0.203 (0.203) Instances per second: 14.24 +[ 408/27610 (1%)] Loss: 0.9921 Acc:0.8039 Cost time:0.163 (0.208)s Data time:0.002 (0.007) Instances per second: 38.38 +[ 808/27610 (3%)] Loss: 0.9948 Acc:0.8080 Cost time:0.165 (0.210)s Data time:0.001 (0.005) Instances per second: 38.15 +[ 1208/27610 (4%)] Loss: 0.9442 Acc:0.8168 Cost time:0.216 (0.195)s Data time:0.009 (0.004) Instances per second: 41.04 +[ 1608/27610 (6%)] Loss: 0.9430 Acc:0.8193 Cost time:0.157 (0.191)s Data time:0.002 (0.004) Instances per second: 41.98 +[ 2008/27610 (7%)] Loss: 0.9738 Acc:0.8096 Cost time:0.209 (0.188)s Data time:0.008 (0.004) Instances per second: 42.55 +[ 2408/27610 (9%)] Loss: 0.9703 Acc:0.8128 Cost time:0.163 (0.184)s Data time:0.001 (0.003) Instances per second: 43.42 +[ 2808/27610 (10%)] Loss: 0.9772 Acc:0.8118 Cost time:0.173 (0.184)s Data time:0.001 (0.004) Instances per second: 43.44 +[ 3208/27610 (12%)] Loss: 0.9730 Acc:0.8135 Cost time:0.160 (0.181)s Data time:0.001 (0.003) Instances per second: 44.20 +[ 3608/27610 (13%)] Loss: 0.9906 Acc:0.8067 Cost time:0.160 (0.185)s Data time:0.001 (0.004) Instances per second: 43.32 +[ 4008/27610 (14%)] Loss: 1.0049 Acc:0.8031 Cost time:0.218 (0.184)s Data time:0.007 (0.004) Instances per second: 43.48 +[ 4408/27610 (16%)] Loss: 1.0034 Acc:0.8042 Cost time:0.164 (0.183)s Data time:0.001 (0.003) Instances per second: 43.80 +[ 4808/27610 (17%)] Loss: 1.0096 Acc:0.8018 Cost time:0.169 (0.183)s Data time:0.003 (0.004) Instances per second: 43.82 +[ 5208/27610 (19%)] Loss: 1.0204 Acc:0.7990 Cost time:0.176 (0.181)s Data time:0.001 (0.003) Instances per second: 44.23 +[ 5608/27610 (20%)] Loss: 1.0260 Acc:0.7975 Cost time:0.183 (0.181)s Data time:0.001 (0.003) Instances per second: 44.17 +[ 6008/27610 (22%)] Loss: 1.0283 Acc:0.7964 Cost time:0.193 (0.181)s Data time:0.004 (0.003) Instances per second: 44.30 +[ 6408/27610 (23%)] Loss: 1.0262 Acc:0.7979 Cost time:0.158 (0.180)s Data time:0.001 (0.003) Instances per second: 44.48 +[ 6808/27610 (25%)] Loss: 1.0262 Acc:0.7975 Cost time:0.169 (0.180)s Data time:0.001 (0.003) Instances per second: 44.48 +[ 7208/27610 (26%)] Loss: 1.0362 Acc:0.7958 Cost time:0.161 (0.179)s Data time:0.001 (0.003) Instances per second: 44.73 +[ 7608/27610 (28%)] Loss: 1.0296 Acc:0.7966 Cost time:0.170 (0.179)s Data time:0.001 (0.003) Instances per second: 44.67 +[ 8008/27610 (29%)] Loss: 1.0246 Acc:0.7977 Cost time:0.210 (0.179)s Data time:0.009 (0.003) Instances per second: 44.81 +[ 8408/27610 (30%)] Loss: 1.0253 Acc:0.7975 Cost time:0.164 (0.178)s Data time:0.001 (0.003) Instances per second: 44.88 +[ 8808/27610 (32%)] Loss: 1.0200 Acc:0.7988 Cost time:0.193 (0.178)s Data time:0.012 (0.003) Instances per second: 44.85 +[ 9208/27610 (33%)] Loss: 1.0192 Acc:0.7985 Cost time:0.165 (0.178)s Data time:0.003 (0.003) Instances per second: 45.04 +[ 9608/27610 (35%)] Loss: 1.0160 Acc:0.7993 Cost time:0.156 (0.178)s Data time:0.001 (0.003) Instances per second: 44.98 +[10008/27610 (36%)] Loss: 1.0141 Acc:0.8003 Cost time:0.196 (0.177)s Data time:0.002 (0.003) Instances per second: 45.12 +[10408/27610 (38%)] Loss: 1.0091 Acc:0.8014 Cost time:0.171 (0.177)s Data time:0.001 (0.003) Instances per second: 45.10 +[10808/27610 (39%)] Loss: 1.0079 Acc:0.8021 Cost time:0.224 (0.177)s Data time:0.008 (0.003) Instances per second: 45.10 +[11208/27610 (41%)] Loss: 0.9992 Acc:0.8039 Cost time:0.165 (0.177)s Data time:0.001 (0.003) Instances per second: 45.23 +[11608/27610 (42%)] Loss: 0.9967 Acc:0.8044 Cost time:0.171 (0.177)s Data time:0.008 (0.003) Instances per second: 45.18 +[12008/27610 (43%)] Loss: 1.0008 Acc:0.8029 Cost time:0.193 (0.177)s Data time:0.009 (0.003) Instances per second: 45.27 +[12408/27610 (45%)] Loss: 0.9953 Acc:0.8043 Cost time:0.167 (0.177)s Data time:0.001 (0.003) Instances per second: 45.24 +[12808/27610 (46%)] Loss: 0.9965 Acc:0.8038 Cost time:0.195 (0.177)s Data time:0.014 (0.003) Instances per second: 45.26 +[13208/27610 (48%)] Loss: 0.9983 Acc:0.8033 Cost time:0.149 (0.177)s Data time:0.001 (0.003) Instances per second: 45.32 +[13608/27610 (49%)] Loss: 1.0043 Acc:0.8019 Cost time:0.166 (0.177)s Data time:0.001 (0.003) Instances per second: 45.29 +[14008/27610 (51%)] Loss: 1.0071 Acc:0.8014 Cost time:0.163 (0.176)s Data time:0.001 (0.003) Instances per second: 45.40 +[14408/27610 (52%)] Loss: 1.0096 Acc:0.8009 Cost time:0.157 (0.176)s Data time:0.001 (0.003) Instances per second: 45.36 +[14808/27610 (54%)] Loss: 1.0073 Acc:0.8013 Cost time:0.194 (0.176)s Data time:0.008 (0.003) Instances per second: 45.39 +[15208/27610 (55%)] Loss: 1.0082 Acc:0.8010 Cost time:0.180 (0.176)s Data time:0.001 (0.003) Instances per second: 45.43 +[15608/27610 (57%)] Loss: 1.0084 Acc:0.8010 Cost time:0.166 (0.176)s Data time:0.002 (0.003) Instances per second: 45.40 +[16008/27610 (58%)] Loss: 1.0062 Acc:0.8016 Cost time:0.164 (0.176)s Data time:0.001 (0.003) Instances per second: 45.48 +[16408/27610 (59%)] Loss: 1.0042 Acc:0.8023 Cost time:0.162 (0.176)s Data time:0.001 (0.003) Instances per second: 45.45 +[16808/27610 (61%)] Loss: 1.0082 Acc:0.8015 Cost time:0.205 (0.176)s Data time:0.008 (0.003) Instances per second: 45.48 +[17208/27610 (62%)] Loss: 1.0134 Acc:0.8004 Cost time:0.175 (0.176)s Data time:0.002 (0.003) Instances per second: 45.51 +[17608/27610 (64%)] Loss: 1.0114 Acc:0.8011 Cost time:0.152 (0.176)s Data time:0.001 (0.003) Instances per second: 45.46 +[18008/27610 (65%)] Loss: 1.0088 Acc:0.8018 Cost time:0.158 (0.176)s Data time:0.001 (0.003) Instances per second: 45.54 +[18408/27610 (67%)] Loss: 1.0078 Acc:0.8019 Cost time:0.167 (0.176)s Data time:0.001 (0.003) Instances per second: 45.48 +[18808/27610 (68%)] Loss: 1.0080 Acc:0.8016 Cost time:0.205 (0.176)s Data time:0.005 (0.003) Instances per second: 45.50 +[19208/27610 (70%)] Loss: 1.0105 Acc:0.8012 Cost time:0.172 (0.176)s Data time:0.001 (0.003) Instances per second: 45.49 +[19608/27610 (71%)] Loss: 1.0138 Acc:0.8004 Cost time:0.172 (0.176)s Data time:0.001 (0.003) Instances per second: 45.45 +[20008/27610 (72%)] Loss: 1.0131 Acc:0.8008 Cost time:0.150 (0.176)s Data time:0.001 (0.003) Instances per second: 45.52 +[20408/27610 (74%)] Loss: 1.0120 Acc:0.8006 Cost time:0.161 (0.176)s Data time:0.001 (0.003) Instances per second: 45.48 +[20808/27610 (75%)] Loss: 1.0118 Acc:0.8007 Cost time:0.204 (0.176)s Data time:0.012 (0.003) Instances per second: 45.52 +[21208/27610 (77%)] Loss: 1.0118 Acc:0.8007 Cost time:0.153 (0.176)s Data time:0.001 (0.003) Instances per second: 45.52 +[21608/27610 (78%)] Loss: 1.0075 Acc:0.8018 Cost time:0.225 (0.176)s Data time:0.008 (0.003) Instances per second: 45.50 +[22008/27610 (80%)] Loss: 1.0109 Acc:0.8007 Cost time:0.161 (0.176)s Data time:0.001 (0.003) Instances per second: 45.58 +[22408/27610 (81%)] Loss: 1.0134 Acc:0.8000 Cost time:0.167 (0.176)s Data time:0.001 (0.003) Instances per second: 45.55 +[22808/27610 (83%)] Loss: 1.0121 Acc:0.8002 Cost time:0.208 (0.175)s Data time:0.002 (0.003) Instances per second: 45.60 +[23208/27610 (84%)] Loss: 1.0148 Acc:0.7996 Cost time:0.165 (0.176)s Data time:0.001 (0.003) Instances per second: 45.58 +[23608/27610 (85%)] Loss: 1.0159 Acc:0.7995 Cost time:0.210 (0.176)s Data time:0.002 (0.003) Instances per second: 45.57 +[24008/27610 (87%)] Loss: 1.0189 Acc:0.7986 Cost time:0.171 (0.175)s Data time:0.001 (0.003) Instances per second: 45.61 +[24408/27610 (88%)] Loss: 1.0180 Acc:0.7987 Cost time:0.154 (0.175)s Data time:0.001 (0.003) Instances per second: 45.59 +[24808/27610 (90%)] Loss: 1.0211 Acc:0.7977 Cost time:0.161 (0.175)s Data time:0.001 (0.003) Instances per second: 45.65 +[25208/27610 (91%)] Loss: 1.0209 Acc:0.7978 Cost time:0.156 (0.175)s Data time:0.001 (0.003) Instances per second: 45.63 +[25608/27610 (93%)] Loss: 1.0197 Acc:0.7978 Cost time:0.217 (0.175)s Data time:0.009 (0.003) Instances per second: 45.65 +[26008/27610 (94%)] Loss: 1.0210 Acc:0.7975 Cost time:0.169 (0.175)s Data time:0.002 (0.003) Instances per second: 45.67 +[26408/27610 (96%)] Loss: 1.0208 Acc:0.7976 Cost time:0.163 (0.175)s Data time:0.001 (0.003) Instances per second: 45.65 +[26808/27610 (97%)] Loss: 1.0231 Acc:0.7972 Cost time:0.154 (0.175)s Data time:0.001 (0.003) Instances per second: 45.71 +[27208/27610 (99%)] Loss: 1.0246 Acc:0.7969 Cost time:0.176 (0.175)s Data time:0.002 (0.003) Instances per second: 45.68 +[27608/27610 (100%)] Loss: 1.0200 Acc:0.7978 Cost time:0.188 (0.175)s Data time:0.002 (0.003) Instances per second: 45.72 +[27610/27610 (100%)] Loss: 1.0200 Acc:0.7979 Cost time:0.136 (0.175)s Data time:0.003 (0.003) Instances per second: 45.72 +val Epoch: 62 Loss val: 0.8793 Acc val:0.8159, LR: 9.918931196320629e-05 +---------- +Epoch 63/99 +Current learning rate: 9.478131709729834e-05 +[ 8/27610 (0%)] Loss: 0.0785 Acc:0.9961 Cost time:0.393 (0.393)s Data time:0.149 (0.149) Instances per second: 20.37 +[ 408/27610 (1%)] Loss: 0.9151 Acc:0.8175 Cost time:0.207 (0.199)s Data time:0.001 (0.007) Instances per second: 40.16 +[ 808/27610 (3%)] Loss: 0.8960 Acc:0.8335 Cost time:0.208 (0.197)s Data time:0.009 (0.005) Instances per second: 40.51 +[ 1208/27610 (4%)] Loss: 0.9422 Acc:0.8159 Cost time:0.162 (0.188)s Data time:0.001 (0.004) Instances per second: 42.48 +[ 1608/27610 (6%)] Loss: 0.9472 Acc:0.8151 Cost time:0.154 (0.186)s Data time:0.001 (0.005) Instances per second: 42.92 +[ 2008/27610 (7%)] Loss: 0.9518 Acc:0.8157 Cost time:0.153 (0.181)s Data time:0.001 (0.004) Instances per second: 44.24 +[ 2408/27610 (9%)] Loss: 0.9746 Acc:0.8123 Cost time:0.156 (0.181)s Data time:0.002 (0.004) Instances per second: 44.19 +[ 2808/27610 (10%)] Loss: 0.9735 Acc:0.8117 Cost time:0.200 (0.179)s Data time:0.009 (0.004) Instances per second: 44.65 +[ 3208/27610 (12%)] Loss: 0.9858 Acc:0.8079 Cost time:0.158 (0.178)s Data time:0.001 (0.004) Instances per second: 44.88 +[ 3608/27610 (13%)] Loss: 0.9952 Acc:0.8068 Cost time:0.180 (0.179)s Data time:0.002 (0.004) Instances per second: 44.76 +[ 4008/27610 (14%)] Loss: 1.0246 Acc:0.7991 Cost time:0.180 (0.177)s Data time:0.001 (0.004) Instances per second: 45.19 +[ 4408/27610 (16%)] Loss: 1.0104 Acc:0.8041 Cost time:0.144 (0.177)s Data time:0.002 (0.004) Instances per second: 45.12 +[ 4808/27610 (17%)] Loss: 1.0136 Acc:0.8029 Cost time:0.199 (0.176)s Data time:0.002 (0.003) Instances per second: 45.43 +[ 5208/27610 (19%)] Loss: 1.0134 Acc:0.8027 Cost time:0.164 (0.176)s Data time:0.001 (0.004) Instances per second: 45.41 +[ 5608/27610 (20%)] Loss: 1.0260 Acc:0.7996 Cost time:0.206 (0.176)s Data time:0.002 (0.004) Instances per second: 45.40 +[ 6008/27610 (22%)] Loss: 1.0286 Acc:0.7993 Cost time:0.154 (0.175)s Data time:0.001 (0.003) Instances per second: 45.64 +[ 6408/27610 (23%)] Loss: 1.0222 Acc:0.8000 Cost time:0.159 (0.176)s Data time:0.002 (0.003) Instances per second: 45.58 +[ 6808/27610 (25%)] Loss: 1.0162 Acc:0.8014 Cost time:0.155 (0.175)s Data time:0.001 (0.003) Instances per second: 45.81 +[ 7208/27610 (26%)] Loss: 1.0082 Acc:0.8029 Cost time:0.146 (0.175)s Data time:0.001 (0.003) Instances per second: 45.73 +[ 7608/27610 (28%)] Loss: 1.0205 Acc:0.8008 Cost time:0.211 (0.175)s Data time:0.011 (0.003) Instances per second: 45.78 +[ 8008/27610 (29%)] Loss: 1.0106 Acc:0.8027 Cost time:0.163 (0.175)s Data time:0.001 (0.003) Instances per second: 45.83 +[ 8408/27610 (30%)] Loss: 1.0052 Acc:0.8044 Cost time:0.169 (0.175)s Data time:0.002 (0.003) Instances per second: 45.76 +[ 8808/27610 (32%)] Loss: 0.9966 Acc:0.8055 Cost time:0.158 (0.174)s Data time:0.001 (0.003) Instances per second: 45.93 +[ 9208/27610 (33%)] Loss: 0.9926 Acc:0.8063 Cost time:0.172 (0.174)s Data time:0.001 (0.003) Instances per second: 45.86 +[ 9608/27610 (35%)] Loss: 1.0027 Acc:0.8033 Cost time:0.188 (0.174)s Data time:0.008 (0.003) Instances per second: 45.94 +[10008/27610 (36%)] Loss: 1.0034 Acc:0.8033 Cost time:0.165 (0.174)s Data time:0.002 (0.003) Instances per second: 45.94 +[10408/27610 (38%)] Loss: 1.0148 Acc:0.8008 Cost time:0.161 (0.174)s Data time:0.001 (0.003) Instances per second: 45.88 +[10808/27610 (39%)] Loss: 1.0058 Acc:0.8035 Cost time:0.155 (0.174)s Data time:0.001 (0.003) Instances per second: 46.04 +[11208/27610 (41%)] Loss: 0.9952 Acc:0.8057 Cost time:0.154 (0.174)s Data time:0.001 (0.003) Instances per second: 45.99 +[11608/27610 (42%)] Loss: 0.9942 Acc:0.8057 Cost time:0.190 (0.174)s Data time:0.009 (0.003) Instances per second: 46.05 +[12008/27610 (43%)] Loss: 0.9926 Acc:0.8060 Cost time:0.155 (0.174)s Data time:0.002 (0.003) Instances per second: 46.03 +[12408/27610 (45%)] Loss: 0.9923 Acc:0.8067 Cost time:0.199 (0.174)s Data time:0.002 (0.003) Instances per second: 45.96 +[12808/27610 (46%)] Loss: 0.9941 Acc:0.8062 Cost time:0.162 (0.174)s Data time:0.001 (0.003) Instances per second: 46.08 +[13208/27610 (48%)] Loss: 0.9960 Acc:0.8060 Cost time:0.143 (0.174)s Data time:0.001 (0.003) Instances per second: 46.03 +[13608/27610 (49%)] Loss: 0.9920 Acc:0.8065 Cost time:0.198 (0.174)s Data time:0.010 (0.003) Instances per second: 46.10 +[14008/27610 (51%)] Loss: 0.9892 Acc:0.8071 Cost time:0.157 (0.174)s Data time:0.001 (0.003) Instances per second: 46.06 +[14408/27610 (52%)] Loss: 0.9936 Acc:0.8057 Cost time:0.178 (0.174)s Data time:0.002 (0.003) Instances per second: 46.05 +[14808/27610 (54%)] Loss: 0.9914 Acc:0.8059 Cost time:0.153 (0.174)s Data time:0.001 (0.003) Instances per second: 46.10 +[15208/27610 (55%)] Loss: 0.9869 Acc:0.8070 Cost time:0.167 (0.174)s Data time:0.002 (0.003) Instances per second: 46.04 +[15608/27610 (57%)] Loss: 0.9916 Acc:0.8059 Cost time:0.153 (0.173)s Data time:0.002 (0.003) Instances per second: 46.14 +[16008/27610 (58%)] Loss: 0.9901 Acc:0.8062 Cost time:0.146 (0.174)s Data time:0.001 (0.003) Instances per second: 46.11 +[16408/27610 (59%)] Loss: 0.9912 Acc:0.8057 Cost time:0.201 (0.174)s Data time:0.010 (0.003) Instances per second: 46.11 +[16808/27610 (61%)] Loss: 0.9988 Acc:0.8037 Cost time:0.166 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[17208/27610 (62%)] Loss: 0.9976 Acc:0.8037 Cost time:0.152 (0.174)s Data time:0.001 (0.003) Instances per second: 46.09 +[17608/27610 (64%)] Loss: 0.9965 Acc:0.8040 Cost time:0.170 (0.173)s Data time:0.001 (0.003) Instances per second: 46.18 +[18008/27610 (65%)] Loss: 0.9981 Acc:0.8036 Cost time:0.158 (0.173)s Data time:0.002 (0.003) Instances per second: 46.13 +[18408/27610 (67%)] Loss: 0.9975 Acc:0.8037 Cost time:0.202 (0.173)s Data time:0.002 (0.003) Instances per second: 46.17 +[18808/27610 (68%)] Loss: 0.9968 Acc:0.8039 Cost time:0.165 (0.173)s Data time:0.001 (0.003) Instances per second: 46.17 +[19208/27610 (70%)] Loss: 0.9944 Acc:0.8045 Cost time:0.216 (0.173)s Data time:0.002 (0.003) Instances per second: 46.13 +[19608/27610 (71%)] Loss: 0.9933 Acc:0.8048 Cost time:0.164 (0.173)s Data time:0.002 (0.003) Instances per second: 46.19 +[20008/27610 (72%)] Loss: 0.9921 Acc:0.8050 Cost time:0.155 (0.173)s Data time:0.002 (0.003) Instances per second: 46.16 +[20408/27610 (74%)] Loss: 0.9939 Acc:0.8046 Cost time:0.200 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[20808/27610 (75%)] Loss: 0.9952 Acc:0.8043 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.17 +[21208/27610 (77%)] Loss: 0.9976 Acc:0.8033 Cost time:0.187 (0.173)s Data time:0.002 (0.003) Instances per second: 46.17 +[21608/27610 (78%)] Loss: 1.0019 Acc:0.8020 Cost time:0.172 (0.173)s Data time:0.001 (0.003) Instances per second: 46.22 +[22008/27610 (80%)] Loss: 1.0022 Acc:0.8022 Cost time:0.156 (0.173)s Data time:0.001 (0.003) Instances per second: 46.19 +[22408/27610 (81%)] Loss: 1.0006 Acc:0.8027 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.25 +[22808/27610 (83%)] Loss: 1.0027 Acc:0.8021 Cost time:0.176 (0.173)s Data time:0.001 (0.003) Instances per second: 46.23 +[23208/27610 (84%)] Loss: 1.0000 Acc:0.8026 Cost time:0.211 (0.173)s Data time:0.006 (0.003) Instances per second: 46.24 +[23608/27610 (85%)] Loss: 1.0037 Acc:0.8016 Cost time:0.168 (0.173)s Data time:0.002 (0.003) Instances per second: 46.25 +[24008/27610 (87%)] Loss: 1.0058 Acc:0.8013 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[24408/27610 (88%)] Loss: 1.0052 Acc:0.8013 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.27 +[24808/27610 (90%)] Loss: 1.0035 Acc:0.8017 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.24 +[25208/27610 (91%)] Loss: 1.0076 Acc:0.8006 Cost time:0.206 (0.173)s Data time:0.014 (0.003) Instances per second: 46.27 +[25608/27610 (93%)] Loss: 1.0104 Acc:0.7996 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.26 +[26008/27610 (94%)] Loss: 1.0118 Acc:0.7992 Cost time:0.215 (0.173)s Data time:0.009 (0.003) Instances per second: 46.24 +[26408/27610 (96%)] Loss: 1.0143 Acc:0.7982 Cost time:0.161 (0.173)s Data time:0.002 (0.003) Instances per second: 46.29 +[26808/27610 (97%)] Loss: 1.0153 Acc:0.7980 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.26 +[27208/27610 (99%)] Loss: 1.0176 Acc:0.7975 Cost time:0.206 (0.173)s Data time:0.002 (0.003) Instances per second: 46.31 +[27608/27610 (100%)] Loss: 1.0202 Acc:0.7972 Cost time:0.151 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[27610/27610 (100%)] Loss: 1.0202 Acc:0.7973 Cost time:0.112 (0.173)s Data time:0.002 (0.003) Instances per second: 46.29 +val Epoch: 63 Loss val: 0.8584 Acc val:0.8112, LR: 9.478131709729834e-05 +---------- +Epoch 64/99 +Current learning rate: 9.042781640478288e-05 +[ 8/27610 (0%)] Loss: 0.7190 Acc:0.9068 Cost time:0.514 (0.514)s Data time:0.186 (0.186) Instances per second: 15.57 +[ 408/27610 (1%)] Loss: 0.8878 Acc:0.8343 Cost time:0.226 (0.178)s Data time:0.001 (0.006) Instances per second: 44.99 +[ 808/27610 (3%)] Loss: 0.8927 Acc:0.8322 Cost time:0.162 (0.189)s Data time:0.001 (0.005) Instances per second: 42.38 +[ 1208/27610 (4%)] Loss: 0.9371 Acc:0.8212 Cost time:0.199 (0.180)s Data time:0.002 (0.004) Instances per second: 44.47 +[ 1608/27610 (6%)] Loss: 0.9153 Acc:0.8286 Cost time:0.165 (0.179)s Data time:0.001 (0.004) Instances per second: 44.60 +[ 2008/27610 (7%)] Loss: 0.9052 Acc:0.8305 Cost time:0.225 (0.179)s Data time:0.009 (0.004) Instances per second: 44.71 +[ 2408/27610 (9%)] Loss: 0.9202 Acc:0.8259 Cost time:0.155 (0.176)s Data time:0.001 (0.003) Instances per second: 45.34 +[ 2808/27610 (10%)] Loss: 0.9507 Acc:0.8178 Cost time:0.154 (0.177)s Data time:0.001 (0.004) Instances per second: 45.19 +[ 3208/27610 (12%)] Loss: 0.9472 Acc:0.8179 Cost time:0.156 (0.175)s Data time:0.001 (0.003) Instances per second: 45.78 +[ 3608/27610 (13%)] Loss: 0.9634 Acc:0.8119 Cost time:0.160 (0.175)s Data time:0.001 (0.003) Instances per second: 45.64 +[ 4008/27610 (14%)] Loss: 0.9658 Acc:0.8104 Cost time:0.228 (0.175)s Data time:0.013 (0.003) Instances per second: 45.75 +[ 4408/27610 (16%)] Loss: 0.9837 Acc:0.8050 Cost time:0.157 (0.174)s Data time:0.001 (0.003) Instances per second: 45.85 +[ 4808/27610 (17%)] Loss: 0.9891 Acc:0.8031 Cost time:0.167 (0.175)s Data time:0.001 (0.003) Instances per second: 45.75 +[ 5208/27610 (19%)] Loss: 0.9966 Acc:0.8022 Cost time:0.157 (0.174)s Data time:0.001 (0.003) Instances per second: 46.07 +[ 5608/27610 (20%)] Loss: 1.0043 Acc:0.8011 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 45.94 +[ 6008/27610 (22%)] Loss: 1.0072 Acc:0.8010 Cost time:0.207 (0.174)s Data time:0.002 (0.003) Instances per second: 46.03 +[ 6408/27610 (23%)] Loss: 1.0041 Acc:0.8013 Cost time:0.153 (0.174)s Data time:0.001 (0.003) Instances per second: 46.05 +[ 6808/27610 (25%)] Loss: 1.0082 Acc:0.7999 Cost time:0.215 (0.174)s Data time:0.008 (0.003) Instances per second: 45.98 +[ 7208/27610 (26%)] Loss: 1.0013 Acc:0.8022 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.17 +[ 7608/27610 (28%)] Loss: 0.9998 Acc:0.8013 Cost time:0.155 (0.174)s Data time:0.001 (0.003) Instances per second: 46.06 +[ 8008/27610 (29%)] Loss: 1.0032 Acc:0.8013 Cost time:0.207 (0.173)s Data time:0.002 (0.003) Instances per second: 46.21 +[ 8408/27610 (30%)] Loss: 1.0005 Acc:0.8022 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.14 +[ 8808/27610 (32%)] Loss: 0.9986 Acc:0.8032 Cost time:0.219 (0.173)s Data time:0.011 (0.003) Instances per second: 46.13 +[ 9208/27610 (33%)] Loss: 1.0042 Acc:0.8010 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.20 +[ 9608/27610 (35%)] Loss: 1.0056 Acc:0.8009 Cost time:0.156 (0.174)s Data time:0.001 (0.003) Instances per second: 46.11 +[10008/27610 (36%)] Loss: 1.0016 Acc:0.8022 Cost time:0.156 (0.173)s Data time:0.001 (0.003) Instances per second: 46.25 +[10408/27610 (38%)] Loss: 1.0022 Acc:0.8028 Cost time:0.155 (0.173)s Data time:0.001 (0.003) Instances per second: 46.18 +[10808/27610 (39%)] Loss: 1.0010 Acc:0.8032 Cost time:0.196 (0.173)s Data time:0.009 (0.003) Instances per second: 46.19 +[11208/27610 (41%)] Loss: 1.0055 Acc:0.8023 Cost time:0.163 (0.173)s Data time:0.001 (0.003) Instances per second: 46.23 +[11608/27610 (42%)] Loss: 1.0100 Acc:0.8005 Cost time:0.172 (0.173)s Data time:0.001 (0.003) Instances per second: 46.15 +[12008/27610 (43%)] Loss: 1.0152 Acc:0.7986 Cost time:0.156 (0.173)s Data time:0.002 (0.003) Instances per second: 46.28 +[12408/27610 (45%)] Loss: 1.0188 Acc:0.7978 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.22 +[12808/27610 (46%)] Loss: 1.0170 Acc:0.7974 Cost time:0.206 (0.173)s Data time:0.011 (0.003) Instances per second: 46.28 +[13208/27610 (48%)] Loss: 1.0227 Acc:0.7961 Cost time:0.152 (0.173)s Data time:0.001 (0.003) Instances per second: 46.27 +[13608/27610 (49%)] Loss: 1.0260 Acc:0.7957 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.22 +[14008/27610 (51%)] Loss: 1.0304 Acc:0.7948 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[14408/27610 (52%)] Loss: 1.0273 Acc:0.7956 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.23 +[14808/27610 (54%)] Loss: 1.0242 Acc:0.7966 Cost time:0.180 (0.173)s Data time:0.002 (0.003) Instances per second: 46.31 +[15208/27610 (55%)] Loss: 1.0265 Acc:0.7960 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[15608/27610 (57%)] Loss: 1.0249 Acc:0.7965 Cost time:0.200 (0.173)s Data time:0.008 (0.003) Instances per second: 46.27 +[16008/27610 (58%)] Loss: 1.0246 Acc:0.7965 Cost time:0.151 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[16408/27610 (59%)] Loss: 1.0228 Acc:0.7971 Cost time:0.178 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[16808/27610 (61%)] Loss: 1.0221 Acc:0.7973 Cost time:0.148 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[17208/27610 (62%)] Loss: 1.0233 Acc:0.7971 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.33 +[17608/27610 (64%)] Loss: 1.0234 Acc:0.7969 Cost time:0.190 (0.173)s Data time:0.008 (0.003) Instances per second: 46.36 +[18008/27610 (65%)] Loss: 1.0208 Acc:0.7978 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[18408/27610 (67%)] Loss: 1.0189 Acc:0.7980 Cost time:0.153 (0.173)s Data time:0.001 (0.003) Instances per second: 46.33 +[18808/27610 (68%)] Loss: 1.0189 Acc:0.7979 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.39 +[19208/27610 (70%)] Loss: 1.0170 Acc:0.7983 Cost time:0.163 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[19608/27610 (71%)] Loss: 1.0118 Acc:0.7999 Cost time:0.212 (0.173)s Data time:0.008 (0.003) Instances per second: 46.37 +[20008/27610 (72%)] Loss: 1.0128 Acc:0.7995 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[20408/27610 (74%)] Loss: 1.0126 Acc:0.7993 Cost time:0.227 (0.173)s Data time:0.008 (0.003) Instances per second: 46.33 +[20808/27610 (75%)] Loss: 1.0116 Acc:0.7996 Cost time:0.170 (0.172)s Data time:0.001 (0.003) Instances per second: 46.39 +[21208/27610 (77%)] Loss: 1.0131 Acc:0.7992 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.35 +[21608/27610 (78%)] Loss: 1.0151 Acc:0.7988 Cost time:0.208 (0.172)s Data time:0.001 (0.003) Instances per second: 46.41 +[22008/27610 (80%)] Loss: 1.0174 Acc:0.7979 Cost time:0.146 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[22408/27610 (81%)] Loss: 1.0173 Acc:0.7979 Cost time:0.207 (0.173)s Data time:0.009 (0.003) Instances per second: 46.37 +[22808/27610 (83%)] Loss: 1.0199 Acc:0.7972 Cost time:0.176 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[23208/27610 (84%)] Loss: 1.0208 Acc:0.7969 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.35 +[23608/27610 (85%)] Loss: 1.0216 Acc:0.7969 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.41 +[24008/27610 (87%)] Loss: 1.0239 Acc:0.7963 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.39 +[24408/27610 (88%)] Loss: 1.0222 Acc:0.7965 Cost time:0.202 (0.172)s Data time:0.008 (0.003) Instances per second: 46.40 +[24808/27610 (90%)] Loss: 1.0226 Acc:0.7964 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.40 +[25208/27610 (91%)] Loss: 1.0209 Acc:0.7967 Cost time:0.175 (0.173)s Data time:0.003 (0.003) Instances per second: 46.36 +[25608/27610 (93%)] Loss: 1.0189 Acc:0.7970 Cost time:0.166 (0.172)s Data time:0.001 (0.003) Instances per second: 46.41 +[26008/27610 (94%)] Loss: 1.0197 Acc:0.7968 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[26408/27610 (96%)] Loss: 1.0222 Acc:0.7967 Cost time:0.176 (0.172)s Data time:0.001 (0.003) Instances per second: 46.40 +[26808/27610 (97%)] Loss: 1.0248 Acc:0.7960 Cost time:0.164 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[27208/27610 (99%)] Loss: 1.0263 Acc:0.7959 Cost time:0.213 (0.173)s Data time:0.002 (0.003) Instances per second: 46.36 +[27608/27610 (100%)] Loss: 1.0262 Acc:0.7960 Cost time:0.164 (0.172)s Data time:0.001 (0.003) Instances per second: 46.40 +[27610/27610 (100%)] Loss: 1.0264 Acc:0.7959 Cost time:0.115 (0.172)s Data time:0.002 (0.003) Instances per second: 46.40 +val Epoch: 64 Loss val: 0.8649 Acc val:0.8176, LR: 9.042781640478288e-05 +---------- +Epoch 65/99 +Current learning rate: 8.613310626523909e-05 +[ 8/27610 (0%)] Loss: 0.2455 Acc:0.9742 Cost time:0.394 (0.394)s Data time:0.147 (0.147) Instances per second: 20.31 +[ 408/27610 (1%)] Loss: 1.0041 Acc:0.8030 Cost time:0.278 (0.190)s Data time:0.013 (0.006) Instances per second: 42.03 +[ 808/27610 (3%)] Loss: 1.0112 Acc:0.8089 Cost time:0.173 (0.194)s Data time:0.002 (0.005) Instances per second: 41.25 +[ 1208/27610 (4%)] Loss: 0.9717 Acc:0.8168 Cost time:0.155 (0.189)s Data time:0.001 (0.005) Instances per second: 42.33 +[ 1608/27610 (6%)] Loss: 1.0008 Acc:0.8046 Cost time:0.202 (0.182)s Data time:0.002 (0.004) Instances per second: 43.87 +[ 2008/27610 (7%)] Loss: 0.9644 Acc:0.8151 Cost time:0.160 (0.181)s Data time:0.001 (0.004) Instances per second: 44.08 +[ 2408/27610 (9%)] Loss: 1.0029 Acc:0.8032 Cost time:0.206 (0.180)s Data time:0.005 (0.004) Instances per second: 44.44 +[ 2808/27610 (10%)] Loss: 0.9950 Acc:0.8038 Cost time:0.152 (0.178)s Data time:0.001 (0.004) Instances per second: 44.96 +[ 3208/27610 (12%)] Loss: 0.9991 Acc:0.8023 Cost time:0.153 (0.178)s Data time:0.002 (0.004) Instances per second: 44.90 +[ 3608/27610 (13%)] Loss: 0.9918 Acc:0.8055 Cost time:0.174 (0.176)s Data time:0.002 (0.003) Instances per second: 45.44 +[ 4008/27610 (14%)] Loss: 1.0007 Acc:0.8038 Cost time:0.160 (0.177)s Data time:0.001 (0.003) Instances per second: 45.31 +[ 4408/27610 (16%)] Loss: 0.9950 Acc:0.8058 Cost time:0.191 (0.176)s Data time:0.008 (0.003) Instances per second: 45.51 +[ 4808/27610 (17%)] Loss: 1.0159 Acc:0.8005 Cost time:0.162 (0.175)s Data time:0.001 (0.003) Instances per second: 45.64 +[ 5208/27610 (19%)] Loss: 1.0066 Acc:0.8026 Cost time:0.176 (0.176)s Data time:0.001 (0.003) Instances per second: 45.53 +[ 5608/27610 (20%)] Loss: 1.0016 Acc:0.8037 Cost time:0.156 (0.175)s Data time:0.002 (0.003) Instances per second: 45.84 +[ 6008/27610 (22%)] Loss: 1.0134 Acc:0.7997 Cost time:0.157 (0.175)s Data time:0.002 (0.003) Instances per second: 45.79 +[ 6408/27610 (23%)] Loss: 1.0150 Acc:0.7987 Cost time:0.187 (0.174)s Data time:0.002 (0.003) Instances per second: 45.98 +[ 6808/27610 (25%)] Loss: 1.0183 Acc:0.7984 Cost time:0.157 (0.174)s Data time:0.002 (0.003) Instances per second: 45.95 +[ 7208/27610 (26%)] Loss: 1.0231 Acc:0.7973 Cost time:0.196 (0.174)s Data time:0.010 (0.003) Instances per second: 45.92 +[ 7608/27610 (28%)] Loss: 1.0209 Acc:0.7982 Cost time:0.164 (0.174)s Data time:0.001 (0.003) Instances per second: 46.04 +[ 8008/27610 (29%)] Loss: 1.0203 Acc:0.7990 Cost time:0.168 (0.174)s Data time:0.001 (0.003) Instances per second: 45.95 +[ 8408/27610 (30%)] Loss: 1.0190 Acc:0.7993 Cost time:0.162 (0.174)s Data time:0.002 (0.003) Instances per second: 46.11 +[ 8808/27610 (32%)] Loss: 1.0138 Acc:0.8006 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 46.00 +[ 9208/27610 (33%)] Loss: 1.0155 Acc:0.8002 Cost time:0.221 (0.174)s Data time:0.010 (0.003) Instances per second: 46.01 +[ 9608/27610 (35%)] Loss: 1.0033 Acc:0.8028 Cost time:0.178 (0.174)s Data time:0.002 (0.003) Instances per second: 46.09 +[10008/27610 (36%)] Loss: 1.0049 Acc:0.8026 Cost time:0.165 (0.174)s Data time:0.001 (0.003) Instances per second: 46.04 +[10408/27610 (38%)] Loss: 0.9996 Acc:0.8035 Cost time:0.152 (0.173)s Data time:0.002 (0.003) Instances per second: 46.17 +[10808/27610 (39%)] Loss: 1.0030 Acc:0.8022 Cost time:0.156 (0.174)s Data time:0.001 (0.003) Instances per second: 46.08 +[11208/27610 (41%)] Loss: 1.0036 Acc:0.8026 Cost time:0.195 (0.173)s Data time:0.002 (0.003) Instances per second: 46.12 +[11608/27610 (42%)] Loss: 0.9989 Acc:0.8036 Cost time:0.163 (0.173)s Data time:0.001 (0.003) Instances per second: 46.17 +[12008/27610 (43%)] Loss: 0.9988 Acc:0.8035 Cost time:0.143 (0.173)s Data time:0.002 (0.003) Instances per second: 46.14 +[12408/27610 (45%)] Loss: 1.0018 Acc:0.8029 Cost time:0.180 (0.173)s Data time:0.009 (0.003) Instances per second: 46.25 +[12808/27610 (46%)] Loss: 0.9980 Acc:0.8033 Cost time:0.155 (0.173)s Data time:0.001 (0.003) Instances per second: 46.19 +[13208/27610 (48%)] Loss: 1.0013 Acc:0.8022 Cost time:0.204 (0.173)s Data time:0.012 (0.003) Instances per second: 46.25 +[13608/27610 (49%)] Loss: 0.9976 Acc:0.8029 Cost time:0.158 (0.173)s Data time:0.002 (0.003) Instances per second: 46.22 +[14008/27610 (51%)] Loss: 1.0006 Acc:0.8021 Cost time:0.216 (0.173)s Data time:0.002 (0.003) Instances per second: 46.16 +[14408/27610 (52%)] Loss: 0.9996 Acc:0.8023 Cost time:0.155 (0.173)s Data time:0.001 (0.003) Instances per second: 46.25 +[14808/27610 (54%)] Loss: 0.9987 Acc:0.8028 Cost time:0.152 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[15208/27610 (55%)] Loss: 0.9957 Acc:0.8033 Cost time:0.225 (0.173)s Data time:0.011 (0.003) Instances per second: 46.29 +[15608/27610 (57%)] Loss: 0.9969 Acc:0.8031 Cost time:0.167 (0.173)s Data time:0.001 (0.003) Instances per second: 46.25 +[16008/27610 (58%)] Loss: 0.9965 Acc:0.8032 Cost time:0.214 (0.173)s Data time:0.009 (0.003) Instances per second: 46.23 +[16408/27610 (59%)] Loss: 0.9983 Acc:0.8030 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[16808/27610 (61%)] Loss: 0.9955 Acc:0.8035 Cost time:0.169 (0.173)s Data time:0.002 (0.003) Instances per second: 46.23 +[17208/27610 (62%)] Loss: 0.9979 Acc:0.8027 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.31 +[17608/27610 (64%)] Loss: 0.9975 Acc:0.8032 Cost time:0.147 (0.173)s Data time:0.002 (0.003) Instances per second: 46.28 +[18008/27610 (65%)] Loss: 1.0021 Acc:0.8019 Cost time:0.203 (0.173)s Data time:0.011 (0.003) Instances per second: 46.29 +[18408/27610 (67%)] Loss: 0.9978 Acc:0.8032 Cost time:0.177 (0.173)s Data time:0.002 (0.003) Instances per second: 46.29 +[18808/27610 (68%)] Loss: 0.9946 Acc:0.8039 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.24 +[19208/27610 (70%)] Loss: 0.9957 Acc:0.8036 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[19608/27610 (71%)] Loss: 0.9957 Acc:0.8038 Cost time:0.169 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[20008/27610 (72%)] Loss: 0.9934 Acc:0.8043 Cost time:0.181 (0.173)s Data time:0.011 (0.003) Instances per second: 46.30 +[20408/27610 (74%)] Loss: 0.9917 Acc:0.8051 Cost time:0.164 (0.173)s Data time:0.002 (0.003) Instances per second: 46.30 +[20808/27610 (75%)] Loss: 0.9922 Acc:0.8052 Cost time:0.156 (0.173)s Data time:0.001 (0.003) Instances per second: 46.25 +[21208/27610 (77%)] Loss: 0.9915 Acc:0.8054 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.31 +[21608/27610 (78%)] Loss: 0.9934 Acc:0.8049 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[22008/27610 (80%)] Loss: 0.9941 Acc:0.8048 Cost time:0.192 (0.173)s Data time:0.009 (0.003) Instances per second: 46.32 +[22408/27610 (81%)] Loss: 0.9937 Acc:0.8048 Cost time:0.164 (0.173)s Data time:0.001 (0.003) Instances per second: 46.30 +[22808/27610 (83%)] Loss: 0.9943 Acc:0.8047 Cost time:0.228 (0.173)s Data time:0.009 (0.003) Instances per second: 46.27 +[23208/27610 (84%)] Loss: 0.9955 Acc:0.8046 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[23608/27610 (85%)] Loss: 0.9936 Acc:0.8053 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[24008/27610 (87%)] Loss: 0.9935 Acc:0.8050 Cost time:0.212 (0.173)s Data time:0.002 (0.003) Instances per second: 46.33 +[24408/27610 (88%)] Loss: 0.9934 Acc:0.8051 Cost time:0.148 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[24808/27610 (90%)] Loss: 0.9935 Acc:0.8049 Cost time:0.209 (0.173)s Data time:0.008 (0.003) Instances per second: 46.27 +[25208/27610 (91%)] Loss: 0.9929 Acc:0.8051 Cost time:0.163 (0.173)s Data time:0.002 (0.003) Instances per second: 46.30 +[25608/27610 (93%)] Loss: 0.9944 Acc:0.8047 Cost time:0.148 (0.173)s Data time:0.001 (0.003) Instances per second: 46.27 +[26008/27610 (94%)] Loss: 0.9952 Acc:0.8045 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.33 +[26408/27610 (96%)] Loss: 0.9936 Acc:0.8050 Cost time:0.169 (0.173)s Data time:0.001 (0.003) Instances per second: 46.31 +[26808/27610 (97%)] Loss: 0.9943 Acc:0.8048 Cost time:0.202 (0.173)s Data time:0.008 (0.003) Instances per second: 46.32 +[27208/27610 (99%)] Loss: 0.9939 Acc:0.8050 Cost time:0.170 (0.173)s Data time:0.002 (0.003) Instances per second: 46.33 +[27608/27610 (100%)] Loss: 0.9950 Acc:0.8046 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.31 +[27610/27610 (100%)] Loss: 0.9950 Acc:0.8047 Cost time:0.575 (0.173)s Data time:0.002 (0.003) Instances per second: 46.27 +val Epoch: 65 Loss val: 0.8555 Acc val:0.8156, LR: 8.613310626523909e-05 +---------- +Epoch 66/99 +Current learning rate: 8.190142503906798e-05 +[ 8/27610 (0%)] Loss: 1.9152 Acc:0.6613 Cost time:0.349 (0.349)s Data time:0.144 (0.144) Instances per second: 22.94 +[ 408/27610 (1%)] Loss: 1.2048 Acc:0.7562 Cost time:0.214 (0.186)s Data time:0.003 (0.008) Instances per second: 42.93 +[ 808/27610 (3%)] Loss: 1.2042 Acc:0.7618 Cost time:0.217 (0.187)s Data time:0.010 (0.006) Instances per second: 42.70 +[ 1208/27610 (4%)] Loss: 1.1035 Acc:0.7833 Cost time:0.171 (0.180)s Data time:0.002 (0.005) Instances per second: 44.36 +[ 1608/27610 (6%)] Loss: 1.0728 Acc:0.7879 Cost time:0.164 (0.180)s Data time:0.001 (0.005) Instances per second: 44.38 +[ 2008/27610 (7%)] Loss: 1.0552 Acc:0.7925 Cost time:0.159 (0.177)s Data time:0.001 (0.004) Instances per second: 45.32 +[ 2408/27610 (9%)] Loss: 1.0794 Acc:0.7860 Cost time:0.156 (0.177)s Data time:0.001 (0.004) Instances per second: 45.13 +[ 2808/27610 (10%)] Loss: 1.0479 Acc:0.7918 Cost time:0.210 (0.176)s Data time:0.009 (0.004) Instances per second: 45.41 +[ 3208/27610 (12%)] Loss: 1.0250 Acc:0.7988 Cost time:0.163 (0.176)s Data time:0.001 (0.004) Instances per second: 45.57 +[ 3608/27610 (13%)] Loss: 1.0256 Acc:0.7986 Cost time:0.174 (0.176)s Data time:0.001 (0.004) Instances per second: 45.37 +[ 4008/27610 (14%)] Loss: 1.0335 Acc:0.7963 Cost time:0.156 (0.175)s Data time:0.002 (0.004) Instances per second: 45.78 +[ 4408/27610 (16%)] Loss: 1.0341 Acc:0.7960 Cost time:0.147 (0.175)s Data time:0.001 (0.004) Instances per second: 45.62 +[ 4808/27610 (17%)] Loss: 1.0283 Acc:0.7966 Cost time:0.212 (0.175)s Data time:0.010 (0.004) Instances per second: 45.81 +[ 5208/27610 (19%)] Loss: 1.0350 Acc:0.7954 Cost time:0.169 (0.175)s Data time:0.001 (0.003) Instances per second: 45.81 +[ 5608/27610 (20%)] Loss: 1.0459 Acc:0.7915 Cost time:0.203 (0.175)s Data time:0.002 (0.004) Instances per second: 45.78 +[ 6008/27610 (22%)] Loss: 1.0504 Acc:0.7908 Cost time:0.169 (0.174)s Data time:0.001 (0.003) Instances per second: 46.00 +[ 6408/27610 (23%)] Loss: 1.0465 Acc:0.7921 Cost time:0.175 (0.174)s Data time:0.002 (0.003) Instances per second: 45.87 +[ 6808/27610 (25%)] Loss: 1.0362 Acc:0.7942 Cost time:0.193 (0.174)s Data time:0.009 (0.003) Instances per second: 46.10 +[ 7208/27610 (26%)] Loss: 1.0293 Acc:0.7956 Cost time:0.158 (0.174)s Data time:0.002 (0.003) Instances per second: 46.00 +[ 7608/27610 (28%)] Loss: 1.0133 Acc:0.7992 Cost time:0.208 (0.174)s Data time:0.013 (0.003) Instances per second: 46.03 +[ 8008/27610 (29%)] Loss: 1.0098 Acc:0.8006 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.14 +[ 8408/27610 (30%)] Loss: 1.0047 Acc:0.8025 Cost time:0.180 (0.174)s Data time:0.001 (0.003) Instances per second: 46.07 +[ 8808/27610 (32%)] Loss: 1.0028 Acc:0.8031 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.22 +[ 9208/27610 (33%)] Loss: 0.9912 Acc:0.8056 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[ 9608/27610 (35%)] Loss: 0.9918 Acc:0.8049 Cost time:0.198 (0.173)s Data time:0.002 (0.003) Instances per second: 46.17 +[10008/27610 (36%)] Loss: 0.9938 Acc:0.8045 Cost time:0.169 (0.173)s Data time:0.002 (0.003) Instances per second: 46.21 +[10408/27610 (38%)] Loss: 1.0010 Acc:0.8030 Cost time:0.151 (0.173)s Data time:0.001 (0.003) Instances per second: 46.16 +[10808/27610 (39%)] Loss: 0.9978 Acc:0.8044 Cost time:0.170 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[11208/27610 (41%)] Loss: 0.9995 Acc:0.8038 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.25 +[11608/27610 (42%)] Loss: 0.9902 Acc:0.8056 Cost time:0.205 (0.173)s Data time:0.009 (0.003) Instances per second: 46.35 +[12008/27610 (43%)] Loss: 0.9847 Acc:0.8066 Cost time:0.170 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[12408/27610 (45%)] Loss: 0.9847 Acc:0.8066 Cost time:0.215 (0.173)s Data time:0.008 (0.003) Instances per second: 46.27 +[12808/27610 (46%)] Loss: 0.9813 Acc:0.8069 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[13208/27610 (48%)] Loss: 0.9764 Acc:0.8084 Cost time:0.155 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[13608/27610 (49%)] Loss: 0.9767 Acc:0.8080 Cost time:0.202 (0.173)s Data time:0.010 (0.003) Instances per second: 46.36 +[14008/27610 (51%)] Loss: 0.9775 Acc:0.8076 Cost time:0.156 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[14408/27610 (52%)] Loss: 0.9813 Acc:0.8063 Cost time:0.209 (0.173)s Data time:0.009 (0.003) Instances per second: 46.32 +[14808/27610 (54%)] Loss: 0.9783 Acc:0.8070 Cost time:0.152 (0.173)s Data time:0.001 (0.003) Instances per second: 46.38 +[15208/27610 (55%)] Loss: 0.9857 Acc:0.8056 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.31 +[15608/27610 (57%)] Loss: 0.9874 Acc:0.8051 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[16008/27610 (58%)] Loss: 0.9826 Acc:0.8064 Cost time:0.156 (0.173)s Data time:0.002 (0.003) Instances per second: 46.38 +[16408/27610 (59%)] Loss: 0.9843 Acc:0.8058 Cost time:0.197 (0.172)s Data time:0.010 (0.003) Instances per second: 46.41 +[16808/27610 (61%)] Loss: 0.9880 Acc:0.8054 Cost time:0.154 (0.172)s Data time:0.002 (0.003) Instances per second: 46.42 +[17208/27610 (62%)] Loss: 0.9930 Acc:0.8042 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[17608/27610 (64%)] Loss: 0.9947 Acc:0.8037 Cost time:0.158 (0.172)s Data time:0.002 (0.003) Instances per second: 46.46 +[18008/27610 (65%)] Loss: 0.9997 Acc:0.8027 Cost time:0.173 (0.172)s Data time:0.001 (0.003) Instances per second: 46.40 +[18408/27610 (67%)] Loss: 0.9985 Acc:0.8029 Cost time:0.217 (0.172)s Data time:0.012 (0.003) Instances per second: 46.44 +[18808/27610 (68%)] Loss: 0.9981 Acc:0.8030 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[19208/27610 (70%)] Loss: 0.9960 Acc:0.8034 Cost time:0.206 (0.173)s Data time:0.013 (0.003) Instances per second: 46.38 +[19608/27610 (71%)] Loss: 0.9980 Acc:0.8030 Cost time:0.162 (0.172)s Data time:0.002 (0.003) Instances per second: 46.45 +[20008/27610 (72%)] Loss: 1.0006 Acc:0.8025 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.41 +[20408/27610 (74%)] Loss: 0.9999 Acc:0.8026 Cost time:0.195 (0.172)s Data time:0.002 (0.003) Instances per second: 46.46 +[20808/27610 (75%)] Loss: 0.9976 Acc:0.8027 Cost time:0.164 (0.172)s Data time:0.002 (0.003) Instances per second: 46.44 +[21208/27610 (77%)] Loss: 1.0003 Acc:0.8022 Cost time:0.205 (0.172)s Data time:0.008 (0.003) Instances per second: 46.42 +[21608/27610 (78%)] Loss: 1.0005 Acc:0.8022 Cost time:0.153 (0.172)s Data time:0.002 (0.003) Instances per second: 46.46 +[22008/27610 (80%)] Loss: 1.0005 Acc:0.8024 Cost time:0.154 (0.172)s Data time:0.002 (0.003) Instances per second: 46.42 +[22408/27610 (81%)] Loss: 1.0004 Acc:0.8023 Cost time:0.173 (0.172)s Data time:0.001 (0.003) Instances per second: 46.48 +[22808/27610 (83%)] Loss: 0.9997 Acc:0.8026 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[23208/27610 (84%)] Loss: 0.9984 Acc:0.8030 Cost time:0.195 (0.172)s Data time:0.012 (0.003) Instances per second: 46.47 +[23608/27610 (85%)] Loss: 0.9975 Acc:0.8035 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[24008/27610 (87%)] Loss: 0.9951 Acc:0.8041 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[24408/27610 (88%)] Loss: 0.9959 Acc:0.8039 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[24808/27610 (90%)] Loss: 0.9956 Acc:0.8035 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[25208/27610 (91%)] Loss: 0.9995 Acc:0.8025 Cost time:0.184 (0.172)s Data time:0.002 (0.003) Instances per second: 46.50 +[25608/27610 (93%)] Loss: 1.0007 Acc:0.8022 Cost time:0.151 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[26008/27610 (94%)] Loss: 1.0027 Acc:0.8018 Cost time:0.209 (0.172)s Data time:0.002 (0.003) Instances per second: 46.46 +[26408/27610 (96%)] Loss: 1.0021 Acc:0.8020 Cost time:0.147 (0.172)s Data time:0.002 (0.003) Instances per second: 46.51 +[26808/27610 (97%)] Loss: 1.0035 Acc:0.8016 Cost time:0.160 (0.172)s Data time:0.002 (0.003) Instances per second: 46.48 +[27208/27610 (99%)] Loss: 1.0027 Acc:0.8018 Cost time:0.190 (0.172)s Data time:0.002 (0.003) Instances per second: 46.53 +[27608/27610 (100%)] Loss: 1.0020 Acc:0.8020 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.51 +[27610/27610 (100%)] Loss: 1.0019 Acc:0.8020 Cost time:0.111 (0.172)s Data time:0.002 (0.003) Instances per second: 46.51 +val Epoch: 66 Loss val: 0.8625 Acc val:0.8133, LR: 8.190142503906798e-05 +---------- +Epoch 67/99 +Current learning rate: 7.773694888474267e-05 +[ 8/27610 (0%)] Loss: 0.4089 Acc:0.9559 Cost time:0.577 (0.577)s Data time:0.233 (0.233) Instances per second: 13.86 +[ 408/27610 (1%)] Loss: 0.8523 Acc:0.8437 Cost time:0.202 (0.182)s Data time:0.002 (0.006) Instances per second: 44.05 +[ 808/27610 (3%)] Loss: 0.9308 Acc:0.8224 Cost time:0.165 (0.191)s Data time:0.001 (0.005) Instances per second: 41.99 +[ 1208/27610 (4%)] Loss: 0.9133 Acc:0.8289 Cost time:0.189 (0.181)s Data time:0.002 (0.004) Instances per second: 44.25 +[ 1608/27610 (6%)] Loss: 0.8794 Acc:0.8334 Cost time:0.165 (0.180)s Data time:0.001 (0.004) Instances per second: 44.35 +[ 2008/27610 (7%)] Loss: 0.9062 Acc:0.8276 Cost time:0.215 (0.179)s Data time:0.012 (0.004) Instances per second: 44.69 +[ 2408/27610 (9%)] Loss: 0.9136 Acc:0.8260 Cost time:0.162 (0.177)s Data time:0.001 (0.004) Instances per second: 45.28 +[ 2808/27610 (10%)] Loss: 0.9351 Acc:0.8171 Cost time:0.165 (0.177)s Data time:0.001 (0.004) Instances per second: 45.18 +[ 3208/27610 (12%)] Loss: 0.9340 Acc:0.8167 Cost time:0.151 (0.175)s Data time:0.001 (0.004) Instances per second: 45.76 +[ 3608/27610 (13%)] Loss: 0.9305 Acc:0.8196 Cost time:0.156 (0.176)s Data time:0.002 (0.004) Instances per second: 45.58 +[ 4008/27610 (14%)] Loss: 0.9476 Acc:0.8151 Cost time:0.197 (0.175)s Data time:0.008 (0.004) Instances per second: 45.75 +[ 4408/27610 (16%)] Loss: 0.9612 Acc:0.8124 Cost time:0.154 (0.175)s Data time:0.002 (0.004) Instances per second: 45.83 +[ 4808/27610 (17%)] Loss: 0.9614 Acc:0.8129 Cost time:0.171 (0.175)s Data time:0.001 (0.004) Instances per second: 45.67 +[ 5208/27610 (19%)] Loss: 0.9476 Acc:0.8160 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 45.94 +[ 5608/27610 (20%)] Loss: 0.9518 Acc:0.8155 Cost time:0.145 (0.175)s Data time:0.001 (0.004) Instances per second: 45.82 +[ 6008/27610 (22%)] Loss: 0.9504 Acc:0.8161 Cost time:0.195 (0.174)s Data time:0.009 (0.003) Instances per second: 45.95 +[ 6408/27610 (23%)] Loss: 0.9522 Acc:0.8166 Cost time:0.154 (0.174)s Data time:0.001 (0.003) Instances per second: 45.99 +[ 6808/27610 (25%)] Loss: 0.9472 Acc:0.8173 Cost time:0.155 (0.174)s Data time:0.001 (0.004) Instances per second: 45.86 +[ 7208/27610 (26%)] Loss: 0.9512 Acc:0.8165 Cost time:0.160 (0.174)s Data time:0.001 (0.003) Instances per second: 46.08 +[ 7608/27610 (28%)] Loss: 0.9534 Acc:0.8157 Cost time:0.165 (0.174)s Data time:0.001 (0.003) Instances per second: 46.00 +[ 8008/27610 (29%)] Loss: 0.9590 Acc:0.8143 Cost time:0.197 (0.173)s Data time:0.004 (0.003) Instances per second: 46.15 +[ 8408/27610 (30%)] Loss: 0.9552 Acc:0.8157 Cost time:0.147 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[ 8808/27610 (32%)] Loss: 0.9505 Acc:0.8169 Cost time:0.227 (0.174)s Data time:0.009 (0.003) Instances per second: 46.05 +[ 9208/27610 (33%)] Loss: 0.9555 Acc:0.8152 Cost time:0.164 (0.173)s Data time:0.001 (0.003) Instances per second: 46.17 +[ 9608/27610 (35%)] Loss: 0.9497 Acc:0.8172 Cost time:0.171 (0.174)s Data time:0.001 (0.003) Instances per second: 46.10 +[10008/27610 (36%)] Loss: 0.9564 Acc:0.8147 Cost time:0.210 (0.173)s Data time:0.008 (0.003) Instances per second: 46.21 +[10408/27610 (38%)] Loss: 0.9657 Acc:0.8126 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.15 +[10808/27610 (39%)] Loss: 0.9664 Acc:0.8121 Cost time:0.214 (0.173)s Data time:0.010 (0.003) Instances per second: 46.15 +[11208/27610 (41%)] Loss: 0.9690 Acc:0.8115 Cost time:0.152 (0.173)s Data time:0.001 (0.003) Instances per second: 46.23 +[11608/27610 (42%)] Loss: 0.9683 Acc:0.8119 Cost time:0.170 (0.173)s Data time:0.001 (0.003) Instances per second: 46.18 +[12008/27610 (43%)] Loss: 0.9683 Acc:0.8117 Cost time:0.163 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[12408/27610 (45%)] Loss: 0.9700 Acc:0.8114 Cost time:0.160 (0.173)s Data time:0.002 (0.003) Instances per second: 46.25 +[12808/27610 (46%)] Loss: 0.9737 Acc:0.8107 Cost time:0.206 (0.173)s Data time:0.009 (0.003) Instances per second: 46.27 +[13208/27610 (48%)] Loss: 0.9769 Acc:0.8099 Cost time:0.152 (0.173)s Data time:0.001 (0.003) Instances per second: 46.30 +[13608/27610 (49%)] Loss: 0.9748 Acc:0.8101 Cost time:0.155 (0.173)s Data time:0.001 (0.003) Instances per second: 46.24 +[14008/27610 (51%)] Loss: 0.9743 Acc:0.8100 Cost time:0.160 (0.173)s Data time:0.002 (0.003) Instances per second: 46.34 +[14408/27610 (52%)] Loss: 0.9798 Acc:0.8090 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[14808/27610 (54%)] Loss: 0.9775 Acc:0.8097 Cost time:0.215 (0.173)s Data time:0.009 (0.003) Instances per second: 46.33 +[15208/27610 (55%)] Loss: 0.9756 Acc:0.8105 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.33 +[15608/27610 (57%)] Loss: 0.9693 Acc:0.8121 Cost time:0.224 (0.173)s Data time:0.010 (0.003) Instances per second: 46.27 +[16008/27610 (58%)] Loss: 0.9664 Acc:0.8129 Cost time:0.150 (0.173)s Data time:0.001 (0.003) Instances per second: 46.35 +[16408/27610 (59%)] Loss: 0.9722 Acc:0.8110 Cost time:0.176 (0.173)s Data time:0.002 (0.003) Instances per second: 46.32 +[16808/27610 (61%)] Loss: 0.9689 Acc:0.8117 Cost time:0.206 (0.172)s Data time:0.013 (0.003) Instances per second: 46.38 +[17208/27610 (62%)] Loss: 0.9683 Acc:0.8117 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.35 +[17608/27610 (64%)] Loss: 0.9659 Acc:0.8122 Cost time:0.220 (0.173)s Data time:0.008 (0.003) Instances per second: 46.35 +[18008/27610 (65%)] Loss: 0.9656 Acc:0.8122 Cost time:0.150 (0.172)s Data time:0.001 (0.003) Instances per second: 46.39 +[18408/27610 (67%)] Loss: 0.9693 Acc:0.8114 Cost time:0.167 (0.173)s Data time:0.001 (0.003) Instances per second: 46.35 +[18808/27610 (68%)] Loss: 0.9671 Acc:0.8119 Cost time:0.149 (0.172)s Data time:0.002 (0.003) Instances per second: 46.41 +[19208/27610 (70%)] Loss: 0.9700 Acc:0.8111 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[19608/27610 (71%)] Loss: 0.9697 Acc:0.8114 Cost time:0.202 (0.172)s Data time:0.010 (0.003) Instances per second: 46.40 +[20008/27610 (72%)] Loss: 0.9664 Acc:0.8119 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.41 +[20408/27610 (74%)] Loss: 0.9690 Acc:0.8117 Cost time:0.151 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[20808/27610 (75%)] Loss: 0.9642 Acc:0.8127 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.44 +[21208/27610 (77%)] Loss: 0.9626 Acc:0.8129 Cost time:0.162 (0.172)s Data time:0.002 (0.003) Instances per second: 46.42 +[21608/27610 (78%)] Loss: 0.9598 Acc:0.8136 Cost time:0.196 (0.172)s Data time:0.008 (0.003) Instances per second: 46.46 +[22008/27610 (80%)] Loss: 0.9647 Acc:0.8124 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[22408/27610 (81%)] Loss: 0.9642 Acc:0.8125 Cost time:0.228 (0.172)s Data time:0.008 (0.003) Instances per second: 46.41 +[22808/27610 (83%)] Loss: 0.9657 Acc:0.8122 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[23208/27610 (84%)] Loss: 0.9708 Acc:0.8109 Cost time:0.178 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[23608/27610 (85%)] Loss: 0.9744 Acc:0.8100 Cost time:0.191 (0.172)s Data time:0.008 (0.003) Instances per second: 46.47 +[24008/27610 (87%)] Loss: 0.9783 Acc:0.8092 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[24408/27610 (88%)] Loss: 0.9786 Acc:0.8092 Cost time:0.202 (0.172)s Data time:0.010 (0.003) Instances per second: 46.44 +[24808/27610 (90%)] Loss: 0.9804 Acc:0.8089 Cost time:0.166 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[25208/27610 (91%)] Loss: 0.9817 Acc:0.8085 Cost time:0.163 (0.172)s Data time:0.002 (0.003) Instances per second: 46.45 +[25608/27610 (93%)] Loss: 0.9790 Acc:0.8092 Cost time:0.153 (0.172)s Data time:0.002 (0.003) Instances per second: 46.50 +[26008/27610 (94%)] Loss: 0.9803 Acc:0.8085 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[26408/27610 (96%)] Loss: 0.9805 Acc:0.8085 Cost time:0.208 (0.172)s Data time:0.002 (0.003) Instances per second: 46.48 +[26808/27610 (97%)] Loss: 0.9797 Acc:0.8089 Cost time:0.169 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[27208/27610 (99%)] Loss: 0.9772 Acc:0.8097 Cost time:0.166 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[27608/27610 (100%)] Loss: 0.9732 Acc:0.8105 Cost time:0.148 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[27610/27610 (100%)] Loss: 0.9732 Acc:0.8105 Cost time:0.114 (0.172)s Data time:0.002 (0.003) Instances per second: 46.52 +val Epoch: 67 Loss val: 0.8782 Acc val:0.8162, LR: 7.773694888474267e-05 +---------- +Epoch 68/99 +Current learning rate: 7.364378763744429e-05 +[ 8/27610 (0%)] Loss: 2.1575 Acc:0.5720 Cost time:0.330 (0.330)s Data time:0.150 (0.150) Instances per second: 24.23 +[ 408/27610 (1%)] Loss: 0.9622 Acc:0.8102 Cost time:0.183 (0.164)s Data time:0.002 (0.005) Instances per second: 48.73 +[ 808/27610 (3%)] Loss: 1.0205 Acc:0.7924 Cost time:0.162 (0.186)s Data time:0.002 (0.004) Instances per second: 42.98 +[ 1208/27610 (4%)] Loss: 1.0068 Acc:0.8013 Cost time:0.168 (0.184)s Data time:0.001 (0.004) Instances per second: 43.47 +[ 1608/27610 (6%)] Loss: 0.9939 Acc:0.8060 Cost time:0.172 (0.178)s Data time:0.001 (0.003) Instances per second: 44.94 +[ 2008/27610 (7%)] Loss: 0.9693 Acc:0.8116 Cost time:0.154 (0.178)s Data time:0.001 (0.004) Instances per second: 44.91 +[ 2408/27610 (9%)] Loss: 0.9910 Acc:0.8030 Cost time:0.198 (0.176)s Data time:0.010 (0.003) Instances per second: 45.51 +[ 2808/27610 (10%)] Loss: 1.0112 Acc:0.8006 Cost time:0.167 (0.175)s Data time:0.001 (0.003) Instances per second: 45.59 +[ 3208/27610 (12%)] Loss: 1.0297 Acc:0.7998 Cost time:0.217 (0.175)s Data time:0.014 (0.004) Instances per second: 45.62 +[ 3608/27610 (13%)] Loss: 1.0386 Acc:0.7954 Cost time:0.160 (0.174)s Data time:0.001 (0.003) Instances per second: 45.99 +[ 4008/27610 (14%)] Loss: 1.0294 Acc:0.7979 Cost time:0.167 (0.175)s Data time:0.001 (0.003) Instances per second: 45.83 +[ 4408/27610 (16%)] Loss: 1.0095 Acc:0.8032 Cost time:0.156 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[ 4808/27610 (17%)] Loss: 1.0020 Acc:0.8056 Cost time:0.164 (0.174)s Data time:0.001 (0.003) Instances per second: 46.09 +[ 5208/27610 (19%)] Loss: 0.9868 Acc:0.8092 Cost time:0.192 (0.174)s Data time:0.012 (0.003) Instances per second: 46.11 +[ 5608/27610 (20%)] Loss: 0.9832 Acc:0.8101 Cost time:0.169 (0.173)s Data time:0.001 (0.003) Instances per second: 46.23 +[ 6008/27610 (22%)] Loss: 0.9725 Acc:0.8125 Cost time:0.158 (0.174)s Data time:0.002 (0.003) Instances per second: 46.09 +[ 6408/27610 (23%)] Loss: 0.9758 Acc:0.8114 Cost time:0.167 (0.173)s Data time:0.001 (0.003) Instances per second: 46.31 +[ 6808/27610 (25%)] Loss: 0.9951 Acc:0.8075 Cost time:0.169 (0.173)s Data time:0.001 (0.003) Instances per second: 46.20 +[ 7208/27610 (26%)] Loss: 0.9989 Acc:0.8060 Cost time:0.224 (0.173)s Data time:0.008 (0.003) Instances per second: 46.25 +[ 7608/27610 (28%)] Loss: 0.9920 Acc:0.8072 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.31 +[ 8008/27610 (29%)] Loss: 0.9953 Acc:0.8059 Cost time:0.155 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[ 8408/27610 (30%)] Loss: 0.9837 Acc:0.8082 Cost time:0.168 (0.173)s Data time:0.001 (0.003) Instances per second: 46.38 +[ 8808/27610 (32%)] Loss: 0.9817 Acc:0.8088 Cost time:0.165 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[ 9208/27610 (33%)] Loss: 0.9734 Acc:0.8106 Cost time:0.181 (0.172)s Data time:0.002 (0.003) Instances per second: 46.38 +[ 9608/27610 (35%)] Loss: 0.9679 Acc:0.8113 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[10008/27610 (36%)] Loss: 0.9646 Acc:0.8119 Cost time:0.186 (0.173)s Data time:0.009 (0.003) Instances per second: 46.27 +[10408/27610 (38%)] Loss: 0.9629 Acc:0.8123 Cost time:0.162 (0.172)s Data time:0.002 (0.003) Instances per second: 46.41 +[10808/27610 (39%)] Loss: 0.9619 Acc:0.8130 Cost time:0.171 (0.173)s Data time:0.001 (0.003) Instances per second: 46.35 +[11208/27610 (41%)] Loss: 0.9593 Acc:0.8137 Cost time:0.195 (0.172)s Data time:0.008 (0.003) Instances per second: 46.42 +[11608/27610 (42%)] Loss: 0.9562 Acc:0.8142 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.39 +[12008/27610 (43%)] Loss: 0.9514 Acc:0.8156 Cost time:0.208 (0.172)s Data time:0.008 (0.003) Instances per second: 46.38 +[12408/27610 (45%)] Loss: 0.9515 Acc:0.8156 Cost time:0.171 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[12808/27610 (46%)] Loss: 0.9555 Acc:0.8151 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[13208/27610 (48%)] Loss: 0.9639 Acc:0.8130 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.51 +[13608/27610 (49%)] Loss: 0.9641 Acc:0.8131 Cost time:0.165 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[14008/27610 (51%)] Loss: 0.9656 Acc:0.8131 Cost time:0.209 (0.172)s Data time:0.009 (0.003) Instances per second: 46.48 +[14408/27610 (52%)] Loss: 0.9608 Acc:0.8146 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[14808/27610 (54%)] Loss: 0.9618 Acc:0.8143 Cost time:0.147 (0.172)s Data time:0.001 (0.003) Instances per second: 46.43 +[15208/27610 (55%)] Loss: 0.9668 Acc:0.8129 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[15608/27610 (57%)] Loss: 0.9606 Acc:0.8143 Cost time:0.165 (0.172)s Data time:0.001 (0.003) Instances per second: 46.48 +[16008/27610 (58%)] Loss: 0.9652 Acc:0.8134 Cost time:0.201 (0.172)s Data time:0.010 (0.003) Instances per second: 46.53 +[16408/27610 (59%)] Loss: 0.9638 Acc:0.8140 Cost time:0.142 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[16808/27610 (61%)] Loss: 0.9608 Acc:0.8145 Cost time:0.190 (0.172)s Data time:0.011 (0.003) Instances per second: 46.48 +[17208/27610 (62%)] Loss: 0.9693 Acc:0.8125 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.57 +[17608/27610 (64%)] Loss: 0.9711 Acc:0.8120 Cost time:0.169 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[18008/27610 (65%)] Loss: 0.9698 Acc:0.8122 Cost time:0.203 (0.172)s Data time:0.009 (0.003) Instances per second: 46.60 +[18408/27610 (67%)] Loss: 0.9637 Acc:0.8138 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[18808/27610 (68%)] Loss: 0.9622 Acc:0.8143 Cost time:0.218 (0.172)s Data time:0.010 (0.003) Instances per second: 46.52 +[19208/27610 (70%)] Loss: 0.9635 Acc:0.8139 Cost time:0.168 (0.172)s Data time:0.001 (0.003) Instances per second: 46.56 +[19608/27610 (71%)] Loss: 0.9652 Acc:0.8133 Cost time:0.166 (0.172)s Data time:0.001 (0.003) Instances per second: 46.51 +[20008/27610 (72%)] Loss: 0.9673 Acc:0.8129 Cost time:0.160 (0.172)s Data time:0.002 (0.003) Instances per second: 46.57 +[20408/27610 (74%)] Loss: 0.9681 Acc:0.8129 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[20808/27610 (75%)] Loss: 0.9665 Acc:0.8133 Cost time:0.205 (0.172)s Data time:0.008 (0.003) Instances per second: 46.53 +[21208/27610 (77%)] Loss: 0.9681 Acc:0.8127 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.55 +[21608/27610 (78%)] Loss: 0.9709 Acc:0.8118 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.51 +[22008/27610 (80%)] Loss: 0.9727 Acc:0.8112 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.57 +[22408/27610 (81%)] Loss: 0.9714 Acc:0.8113 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[22808/27610 (83%)] Loss: 0.9705 Acc:0.8115 Cost time:0.196 (0.172)s Data time:0.011 (0.003) Instances per second: 46.56 +[23208/27610 (84%)] Loss: 0.9705 Acc:0.8115 Cost time:0.152 (0.172)s Data time:0.002 (0.003) Instances per second: 46.56 +[23608/27610 (85%)] Loss: 0.9648 Acc:0.8128 Cost time:0.160 (0.172)s Data time:0.002 (0.003) Instances per second: 46.52 +[24008/27610 (87%)] Loss: 0.9658 Acc:0.8125 Cost time:0.146 (0.172)s Data time:0.001 (0.003) Instances per second: 46.59 +[24408/27610 (88%)] Loss: 0.9675 Acc:0.8120 Cost time:0.159 (0.172)s Data time:0.002 (0.003) Instances per second: 46.56 +[24808/27610 (90%)] Loss: 0.9693 Acc:0.8115 Cost time:0.194 (0.172)s Data time:0.001 (0.003) Instances per second: 46.59 +[25208/27610 (91%)] Loss: 0.9668 Acc:0.8119 Cost time:0.165 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[25608/27610 (93%)] Loss: 0.9693 Acc:0.8114 Cost time:0.225 (0.172)s Data time:0.008 (0.003) Instances per second: 46.56 +[26008/27610 (94%)] Loss: 0.9720 Acc:0.8108 Cost time:0.150 (0.172)s Data time:0.001 (0.003) Instances per second: 46.59 +[26408/27610 (96%)] Loss: 0.9704 Acc:0.8113 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.57 +[26808/27610 (97%)] Loss: 0.9704 Acc:0.8113 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.62 +[27208/27610 (99%)] Loss: 0.9723 Acc:0.8109 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[27608/27610 (100%)] Loss: 0.9744 Acc:0.8103 Cost time:0.173 (0.172)s Data time:0.002 (0.003) Instances per second: 46.59 +[27610/27610 (100%)] Loss: 0.9745 Acc:0.8103 Cost time:0.131 (0.172)s Data time:0.003 (0.003) Instances per second: 46.59 +val Epoch: 68 Loss val: 0.8673 Acc val:0.8164, LR: 7.364378763744429e-05 +---------- +Epoch 69/99 +Current learning rate: 6.962598075315046e-05 +[ 8/27610 (0%)] Loss: 0.5092 Acc:0.9478 Cost time:0.346 (0.346)s Data time:0.154 (0.154) Instances per second: 23.15 +[ 408/27610 (1%)] Loss: 1.0120 Acc:0.8116 Cost time:0.219 (0.185)s Data time:0.001 (0.008) Instances per second: 43.28 +[ 808/27610 (3%)] Loss: 0.9034 Acc:0.8298 Cost time:0.162 (0.180)s Data time:0.001 (0.005) Instances per second: 44.38 +[ 1208/27610 (4%)] Loss: 0.8434 Acc:0.8461 Cost time:0.167 (0.181)s Data time:0.002 (0.005) Instances per second: 44.24 +[ 1608/27610 (6%)] Loss: 0.8792 Acc:0.8382 Cost time:0.190 (0.179)s Data time:0.009 (0.004) Instances per second: 44.76 +[ 2008/27610 (7%)] Loss: 0.8786 Acc:0.8366 Cost time:0.152 (0.176)s Data time:0.001 (0.004) Instances per second: 45.36 +[ 2408/27610 (9%)] Loss: 0.8689 Acc:0.8365 Cost time:0.158 (0.177)s Data time:0.001 (0.004) Instances per second: 45.24 +[ 2808/27610 (10%)] Loss: 0.9011 Acc:0.8301 Cost time:0.154 (0.174)s Data time:0.001 (0.004) Instances per second: 45.90 +[ 3208/27610 (12%)] Loss: 0.8878 Acc:0.8328 Cost time:0.155 (0.175)s Data time:0.001 (0.004) Instances per second: 45.76 +[ 3608/27610 (13%)] Loss: 0.8839 Acc:0.8338 Cost time:0.202 (0.174)s Data time:0.008 (0.003) Instances per second: 46.05 +[ 4008/27610 (14%)] Loss: 0.8973 Acc:0.8313 Cost time:0.165 (0.174)s Data time:0.002 (0.003) Instances per second: 46.08 +[ 4408/27610 (16%)] Loss: 0.8927 Acc:0.8321 Cost time:0.163 (0.174)s Data time:0.001 (0.003) Instances per second: 45.95 +[ 4808/27610 (17%)] Loss: 0.8957 Acc:0.8319 Cost time:0.169 (0.173)s Data time:0.001 (0.003) Instances per second: 46.24 +[ 5208/27610 (19%)] Loss: 0.9195 Acc:0.8251 Cost time:0.161 (0.174)s Data time:0.001 (0.003) Instances per second: 46.06 +[ 5608/27610 (20%)] Loss: 0.9321 Acc:0.8221 Cost time:0.184 (0.173)s Data time:0.001 (0.003) Instances per second: 46.24 +[ 6008/27610 (22%)] Loss: 0.9560 Acc:0.8155 Cost time:0.156 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[ 6408/27610 (23%)] Loss: 0.9680 Acc:0.8126 Cost time:0.233 (0.173)s Data time:0.010 (0.003) Instances per second: 46.17 +[ 6808/27610 (25%)] Loss: 0.9672 Acc:0.8126 Cost time:0.153 (0.173)s Data time:0.002 (0.003) Instances per second: 46.34 +[ 7208/27610 (26%)] Loss: 0.9678 Acc:0.8132 Cost time:0.165 (0.173)s Data time:0.002 (0.003) Instances per second: 46.25 +[ 7608/27610 (28%)] Loss: 0.9734 Acc:0.8116 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[ 8008/27610 (29%)] Loss: 0.9720 Acc:0.8121 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.31 +[ 8408/27610 (30%)] Loss: 0.9763 Acc:0.8117 Cost time:0.200 (0.173)s Data time:0.013 (0.003) Instances per second: 46.33 +[ 8808/27610 (32%)] Loss: 0.9777 Acc:0.8114 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.40 +[ 9208/27610 (33%)] Loss: 0.9941 Acc:0.8074 Cost time:0.145 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[ 9608/27610 (35%)] Loss: 0.9871 Acc:0.8094 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[10008/27610 (36%)] Loss: 0.9777 Acc:0.8119 Cost time:0.146 (0.172)s Data time:0.002 (0.003) Instances per second: 46.39 +[10408/27610 (38%)] Loss: 0.9786 Acc:0.8114 Cost time:0.191 (0.172)s Data time:0.009 (0.003) Instances per second: 46.45 +[10808/27610 (39%)] Loss: 0.9755 Acc:0.8121 Cost time:0.160 (0.172)s Data time:0.002 (0.003) Instances per second: 46.45 +[11208/27610 (41%)] Loss: 0.9756 Acc:0.8123 Cost time:0.172 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[11608/27610 (42%)] Loss: 0.9751 Acc:0.8113 Cost time:0.166 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[12008/27610 (43%)] Loss: 0.9778 Acc:0.8104 Cost time:0.172 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[12408/27610 (45%)] Loss: 0.9719 Acc:0.8118 Cost time:0.195 (0.172)s Data time:0.002 (0.003) Instances per second: 46.52 +[12808/27610 (46%)] Loss: 0.9783 Acc:0.8099 Cost time:0.172 (0.172)s Data time:0.001 (0.003) Instances per second: 46.48 +[13208/27610 (48%)] Loss: 0.9765 Acc:0.8102 Cost time:0.191 (0.172)s Data time:0.002 (0.003) Instances per second: 46.46 +[13608/27610 (49%)] Loss: 0.9746 Acc:0.8107 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[14008/27610 (51%)] Loss: 0.9742 Acc:0.8109 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[14408/27610 (52%)] Loss: 0.9743 Acc:0.8110 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.57 +[14808/27610 (54%)] Loss: 0.9759 Acc:0.8102 Cost time:0.145 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[15208/27610 (55%)] Loss: 0.9738 Acc:0.8102 Cost time:0.194 (0.172)s Data time:0.007 (0.003) Instances per second: 46.53 +[15608/27610 (57%)] Loss: 0.9734 Acc:0.8098 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.55 +[16008/27610 (58%)] Loss: 0.9734 Acc:0.8099 Cost time:0.146 (0.172)s Data time:0.001 (0.003) Instances per second: 46.51 +[16408/27610 (59%)] Loss: 0.9746 Acc:0.8097 Cost time:0.172 (0.172)s Data time:0.001 (0.003) Instances per second: 46.57 +[16808/27610 (61%)] Loss: 0.9733 Acc:0.8098 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.51 +[17208/27610 (62%)] Loss: 0.9769 Acc:0.8091 Cost time:0.198 (0.172)s Data time:0.013 (0.003) Instances per second: 46.52 +[17608/27610 (64%)] Loss: 0.9731 Acc:0.8100 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[18008/27610 (65%)] Loss: 0.9722 Acc:0.8102 Cost time:0.164 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[18408/27610 (67%)] Loss: 0.9710 Acc:0.8109 Cost time:0.157 (0.172)s Data time:0.002 (0.003) Instances per second: 46.55 +[18808/27610 (68%)] Loss: 0.9688 Acc:0.8112 Cost time:0.165 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[19208/27610 (70%)] Loss: 0.9689 Acc:0.8113 Cost time:0.205 (0.172)s Data time:0.009 (0.003) Instances per second: 46.53 +[19608/27610 (71%)] Loss: 0.9683 Acc:0.8119 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[20008/27610 (72%)] Loss: 0.9695 Acc:0.8116 Cost time:0.205 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[20408/27610 (74%)] Loss: 0.9702 Acc:0.8117 Cost time:0.151 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[20808/27610 (75%)] Loss: 0.9733 Acc:0.8111 Cost time:0.188 (0.172)s Data time:0.012 (0.003) Instances per second: 46.50 +[21208/27610 (77%)] Loss: 0.9729 Acc:0.8112 Cost time:0.144 (0.172)s Data time:0.002 (0.003) Instances per second: 46.57 +[21608/27610 (78%)] Loss: 0.9747 Acc:0.8109 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[22008/27610 (80%)] Loss: 0.9730 Acc:0.8114 Cost time:0.207 (0.172)s Data time:0.009 (0.003) Instances per second: 46.53 +[22408/27610 (81%)] Loss: 0.9703 Acc:0.8120 Cost time:0.164 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[22808/27610 (83%)] Loss: 0.9693 Acc:0.8122 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[23208/27610 (84%)] Loss: 0.9716 Acc:0.8115 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.57 +[23608/27610 (85%)] Loss: 0.9742 Acc:0.8111 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[24008/27610 (87%)] Loss: 0.9735 Acc:0.8112 Cost time:0.192 (0.172)s Data time:0.003 (0.003) Instances per second: 46.54 +[24408/27610 (88%)] Loss: 0.9743 Acc:0.8109 Cost time:0.149 (0.172)s Data time:0.001 (0.003) Instances per second: 46.55 +[24808/27610 (90%)] Loss: 0.9725 Acc:0.8114 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.51 +[25208/27610 (91%)] Loss: 0.9691 Acc:0.8123 Cost time:0.160 (0.172)s Data time:0.002 (0.003) Instances per second: 46.57 +[25608/27610 (93%)] Loss: 0.9661 Acc:0.8132 Cost time:0.161 (0.172)s Data time:0.002 (0.003) Instances per second: 46.54 +[26008/27610 (94%)] Loss: 0.9657 Acc:0.8133 Cost time:0.208 (0.172)s Data time:0.011 (0.003) Instances per second: 46.56 +[26408/27610 (96%)] Loss: 0.9659 Acc:0.8130 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.56 +[26808/27610 (97%)] Loss: 0.9648 Acc:0.8133 Cost time:0.201 (0.172)s Data time:0.002 (0.003) Instances per second: 46.54 +[27208/27610 (99%)] Loss: 0.9648 Acc:0.8134 Cost time:0.158 (0.172)s Data time:0.002 (0.003) Instances per second: 46.59 +[27608/27610 (100%)] Loss: 0.9646 Acc:0.8136 Cost time:0.148 (0.172)s Data time:0.001 (0.003) Instances per second: 46.57 +[27610/27610 (100%)] Loss: 0.9645 Acc:0.8136 Cost time:0.109 (0.172)s Data time:0.002 (0.003) Instances per second: 46.58 +val Epoch: 69 Loss val: 0.8618 Acc val:0.8167, LR: 6.962598075315046e-05 +---------- +Epoch 70/99 +Current learning rate: 6.568749332218038e-05 +[ 8/27610 (0%)] Loss: 0.7965 Acc:0.9013 Cost time:0.338 (0.338)s Data time:0.145 (0.145) Instances per second: 23.68 +[ 408/27610 (1%)] Loss: 1.0178 Acc:0.7923 Cost time:0.241 (0.192)s Data time:0.004 (0.007) Instances per second: 41.65 +[ 808/27610 (3%)] Loss: 0.8973 Acc:0.8211 Cost time:0.200 (0.192)s Data time:0.002 (0.006) Instances per second: 41.57 +[ 1208/27610 (4%)] Loss: 0.9336 Acc:0.8141 Cost time:0.159 (0.180)s Data time:0.001 (0.004) Instances per second: 44.34 +[ 1608/27610 (6%)] Loss: 0.9684 Acc:0.8084 Cost time:0.152 (0.180)s Data time:0.001 (0.004) Instances per second: 44.46 +[ 2008/27610 (7%)] Loss: 0.9663 Acc:0.8070 Cost time:0.205 (0.176)s Data time:0.004 (0.004) Instances per second: 45.40 +[ 2408/27610 (9%)] Loss: 0.9817 Acc:0.8040 Cost time:0.167 (0.177)s Data time:0.001 (0.004) Instances per second: 45.27 +[ 2808/27610 (10%)] Loss: 0.9818 Acc:0.8051 Cost time:0.200 (0.176)s Data time:0.009 (0.004) Instances per second: 45.49 +[ 3208/27610 (12%)] Loss: 0.9849 Acc:0.8072 Cost time:0.158 (0.175)s Data time:0.001 (0.004) Instances per second: 45.76 +[ 3608/27610 (13%)] Loss: 1.0039 Acc:0.8049 Cost time:0.174 (0.175)s Data time:0.001 (0.004) Instances per second: 45.63 +[ 4008/27610 (14%)] Loss: 1.0177 Acc:0.8018 Cost time:0.154 (0.174)s Data time:0.001 (0.004) Instances per second: 46.09 +[ 4408/27610 (16%)] Loss: 1.0190 Acc:0.8018 Cost time:0.153 (0.174)s Data time:0.002 (0.004) Instances per second: 45.96 +[ 4808/27610 (17%)] Loss: 1.0339 Acc:0.7973 Cost time:0.199 (0.173)s Data time:0.002 (0.004) Instances per second: 46.14 +[ 5208/27610 (19%)] Loss: 1.0237 Acc:0.7995 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[ 5608/27610 (20%)] Loss: 1.0339 Acc:0.7979 Cost time:0.154 (0.174)s Data time:0.001 (0.004) Instances per second: 46.07 +[ 6008/27610 (22%)] Loss: 1.0278 Acc:0.7993 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[ 6408/27610 (23%)] Loss: 1.0222 Acc:0.8015 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.24 +[ 6808/27610 (25%)] Loss: 1.0144 Acc:0.8037 Cost time:0.203 (0.172)s Data time:0.009 (0.003) Instances per second: 46.42 +[ 7208/27610 (26%)] Loss: 1.0048 Acc:0.8056 Cost time:0.153 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[ 7608/27610 (28%)] Loss: 1.0097 Acc:0.8044 Cost time:0.209 (0.173)s Data time:0.010 (0.003) Instances per second: 46.34 +[ 8008/27610 (29%)] Loss: 1.0105 Acc:0.8046 Cost time:0.169 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[ 8408/27610 (30%)] Loss: 1.0013 Acc:0.8071 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.41 +[ 8808/27610 (32%)] Loss: 1.0053 Acc:0.8061 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[ 9208/27610 (33%)] Loss: 1.0062 Acc:0.8061 Cost time:0.172 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[ 9608/27610 (35%)] Loss: 1.0108 Acc:0.8045 Cost time:0.229 (0.172)s Data time:0.008 (0.003) Instances per second: 46.51 +[10008/27610 (36%)] Loss: 1.0018 Acc:0.8066 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.57 +[10408/27610 (38%)] Loss: 0.9970 Acc:0.8077 Cost time:0.180 (0.172)s Data time:0.001 (0.003) Instances per second: 46.48 +[10808/27610 (39%)] Loss: 0.9975 Acc:0.8081 Cost time:0.166 (0.172)s Data time:0.002 (0.003) Instances per second: 46.62 +[11208/27610 (41%)] Loss: 0.9887 Acc:0.8099 Cost time:0.171 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[11608/27610 (42%)] Loss: 0.9981 Acc:0.8073 Cost time:0.195 (0.172)s Data time:0.002 (0.003) Instances per second: 46.62 +[12008/27610 (43%)] Loss: 0.9976 Acc:0.8073 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.59 +[12408/27610 (45%)] Loss: 0.9950 Acc:0.8078 Cost time:0.188 (0.172)s Data time:0.002 (0.003) Instances per second: 46.53 +[12808/27610 (46%)] Loss: 0.9941 Acc:0.8079 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.64 +[13208/27610 (48%)] Loss: 0.9908 Acc:0.8090 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[13608/27610 (49%)] Loss: 0.9942 Acc:0.8079 Cost time:0.213 (0.171)s Data time:0.002 (0.003) Instances per second: 46.65 +[14008/27610 (51%)] Loss: 0.9968 Acc:0.8072 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.61 +[14408/27610 (52%)] Loss: 1.0034 Acc:0.8055 Cost time:0.198 (0.172)s Data time:0.002 (0.003) Instances per second: 46.62 +[14808/27610 (54%)] Loss: 0.9987 Acc:0.8064 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[15208/27610 (55%)] Loss: 0.9997 Acc:0.8064 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[15608/27610 (57%)] Loss: 0.9985 Acc:0.8066 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.68 +[16008/27610 (58%)] Loss: 0.9994 Acc:0.8059 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.62 +[16408/27610 (59%)] Loss: 0.9949 Acc:0.8068 Cost time:0.213 (0.172)s Data time:0.011 (0.003) Instances per second: 46.62 +[16808/27610 (61%)] Loss: 0.9918 Acc:0.8075 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.64 +[17208/27610 (62%)] Loss: 0.9919 Acc:0.8075 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[17608/27610 (64%)] Loss: 0.9924 Acc:0.8075 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[18008/27610 (65%)] Loss: 0.9918 Acc:0.8077 Cost time:0.161 (0.172)s Data time:0.002 (0.003) Instances per second: 46.65 +[18408/27610 (67%)] Loss: 0.9878 Acc:0.8086 Cost time:0.205 (0.171)s Data time:0.009 (0.003) Instances per second: 46.65 +[18808/27610 (68%)] Loss: 0.9871 Acc:0.8086 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.65 +[19208/27610 (70%)] Loss: 0.9905 Acc:0.8078 Cost time:0.224 (0.172)s Data time:0.011 (0.003) Instances per second: 46.61 +[19608/27610 (71%)] Loss: 0.9952 Acc:0.8059 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[20008/27610 (72%)] Loss: 0.9906 Acc:0.8072 Cost time:0.151 (0.172)s Data time:0.001 (0.003) Instances per second: 46.64 +[20408/27610 (74%)] Loss: 0.9953 Acc:0.8057 Cost time:0.185 (0.171)s Data time:0.008 (0.003) Instances per second: 46.70 +[20808/27610 (75%)] Loss: 0.9953 Acc:0.8059 Cost time:0.159 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[21208/27610 (77%)] Loss: 0.9942 Acc:0.8059 Cost time:0.202 (0.171)s Data time:0.009 (0.003) Instances per second: 46.66 +[21608/27610 (78%)] Loss: 0.9951 Acc:0.8056 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[22008/27610 (80%)] Loss: 0.9938 Acc:0.8060 Cost time:0.164 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[22408/27610 (81%)] Loss: 0.9945 Acc:0.8058 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[22808/27610 (83%)] Loss: 0.9910 Acc:0.8065 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.68 +[23208/27610 (84%)] Loss: 0.9917 Acc:0.8062 Cost time:0.197 (0.171)s Data time:0.010 (0.003) Instances per second: 46.71 +[23608/27610 (85%)] Loss: 0.9901 Acc:0.8066 Cost time:0.163 (0.171)s Data time:0.002 (0.003) Instances per second: 46.72 +[24008/27610 (87%)] Loss: 0.9873 Acc:0.8073 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[24408/27610 (88%)] Loss: 0.9892 Acc:0.8068 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[24808/27610 (90%)] Loss: 0.9910 Acc:0.8063 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.71 +[25208/27610 (91%)] Loss: 0.9889 Acc:0.8067 Cost time:0.205 (0.171)s Data time:0.014 (0.003) Instances per second: 46.74 +[25608/27610 (93%)] Loss: 0.9906 Acc:0.8063 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[26008/27610 (94%)] Loss: 0.9903 Acc:0.8063 Cost time:0.230 (0.171)s Data time:0.009 (0.003) Instances per second: 46.68 +[26408/27610 (96%)] Loss: 0.9932 Acc:0.8057 Cost time:0.142 (0.171)s Data time:0.001 (0.003) Instances per second: 46.73 +[26808/27610 (97%)] Loss: 0.9950 Acc:0.8055 Cost time:0.144 (0.171)s Data time:0.002 (0.003) Instances per second: 46.70 +[27208/27610 (99%)] Loss: 0.9953 Acc:0.8054 Cost time:0.168 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[27608/27610 (100%)] Loss: 0.9946 Acc:0.8056 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[27610/27610 (100%)] Loss: 0.9945 Acc:0.8056 Cost time:0.112 (0.171)s Data time:0.002 (0.003) Instances per second: 46.73 +val Epoch: 70 Loss val: 0.8310 Acc val:0.8205, LR: 6.568749332218038e-05 +---------- +Epoch 71/99 +Current learning rate: 6.183221215612904e-05 +[ 8/27610 (0%)] Loss: 0.4261 Acc:0.9559 Cost time:0.552 (0.552)s Data time:0.211 (0.211) Instances per second: 14.50 +[ 408/27610 (1%)] Loss: 1.0686 Acc:0.7884 Cost time:0.221 (0.189)s Data time:0.005 (0.006) Instances per second: 42.40 +[ 808/27610 (3%)] Loss: 1.0057 Acc:0.8008 Cost time:0.153 (0.200)s Data time:0.001 (0.005) Instances per second: 40.05 +[ 1208/27610 (4%)] Loss: 1.0235 Acc:0.7946 Cost time:0.189 (0.189)s Data time:0.011 (0.004) Instances per second: 42.37 +[ 1608/27610 (6%)] Loss: 0.9726 Acc:0.8090 Cost time:0.163 (0.185)s Data time:0.001 (0.004) Instances per second: 43.35 +[ 2008/27610 (7%)] Loss: 0.9580 Acc:0.8113 Cost time:0.153 (0.183)s Data time:0.001 (0.004) Instances per second: 43.78 +[ 2408/27610 (9%)] Loss: 0.9491 Acc:0.8143 Cost time:0.159 (0.179)s Data time:0.001 (0.003) Instances per second: 44.70 +[ 2808/27610 (10%)] Loss: 0.9512 Acc:0.8120 Cost time:0.152 (0.179)s Data time:0.001 (0.004) Instances per second: 44.75 +[ 3208/27610 (12%)] Loss: 0.9519 Acc:0.8100 Cost time:0.217 (0.177)s Data time:0.012 (0.003) Instances per second: 45.18 +[ 3608/27610 (13%)] Loss: 0.9500 Acc:0.8108 Cost time:0.162 (0.176)s Data time:0.001 (0.003) Instances per second: 45.39 +[ 4008/27610 (14%)] Loss: 0.9642 Acc:0.8089 Cost time:0.205 (0.176)s Data time:0.010 (0.003) Instances per second: 45.41 +[ 4408/27610 (16%)] Loss: 0.9682 Acc:0.8088 Cost time:0.160 (0.175)s Data time:0.001 (0.003) Instances per second: 45.79 +[ 4808/27610 (17%)] Loss: 0.9721 Acc:0.8084 Cost time:0.160 (0.175)s Data time:0.001 (0.003) Instances per second: 45.71 +[ 5208/27610 (19%)] Loss: 0.9777 Acc:0.8078 Cost time:0.152 (0.174)s Data time:0.001 (0.003) Instances per second: 46.05 +[ 5608/27610 (20%)] Loss: 0.9675 Acc:0.8112 Cost time:0.154 (0.174)s Data time:0.001 (0.003) Instances per second: 45.98 +[ 6008/27610 (22%)] Loss: 0.9783 Acc:0.8084 Cost time:0.197 (0.174)s Data time:0.009 (0.003) Instances per second: 46.05 +[ 6408/27610 (23%)] Loss: 0.9818 Acc:0.8081 Cost time:0.170 (0.173)s Data time:0.001 (0.003) Instances per second: 46.19 +[ 6808/27610 (25%)] Loss: 0.9829 Acc:0.8079 Cost time:0.166 (0.174)s Data time:0.008 (0.003) Instances per second: 46.11 +[ 7208/27610 (26%)] Loss: 0.9795 Acc:0.8087 Cost time:0.169 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[ 7608/27610 (28%)] Loss: 0.9865 Acc:0.8072 Cost time:0.163 (0.173)s Data time:0.001 (0.003) Instances per second: 46.24 +[ 8008/27610 (29%)] Loss: 0.9852 Acc:0.8080 Cost time:0.200 (0.173)s Data time:0.010 (0.003) Instances per second: 46.33 +[ 8408/27610 (30%)] Loss: 0.9841 Acc:0.8081 Cost time:0.145 (0.173)s Data time:0.001 (0.003) Instances per second: 46.35 +[ 8808/27610 (32%)] Loss: 0.9852 Acc:0.8083 Cost time:0.176 (0.173)s Data time:0.002 (0.003) Instances per second: 46.26 +[ 9208/27610 (33%)] Loss: 0.9901 Acc:0.8077 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[ 9608/27610 (35%)] Loss: 0.9897 Acc:0.8081 Cost time:0.165 (0.173)s Data time:0.002 (0.003) Instances per second: 46.33 +[10008/27610 (36%)] Loss: 0.9825 Acc:0.8099 Cost time:0.177 (0.172)s Data time:0.002 (0.003) Instances per second: 46.47 +[10408/27610 (38%)] Loss: 0.9752 Acc:0.8115 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[10808/27610 (39%)] Loss: 0.9731 Acc:0.8116 Cost time:0.211 (0.172)s Data time:0.008 (0.003) Instances per second: 46.44 +[11208/27610 (41%)] Loss: 0.9766 Acc:0.8109 Cost time:0.151 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[11608/27610 (42%)] Loss: 0.9743 Acc:0.8115 Cost time:0.168 (0.172)s Data time:0.001 (0.003) Instances per second: 46.41 +[12008/27610 (43%)] Loss: 0.9790 Acc:0.8102 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[12408/27610 (45%)] Loss: 0.9799 Acc:0.8101 Cost time:0.144 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[12808/27610 (46%)] Loss: 0.9751 Acc:0.8113 Cost time:0.210 (0.172)s Data time:0.009 (0.003) Instances per second: 46.50 +[13208/27610 (48%)] Loss: 0.9768 Acc:0.8111 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[13608/27610 (49%)] Loss: 0.9820 Acc:0.8100 Cost time:0.144 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[14008/27610 (51%)] Loss: 0.9787 Acc:0.8104 Cost time:0.159 (0.172)s Data time:0.002 (0.003) Instances per second: 46.59 +[14408/27610 (52%)] Loss: 0.9809 Acc:0.8101 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.56 +[14808/27610 (54%)] Loss: 0.9804 Acc:0.8100 Cost time:0.183 (0.172)s Data time:0.008 (0.003) Instances per second: 46.64 +[15208/27610 (55%)] Loss: 0.9770 Acc:0.8110 Cost time:0.150 (0.172)s Data time:0.001 (0.003) Instances per second: 46.62 +[15608/27610 (57%)] Loss: 0.9772 Acc:0.8111 Cost time:0.219 (0.172)s Data time:0.008 (0.003) Instances per second: 46.58 +[16008/27610 (58%)] Loss: 0.9778 Acc:0.8110 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.64 +[16408/27610 (59%)] Loss: 0.9784 Acc:0.8108 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[16808/27610 (61%)] Loss: 0.9778 Acc:0.8111 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[17208/27610 (62%)] Loss: 0.9795 Acc:0.8104 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.65 +[17608/27610 (64%)] Loss: 0.9791 Acc:0.8105 Cost time:0.196 (0.171)s Data time:0.008 (0.003) Instances per second: 46.67 +[18008/27610 (65%)] Loss: 0.9811 Acc:0.8099 Cost time:0.174 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[18408/27610 (67%)] Loss: 0.9780 Acc:0.8108 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[18808/27610 (68%)] Loss: 0.9772 Acc:0.8111 Cost time:0.164 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[19208/27610 (70%)] Loss: 0.9712 Acc:0.8126 Cost time:0.153 (0.171)s Data time:0.001 (0.003) Instances per second: 46.67 +[19608/27610 (71%)] Loss: 0.9702 Acc:0.8131 Cost time:0.233 (0.171)s Data time:0.013 (0.003) Instances per second: 46.70 +[20008/27610 (72%)] Loss: 0.9698 Acc:0.8134 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[20408/27610 (74%)] Loss: 0.9661 Acc:0.8142 Cost time:0.228 (0.171)s Data time:0.012 (0.003) Instances per second: 46.67 +[20808/27610 (75%)] Loss: 0.9620 Acc:0.8151 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[21208/27610 (77%)] Loss: 0.9616 Acc:0.8152 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[21608/27610 (78%)] Loss: 0.9605 Acc:0.8155 Cost time:0.207 (0.171)s Data time:0.010 (0.003) Instances per second: 46.70 +[22008/27610 (80%)] Loss: 0.9572 Acc:0.8163 Cost time:0.158 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[22408/27610 (81%)] Loss: 0.9635 Acc:0.8146 Cost time:0.208 (0.172)s Data time:0.002 (0.003) Instances per second: 46.61 +[22808/27610 (83%)] Loss: 0.9654 Acc:0.8140 Cost time:0.149 (0.172)s Data time:0.001 (0.003) Instances per second: 46.63 +[23208/27610 (84%)] Loss: 0.9658 Acc:0.8139 Cost time:0.168 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[23608/27610 (85%)] Loss: 0.9703 Acc:0.8126 Cost time:0.165 (0.172)s Data time:0.001 (0.003) Instances per second: 46.64 +[24008/27610 (87%)] Loss: 0.9668 Acc:0.8133 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.61 +[24408/27610 (88%)] Loss: 0.9656 Acc:0.8135 Cost time:0.209 (0.172)s Data time:0.012 (0.003) Instances per second: 46.63 +[24808/27610 (90%)] Loss: 0.9628 Acc:0.8140 Cost time:0.176 (0.171)s Data time:0.002 (0.003) Instances per second: 46.65 +[25208/27610 (91%)] Loss: 0.9614 Acc:0.8143 Cost time:0.151 (0.172)s Data time:0.001 (0.003) Instances per second: 46.62 +[25608/27610 (93%)] Loss: 0.9626 Acc:0.8141 Cost time:0.159 (0.171)s Data time:0.001 (0.003) Instances per second: 46.67 +[26008/27610 (94%)] Loss: 0.9639 Acc:0.8137 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.63 +[26408/27610 (96%)] Loss: 0.9590 Acc:0.8148 Cost time:0.200 (0.171)s Data time:0.002 (0.003) Instances per second: 46.65 +[26808/27610 (97%)] Loss: 0.9607 Acc:0.8147 Cost time:0.170 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[27208/27610 (99%)] Loss: 0.9590 Acc:0.8150 Cost time:0.210 (0.172)s Data time:0.001 (0.003) Instances per second: 46.65 +[27608/27610 (100%)] Loss: 0.9580 Acc:0.8151 Cost time:0.137 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[27610/27610 (100%)] Loss: 0.9579 Acc:0.8151 Cost time:0.600 (0.171)s Data time:0.002 (0.003) Instances per second: 46.67 +val Epoch: 71 Loss val: 0.8264 Acc val:0.8193, LR: 6.183221215612904e-05 +---------- +Epoch 72/99 +Current learning rate: 5.80639419520535e-05 +[ 8/27610 (0%)] Loss: 1.9539 Acc:0.6523 Cost time:0.395 (0.395)s Data time:0.149 (0.149) Instances per second: 20.28 +[ 408/27610 (1%)] Loss: 0.9310 Acc:0.8231 Cost time:0.290 (0.171)s Data time:0.008 (0.005) Instances per second: 46.80 +[ 808/27610 (3%)] Loss: 0.9017 Acc:0.8297 Cost time:0.156 (0.187)s Data time:0.001 (0.004) Instances per second: 42.73 +[ 1208/27610 (4%)] Loss: 0.9404 Acc:0.8197 Cost time:0.177 (0.185)s Data time:0.002 (0.004) Instances per second: 43.36 +[ 1608/27610 (6%)] Loss: 0.8944 Acc:0.8317 Cost time:0.163 (0.178)s Data time:0.001 (0.003) Instances per second: 44.97 +[ 2008/27610 (7%)] Loss: 0.8978 Acc:0.8272 Cost time:0.143 (0.178)s Data time:0.002 (0.003) Instances per second: 44.87 +[ 2408/27610 (9%)] Loss: 0.9191 Acc:0.8253 Cost time:0.178 (0.176)s Data time:0.002 (0.003) Instances per second: 45.38 +[ 2808/27610 (10%)] Loss: 0.9212 Acc:0.8253 Cost time:0.154 (0.176)s Data time:0.001 (0.003) Instances per second: 45.53 +[ 3208/27610 (12%)] Loss: 0.9309 Acc:0.8227 Cost time:0.169 (0.176)s Data time:0.001 (0.003) Instances per second: 45.42 +[ 3608/27610 (13%)] Loss: 0.9431 Acc:0.8200 Cost time:0.171 (0.174)s Data time:0.002 (0.003) Instances per second: 45.91 +[ 4008/27610 (14%)] Loss: 0.9451 Acc:0.8195 Cost time:0.162 (0.175)s Data time:0.001 (0.003) Instances per second: 45.81 +[ 4408/27610 (16%)] Loss: 0.9242 Acc:0.8241 Cost time:0.195 (0.174)s Data time:0.009 (0.003) Instances per second: 46.09 +[ 4808/27610 (17%)] Loss: 0.9257 Acc:0.8234 Cost time:0.155 (0.174)s Data time:0.001 (0.003) Instances per second: 46.05 +[ 5208/27610 (19%)] Loss: 0.9226 Acc:0.8242 Cost time:0.204 (0.174)s Data time:0.010 (0.003) Instances per second: 46.05 +[ 5608/27610 (20%)] Loss: 0.9175 Acc:0.8254 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[ 6008/27610 (22%)] Loss: 0.9177 Acc:0.8257 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.19 +[ 6408/27610 (23%)] Loss: 0.9234 Acc:0.8239 Cost time:0.173 (0.172)s Data time:0.014 (0.003) Instances per second: 46.48 +[ 6808/27610 (25%)] Loss: 0.9269 Acc:0.8232 Cost time:0.164 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[ 7208/27610 (26%)] Loss: 0.9375 Acc:0.8208 Cost time:0.189 (0.172)s Data time:0.003 (0.003) Instances per second: 46.44 +[ 7608/27610 (28%)] Loss: 0.9431 Acc:0.8191 Cost time:0.163 (0.172)s Data time:0.002 (0.003) Instances per second: 46.49 +[ 8008/27610 (29%)] Loss: 0.9441 Acc:0.8187 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.41 +[ 8408/27610 (30%)] Loss: 0.9417 Acc:0.8201 Cost time:0.164 (0.172)s Data time:0.001 (0.003) Instances per second: 46.59 +[ 8808/27610 (32%)] Loss: 0.9490 Acc:0.8188 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[ 9208/27610 (33%)] Loss: 0.9482 Acc:0.8189 Cost time:0.189 (0.172)s Data time:0.008 (0.003) Instances per second: 46.62 +[ 9608/27610 (35%)] Loss: 0.9561 Acc:0.8171 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.59 +[10008/27610 (36%)] Loss: 0.9586 Acc:0.8163 Cost time:0.226 (0.172)s Data time:0.011 (0.003) Instances per second: 46.55 +[10408/27610 (38%)] Loss: 0.9612 Acc:0.8158 Cost time:0.161 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[10808/27610 (39%)] Loss: 0.9597 Acc:0.8157 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.62 +[11208/27610 (41%)] Loss: 0.9547 Acc:0.8169 Cost time:0.162 (0.171)s Data time:0.001 (0.003) Instances per second: 46.76 +[11608/27610 (42%)] Loss: 0.9519 Acc:0.8179 Cost time:0.174 (0.171)s Data time:0.001 (0.003) Instances per second: 46.67 +[12008/27610 (43%)] Loss: 0.9511 Acc:0.8178 Cost time:0.185 (0.171)s Data time:0.002 (0.003) Instances per second: 46.69 +[12408/27610 (45%)] Loss: 0.9525 Acc:0.8175 Cost time:0.163 (0.171)s Data time:0.002 (0.003) Instances per second: 46.74 +[12808/27610 (46%)] Loss: 0.9508 Acc:0.8179 Cost time:0.169 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[13208/27610 (48%)] Loss: 0.9557 Acc:0.8167 Cost time:0.158 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[13608/27610 (49%)] Loss: 0.9568 Acc:0.8165 Cost time:0.152 (0.171)s Data time:0.002 (0.003) Instances per second: 46.70 +[14008/27610 (51%)] Loss: 0.9542 Acc:0.8173 Cost time:0.187 (0.171)s Data time:0.009 (0.003) Instances per second: 46.73 +[14408/27610 (52%)] Loss: 0.9509 Acc:0.8176 Cost time:0.169 (0.171)s Data time:0.002 (0.003) Instances per second: 46.72 +[14808/27610 (54%)] Loss: 0.9474 Acc:0.8189 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[15208/27610 (55%)] Loss: 0.9497 Acc:0.8179 Cost time:0.153 (0.171)s Data time:0.001 (0.003) Instances per second: 46.76 +[15608/27610 (57%)] Loss: 0.9458 Acc:0.8191 Cost time:0.149 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[16008/27610 (58%)] Loss: 0.9429 Acc:0.8196 Cost time:0.211 (0.171)s Data time:0.002 (0.003) Instances per second: 46.77 +[16408/27610 (59%)] Loss: 0.9382 Acc:0.8207 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.76 +[16808/27610 (61%)] Loss: 0.9351 Acc:0.8212 Cost time:0.229 (0.171)s Data time:0.009 (0.003) Instances per second: 46.74 +[17208/27610 (62%)] Loss: 0.9347 Acc:0.8211 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.80 +[17608/27610 (64%)] Loss: 0.9301 Acc:0.8221 Cost time:0.175 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[18008/27610 (65%)] Loss: 0.9318 Acc:0.8220 Cost time:0.159 (0.171)s Data time:0.001 (0.003) Instances per second: 46.83 +[18408/27610 (67%)] Loss: 0.9295 Acc:0.8226 Cost time:0.163 (0.171)s Data time:0.001 (0.003) Instances per second: 46.78 +[18808/27610 (68%)] Loss: 0.9292 Acc:0.8227 Cost time:0.201 (0.171)s Data time:0.008 (0.003) Instances per second: 46.78 +[19208/27610 (70%)] Loss: 0.9253 Acc:0.8238 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[19608/27610 (71%)] Loss: 0.9231 Acc:0.8241 Cost time:0.159 (0.171)s Data time:0.001 (0.003) Instances per second: 46.79 +[20008/27610 (72%)] Loss: 0.9245 Acc:0.8238 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.85 +[20408/27610 (74%)] Loss: 0.9251 Acc:0.8234 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.81 +[20808/27610 (75%)] Loss: 0.9297 Acc:0.8223 Cost time:0.192 (0.171)s Data time:0.010 (0.003) Instances per second: 46.83 +[21208/27610 (77%)] Loss: 0.9285 Acc:0.8225 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.83 +[21608/27610 (78%)] Loss: 0.9262 Acc:0.8232 Cost time:0.192 (0.171)s Data time:0.012 (0.003) Instances per second: 46.80 +[22008/27610 (80%)] Loss: 0.9254 Acc:0.8233 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.87 +[22408/27610 (81%)] Loss: 0.9274 Acc:0.8227 Cost time:0.175 (0.171)s Data time:0.001 (0.003) Instances per second: 46.83 +[22808/27610 (83%)] Loss: 0.9260 Acc:0.8230 Cost time:0.208 (0.171)s Data time:0.009 (0.003) Instances per second: 46.88 +[23208/27610 (84%)] Loss: 0.9231 Acc:0.8236 Cost time:0.164 (0.171)s Data time:0.001 (0.003) Instances per second: 46.85 +[23608/27610 (85%)] Loss: 0.9245 Acc:0.8231 Cost time:0.211 (0.171)s Data time:0.008 (0.003) Instances per second: 46.85 +[24008/27610 (87%)] Loss: 0.9263 Acc:0.8223 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.87 +[24408/27610 (88%)] Loss: 0.9279 Acc:0.8220 Cost time:0.153 (0.171)s Data time:0.001 (0.003) Instances per second: 46.84 +[24808/27610 (90%)] Loss: 0.9305 Acc:0.8212 Cost time:0.161 (0.171)s Data time:0.001 (0.003) Instances per second: 46.89 +[25208/27610 (91%)] Loss: 0.9305 Acc:0.8211 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[25608/27610 (93%)] Loss: 0.9315 Acc:0.8209 Cost time:0.222 (0.171)s Data time:0.013 (0.003) Instances per second: 46.85 +[26008/27610 (94%)] Loss: 0.9341 Acc:0.8203 Cost time:0.171 (0.171)s Data time:0.001 (0.003) Instances per second: 46.85 +[26408/27610 (96%)] Loss: 0.9319 Acc:0.8208 Cost time:0.145 (0.171)s Data time:0.001 (0.003) Instances per second: 46.80 +[26808/27610 (97%)] Loss: 0.9317 Acc:0.8206 Cost time:0.172 (0.171)s Data time:0.009 (0.003) Instances per second: 46.84 +[27208/27610 (99%)] Loss: 0.9326 Acc:0.8203 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.79 +[27608/27610 (100%)] Loss: 0.9337 Acc:0.8202 Cost time:0.192 (0.171)s Data time:0.002 (0.003) Instances per second: 46.81 +[27610/27610 (100%)] Loss: 0.9337 Acc:0.8202 Cost time:0.136 (0.171)s Data time:0.002 (0.003) Instances per second: 46.81 +val Epoch: 72 Loss val: 0.8356 Acc val:0.8170, LR: 5.80639419520535e-05 +---------- +Epoch 73/99 +Current learning rate: 5.4386401537696536e-05 +[ 8/27610 (0%)] Loss: 0.0263 Acc:0.9987 Cost time:0.412 (0.412)s Data time:0.146 (0.146) Instances per second: 19.43 +[ 408/27610 (1%)] Loss: 0.9811 Acc:0.7960 Cost time:0.201 (0.201)s Data time:0.002 (0.007) Instances per second: 39.75 +[ 808/27610 (3%)] Loss: 0.9162 Acc:0.8203 Cost time:0.166 (0.191)s Data time:0.001 (0.004) Instances per second: 41.92 +[ 1208/27610 (4%)] Loss: 0.8913 Acc:0.8261 Cost time:0.152 (0.190)s Data time:0.002 (0.005) Instances per second: 42.05 +[ 1608/27610 (6%)] Loss: 0.9211 Acc:0.8199 Cost time:0.217 (0.187)s Data time:0.010 (0.004) Instances per second: 42.67 +[ 2008/27610 (7%)] Loss: 0.9354 Acc:0.8157 Cost time:0.174 (0.185)s Data time:0.001 (0.004) Instances per second: 43.28 +[ 2408/27610 (9%)] Loss: 0.9272 Acc:0.8188 Cost time:0.172 (0.186)s Data time:0.002 (0.004) Instances per second: 43.07 +[ 2808/27610 (10%)] Loss: 0.9500 Acc:0.8133 Cost time:0.162 (0.183)s Data time:0.002 (0.004) Instances per second: 43.77 +[ 3208/27610 (12%)] Loss: 0.9516 Acc:0.8150 Cost time:0.162 (0.183)s Data time:0.001 (0.004) Instances per second: 43.76 +[ 3608/27610 (13%)] Loss: 0.9398 Acc:0.8172 Cost time:0.214 (0.182)s Data time:0.009 (0.004) Instances per second: 43.90 +[ 4008/27610 (14%)] Loss: 0.9362 Acc:0.8183 Cost time:0.184 (0.182)s Data time:0.002 (0.004) Instances per second: 43.97 +[ 4408/27610 (16%)] Loss: 0.9436 Acc:0.8159 Cost time:0.157 (0.182)s Data time:0.001 (0.004) Instances per second: 43.91 +[ 4808/27610 (17%)] Loss: 0.9454 Acc:0.8156 Cost time:0.146 (0.180)s Data time:0.002 (0.004) Instances per second: 44.37 +[ 5208/27610 (19%)] Loss: 0.9421 Acc:0.8162 Cost time:0.161 (0.181)s Data time:0.002 (0.004) Instances per second: 44.26 +[ 5608/27610 (20%)] Loss: 0.9352 Acc:0.8184 Cost time:0.198 (0.180)s Data time:0.010 (0.004) Instances per second: 44.40 +[ 6008/27610 (22%)] Loss: 0.9416 Acc:0.8173 Cost time:0.153 (0.180)s Data time:0.002 (0.004) Instances per second: 44.45 +[ 6408/27610 (23%)] Loss: 0.9364 Acc:0.8190 Cost time:0.172 (0.181)s Data time:0.002 (0.004) Instances per second: 44.30 +[ 6808/27610 (25%)] Loss: 0.9370 Acc:0.8188 Cost time:0.162 (0.180)s Data time:0.001 (0.004) Instances per second: 44.54 +[ 7208/27610 (26%)] Loss: 0.9488 Acc:0.8159 Cost time:0.149 (0.180)s Data time:0.001 (0.004) Instances per second: 44.44 +[ 7608/27610 (28%)] Loss: 0.9475 Acc:0.8161 Cost time:0.196 (0.180)s Data time:0.002 (0.004) Instances per second: 44.56 +[ 8008/27610 (29%)] Loss: 0.9422 Acc:0.8173 Cost time:0.160 (0.179)s Data time:0.002 (0.004) Instances per second: 44.57 +[ 8408/27610 (30%)] Loss: 0.9456 Acc:0.8160 Cost time:0.240 (0.180)s Data time:0.015 (0.004) Instances per second: 44.53 +[ 8808/27610 (32%)] Loss: 0.9502 Acc:0.8155 Cost time:0.170 (0.179)s Data time:0.002 (0.004) Instances per second: 44.70 +[ 9208/27610 (33%)] Loss: 0.9540 Acc:0.8143 Cost time:0.164 (0.179)s Data time:0.001 (0.004) Instances per second: 44.62 +[ 9608/27610 (35%)] Loss: 0.9493 Acc:0.8158 Cost time:0.212 (0.179)s Data time:0.008 (0.004) Instances per second: 44.75 +[10008/27610 (36%)] Loss: 0.9498 Acc:0.8157 Cost time:0.184 (0.179)s Data time:0.002 (0.004) Instances per second: 44.69 +[10408/27610 (38%)] Loss: 0.9494 Acc:0.8155 Cost time:0.199 (0.179)s Data time:0.002 (0.004) Instances per second: 44.64 +[10808/27610 (39%)] Loss: 0.9507 Acc:0.8149 Cost time:0.168 (0.179)s Data time:0.002 (0.003) Instances per second: 44.69 +[11208/27610 (41%)] Loss: 0.9513 Acc:0.8146 Cost time:0.172 (0.179)s Data time:0.002 (0.004) Instances per second: 44.60 +[11608/27610 (42%)] Loss: 0.9534 Acc:0.8141 Cost time:0.216 (0.179)s Data time:0.009 (0.003) Instances per second: 44.70 +[12008/27610 (43%)] Loss: 0.9482 Acc:0.8152 Cost time:0.160 (0.179)s Data time:0.001 (0.003) Instances per second: 44.64 +[12408/27610 (45%)] Loss: 0.9491 Acc:0.8153 Cost time:0.225 (0.179)s Data time:0.009 (0.003) Instances per second: 44.63 +[12808/27610 (46%)] Loss: 0.9540 Acc:0.8143 Cost time:0.173 (0.179)s Data time:0.001 (0.003) Instances per second: 44.68 +[13208/27610 (48%)] Loss: 0.9546 Acc:0.8146 Cost time:0.166 (0.179)s Data time:0.001 (0.003) Instances per second: 44.63 +[13608/27610 (49%)] Loss: 0.9608 Acc:0.8128 Cost time:0.163 (0.179)s Data time:0.001 (0.003) Instances per second: 44.76 +[14008/27610 (51%)] Loss: 0.9620 Acc:0.8129 Cost time:0.164 (0.179)s Data time:0.001 (0.003) Instances per second: 44.71 +[14408/27610 (52%)] Loss: 0.9618 Acc:0.8130 Cost time:0.213 (0.179)s Data time:0.009 (0.003) Instances per second: 44.72 +[14808/27610 (54%)] Loss: 0.9539 Acc:0.8147 Cost time:0.162 (0.179)s Data time:0.002 (0.003) Instances per second: 44.76 +[15208/27610 (55%)] Loss: 0.9494 Acc:0.8156 Cost time:0.172 (0.179)s Data time:0.002 (0.003) Instances per second: 44.71 +[15608/27610 (57%)] Loss: 0.9495 Acc:0.8150 Cost time:0.169 (0.179)s Data time:0.001 (0.003) Instances per second: 44.81 +[16008/27610 (58%)] Loss: 0.9491 Acc:0.8155 Cost time:0.163 (0.179)s Data time:0.001 (0.003) Instances per second: 44.76 +[16408/27610 (59%)] Loss: 0.9506 Acc:0.8151 Cost time:0.215 (0.179)s Data time:0.008 (0.003) Instances per second: 44.81 +[16808/27610 (61%)] Loss: 0.9519 Acc:0.8148 Cost time:0.171 (0.178)s Data time:0.002 (0.003) Instances per second: 44.83 +[17208/27610 (62%)] Loss: 0.9535 Acc:0.8145 Cost time:0.162 (0.179)s Data time:0.002 (0.003) Instances per second: 44.80 +[17608/27610 (64%)] Loss: 0.9518 Acc:0.8147 Cost time:0.160 (0.178)s Data time:0.001 (0.003) Instances per second: 44.88 +[18008/27610 (65%)] Loss: 0.9528 Acc:0.8145 Cost time:0.168 (0.178)s Data time:0.002 (0.003) Instances per second: 44.84 +[18408/27610 (67%)] Loss: 0.9541 Acc:0.8145 Cost time:0.210 (0.178)s Data time:0.010 (0.003) Instances per second: 44.89 +[18808/27610 (68%)] Loss: 0.9549 Acc:0.8143 Cost time:0.163 (0.178)s Data time:0.001 (0.003) Instances per second: 44.90 +[19208/27610 (70%)] Loss: 0.9561 Acc:0.8139 Cost time:0.201 (0.178)s Data time:0.003 (0.003) Instances per second: 44.88 +[19608/27610 (71%)] Loss: 0.9576 Acc:0.8135 Cost time:0.178 (0.178)s Data time:0.002 (0.003) Instances per second: 44.94 +[20008/27610 (72%)] Loss: 0.9533 Acc:0.8147 Cost time:0.159 (0.178)s Data time:0.001 (0.003) Instances per second: 44.91 +[20408/27610 (74%)] Loss: 0.9535 Acc:0.8147 Cost time:0.197 (0.178)s Data time:0.002 (0.003) Instances per second: 44.96 +[20808/27610 (75%)] Loss: 0.9522 Acc:0.8149 Cost time:0.158 (0.178)s Data time:0.002 (0.003) Instances per second: 44.95 +[21208/27610 (77%)] Loss: 0.9577 Acc:0.8136 Cost time:0.213 (0.178)s Data time:0.003 (0.003) Instances per second: 44.95 +[21608/27610 (78%)] Loss: 0.9589 Acc:0.8135 Cost time:0.173 (0.178)s Data time:0.001 (0.003) Instances per second: 44.99 +[22008/27610 (80%)] Loss: 0.9567 Acc:0.8142 Cost time:0.157 (0.178)s Data time:0.001 (0.003) Instances per second: 44.96 +[22408/27610 (81%)] Loss: 0.9563 Acc:0.8144 Cost time:0.171 (0.178)s Data time:0.002 (0.003) Instances per second: 45.03 +[22808/27610 (83%)] Loss: 0.9573 Acc:0.8140 Cost time:0.174 (0.178)s Data time:0.001 (0.003) Instances per second: 44.99 +[23208/27610 (84%)] Loss: 0.9571 Acc:0.8143 Cost time:0.208 (0.178)s Data time:0.009 (0.003) Instances per second: 45.00 +[23608/27610 (85%)] Loss: 0.9564 Acc:0.8144 Cost time:0.155 (0.178)s Data time:0.001 (0.003) Instances per second: 45.03 +[24008/27610 (87%)] Loss: 0.9580 Acc:0.8139 Cost time:0.157 (0.178)s Data time:0.002 (0.003) Instances per second: 45.01 +[24408/27610 (88%)] Loss: 0.9624 Acc:0.8128 Cost time:0.155 (0.177)s Data time:0.001 (0.003) Instances per second: 45.08 +[24808/27610 (90%)] Loss: 0.9584 Acc:0.8138 Cost time:0.159 (0.178)s Data time:0.001 (0.003) Instances per second: 45.05 +[25208/27610 (91%)] Loss: 0.9581 Acc:0.8139 Cost time:0.226 (0.177)s Data time:0.011 (0.003) Instances per second: 45.09 +[25608/27610 (93%)] Loss: 0.9567 Acc:0.8141 Cost time:0.165 (0.177)s Data time:0.002 (0.003) Instances per second: 45.10 +[26008/27610 (94%)] Loss: 0.9557 Acc:0.8143 Cost time:0.211 (0.177)s Data time:0.012 (0.003) Instances per second: 45.09 +[26408/27610 (96%)] Loss: 0.9554 Acc:0.8145 Cost time:0.162 (0.177)s Data time:0.001 (0.003) Instances per second: 45.15 +[26808/27610 (97%)] Loss: 0.9565 Acc:0.8144 Cost time:0.169 (0.177)s Data time:0.001 (0.003) Instances per second: 45.12 +[27208/27610 (99%)] Loss: 0.9551 Acc:0.8147 Cost time:0.216 (0.177)s Data time:0.011 (0.003) Instances per second: 45.17 +[27608/27610 (100%)] Loss: 0.9577 Acc:0.8138 Cost time:0.171 (0.177)s Data time:0.001 (0.003) Instances per second: 45.15 +[27610/27610 (100%)] Loss: 0.9576 Acc:0.8138 Cost time:0.113 (0.177)s Data time:0.002 (0.003) Instances per second: 45.15 +val Epoch: 73 Loss val: 0.8265 Acc val:0.8196, LR: 5.4386401537696536e-05 +---------- +Epoch 74/99 +Current learning rate: 5.080322020145224e-05 +[ 8/27610 (0%)] Loss: 0.1135 Acc:0.9910 Cost time:0.558 (0.558)s Data time:0.236 (0.236) Instances per second: 14.33 +[ 408/27610 (1%)] Loss: 0.8076 Acc:0.8541 Cost time:0.203 (0.180)s Data time:0.001 (0.007) Instances per second: 44.45 +[ 808/27610 (3%)] Loss: 0.9429 Acc:0.8166 Cost time:0.155 (0.191)s Data time:0.001 (0.005) Instances per second: 41.95 +[ 1208/27610 (4%)] Loss: 0.9208 Acc:0.8270 Cost time:0.205 (0.183)s Data time:0.009 (0.004) Instances per second: 43.76 +[ 1608/27610 (6%)] Loss: 0.9260 Acc:0.8250 Cost time:0.173 (0.182)s Data time:0.001 (0.004) Instances per second: 44.04 +[ 2008/27610 (7%)] Loss: 0.9232 Acc:0.8265 Cost time:0.209 (0.181)s Data time:0.002 (0.004) Instances per second: 44.20 +[ 2408/27610 (9%)] Loss: 0.9249 Acc:0.8258 Cost time:0.164 (0.178)s Data time:0.001 (0.004) Instances per second: 44.99 +[ 2808/27610 (10%)] Loss: 0.9011 Acc:0.8312 Cost time:0.156 (0.179)s Data time:0.001 (0.004) Instances per second: 44.82 +[ 3208/27610 (12%)] Loss: 0.8985 Acc:0.8336 Cost time:0.204 (0.177)s Data time:0.012 (0.004) Instances per second: 45.31 +[ 3608/27610 (13%)] Loss: 0.8938 Acc:0.8342 Cost time:0.167 (0.177)s Data time:0.001 (0.004) Instances per second: 45.19 +[ 4008/27610 (14%)] Loss: 0.8994 Acc:0.8327 Cost time:0.198 (0.177)s Data time:0.010 (0.004) Instances per second: 45.19 +[ 4408/27610 (16%)] Loss: 0.9033 Acc:0.8321 Cost time:0.172 (0.176)s Data time:0.001 (0.004) Instances per second: 45.47 +[ 4808/27610 (17%)] Loss: 0.9040 Acc:0.8325 Cost time:0.158 (0.176)s Data time:0.001 (0.004) Instances per second: 45.39 +[ 5208/27610 (19%)] Loss: 0.8986 Acc:0.8337 Cost time:0.155 (0.175)s Data time:0.001 (0.003) Instances per second: 45.72 +[ 5608/27610 (20%)] Loss: 0.9063 Acc:0.8308 Cost time:0.153 (0.175)s Data time:0.001 (0.003) Instances per second: 45.69 +[ 6008/27610 (22%)] Loss: 0.9098 Acc:0.8304 Cost time:0.200 (0.175)s Data time:0.011 (0.003) Instances per second: 45.78 +[ 6408/27610 (23%)] Loss: 0.9255 Acc:0.8267 Cost time:0.169 (0.174)s Data time:0.001 (0.003) Instances per second: 45.86 +[ 6808/27610 (25%)] Loss: 0.9344 Acc:0.8252 Cost time:0.166 (0.175)s Data time:0.001 (0.003) Instances per second: 45.79 +[ 7208/27610 (26%)] Loss: 0.9302 Acc:0.8260 Cost time:0.162 (0.174)s Data time:0.001 (0.003) Instances per second: 46.02 +[ 7608/27610 (28%)] Loss: 0.9339 Acc:0.8249 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 45.94 +[ 8008/27610 (29%)] Loss: 0.9311 Acc:0.8256 Cost time:0.195 (0.174)s Data time:0.009 (0.003) Instances per second: 46.05 +[ 8408/27610 (30%)] Loss: 0.9299 Acc:0.8265 Cost time:0.160 (0.174)s Data time:0.001 (0.003) Instances per second: 46.08 +[ 8808/27610 (32%)] Loss: 0.9326 Acc:0.8254 Cost time:0.193 (0.174)s Data time:0.002 (0.003) Instances per second: 46.01 +[ 9208/27610 (33%)] Loss: 0.9338 Acc:0.8249 Cost time:0.164 (0.173)s Data time:0.001 (0.003) Instances per second: 46.16 +[ 9608/27610 (35%)] Loss: 0.9335 Acc:0.8248 Cost time:0.165 (0.173)s Data time:0.001 (0.003) Instances per second: 46.11 +[10008/27610 (36%)] Loss: 0.9311 Acc:0.8254 Cost time:0.199 (0.173)s Data time:0.010 (0.003) Instances per second: 46.26 +[10408/27610 (38%)] Loss: 0.9330 Acc:0.8247 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.22 +[10808/27610 (39%)] Loss: 0.9305 Acc:0.8254 Cost time:0.212 (0.173)s Data time:0.011 (0.003) Instances per second: 46.21 +[11208/27610 (41%)] Loss: 0.9248 Acc:0.8268 Cost time:0.166 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[11608/27610 (42%)] Loss: 0.9232 Acc:0.8262 Cost time:0.167 (0.173)s Data time:0.002 (0.003) Instances per second: 46.23 +[12008/27610 (43%)] Loss: 0.9196 Acc:0.8265 Cost time:0.153 (0.173)s Data time:0.002 (0.003) Instances per second: 46.36 +[12408/27610 (45%)] Loss: 0.9216 Acc:0.8259 Cost time:0.148 (0.173)s Data time:0.002 (0.003) Instances per second: 46.30 +[12808/27610 (46%)] Loss: 0.9227 Acc:0.8257 Cost time:0.189 (0.173)s Data time:0.008 (0.003) Instances per second: 46.32 +[13208/27610 (48%)] Loss: 0.9266 Acc:0.8246 Cost time:0.152 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[13608/27610 (49%)] Loss: 0.9303 Acc:0.8239 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.30 +[14008/27610 (51%)] Loss: 0.9256 Acc:0.8254 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.41 +[14408/27610 (52%)] Loss: 0.9250 Acc:0.8256 Cost time:0.155 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[14808/27610 (54%)] Loss: 0.9256 Acc:0.8254 Cost time:0.209 (0.172)s Data time:0.009 (0.003) Instances per second: 46.43 +[15208/27610 (55%)] Loss: 0.9229 Acc:0.8265 Cost time:0.157 (0.172)s Data time:0.002 (0.003) Instances per second: 46.41 +[15608/27610 (57%)] Loss: 0.9208 Acc:0.8266 Cost time:0.221 (0.172)s Data time:0.014 (0.003) Instances per second: 46.38 +[16008/27610 (58%)] Loss: 0.9199 Acc:0.8269 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[16408/27610 (59%)] Loss: 0.9190 Acc:0.8272 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[16808/27610 (61%)] Loss: 0.9241 Acc:0.8259 Cost time:0.185 (0.172)s Data time:0.002 (0.003) Instances per second: 46.49 +[17208/27610 (62%)] Loss: 0.9222 Acc:0.8263 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[17608/27610 (64%)] Loss: 0.9220 Acc:0.8258 Cost time:0.200 (0.172)s Data time:0.008 (0.003) Instances per second: 46.46 +[18008/27610 (65%)] Loss: 0.9224 Acc:0.8260 Cost time:0.159 (0.172)s Data time:0.002 (0.003) Instances per second: 46.51 +[18408/27610 (67%)] Loss: 0.9215 Acc:0.8263 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[18808/27610 (68%)] Loss: 0.9192 Acc:0.8268 Cost time:0.142 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[19208/27610 (70%)] Loss: 0.9230 Acc:0.8257 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[19608/27610 (71%)] Loss: 0.9218 Acc:0.8260 Cost time:0.210 (0.172)s Data time:0.009 (0.003) Instances per second: 46.49 +[20008/27610 (72%)] Loss: 0.9215 Acc:0.8262 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[20408/27610 (74%)] Loss: 0.9219 Acc:0.8260 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.44 +[20808/27610 (75%)] Loss: 0.9260 Acc:0.8250 Cost time:0.145 (0.172)s Data time:0.002 (0.003) Instances per second: 46.51 +[21208/27610 (77%)] Loss: 0.9281 Acc:0.8244 Cost time:0.165 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[21608/27610 (78%)] Loss: 0.9321 Acc:0.8232 Cost time:0.207 (0.172)s Data time:0.010 (0.003) Instances per second: 46.50 +[22008/27610 (80%)] Loss: 0.9319 Acc:0.8231 Cost time:0.174 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[22408/27610 (81%)] Loss: 0.9328 Acc:0.8225 Cost time:0.236 (0.172)s Data time:0.002 (0.003) Instances per second: 46.46 +[22808/27610 (83%)] Loss: 0.9336 Acc:0.8224 Cost time:0.157 (0.172)s Data time:0.002 (0.003) Instances per second: 46.52 +[23208/27610 (84%)] Loss: 0.9337 Acc:0.8221 Cost time:0.172 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[23608/27610 (85%)] Loss: 0.9356 Acc:0.8215 Cost time:0.210 (0.172)s Data time:0.002 (0.003) Instances per second: 46.54 +[24008/27610 (87%)] Loss: 0.9365 Acc:0.8213 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.51 +[24408/27610 (88%)] Loss: 0.9365 Acc:0.8211 Cost time:0.203 (0.172)s Data time:0.010 (0.003) Instances per second: 46.50 +[24808/27610 (90%)] Loss: 0.9379 Acc:0.8209 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[25208/27610 (91%)] Loss: 0.9371 Acc:0.8211 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.51 +[25608/27610 (93%)] Loss: 0.9375 Acc:0.8209 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.57 +[26008/27610 (94%)] Loss: 0.9363 Acc:0.8212 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[26408/27610 (96%)] Loss: 0.9366 Acc:0.8211 Cost time:0.211 (0.172)s Data time:0.009 (0.003) Instances per second: 46.56 +[26808/27610 (97%)] Loss: 0.9359 Acc:0.8211 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.56 +[27208/27610 (99%)] Loss: 0.9355 Acc:0.8212 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[27608/27610 (100%)] Loss: 0.9324 Acc:0.8219 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[27610/27610 (100%)] Loss: 0.9325 Acc:0.8218 Cost time:0.112 (0.172)s Data time:0.002 (0.003) Instances per second: 46.58 +val Epoch: 74 Loss val: 0.8201 Acc val:0.8214, LR: 5.080322020145224e-05 +---------- +Epoch 75/99 +Current learning rate: 4.7317934110696685e-05 +[ 8/27610 (0%)] Loss: 0.6897 Acc:0.9198 Cost time:0.418 (0.418)s Data time:0.173 (0.173) Instances per second: 19.15 +[ 408/27610 (1%)] Loss: 0.9811 Acc:0.8047 Cost time:0.162 (0.211)s Data time:0.001 (0.007) Instances per second: 37.83 +[ 808/27610 (3%)] Loss: 1.0087 Acc:0.7946 Cost time:0.162 (0.196)s Data time:0.009 (0.005) Instances per second: 40.75 +[ 1208/27610 (4%)] Loss: 0.9859 Acc:0.8075 Cost time:0.153 (0.191)s Data time:0.002 (0.004) Instances per second: 41.84 +[ 1608/27610 (6%)] Loss: 0.9569 Acc:0.8122 Cost time:0.194 (0.186)s Data time:0.004 (0.004) Instances per second: 42.95 +[ 2008/27610 (7%)] Loss: 0.9765 Acc:0.8107 Cost time:0.159 (0.183)s Data time:0.001 (0.004) Instances per second: 43.79 +[ 2408/27610 (9%)] Loss: 0.9937 Acc:0.8071 Cost time:0.157 (0.182)s Data time:0.002 (0.004) Instances per second: 43.96 +[ 2808/27610 (10%)] Loss: 0.9830 Acc:0.8083 Cost time:0.163 (0.179)s Data time:0.001 (0.004) Instances per second: 44.74 +[ 3208/27610 (12%)] Loss: 0.9836 Acc:0.8074 Cost time:0.167 (0.179)s Data time:0.001 (0.004) Instances per second: 44.79 +[ 3608/27610 (13%)] Loss: 0.9776 Acc:0.8093 Cost time:0.204 (0.177)s Data time:0.011 (0.004) Instances per second: 45.11 +[ 4008/27610 (14%)] Loss: 0.9899 Acc:0.8050 Cost time:0.155 (0.177)s Data time:0.001 (0.004) Instances per second: 45.22 +[ 4408/27610 (16%)] Loss: 0.9910 Acc:0.8051 Cost time:0.182 (0.177)s Data time:0.002 (0.004) Instances per second: 45.21 +[ 4808/27610 (17%)] Loss: 0.9889 Acc:0.8052 Cost time:0.158 (0.176)s Data time:0.001 (0.003) Instances per second: 45.54 +[ 5208/27610 (19%)] Loss: 1.0088 Acc:0.7999 Cost time:0.163 (0.176)s Data time:0.002 (0.003) Instances per second: 45.47 +[ 5608/27610 (20%)] Loss: 1.0099 Acc:0.8005 Cost time:0.205 (0.175)s Data time:0.009 (0.003) Instances per second: 45.74 +[ 6008/27610 (22%)] Loss: 1.0036 Acc:0.8015 Cost time:0.156 (0.175)s Data time:0.002 (0.003) Instances per second: 45.69 +[ 6408/27610 (23%)] Loss: 0.9954 Acc:0.8037 Cost time:0.213 (0.175)s Data time:0.005 (0.004) Instances per second: 45.61 +[ 6808/27610 (25%)] Loss: 0.9844 Acc:0.8063 Cost time:0.169 (0.175)s Data time:0.001 (0.003) Instances per second: 45.83 +[ 7208/27610 (26%)] Loss: 0.9773 Acc:0.8087 Cost time:0.158 (0.175)s Data time:0.001 (0.003) Instances per second: 45.79 +[ 7608/27610 (28%)] Loss: 0.9732 Acc:0.8104 Cost time:0.163 (0.174)s Data time:0.001 (0.003) Instances per second: 46.01 +[ 8008/27610 (29%)] Loss: 0.9645 Acc:0.8124 Cost time:0.151 (0.174)s Data time:0.001 (0.003) Instances per second: 45.92 +[ 8408/27610 (30%)] Loss: 0.9763 Acc:0.8104 Cost time:0.213 (0.174)s Data time:0.009 (0.003) Instances per second: 45.96 +[ 8808/27610 (32%)] Loss: 0.9749 Acc:0.8104 Cost time:0.152 (0.174)s Data time:0.001 (0.003) Instances per second: 46.04 +[ 9208/27610 (33%)] Loss: 0.9587 Acc:0.8143 Cost time:0.172 (0.174)s Data time:0.001 (0.003) Instances per second: 45.94 +[ 9608/27610 (35%)] Loss: 0.9596 Acc:0.8141 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.11 +[10008/27610 (36%)] Loss: 0.9594 Acc:0.8145 Cost time:0.153 (0.174)s Data time:0.001 (0.003) Instances per second: 46.07 +[10408/27610 (38%)] Loss: 0.9610 Acc:0.8136 Cost time:0.200 (0.173)s Data time:0.009 (0.003) Instances per second: 46.13 +[10808/27610 (39%)] Loss: 0.9568 Acc:0.8138 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[11208/27610 (41%)] Loss: 0.9565 Acc:0.8137 Cost time:0.156 (0.174)s Data time:0.002 (0.003) Instances per second: 46.07 +[11608/27610 (42%)] Loss: 0.9551 Acc:0.8139 Cost time:0.163 (0.173)s Data time:0.001 (0.003) Instances per second: 46.20 +[12008/27610 (43%)] Loss: 0.9533 Acc:0.8145 Cost time:0.171 (0.173)s Data time:0.001 (0.003) Instances per second: 46.14 +[12408/27610 (45%)] Loss: 0.9551 Acc:0.8144 Cost time:0.200 (0.173)s Data time:0.011 (0.003) Instances per second: 46.21 +[12808/27610 (46%)] Loss: 0.9563 Acc:0.8143 Cost time:0.165 (0.173)s Data time:0.001 (0.003) Instances per second: 46.18 +[13208/27610 (48%)] Loss: 0.9623 Acc:0.8124 Cost time:0.228 (0.173)s Data time:0.010 (0.003) Instances per second: 46.14 +[13608/27610 (49%)] Loss: 0.9603 Acc:0.8128 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[14008/27610 (51%)] Loss: 0.9635 Acc:0.8119 Cost time:0.156 (0.173)s Data time:0.001 (0.003) Instances per second: 46.14 +[14408/27610 (52%)] Loss: 0.9590 Acc:0.8128 Cost time:0.211 (0.173)s Data time:0.009 (0.003) Instances per second: 46.22 +[14808/27610 (54%)] Loss: 0.9569 Acc:0.8133 Cost time:0.153 (0.173)s Data time:0.001 (0.003) Instances per second: 46.19 +[15208/27610 (55%)] Loss: 0.9509 Acc:0.8148 Cost time:0.212 (0.173)s Data time:0.009 (0.003) Instances per second: 46.19 +[15608/27610 (57%)] Loss: 0.9505 Acc:0.8150 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.26 +[16008/27610 (58%)] Loss: 0.9543 Acc:0.8141 Cost time:0.153 (0.173)s Data time:0.001 (0.003) Instances per second: 46.23 +[16408/27610 (59%)] Loss: 0.9530 Acc:0.8142 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.31 +[16808/27610 (61%)] Loss: 0.9504 Acc:0.8152 Cost time:0.173 (0.173)s Data time:0.002 (0.003) Instances per second: 46.26 +[17208/27610 (62%)] Loss: 0.9531 Acc:0.8149 Cost time:0.198 (0.173)s Data time:0.009 (0.003) Instances per second: 46.31 +[17608/27610 (64%)] Loss: 0.9540 Acc:0.8150 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[18008/27610 (65%)] Loss: 0.9532 Acc:0.8152 Cost time:0.167 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[18408/27610 (67%)] Loss: 0.9493 Acc:0.8162 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[18808/27610 (68%)] Loss: 0.9474 Acc:0.8169 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.33 +[19208/27610 (70%)] Loss: 0.9454 Acc:0.8174 Cost time:0.228 (0.173)s Data time:0.010 (0.003) Instances per second: 46.38 +[19608/27610 (71%)] Loss: 0.9416 Acc:0.8184 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[20008/27610 (72%)] Loss: 0.9445 Acc:0.8178 Cost time:0.195 (0.173)s Data time:0.013 (0.003) Instances per second: 46.36 +[20408/27610 (74%)] Loss: 0.9471 Acc:0.8172 Cost time:0.155 (0.172)s Data time:0.002 (0.003) Instances per second: 46.41 +[20808/27610 (75%)] Loss: 0.9450 Acc:0.8178 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[21208/27610 (77%)] Loss: 0.9442 Acc:0.8181 Cost time:0.172 (0.172)s Data time:0.001 (0.003) Instances per second: 46.44 +[21608/27610 (78%)] Loss: 0.9432 Acc:0.8183 Cost time:0.176 (0.172)s Data time:0.002 (0.003) Instances per second: 46.40 +[22008/27610 (80%)] Loss: 0.9418 Acc:0.8184 Cost time:0.197 (0.172)s Data time:0.002 (0.003) Instances per second: 46.39 +[22408/27610 (81%)] Loss: 0.9422 Acc:0.8182 Cost time:0.167 (0.173)s Data time:0.001 (0.003) Instances per second: 46.38 +[22808/27610 (83%)] Loss: 0.9448 Acc:0.8178 Cost time:0.174 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[23208/27610 (84%)] Loss: 0.9427 Acc:0.8183 Cost time:0.151 (0.172)s Data time:0.001 (0.003) Instances per second: 46.40 +[23608/27610 (85%)] Loss: 0.9456 Acc:0.8176 Cost time:0.172 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[24008/27610 (87%)] Loss: 0.9449 Acc:0.8176 Cost time:0.197 (0.172)s Data time:0.010 (0.003) Instances per second: 46.40 +[24408/27610 (88%)] Loss: 0.9465 Acc:0.8174 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.40 +[24808/27610 (90%)] Loss: 0.9492 Acc:0.8165 Cost time:0.223 (0.173)s Data time:0.009 (0.003) Instances per second: 46.37 +[25208/27610 (91%)] Loss: 0.9501 Acc:0.8164 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[25608/27610 (93%)] Loss: 0.9500 Acc:0.8164 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[26008/27610 (94%)] Loss: 0.9505 Acc:0.8163 Cost time:0.207 (0.172)s Data time:0.012 (0.003) Instances per second: 46.43 +[26408/27610 (96%)] Loss: 0.9512 Acc:0.8160 Cost time:0.167 (0.172)s Data time:0.001 (0.003) Instances per second: 46.41 +[26808/27610 (97%)] Loss: 0.9515 Acc:0.8161 Cost time:0.195 (0.172)s Data time:0.009 (0.003) Instances per second: 46.40 +[27208/27610 (99%)] Loss: 0.9499 Acc:0.8166 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.44 +[27608/27610 (100%)] Loss: 0.9497 Acc:0.8167 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[27610/27610 (100%)] Loss: 0.9496 Acc:0.8167 Cost time:0.615 (0.172)s Data time:0.002 (0.003) Instances per second: 46.39 +val Epoch: 75 Loss val: 0.8196 Acc val:0.8222, LR: 4.7317934110696685e-05 +---------- +Epoch 76/99 +Current learning rate: 4.3933982822017876e-05 +[ 8/27610 (0%)] Loss: 0.7118 Acc:0.9085 Cost time:0.517 (0.517)s Data time:0.179 (0.179) Instances per second: 15.46 +[ 408/27610 (1%)] Loss: 0.8678 Acc:0.8517 Cost time:0.167 (0.186)s Data time:0.001 (0.006) Instances per second: 42.95 +[ 808/27610 (3%)] Loss: 0.8322 Acc:0.8539 Cost time:0.210 (0.195)s Data time:0.005 (0.005) Instances per second: 40.98 +[ 1208/27610 (4%)] Loss: 0.7746 Acc:0.8650 Cost time:0.188 (0.187)s Data time:0.012 (0.004) Instances per second: 42.83 +[ 1608/27610 (6%)] Loss: 0.8360 Acc:0.8494 Cost time:0.173 (0.185)s Data time:0.001 (0.004) Instances per second: 43.13 +[ 2008/27610 (7%)] Loss: 0.8578 Acc:0.8447 Cost time:0.237 (0.185)s Data time:0.008 (0.004) Instances per second: 43.29 +[ 2408/27610 (9%)] Loss: 0.8809 Acc:0.8369 Cost time:0.153 (0.181)s Data time:0.001 (0.004) Instances per second: 44.10 +[ 2808/27610 (10%)] Loss: 0.9119 Acc:0.8288 Cost time:0.160 (0.181)s Data time:0.001 (0.004) Instances per second: 44.08 +[ 3208/27610 (12%)] Loss: 0.9124 Acc:0.8301 Cost time:0.192 (0.179)s Data time:0.001 (0.004) Instances per second: 44.71 +[ 3608/27610 (13%)] Loss: 0.9282 Acc:0.8260 Cost time:0.161 (0.179)s Data time:0.001 (0.004) Instances per second: 44.68 +[ 4008/27610 (14%)] Loss: 0.9414 Acc:0.8216 Cost time:0.218 (0.178)s Data time:0.009 (0.004) Instances per second: 44.89 +[ 4408/27610 (16%)] Loss: 0.9342 Acc:0.8239 Cost time:0.163 (0.177)s Data time:0.002 (0.003) Instances per second: 45.08 +[ 4808/27610 (17%)] Loss: 0.9499 Acc:0.8187 Cost time:0.160 (0.178)s Data time:0.001 (0.004) Instances per second: 45.00 +[ 5208/27610 (19%)] Loss: 0.9504 Acc:0.8189 Cost time:0.157 (0.176)s Data time:0.001 (0.003) Instances per second: 45.35 +[ 5608/27610 (20%)] Loss: 0.9666 Acc:0.8151 Cost time:0.145 (0.177)s Data time:0.001 (0.003) Instances per second: 45.32 +[ 6008/27610 (22%)] Loss: 0.9645 Acc:0.8164 Cost time:0.205 (0.176)s Data time:0.010 (0.003) Instances per second: 45.45 +[ 6408/27610 (23%)] Loss: 0.9690 Acc:0.8155 Cost time:0.164 (0.176)s Data time:0.001 (0.003) Instances per second: 45.54 +[ 6808/27610 (25%)] Loss: 0.9540 Acc:0.8195 Cost time:0.151 (0.176)s Data time:0.001 (0.003) Instances per second: 45.46 +[ 7208/27610 (26%)] Loss: 0.9590 Acc:0.8180 Cost time:0.155 (0.175)s Data time:0.001 (0.003) Instances per second: 45.67 +[ 7608/27610 (28%)] Loss: 0.9633 Acc:0.8161 Cost time:0.154 (0.175)s Data time:0.002 (0.003) Instances per second: 45.59 +[ 8008/27610 (29%)] Loss: 0.9573 Acc:0.8171 Cost time:0.198 (0.175)s Data time:0.016 (0.003) Instances per second: 45.74 +[ 8408/27610 (30%)] Loss: 0.9499 Acc:0.8183 Cost time:0.176 (0.175)s Data time:0.001 (0.003) Instances per second: 45.75 +[ 8808/27610 (32%)] Loss: 0.9548 Acc:0.8167 Cost time:0.189 (0.175)s Data time:0.009 (0.003) Instances per second: 45.71 +[ 9208/27610 (33%)] Loss: 0.9568 Acc:0.8165 Cost time:0.144 (0.174)s Data time:0.001 (0.003) Instances per second: 45.91 +[ 9608/27610 (35%)] Loss: 0.9687 Acc:0.8138 Cost time:0.165 (0.174)s Data time:0.002 (0.003) Instances per second: 45.86 +[10008/27610 (36%)] Loss: 0.9717 Acc:0.8128 Cost time:0.202 (0.174)s Data time:0.002 (0.003) Instances per second: 45.96 +[10408/27610 (38%)] Loss: 0.9708 Acc:0.8130 Cost time:0.162 (0.174)s Data time:0.001 (0.003) Instances per second: 45.93 +[10808/27610 (39%)] Loss: 0.9663 Acc:0.8144 Cost time:0.232 (0.174)s Data time:0.014 (0.003) Instances per second: 45.95 +[11208/27610 (41%)] Loss: 0.9634 Acc:0.8150 Cost time:0.164 (0.174)s Data time:0.001 (0.003) Instances per second: 46.04 +[11608/27610 (42%)] Loss: 0.9682 Acc:0.8138 Cost time:0.160 (0.174)s Data time:0.001 (0.003) Instances per second: 46.01 +[12008/27610 (43%)] Loss: 0.9738 Acc:0.8127 Cost time:0.167 (0.173)s Data time:0.001 (0.003) Instances per second: 46.16 +[12408/27610 (45%)] Loss: 0.9802 Acc:0.8106 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 46.09 +[12808/27610 (46%)] Loss: 0.9778 Acc:0.8111 Cost time:0.209 (0.174)s Data time:0.008 (0.003) Instances per second: 46.09 +[13208/27610 (48%)] Loss: 0.9779 Acc:0.8112 Cost time:0.154 (0.174)s Data time:0.002 (0.003) Instances per second: 46.11 +[13608/27610 (49%)] Loss: 0.9751 Acc:0.8117 Cost time:0.147 (0.174)s Data time:0.001 (0.003) Instances per second: 46.05 +[14008/27610 (51%)] Loss: 0.9744 Acc:0.8117 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.13 +[14408/27610 (52%)] Loss: 0.9759 Acc:0.8113 Cost time:0.156 (0.174)s Data time:0.002 (0.003) Instances per second: 46.06 +[14808/27610 (54%)] Loss: 0.9726 Acc:0.8118 Cost time:0.188 (0.174)s Data time:0.002 (0.003) Instances per second: 46.10 +[15208/27610 (55%)] Loss: 0.9713 Acc:0.8122 Cost time:0.172 (0.173)s Data time:0.002 (0.003) Instances per second: 46.14 +[15608/27610 (57%)] Loss: 0.9699 Acc:0.8124 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 46.07 +[16008/27610 (58%)] Loss: 0.9697 Acc:0.8126 Cost time:0.163 (0.173)s Data time:0.002 (0.003) Instances per second: 46.16 +[16408/27610 (59%)] Loss: 0.9683 Acc:0.8128 Cost time:0.152 (0.174)s Data time:0.001 (0.003) Instances per second: 46.11 +[16808/27610 (61%)] Loss: 0.9675 Acc:0.8133 Cost time:0.199 (0.173)s Data time:0.009 (0.003) Instances per second: 46.15 +[17208/27610 (62%)] Loss: 0.9673 Acc:0.8132 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.13 +[17608/27610 (64%)] Loss: 0.9640 Acc:0.8142 Cost time:0.228 (0.174)s Data time:0.009 (0.003) Instances per second: 46.10 +[18008/27610 (65%)] Loss: 0.9646 Acc:0.8138 Cost time:0.164 (0.173)s Data time:0.002 (0.003) Instances per second: 46.19 +[18408/27610 (67%)] Loss: 0.9660 Acc:0.8134 Cost time:0.169 (0.173)s Data time:0.013 (0.003) Instances per second: 46.17 +[18808/27610 (68%)] Loss: 0.9652 Acc:0.8135 Cost time:0.191 (0.173)s Data time:0.004 (0.003) Instances per second: 46.23 +[19208/27610 (70%)] Loss: 0.9632 Acc:0.8143 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[19608/27610 (71%)] Loss: 0.9636 Acc:0.8144 Cost time:0.187 (0.173)s Data time:0.002 (0.003) Instances per second: 46.18 +[20008/27610 (72%)] Loss: 0.9649 Acc:0.8139 Cost time:0.172 (0.173)s Data time:0.002 (0.003) Instances per second: 46.22 +[20408/27610 (74%)] Loss: 0.9657 Acc:0.8136 Cost time:0.174 (0.173)s Data time:0.005 (0.003) Instances per second: 46.19 +[20808/27610 (75%)] Loss: 0.9650 Acc:0.8137 Cost time:0.173 (0.173)s Data time:0.001 (0.003) Instances per second: 46.27 +[21208/27610 (77%)] Loss: 0.9623 Acc:0.8143 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.24 +[21608/27610 (78%)] Loss: 0.9615 Acc:0.8147 Cost time:0.207 (0.173)s Data time:0.010 (0.003) Instances per second: 46.26 +[22008/27610 (80%)] Loss: 0.9654 Acc:0.8139 Cost time:0.164 (0.173)s Data time:0.001 (0.003) Instances per second: 46.27 +[22408/27610 (81%)] Loss: 0.9656 Acc:0.8139 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.26 +[22808/27610 (83%)] Loss: 0.9671 Acc:0.8137 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[23208/27610 (84%)] Loss: 0.9663 Acc:0.8137 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[23608/27610 (85%)] Loss: 0.9647 Acc:0.8141 Cost time:0.191 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[24008/27610 (87%)] Loss: 0.9633 Acc:0.8143 Cost time:0.146 (0.173)s Data time:0.001 (0.003) Instances per second: 46.33 +[24408/27610 (88%)] Loss: 0.9637 Acc:0.8141 Cost time:0.236 (0.173)s Data time:0.010 (0.003) Instances per second: 46.31 +[24808/27610 (90%)] Loss: 0.9644 Acc:0.8139 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[25208/27610 (91%)] Loss: 0.9660 Acc:0.8133 Cost time:0.167 (0.173)s Data time:0.001 (0.003) Instances per second: 46.33 +[25608/27610 (93%)] Loss: 0.9660 Acc:0.8132 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[26008/27610 (94%)] Loss: 0.9625 Acc:0.8139 Cost time:0.155 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[26408/27610 (96%)] Loss: 0.9594 Acc:0.8149 Cost time:0.205 (0.173)s Data time:0.009 (0.003) Instances per second: 46.37 +[26808/27610 (97%)] Loss: 0.9625 Acc:0.8141 Cost time:0.150 (0.172)s Data time:0.001 (0.003) Instances per second: 46.39 +[27208/27610 (99%)] Loss: 0.9652 Acc:0.8135 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[27608/27610 (100%)] Loss: 0.9644 Acc:0.8139 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[27610/27610 (100%)] Loss: 0.9643 Acc:0.8139 Cost time:0.108 (0.172)s Data time:0.002 (0.003) Instances per second: 46.42 +val Epoch: 76 Loss val: 0.8201 Acc val:0.8217, LR: 4.3933982822017876e-05 +---------- +Epoch 77/99 +Current learning rate: 4.06547058867883e-05 +[ 8/27610 (0%)] Loss: 0.6439 Acc:0.9273 Cost time:0.404 (0.404)s Data time:0.128 (0.128) Instances per second: 19.79 +[ 408/27610 (1%)] Loss: 0.8765 Acc:0.8365 Cost time:0.259 (0.173)s Data time:0.008 (0.004) Instances per second: 46.15 +[ 808/27610 (3%)] Loss: 0.9564 Acc:0.8103 Cost time:0.168 (0.185)s Data time:0.001 (0.003) Instances per second: 43.32 +[ 1208/27610 (4%)] Loss: 0.9465 Acc:0.8108 Cost time:0.152 (0.183)s Data time:0.001 (0.004) Instances per second: 43.63 +[ 1608/27610 (6%)] Loss: 0.8730 Acc:0.8294 Cost time:0.153 (0.177)s Data time:0.001 (0.003) Instances per second: 45.19 +[ 2008/27610 (7%)] Loss: 0.9213 Acc:0.8186 Cost time:0.151 (0.177)s Data time:0.001 (0.003) Instances per second: 45.17 +[ 2408/27610 (9%)] Loss: 0.9086 Acc:0.8231 Cost time:0.200 (0.175)s Data time:0.009 (0.003) Instances per second: 45.70 +[ 2808/27610 (10%)] Loss: 0.9306 Acc:0.8193 Cost time:0.162 (0.175)s Data time:0.001 (0.003) Instances per second: 45.75 +[ 3208/27610 (12%)] Loss: 0.9345 Acc:0.8198 Cost time:0.228 (0.175)s Data time:0.008 (0.003) Instances per second: 45.75 +[ 3608/27610 (13%)] Loss: 0.9479 Acc:0.8166 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.20 +[ 4008/27610 (14%)] Loss: 0.9489 Acc:0.8176 Cost time:0.173 (0.174)s Data time:0.001 (0.003) Instances per second: 46.01 +[ 4408/27610 (16%)] Loss: 0.9571 Acc:0.8160 Cost time:0.157 (0.172)s Data time:0.002 (0.003) Instances per second: 46.39 +[ 4808/27610 (17%)] Loss: 0.9603 Acc:0.8157 Cost time:0.153 (0.173)s Data time:0.001 (0.003) Instances per second: 46.30 +[ 5208/27610 (19%)] Loss: 0.9561 Acc:0.8173 Cost time:0.194 (0.173)s Data time:0.008 (0.003) Instances per second: 46.33 +[ 5608/27610 (20%)] Loss: 0.9536 Acc:0.8180 Cost time:0.165 (0.172)s Data time:0.001 (0.003) Instances per second: 46.44 +[ 6008/27610 (22%)] Loss: 0.9658 Acc:0.8149 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.33 +[ 6408/27610 (23%)] Loss: 0.9500 Acc:0.8185 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.56 +[ 6808/27610 (25%)] Loss: 0.9435 Acc:0.8203 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[ 7208/27610 (26%)] Loss: 0.9506 Acc:0.8183 Cost time:0.236 (0.172)s Data time:0.016 (0.003) Instances per second: 46.53 +[ 7608/27610 (28%)] Loss: 0.9452 Acc:0.8202 Cost time:0.148 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[ 8008/27610 (29%)] Loss: 0.9413 Acc:0.8219 Cost time:0.219 (0.172)s Data time:0.013 (0.003) Instances per second: 46.47 +[ 8408/27610 (30%)] Loss: 0.9387 Acc:0.8227 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.63 +[ 8808/27610 (32%)] Loss: 0.9360 Acc:0.8234 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.55 +[ 9208/27610 (33%)] Loss: 0.9299 Acc:0.8249 Cost time:0.208 (0.171)s Data time:0.010 (0.003) Instances per second: 46.69 +[ 9608/27610 (35%)] Loss: 0.9305 Acc:0.8249 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[10008/27610 (36%)] Loss: 0.9259 Acc:0.8262 Cost time:0.219 (0.172)s Data time:0.010 (0.003) Instances per second: 46.55 +[10408/27610 (38%)] Loss: 0.9276 Acc:0.8252 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.62 +[10808/27610 (39%)] Loss: 0.9244 Acc:0.8258 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.55 +[11208/27610 (41%)] Loss: 0.9181 Acc:0.8276 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[11608/27610 (42%)] Loss: 0.9118 Acc:0.8287 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[12008/27610 (43%)] Loss: 0.9077 Acc:0.8296 Cost time:0.207 (0.172)s Data time:0.008 (0.003) Instances per second: 46.61 +[12408/27610 (45%)] Loss: 0.9075 Acc:0.8292 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.65 +[12808/27610 (46%)] Loss: 0.9051 Acc:0.8298 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[13208/27610 (48%)] Loss: 0.9110 Acc:0.8280 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[13608/27610 (49%)] Loss: 0.9168 Acc:0.8262 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.62 +[14008/27610 (51%)] Loss: 0.9132 Acc:0.8270 Cost time:0.178 (0.171)s Data time:0.004 (0.003) Instances per second: 46.69 +[14408/27610 (52%)] Loss: 0.9106 Acc:0.8273 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[14808/27610 (54%)] Loss: 0.9062 Acc:0.8283 Cost time:0.218 (0.171)s Data time:0.011 (0.003) Instances per second: 46.66 +[15208/27610 (55%)] Loss: 0.9044 Acc:0.8288 Cost time:0.173 (0.171)s Data time:0.001 (0.003) Instances per second: 46.73 +[15608/27610 (57%)] Loss: 0.9011 Acc:0.8295 Cost time:0.165 (0.171)s Data time:0.002 (0.003) Instances per second: 46.68 +[16008/27610 (58%)] Loss: 0.9024 Acc:0.8292 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.77 +[16408/27610 (59%)] Loss: 0.9066 Acc:0.8280 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[16808/27610 (61%)] Loss: 0.9063 Acc:0.8277 Cost time:0.192 (0.171)s Data time:0.011 (0.003) Instances per second: 46.72 +[17208/27610 (62%)] Loss: 0.9023 Acc:0.8289 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[17608/27610 (64%)] Loss: 0.9034 Acc:0.8287 Cost time:0.171 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[18008/27610 (65%)] Loss: 0.9038 Acc:0.8284 Cost time:0.167 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[18408/27610 (67%)] Loss: 0.9043 Acc:0.8280 Cost time:0.159 (0.171)s Data time:0.002 (0.003) Instances per second: 46.70 +[18808/27610 (68%)] Loss: 0.9098 Acc:0.8268 Cost time:0.188 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[19208/27610 (70%)] Loss: 0.9090 Acc:0.8269 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.74 +[19608/27610 (71%)] Loss: 0.9094 Acc:0.8269 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.68 +[20008/27610 (72%)] Loss: 0.9064 Acc:0.8275 Cost time:0.164 (0.171)s Data time:0.001 (0.003) Instances per second: 46.76 +[20408/27610 (74%)] Loss: 0.9054 Acc:0.8278 Cost time:0.159 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[20808/27610 (75%)] Loss: 0.9088 Acc:0.8267 Cost time:0.187 (0.171)s Data time:0.002 (0.003) Instances per second: 46.78 +[21208/27610 (77%)] Loss: 0.9109 Acc:0.8262 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.74 +[21608/27610 (78%)] Loss: 0.9115 Acc:0.8262 Cost time:0.224 (0.171)s Data time:0.008 (0.003) Instances per second: 46.73 +[22008/27610 (80%)] Loss: 0.9137 Acc:0.8255 Cost time:0.166 (0.171)s Data time:0.001 (0.003) Instances per second: 46.76 +[22408/27610 (81%)] Loss: 0.9144 Acc:0.8254 Cost time:0.148 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[22808/27610 (83%)] Loss: 0.9173 Acc:0.8250 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.79 +[23208/27610 (84%)] Loss: 0.9124 Acc:0.8263 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.74 +[23608/27610 (85%)] Loss: 0.9103 Acc:0.8270 Cost time:0.204 (0.171)s Data time:0.011 (0.003) Instances per second: 46.74 +[24008/27610 (87%)] Loss: 0.9075 Acc:0.8276 Cost time:0.159 (0.171)s Data time:0.002 (0.003) Instances per second: 46.75 +[24408/27610 (88%)] Loss: 0.9091 Acc:0.8271 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[24808/27610 (90%)] Loss: 0.9069 Acc:0.8276 Cost time:0.159 (0.171)s Data time:0.002 (0.003) Instances per second: 46.78 +[25208/27610 (91%)] Loss: 0.9092 Acc:0.8268 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[25608/27610 (93%)] Loss: 0.9103 Acc:0.8264 Cost time:0.203 (0.171)s Data time:0.008 (0.003) Instances per second: 46.78 +[26008/27610 (94%)] Loss: 0.9145 Acc:0.8254 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[26408/27610 (96%)] Loss: 0.9183 Acc:0.8244 Cost time:0.232 (0.171)s Data time:0.011 (0.003) Instances per second: 46.73 +[26808/27610 (97%)] Loss: 0.9202 Acc:0.8238 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.77 +[27208/27610 (99%)] Loss: 0.9215 Acc:0.8236 Cost time:0.164 (0.171)s Data time:0.001 (0.003) Instances per second: 46.74 +[27608/27610 (100%)] Loss: 0.9211 Acc:0.8237 Cost time:0.174 (0.171)s Data time:0.001 (0.003) Instances per second: 46.78 +[27610/27610 (100%)] Loss: 0.9210 Acc:0.8237 Cost time:0.147 (0.171)s Data time:0.003 (0.003) Instances per second: 46.78 +val Epoch: 77 Loss val: 0.8130 Acc val:0.8219, LR: 4.06547058867883e-05 +---------- +Epoch 78/99 +Current learning rate: 3.7483339555431055e-05 +[ 8/27610 (0%)] Loss: 0.8702 Acc:0.8861 Cost time:0.426 (0.426)s Data time:0.169 (0.169) Instances per second: 18.79 +[ 408/27610 (1%)] Loss: 0.9634 Acc:0.8148 Cost time:0.302 (0.184)s Data time:0.002 (0.007) Instances per second: 43.54 +[ 808/27610 (3%)] Loss: 0.9437 Acc:0.8250 Cost time:0.149 (0.184)s Data time:0.001 (0.004) Instances per second: 43.42 +[ 1208/27610 (4%)] Loss: 0.8894 Acc:0.8348 Cost time:0.155 (0.183)s Data time:0.001 (0.005) Instances per second: 43.80 +[ 1608/27610 (6%)] Loss: 0.9127 Acc:0.8223 Cost time:0.206 (0.178)s Data time:0.010 (0.004) Instances per second: 45.03 +[ 2008/27610 (7%)] Loss: 0.8895 Acc:0.8286 Cost time:0.161 (0.178)s Data time:0.001 (0.004) Instances per second: 45.01 +[ 2408/27610 (9%)] Loss: 0.8376 Acc:0.8434 Cost time:0.196 (0.178)s Data time:0.002 (0.004) Instances per second: 45.06 +[ 2808/27610 (10%)] Loss: 0.8602 Acc:0.8384 Cost time:0.160 (0.176)s Data time:0.001 (0.004) Instances per second: 45.54 +[ 3208/27610 (12%)] Loss: 0.8611 Acc:0.8390 Cost time:0.167 (0.176)s Data time:0.001 (0.004) Instances per second: 45.44 +[ 3608/27610 (13%)] Loss: 0.8545 Acc:0.8424 Cost time:0.151 (0.174)s Data time:0.001 (0.004) Instances per second: 45.88 +[ 4008/27610 (14%)] Loss: 0.8299 Acc:0.8468 Cost time:0.154 (0.175)s Data time:0.002 (0.004) Instances per second: 45.75 +[ 4408/27610 (16%)] Loss: 0.8217 Acc:0.8481 Cost time:0.212 (0.175)s Data time:0.012 (0.004) Instances per second: 45.78 +[ 4808/27610 (17%)] Loss: 0.8334 Acc:0.8451 Cost time:0.158 (0.174)s Data time:0.002 (0.004) Instances per second: 45.92 +[ 5208/27610 (19%)] Loss: 0.8509 Acc:0.8415 Cost time:0.171 (0.175)s Data time:0.010 (0.004) Instances per second: 45.75 +[ 5608/27610 (20%)] Loss: 0.8583 Acc:0.8393 Cost time:0.153 (0.174)s Data time:0.001 (0.004) Instances per second: 45.97 +[ 6008/27610 (22%)] Loss: 0.8744 Acc:0.8349 Cost time:0.167 (0.175)s Data time:0.001 (0.004) Instances per second: 45.84 +[ 6408/27610 (23%)] Loss: 0.8826 Acc:0.8327 Cost time:0.191 (0.174)s Data time:0.009 (0.004) Instances per second: 45.85 +[ 6808/27610 (25%)] Loss: 0.8852 Acc:0.8329 Cost time:0.163 (0.174)s Data time:0.001 (0.004) Instances per second: 45.97 +[ 7208/27610 (26%)] Loss: 0.8879 Acc:0.8331 Cost time:0.164 (0.174)s Data time:0.002 (0.004) Instances per second: 45.89 +[ 7608/27610 (28%)] Loss: 0.8854 Acc:0.8337 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.13 +[ 8008/27610 (29%)] Loss: 0.8942 Acc:0.8317 Cost time:0.157 (0.174)s Data time:0.001 (0.003) Instances per second: 46.04 +[ 8408/27610 (30%)] Loss: 0.9012 Acc:0.8299 Cost time:0.207 (0.173)s Data time:0.010 (0.003) Instances per second: 46.14 +[ 8808/27610 (32%)] Loss: 0.9119 Acc:0.8274 Cost time:0.163 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[ 9208/27610 (33%)] Loss: 0.9175 Acc:0.8256 Cost time:0.248 (0.174)s Data time:0.012 (0.003) Instances per second: 46.04 +[ 9608/27610 (35%)] Loss: 0.9170 Acc:0.8246 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[10008/27610 (36%)] Loss: 0.9146 Acc:0.8248 Cost time:0.155 (0.173)s Data time:0.002 (0.003) Instances per second: 46.12 +[10408/27610 (38%)] Loss: 0.9168 Acc:0.8242 Cost time:0.203 (0.173)s Data time:0.012 (0.003) Instances per second: 46.21 +[10808/27610 (39%)] Loss: 0.9195 Acc:0.8238 Cost time:0.165 (0.173)s Data time:0.001 (0.003) Instances per second: 46.18 +[11208/27610 (41%)] Loss: 0.9132 Acc:0.8257 Cost time:0.191 (0.173)s Data time:0.002 (0.003) Instances per second: 46.17 +[11608/27610 (42%)] Loss: 0.9123 Acc:0.8264 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.23 +[12008/27610 (43%)] Loss: 0.9120 Acc:0.8264 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.17 +[12408/27610 (45%)] Loss: 0.9082 Acc:0.8275 Cost time:0.170 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[12808/27610 (46%)] Loss: 0.9130 Acc:0.8264 Cost time:0.160 (0.173)s Data time:0.002 (0.003) Instances per second: 46.24 +[13208/27610 (48%)] Loss: 0.9206 Acc:0.8251 Cost time:0.194 (0.173)s Data time:0.007 (0.003) Instances per second: 46.25 +[13608/27610 (49%)] Loss: 0.9225 Acc:0.8246 Cost time:0.164 (0.173)s Data time:0.001 (0.003) Instances per second: 46.30 +[14008/27610 (51%)] Loss: 0.9223 Acc:0.8245 Cost time:0.168 (0.173)s Data time:0.001 (0.003) Instances per second: 46.23 +[14408/27610 (52%)] Loss: 0.9286 Acc:0.8228 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[14808/27610 (54%)] Loss: 0.9294 Acc:0.8228 Cost time:0.152 (0.173)s Data time:0.002 (0.003) Instances per second: 46.27 +[15208/27610 (55%)] Loss: 0.9248 Acc:0.8242 Cost time:0.192 (0.173)s Data time:0.002 (0.003) Instances per second: 46.33 +[15608/27610 (57%)] Loss: 0.9266 Acc:0.8236 Cost time:0.152 (0.173)s Data time:0.001 (0.003) Instances per second: 46.30 +[16008/27610 (58%)] Loss: 0.9229 Acc:0.8246 Cost time:0.163 (0.173)s Data time:0.009 (0.003) Instances per second: 46.26 +[16408/27610 (59%)] Loss: 0.9224 Acc:0.8247 Cost time:0.153 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[16808/27610 (61%)] Loss: 0.9201 Acc:0.8251 Cost time:0.150 (0.173)s Data time:0.001 (0.003) Instances per second: 46.30 +[17208/27610 (62%)] Loss: 0.9210 Acc:0.8251 Cost time:0.196 (0.173)s Data time:0.012 (0.003) Instances per second: 46.36 +[17608/27610 (64%)] Loss: 0.9235 Acc:0.8243 Cost time:0.176 (0.173)s Data time:0.002 (0.003) Instances per second: 46.33 +[18008/27610 (65%)] Loss: 0.9230 Acc:0.8242 Cost time:0.178 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[18408/27610 (67%)] Loss: 0.9205 Acc:0.8247 Cost time:0.165 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[18808/27610 (68%)] Loss: 0.9201 Acc:0.8250 Cost time:0.163 (0.173)s Data time:0.001 (0.003) Instances per second: 46.31 +[19208/27610 (70%)] Loss: 0.9203 Acc:0.8251 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[19608/27610 (71%)] Loss: 0.9217 Acc:0.8246 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.33 +[20008/27610 (72%)] Loss: 0.9237 Acc:0.8240 Cost time:0.175 (0.173)s Data time:0.002 (0.003) Instances per second: 46.34 +[20408/27610 (74%)] Loss: 0.9284 Acc:0.8229 Cost time:0.158 (0.173)s Data time:0.002 (0.003) Instances per second: 46.36 +[20808/27610 (75%)] Loss: 0.9320 Acc:0.8217 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[21208/27610 (77%)] Loss: 0.9337 Acc:0.8210 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.39 +[21608/27610 (78%)] Loss: 0.9309 Acc:0.8215 Cost time:0.170 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[22008/27610 (80%)] Loss: 0.9361 Acc:0.8205 Cost time:0.188 (0.172)s Data time:0.002 (0.003) Instances per second: 46.39 +[22408/27610 (81%)] Loss: 0.9330 Acc:0.8211 Cost time:0.166 (0.172)s Data time:0.002 (0.003) Instances per second: 46.39 +[22808/27610 (83%)] Loss: 0.9345 Acc:0.8204 Cost time:0.214 (0.173)s Data time:0.008 (0.003) Instances per second: 46.37 +[23208/27610 (84%)] Loss: 0.9377 Acc:0.8195 Cost time:0.144 (0.172)s Data time:0.001 (0.003) Instances per second: 46.43 +[23608/27610 (85%)] Loss: 0.9381 Acc:0.8196 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.40 +[24008/27610 (87%)] Loss: 0.9388 Acc:0.8192 Cost time:0.170 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[24408/27610 (88%)] Loss: 0.9361 Acc:0.8199 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.43 +[24808/27610 (90%)] Loss: 0.9349 Acc:0.8202 Cost time:0.207 (0.172)s Data time:0.010 (0.003) Instances per second: 46.43 +[25208/27610 (91%)] Loss: 0.9355 Acc:0.8201 Cost time:0.176 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[25608/27610 (93%)] Loss: 0.9383 Acc:0.8193 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[26008/27610 (94%)] Loss: 0.9364 Acc:0.8200 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[26408/27610 (96%)] Loss: 0.9397 Acc:0.8193 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.44 +[26808/27610 (97%)] Loss: 0.9407 Acc:0.8191 Cost time:0.182 (0.172)s Data time:0.002 (0.003) Instances per second: 46.47 +[27208/27610 (99%)] Loss: 0.9381 Acc:0.8197 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[27608/27610 (100%)] Loss: 0.9368 Acc:0.8201 Cost time:0.170 (0.172)s Data time:0.002 (0.003) Instances per second: 46.44 +[27610/27610 (100%)] Loss: 0.9369 Acc:0.8200 Cost time:0.107 (0.172)s Data time:0.002 (0.003) Instances per second: 46.45 +val Epoch: 78 Loss val: 0.8208 Acc val:0.8225, LR: 3.7483339555431055e-05 +---------- +Epoch 79/99 +Current learning rate: 3.442301358363163e-05 +[ 8/27610 (0%)] Loss: 0.0315 Acc:0.9979 Cost time:0.534 (0.534)s Data time:0.191 (0.191) Instances per second: 14.98 +[ 408/27610 (1%)] Loss: 1.0633 Acc:0.7857 Cost time:0.165 (0.204)s Data time:0.002 (0.008) Instances per second: 39.19 +[ 808/27610 (3%)] Loss: 0.9277 Acc:0.8179 Cost time:0.163 (0.202)s Data time:0.001 (0.006) Instances per second: 39.62 +[ 1208/27610 (4%)] Loss: 0.8384 Acc:0.8397 Cost time:0.161 (0.188)s Data time:0.001 (0.005) Instances per second: 42.59 +[ 1608/27610 (6%)] Loss: 0.8286 Acc:0.8443 Cost time:0.151 (0.186)s Data time:0.001 (0.005) Instances per second: 42.92 +[ 2008/27610 (7%)] Loss: 0.8554 Acc:0.8377 Cost time:0.189 (0.183)s Data time:0.008 (0.005) Instances per second: 43.70 +[ 2408/27610 (9%)] Loss: 0.8984 Acc:0.8270 Cost time:0.161 (0.180)s Data time:0.001 (0.004) Instances per second: 44.36 +[ 2808/27610 (10%)] Loss: 0.8707 Acc:0.8346 Cost time:0.159 (0.180)s Data time:0.001 (0.004) Instances per second: 44.39 +[ 3208/27610 (12%)] Loss: 0.8764 Acc:0.8333 Cost time:0.155 (0.178)s Data time:0.001 (0.004) Instances per second: 45.04 +[ 3608/27610 (13%)] Loss: 0.8827 Acc:0.8312 Cost time:0.164 (0.178)s Data time:0.001 (0.004) Instances per second: 45.03 +[ 4008/27610 (14%)] Loss: 0.8889 Acc:0.8289 Cost time:0.219 (0.177)s Data time:0.009 (0.004) Instances per second: 45.33 +[ 4408/27610 (16%)] Loss: 0.9058 Acc:0.8235 Cost time:0.145 (0.176)s Data time:0.001 (0.004) Instances per second: 45.40 +[ 4808/27610 (17%)] Loss: 0.9150 Acc:0.8184 Cost time:0.166 (0.177)s Data time:0.001 (0.004) Instances per second: 45.31 +[ 5208/27610 (19%)] Loss: 0.9020 Acc:0.8224 Cost time:0.141 (0.175)s Data time:0.001 (0.003) Instances per second: 45.67 +[ 5608/27610 (20%)] Loss: 0.8946 Acc:0.8248 Cost time:0.160 (0.175)s Data time:0.001 (0.003) Instances per second: 45.60 +[ 6008/27610 (22%)] Loss: 0.8930 Acc:0.8238 Cost time:0.210 (0.174)s Data time:0.008 (0.003) Instances per second: 45.87 +[ 6408/27610 (23%)] Loss: 0.9055 Acc:0.8223 Cost time:0.150 (0.175)s Data time:0.001 (0.003) Instances per second: 45.81 +[ 6808/27610 (25%)] Loss: 0.9035 Acc:0.8234 Cost time:0.203 (0.174)s Data time:0.010 (0.003) Instances per second: 45.85 +[ 7208/27610 (26%)] Loss: 0.8910 Acc:0.8260 Cost time:0.158 (0.174)s Data time:0.001 (0.003) Instances per second: 45.98 +[ 7608/27610 (28%)] Loss: 0.8839 Acc:0.8273 Cost time:0.155 (0.174)s Data time:0.001 (0.003) Instances per second: 45.87 +[ 8008/27610 (29%)] Loss: 0.8819 Acc:0.8284 Cost time:0.151 (0.174)s Data time:0.001 (0.003) Instances per second: 46.05 +[ 8408/27610 (30%)] Loss: 0.8903 Acc:0.8260 Cost time:0.153 (0.174)s Data time:0.001 (0.003) Instances per second: 45.98 +[ 8808/27610 (32%)] Loss: 0.8873 Acc:0.8265 Cost time:0.203 (0.174)s Data time:0.008 (0.003) Instances per second: 46.03 +[ 9208/27610 (33%)] Loss: 0.8850 Acc:0.8268 Cost time:0.153 (0.174)s Data time:0.002 (0.003) Instances per second: 46.09 +[ 9608/27610 (35%)] Loss: 0.8942 Acc:0.8248 Cost time:0.166 (0.174)s Data time:0.001 (0.003) Instances per second: 46.03 +[10008/27610 (36%)] Loss: 0.9028 Acc:0.8227 Cost time:0.143 (0.173)s Data time:0.001 (0.003) Instances per second: 46.20 +[10408/27610 (38%)] Loss: 0.9053 Acc:0.8221 Cost time:0.156 (0.173)s Data time:0.001 (0.003) Instances per second: 46.15 +[10808/27610 (39%)] Loss: 0.9109 Acc:0.8207 Cost time:0.202 (0.173)s Data time:0.010 (0.003) Instances per second: 46.26 +[11208/27610 (41%)] Loss: 0.9173 Acc:0.8193 Cost time:0.152 (0.173)s Data time:0.001 (0.003) Instances per second: 46.25 +[11608/27610 (42%)] Loss: 0.9164 Acc:0.8196 Cost time:0.203 (0.173)s Data time:0.002 (0.003) Instances per second: 46.21 +[12008/27610 (43%)] Loss: 0.9159 Acc:0.8202 Cost time:0.161 (0.173)s Data time:0.005 (0.003) Instances per second: 46.32 +[12408/27610 (45%)] Loss: 0.9106 Acc:0.8218 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[12808/27610 (46%)] Loss: 0.9133 Acc:0.8216 Cost time:0.188 (0.172)s Data time:0.001 (0.003) Instances per second: 46.39 +[13208/27610 (48%)] Loss: 0.9140 Acc:0.8218 Cost time:0.151 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[13608/27610 (49%)] Loss: 0.9137 Acc:0.8220 Cost time:0.172 (0.173)s Data time:0.002 (0.003) Instances per second: 46.36 +[14008/27610 (51%)] Loss: 0.9118 Acc:0.8227 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.43 +[14408/27610 (52%)] Loss: 0.9117 Acc:0.8228 Cost time:0.151 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[14808/27610 (54%)] Loss: 0.9178 Acc:0.8215 Cost time:0.159 (0.172)s Data time:0.002 (0.003) Instances per second: 46.48 +[15208/27610 (55%)] Loss: 0.9143 Acc:0.8221 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[15608/27610 (57%)] Loss: 0.9179 Acc:0.8213 Cost time:0.203 (0.172)s Data time:0.009 (0.003) Instances per second: 46.46 +[16008/27610 (58%)] Loss: 0.9154 Acc:0.8223 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[16408/27610 (59%)] Loss: 0.9163 Acc:0.8218 Cost time:0.203 (0.172)s Data time:0.002 (0.003) Instances per second: 46.40 +[16808/27610 (61%)] Loss: 0.9140 Acc:0.8227 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[17208/27610 (62%)] Loss: 0.9144 Acc:0.8230 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[17608/27610 (64%)] Loss: 0.9203 Acc:0.8219 Cost time:0.212 (0.172)s Data time:0.012 (0.003) Instances per second: 46.52 +[18008/27610 (65%)] Loss: 0.9230 Acc:0.8212 Cost time:0.168 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[18408/27610 (67%)] Loss: 0.9256 Acc:0.8204 Cost time:0.192 (0.172)s Data time:0.008 (0.003) Instances per second: 46.49 +[18808/27610 (68%)] Loss: 0.9265 Acc:0.8200 Cost time:0.143 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[19208/27610 (70%)] Loss: 0.9221 Acc:0.8208 Cost time:0.175 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[19608/27610 (71%)] Loss: 0.9215 Acc:0.8212 Cost time:0.154 (0.172)s Data time:0.002 (0.003) Instances per second: 46.58 +[20008/27610 (72%)] Loss: 0.9231 Acc:0.8205 Cost time:0.150 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[20408/27610 (74%)] Loss: 0.9191 Acc:0.8214 Cost time:0.182 (0.172)s Data time:0.002 (0.003) Instances per second: 46.58 +[20808/27610 (75%)] Loss: 0.9222 Acc:0.8208 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[21208/27610 (77%)] Loss: 0.9218 Acc:0.8211 Cost time:0.174 (0.172)s Data time:0.012 (0.003) Instances per second: 46.56 +[21608/27610 (78%)] Loss: 0.9237 Acc:0.8204 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.61 +[22008/27610 (80%)] Loss: 0.9205 Acc:0.8213 Cost time:0.160 (0.172)s Data time:0.002 (0.003) Instances per second: 46.56 +[22408/27610 (81%)] Loss: 0.9210 Acc:0.8213 Cost time:0.214 (0.172)s Data time:0.011 (0.003) Instances per second: 46.61 +[22808/27610 (83%)] Loss: 0.9222 Acc:0.8208 Cost time:0.148 (0.172)s Data time:0.002 (0.003) Instances per second: 46.57 +[23208/27610 (84%)] Loss: 0.9233 Acc:0.8205 Cost time:0.232 (0.172)s Data time:0.008 (0.003) Instances per second: 46.54 +[23608/27610 (85%)] Loss: 0.9245 Acc:0.8202 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[24008/27610 (87%)] Loss: 0.9226 Acc:0.8207 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.55 +[24408/27610 (88%)] Loss: 0.9244 Acc:0.8203 Cost time:0.180 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[24808/27610 (90%)] Loss: 0.9235 Acc:0.8204 Cost time:0.162 (0.172)s Data time:0.002 (0.003) Instances per second: 46.57 +[25208/27610 (91%)] Loss: 0.9255 Acc:0.8200 Cost time:0.204 (0.172)s Data time:0.013 (0.003) Instances per second: 46.54 +[25608/27610 (93%)] Loss: 0.9228 Acc:0.8203 Cost time:0.173 (0.172)s Data time:0.002 (0.003) Instances per second: 46.56 +[26008/27610 (94%)] Loss: 0.9238 Acc:0.8202 Cost time:0.153 (0.172)s Data time:0.002 (0.003) Instances per second: 46.52 +[26408/27610 (96%)] Loss: 0.9215 Acc:0.8208 Cost time:0.170 (0.172)s Data time:0.001 (0.003) Instances per second: 46.55 +[26808/27610 (97%)] Loss: 0.9218 Acc:0.8209 Cost time:0.170 (0.172)s Data time:0.001 (0.003) Instances per second: 46.51 +[27208/27610 (99%)] Loss: 0.9211 Acc:0.8211 Cost time:0.196 (0.172)s Data time:0.010 (0.003) Instances per second: 46.49 +[27608/27610 (100%)] Loss: 0.9219 Acc:0.8208 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[27610/27610 (100%)] Loss: 0.9218 Acc:0.8208 Cost time:0.120 (0.172)s Data time:0.002 (0.003) Instances per second: 46.50 +val Epoch: 79 Loss val: 0.8152 Acc val:0.8248, LR: 3.442301358363163e-05 +---------- +Epoch 80/99 +Current learning rate: 3.1476748143646435e-05 +[ 8/27610 (0%)] Loss: 0.9398 Acc:0.8590 Cost time:0.429 (0.429)s Data time:0.181 (0.181) Instances per second: 18.66 +[ 408/27610 (1%)] Loss: 0.8267 Acc:0.8424 Cost time:0.213 (0.209)s Data time:0.002 (0.006) Instances per second: 38.24 +[ 808/27610 (3%)] Loss: 0.9045 Acc:0.8294 Cost time:0.161 (0.201)s Data time:0.001 (0.004) Instances per second: 39.88 +[ 1208/27610 (4%)] Loss: 0.8738 Acc:0.8364 Cost time:0.154 (0.196)s Data time:0.001 (0.005) Instances per second: 40.92 +[ 1608/27610 (6%)] Loss: 0.9415 Acc:0.8203 Cost time:0.207 (0.188)s Data time:0.011 (0.004) Instances per second: 42.56 +[ 2008/27610 (7%)] Loss: 0.9482 Acc:0.8188 Cost time:0.170 (0.187)s Data time:0.001 (0.004) Instances per second: 42.87 +[ 2408/27610 (9%)] Loss: 0.9360 Acc:0.8212 Cost time:0.233 (0.186)s Data time:0.009 (0.004) Instances per second: 43.11 +[ 2808/27610 (10%)] Loss: 0.9143 Acc:0.8268 Cost time:0.163 (0.183)s Data time:0.002 (0.004) Instances per second: 43.65 +[ 3208/27610 (12%)] Loss: 0.9153 Acc:0.8278 Cost time:0.173 (0.184)s Data time:0.001 (0.004) Instances per second: 43.55 +[ 3608/27610 (13%)] Loss: 0.9143 Acc:0.8269 Cost time:0.174 (0.181)s Data time:0.001 (0.004) Instances per second: 44.09 +[ 4008/27610 (14%)] Loss: 0.9315 Acc:0.8224 Cost time:0.148 (0.182)s Data time:0.001 (0.004) Instances per second: 44.06 +[ 4408/27610 (16%)] Loss: 0.9345 Acc:0.8216 Cost time:0.215 (0.181)s Data time:0.011 (0.004) Instances per second: 44.19 +[ 4808/27610 (17%)] Loss: 0.9440 Acc:0.8193 Cost time:0.167 (0.180)s Data time:0.002 (0.004) Instances per second: 44.39 +[ 5208/27610 (19%)] Loss: 0.9400 Acc:0.8210 Cost time:0.165 (0.180)s Data time:0.002 (0.004) Instances per second: 44.38 +[ 5608/27610 (20%)] Loss: 0.9468 Acc:0.8183 Cost time:0.170 (0.179)s Data time:0.002 (0.003) Instances per second: 44.64 +[ 6008/27610 (22%)] Loss: 0.9532 Acc:0.8166 Cost time:0.161 (0.179)s Data time:0.001 (0.004) Instances per second: 44.58 +[ 6408/27610 (23%)] Loss: 0.9489 Acc:0.8179 Cost time:0.201 (0.179)s Data time:0.008 (0.004) Instances per second: 44.57 +[ 6808/27610 (25%)] Loss: 0.9396 Acc:0.8196 Cost time:0.164 (0.179)s Data time:0.001 (0.004) Instances per second: 44.64 +[ 7208/27610 (26%)] Loss: 0.9375 Acc:0.8193 Cost time:0.181 (0.180)s Data time:0.001 (0.004) Instances per second: 44.52 +[ 7608/27610 (28%)] Loss: 0.9366 Acc:0.8196 Cost time:0.178 (0.179)s Data time:0.001 (0.003) Instances per second: 44.69 +[ 8008/27610 (29%)] Loss: 0.9418 Acc:0.8181 Cost time:0.153 (0.179)s Data time:0.002 (0.004) Instances per second: 44.58 +[ 8408/27610 (30%)] Loss: 0.9472 Acc:0.8169 Cost time:0.199 (0.179)s Data time:0.009 (0.004) Instances per second: 44.58 +[ 8808/27610 (32%)] Loss: 0.9551 Acc:0.8146 Cost time:0.147 (0.179)s Data time:0.001 (0.003) Instances per second: 44.66 +[ 9208/27610 (33%)] Loss: 0.9534 Acc:0.8146 Cost time:0.154 (0.179)s Data time:0.002 (0.004) Instances per second: 44.58 +[ 9608/27610 (35%)] Loss: 0.9501 Acc:0.8151 Cost time:0.147 (0.179)s Data time:0.001 (0.003) Instances per second: 44.77 +[10008/27610 (36%)] Loss: 0.9395 Acc:0.8177 Cost time:0.177 (0.179)s Data time:0.006 (0.003) Instances per second: 44.74 +[10408/27610 (38%)] Loss: 0.9381 Acc:0.8183 Cost time:0.205 (0.179)s Data time:0.010 (0.003) Instances per second: 44.80 +[10808/27610 (39%)] Loss: 0.9387 Acc:0.8177 Cost time:0.173 (0.178)s Data time:0.001 (0.003) Instances per second: 44.83 +[11208/27610 (41%)] Loss: 0.9384 Acc:0.8181 Cost time:0.158 (0.179)s Data time:0.001 (0.004) Instances per second: 44.77 +[11608/27610 (42%)] Loss: 0.9409 Acc:0.8177 Cost time:0.169 (0.178)s Data time:0.001 (0.003) Instances per second: 44.91 +[12008/27610 (43%)] Loss: 0.9380 Acc:0.8182 Cost time:0.179 (0.178)s Data time:0.002 (0.003) Instances per second: 44.84 +[12408/27610 (45%)] Loss: 0.9352 Acc:0.8185 Cost time:0.198 (0.178)s Data time:0.008 (0.003) Instances per second: 44.88 +[12808/27610 (46%)] Loss: 0.9370 Acc:0.8182 Cost time:0.162 (0.178)s Data time:0.001 (0.003) Instances per second: 44.90 +[13208/27610 (48%)] Loss: 0.9349 Acc:0.8187 Cost time:0.199 (0.178)s Data time:0.009 (0.003) Instances per second: 44.87 +[13608/27610 (49%)] Loss: 0.9383 Acc:0.8184 Cost time:0.167 (0.178)s Data time:0.001 (0.003) Instances per second: 44.98 +[14008/27610 (51%)] Loss: 0.9333 Acc:0.8192 Cost time:0.172 (0.178)s Data time:0.001 (0.003) Instances per second: 44.92 +[14408/27610 (52%)] Loss: 0.9330 Acc:0.8194 Cost time:0.212 (0.178)s Data time:0.010 (0.003) Instances per second: 44.99 +[14808/27610 (54%)] Loss: 0.9355 Acc:0.8186 Cost time:0.169 (0.178)s Data time:0.002 (0.003) Instances per second: 44.97 +[15208/27610 (55%)] Loss: 0.9373 Acc:0.8178 Cost time:0.196 (0.178)s Data time:0.002 (0.003) Instances per second: 44.93 +[15608/27610 (57%)] Loss: 0.9387 Acc:0.8173 Cost time:0.161 (0.178)s Data time:0.001 (0.003) Instances per second: 45.00 +[16008/27610 (58%)] Loss: 0.9392 Acc:0.8173 Cost time:0.166 (0.178)s Data time:0.001 (0.003) Instances per second: 44.98 +[16408/27610 (59%)] Loss: 0.9368 Acc:0.8176 Cost time:0.220 (0.178)s Data time:0.008 (0.003) Instances per second: 45.03 +[16808/27610 (61%)] Loss: 0.9352 Acc:0.8181 Cost time:0.175 (0.178)s Data time:0.001 (0.003) Instances per second: 45.01 +[17208/27610 (62%)] Loss: 0.9319 Acc:0.8191 Cost time:0.239 (0.178)s Data time:0.010 (0.003) Instances per second: 44.99 +[17608/27610 (64%)] Loss: 0.9309 Acc:0.8196 Cost time:0.159 (0.178)s Data time:0.002 (0.003) Instances per second: 45.06 +[18008/27610 (65%)] Loss: 0.9315 Acc:0.8194 Cost time:0.161 (0.178)s Data time:0.001 (0.003) Instances per second: 45.03 +[18408/27610 (67%)] Loss: 0.9284 Acc:0.8200 Cost time:0.209 (0.177)s Data time:0.001 (0.003) Instances per second: 45.11 +[18808/27610 (68%)] Loss: 0.9240 Acc:0.8211 Cost time:0.161 (0.178)s Data time:0.002 (0.003) Instances per second: 45.06 +[19208/27610 (70%)] Loss: 0.9227 Acc:0.8216 Cost time:0.243 (0.178)s Data time:0.009 (0.003) Instances per second: 45.06 +[19608/27610 (71%)] Loss: 0.9237 Acc:0.8212 Cost time:0.167 (0.177)s Data time:0.001 (0.003) Instances per second: 45.08 +[20008/27610 (72%)] Loss: 0.9201 Acc:0.8218 Cost time:0.152 (0.178)s Data time:0.001 (0.003) Instances per second: 45.05 +[20408/27610 (74%)] Loss: 0.9191 Acc:0.8223 Cost time:0.173 (0.177)s Data time:0.001 (0.003) Instances per second: 45.12 +[20808/27610 (75%)] Loss: 0.9209 Acc:0.8217 Cost time:0.152 (0.177)s Data time:0.001 (0.003) Instances per second: 45.11 +[21208/27610 (77%)] Loss: 0.9241 Acc:0.8211 Cost time:0.208 (0.177)s Data time:0.012 (0.003) Instances per second: 45.15 +[21608/27610 (78%)] Loss: 0.9275 Acc:0.8202 Cost time:0.165 (0.177)s Data time:0.002 (0.003) Instances per second: 45.17 +[22008/27610 (80%)] Loss: 0.9260 Acc:0.8206 Cost time:0.155 (0.177)s Data time:0.001 (0.003) Instances per second: 45.14 +[22408/27610 (81%)] Loss: 0.9259 Acc:0.8206 Cost time:0.158 (0.177)s Data time:0.001 (0.003) Instances per second: 45.21 +[22808/27610 (83%)] Loss: 0.9269 Acc:0.8203 Cost time:0.171 (0.177)s Data time:0.001 (0.003) Instances per second: 45.18 +[23208/27610 (84%)] Loss: 0.9266 Acc:0.8202 Cost time:0.202 (0.177)s Data time:0.002 (0.003) Instances per second: 45.22 +[23608/27610 (85%)] Loss: 0.9250 Acc:0.8207 Cost time:0.163 (0.177)s Data time:0.001 (0.003) Instances per second: 45.23 +[24008/27610 (87%)] Loss: 0.9275 Acc:0.8202 Cost time:0.225 (0.177)s Data time:0.009 (0.003) Instances per second: 45.21 +[24408/27610 (88%)] Loss: 0.9239 Acc:0.8210 Cost time:0.166 (0.177)s Data time:0.002 (0.003) Instances per second: 45.27 +[24808/27610 (90%)] Loss: 0.9268 Acc:0.8202 Cost time:0.162 (0.177)s Data time:0.001 (0.003) Instances per second: 45.25 +[25208/27610 (91%)] Loss: 0.9284 Acc:0.8200 Cost time:0.199 (0.177)s Data time:0.006 (0.003) Instances per second: 45.30 +[25608/27610 (93%)] Loss: 0.9260 Acc:0.8207 Cost time:0.153 (0.177)s Data time:0.002 (0.003) Instances per second: 45.29 +[26008/27610 (94%)] Loss: 0.9247 Acc:0.8210 Cost time:0.203 (0.177)s Data time:0.010 (0.003) Instances per second: 45.30 +[26408/27610 (96%)] Loss: 0.9263 Acc:0.8206 Cost time:0.160 (0.176)s Data time:0.001 (0.003) Instances per second: 45.34 +[26808/27610 (97%)] Loss: 0.9251 Acc:0.8209 Cost time:0.147 (0.176)s Data time:0.001 (0.003) Instances per second: 45.33 +[27208/27610 (99%)] Loss: 0.9232 Acc:0.8215 Cost time:0.159 (0.176)s Data time:0.001 (0.003) Instances per second: 45.38 +[27608/27610 (100%)] Loss: 0.9238 Acc:0.8215 Cost time:0.148 (0.176)s Data time:0.001 (0.003) Instances per second: 45.37 +[27610/27610 (100%)] Loss: 0.9237 Acc:0.8216 Cost time:0.113 (0.176)s Data time:0.002 (0.003) Instances per second: 45.38 +val Epoch: 80 Loss val: 0.8044 Acc val:0.8243, LR: 3.1476748143646435e-05 +---------- +Epoch 81/99 +Current learning rate: 2.8647450843757897e-05 +[ 8/27610 (0%)] Loss: 2.0748 Acc:0.3962 Cost time:0.513 (0.513)s Data time:0.187 (0.187) Instances per second: 15.60 +[ 408/27610 (1%)] Loss: 0.9871 Acc:0.7893 Cost time:0.205 (0.187)s Data time:0.002 (0.006) Instances per second: 42.81 +[ 808/27610 (3%)] Loss: 0.9228 Acc:0.8101 Cost time:0.145 (0.191)s Data time:0.001 (0.005) Instances per second: 41.80 +[ 1208/27610 (4%)] Loss: 0.9155 Acc:0.8134 Cost time:0.162 (0.181)s Data time:0.002 (0.004) Instances per second: 44.17 +[ 1608/27610 (6%)] Loss: 0.9610 Acc:0.8069 Cost time:0.172 (0.182)s Data time:0.001 (0.004) Instances per second: 43.92 +[ 2008/27610 (7%)] Loss: 0.9519 Acc:0.8111 Cost time:0.207 (0.180)s Data time:0.009 (0.004) Instances per second: 44.55 +[ 2408/27610 (9%)] Loss: 0.9513 Acc:0.8112 Cost time:0.178 (0.178)s Data time:0.001 (0.004) Instances per second: 44.96 +[ 2808/27610 (10%)] Loss: 0.9325 Acc:0.8170 Cost time:0.162 (0.179)s Data time:0.001 (0.004) Instances per second: 44.77 +[ 3208/27610 (12%)] Loss: 0.9410 Acc:0.8171 Cost time:0.162 (0.176)s Data time:0.002 (0.003) Instances per second: 45.41 +[ 3608/27610 (13%)] Loss: 0.9167 Acc:0.8244 Cost time:0.151 (0.177)s Data time:0.001 (0.003) Instances per second: 45.32 +[ 4008/27610 (14%)] Loss: 0.9148 Acc:0.8252 Cost time:0.198 (0.176)s Data time:0.010 (0.003) Instances per second: 45.53 +[ 4408/27610 (16%)] Loss: 0.9014 Acc:0.8295 Cost time:0.152 (0.176)s Data time:0.002 (0.003) Instances per second: 45.52 +[ 4808/27610 (17%)] Loss: 0.9150 Acc:0.8252 Cost time:0.221 (0.176)s Data time:0.011 (0.003) Instances per second: 45.47 +[ 5208/27610 (19%)] Loss: 0.9247 Acc:0.8215 Cost time:0.159 (0.175)s Data time:0.001 (0.003) Instances per second: 45.78 +[ 5608/27610 (20%)] Loss: 0.9310 Acc:0.8195 Cost time:0.151 (0.175)s Data time:0.001 (0.003) Instances per second: 45.63 +[ 6008/27610 (22%)] Loss: 0.9231 Acc:0.8212 Cost time:0.207 (0.174)s Data time:0.002 (0.003) Instances per second: 45.90 +[ 6408/27610 (23%)] Loss: 0.9301 Acc:0.8191 Cost time:0.152 (0.174)s Data time:0.001 (0.003) Instances per second: 45.85 +[ 6808/27610 (25%)] Loss: 0.9298 Acc:0.8182 Cost time:0.214 (0.174)s Data time:0.009 (0.003) Instances per second: 45.89 +[ 7208/27610 (26%)] Loss: 0.9260 Acc:0.8197 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 45.99 +[ 7608/27610 (28%)] Loss: 0.9183 Acc:0.8214 Cost time:0.146 (0.174)s Data time:0.001 (0.003) Instances per second: 45.91 +[ 8008/27610 (29%)] Loss: 0.9154 Acc:0.8221 Cost time:0.161 (0.174)s Data time:0.002 (0.003) Instances per second: 46.11 +[ 8408/27610 (30%)] Loss: 0.9208 Acc:0.8205 Cost time:0.167 (0.174)s Data time:0.001 (0.003) Instances per second: 46.00 +[ 8808/27610 (32%)] Loss: 0.9212 Acc:0.8204 Cost time:0.201 (0.174)s Data time:0.009 (0.003) Instances per second: 46.03 +[ 9208/27610 (33%)] Loss: 0.9195 Acc:0.8211 Cost time:0.166 (0.174)s Data time:0.002 (0.003) Instances per second: 46.10 +[ 9608/27610 (35%)] Loss: 0.9245 Acc:0.8202 Cost time:0.151 (0.174)s Data time:0.001 (0.003) Instances per second: 46.04 +[10008/27610 (36%)] Loss: 0.9266 Acc:0.8192 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.19 +[10408/27610 (38%)] Loss: 0.9251 Acc:0.8200 Cost time:0.150 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[10808/27610 (39%)] Loss: 0.9286 Acc:0.8190 Cost time:0.189 (0.173)s Data time:0.002 (0.003) Instances per second: 46.20 +[11208/27610 (41%)] Loss: 0.9327 Acc:0.8180 Cost time:0.168 (0.173)s Data time:0.002 (0.003) Instances per second: 46.19 +[11608/27610 (42%)] Loss: 0.9319 Acc:0.8178 Cost time:0.214 (0.173)s Data time:0.002 (0.003) Instances per second: 46.13 +[12008/27610 (43%)] Loss: 0.9311 Acc:0.8182 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.26 +[12408/27610 (45%)] Loss: 0.9304 Acc:0.8183 Cost time:0.163 (0.173)s Data time:0.001 (0.003) Instances per second: 46.19 +[12808/27610 (46%)] Loss: 0.9332 Acc:0.8180 Cost time:0.195 (0.173)s Data time:0.002 (0.003) Instances per second: 46.28 +[13208/27610 (48%)] Loss: 0.9279 Acc:0.8189 Cost time:0.159 (0.173)s Data time:0.002 (0.003) Instances per second: 46.28 +[13608/27610 (49%)] Loss: 0.9224 Acc:0.8206 Cost time:0.190 (0.173)s Data time:0.011 (0.003) Instances per second: 46.29 +[14008/27610 (51%)] Loss: 0.9179 Acc:0.8220 Cost time:0.153 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[14408/27610 (52%)] Loss: 0.9159 Acc:0.8230 Cost time:0.166 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[14808/27610 (54%)] Loss: 0.9190 Acc:0.8218 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[15208/27610 (55%)] Loss: 0.9156 Acc:0.8226 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.33 +[15608/27610 (57%)] Loss: 0.9171 Acc:0.8220 Cost time:0.208 (0.173)s Data time:0.002 (0.003) Instances per second: 46.34 +[16008/27610 (58%)] Loss: 0.9156 Acc:0.8221 Cost time:0.153 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[16408/27610 (59%)] Loss: 0.9149 Acc:0.8222 Cost time:0.151 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[16808/27610 (61%)] Loss: 0.9154 Acc:0.8217 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.39 +[17208/27610 (62%)] Loss: 0.9174 Acc:0.8213 Cost time:0.148 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[17608/27610 (64%)] Loss: 0.9187 Acc:0.8211 Cost time:0.186 (0.172)s Data time:0.013 (0.003) Instances per second: 46.39 +[18008/27610 (65%)] Loss: 0.9180 Acc:0.8214 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[18408/27610 (67%)] Loss: 0.9219 Acc:0.8202 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[18808/27610 (68%)] Loss: 0.9213 Acc:0.8206 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[19208/27610 (70%)] Loss: 0.9182 Acc:0.8214 Cost time:0.164 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[19608/27610 (71%)] Loss: 0.9146 Acc:0.8225 Cost time:0.198 (0.172)s Data time:0.008 (0.003) Instances per second: 46.42 +[20008/27610 (72%)] Loss: 0.9116 Acc:0.8233 Cost time:0.144 (0.172)s Data time:0.001 (0.003) Instances per second: 46.41 +[20408/27610 (74%)] Loss: 0.9094 Acc:0.8240 Cost time:0.213 (0.172)s Data time:0.009 (0.003) Instances per second: 46.39 +[20808/27610 (75%)] Loss: 0.9067 Acc:0.8248 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[21208/27610 (77%)] Loss: 0.9062 Acc:0.8248 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[21608/27610 (78%)] Loss: 0.9080 Acc:0.8245 Cost time:0.170 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[22008/27610 (80%)] Loss: 0.9060 Acc:0.8249 Cost time:0.151 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[22408/27610 (81%)] Loss: 0.9064 Acc:0.8248 Cost time:0.212 (0.172)s Data time:0.009 (0.003) Instances per second: 46.48 +[22808/27610 (83%)] Loss: 0.9046 Acc:0.8255 Cost time:0.150 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[23208/27610 (84%)] Loss: 0.9014 Acc:0.8262 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[23608/27610 (85%)] Loss: 0.9027 Acc:0.8258 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[24008/27610 (87%)] Loss: 0.9017 Acc:0.8259 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[24408/27610 (88%)] Loss: 0.9038 Acc:0.8254 Cost time:0.200 (0.172)s Data time:0.008 (0.003) Instances per second: 46.51 +[24808/27610 (90%)] Loss: 0.9061 Acc:0.8249 Cost time:0.166 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[25208/27610 (91%)] Loss: 0.9041 Acc:0.8257 Cost time:0.189 (0.172)s Data time:0.009 (0.003) Instances per second: 46.49 +[25608/27610 (93%)] Loss: 0.9051 Acc:0.8254 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.55 +[26008/27610 (94%)] Loss: 0.9053 Acc:0.8254 Cost time:0.166 (0.172)s Data time:0.002 (0.003) Instances per second: 46.52 +[26408/27610 (96%)] Loss: 0.9067 Acc:0.8251 Cost time:0.213 (0.172)s Data time:0.009 (0.003) Instances per second: 46.56 +[26808/27610 (97%)] Loss: 0.9086 Acc:0.8249 Cost time:0.183 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[27208/27610 (99%)] Loss: 0.9085 Acc:0.8249 Cost time:0.210 (0.172)s Data time:0.010 (0.003) Instances per second: 46.53 +[27608/27610 (100%)] Loss: 0.9063 Acc:0.8253 Cost time:0.164 (0.172)s Data time:0.001 (0.003) Instances per second: 46.56 +[27610/27610 (100%)] Loss: 0.9064 Acc:0.8252 Cost time:0.108 (0.172)s Data time:0.002 (0.003) Instances per second: 46.57 +val Epoch: 81 Loss val: 0.8125 Acc val:0.8246, LR: 2.8647450843757897e-05 +---------- +Epoch 82/99 +Current learning rate: 2.593791385881574e-05 +[ 8/27610 (0%)] Loss: 0.3968 Acc:0.9490 Cost time:0.362 (0.362)s Data time:0.142 (0.142) Instances per second: 22.10 +[ 408/27610 (1%)] Loss: 0.8549 Acc:0.8475 Cost time:0.161 (0.166)s Data time:0.001 (0.004) Instances per second: 48.31 +[ 808/27610 (3%)] Loss: 0.8543 Acc:0.8391 Cost time:0.174 (0.186)s Data time:0.002 (0.004) Instances per second: 42.98 +[ 1208/27610 (4%)] Loss: 0.8595 Acc:0.8404 Cost time:0.198 (0.182)s Data time:0.001 (0.004) Instances per second: 43.93 +[ 1608/27610 (6%)] Loss: 0.8655 Acc:0.8394 Cost time:0.166 (0.177)s Data time:0.001 (0.003) Instances per second: 45.17 +[ 2008/27610 (7%)] Loss: 0.8655 Acc:0.8412 Cost time:0.156 (0.177)s Data time:0.001 (0.004) Instances per second: 45.13 +[ 2408/27610 (9%)] Loss: 0.8843 Acc:0.8359 Cost time:0.161 (0.174)s Data time:0.002 (0.003) Instances per second: 45.94 +[ 2808/27610 (10%)] Loss: 0.9232 Acc:0.8265 Cost time:0.154 (0.175)s Data time:0.001 (0.003) Instances per second: 45.75 +[ 3208/27610 (12%)] Loss: 0.9369 Acc:0.8229 Cost time:0.211 (0.174)s Data time:0.009 (0.003) Instances per second: 45.96 +[ 3608/27610 (13%)] Loss: 0.9296 Acc:0.8252 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[ 4008/27610 (14%)] Loss: 0.9344 Acc:0.8237 Cost time:0.169 (0.174)s Data time:0.002 (0.003) Instances per second: 45.89 +[ 4408/27610 (16%)] Loss: 0.9464 Acc:0.8207 Cost time:0.148 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[ 4808/27610 (17%)] Loss: 0.9312 Acc:0.8234 Cost time:0.155 (0.174)s Data time:0.001 (0.003) Instances per second: 46.05 +[ 5208/27610 (19%)] Loss: 0.9429 Acc:0.8199 Cost time:0.217 (0.173)s Data time:0.009 (0.003) Instances per second: 46.15 +[ 5608/27610 (20%)] Loss: 0.9233 Acc:0.8243 Cost time:0.153 (0.173)s Data time:0.001 (0.003) Instances per second: 46.18 +[ 6008/27610 (22%)] Loss: 0.9274 Acc:0.8232 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 46.09 +[ 6408/27610 (23%)] Loss: 0.9120 Acc:0.8270 Cost time:0.151 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[ 6808/27610 (25%)] Loss: 0.9075 Acc:0.8278 Cost time:0.153 (0.173)s Data time:0.001 (0.003) Instances per second: 46.23 +[ 7208/27610 (26%)] Loss: 0.8987 Acc:0.8302 Cost time:0.188 (0.172)s Data time:0.008 (0.003) Instances per second: 46.40 +[ 7608/27610 (28%)] Loss: 0.9031 Acc:0.8292 Cost time:0.147 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[ 8008/27610 (29%)] Loss: 0.8929 Acc:0.8318 Cost time:0.202 (0.173)s Data time:0.008 (0.003) Instances per second: 46.35 +[ 8408/27610 (30%)] Loss: 0.8937 Acc:0.8323 Cost time:0.170 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[ 8808/27610 (32%)] Loss: 0.8935 Acc:0.8322 Cost time:0.155 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[ 9208/27610 (33%)] Loss: 0.8905 Acc:0.8330 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[ 9608/27610 (35%)] Loss: 0.8903 Acc:0.8325 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.41 +[10008/27610 (36%)] Loss: 0.8903 Acc:0.8326 Cost time:0.210 (0.172)s Data time:0.009 (0.003) Instances per second: 46.44 +[10408/27610 (38%)] Loss: 0.8932 Acc:0.8316 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[10808/27610 (39%)] Loss: 0.8900 Acc:0.8322 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[11208/27610 (41%)] Loss: 0.8860 Acc:0.8328 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[11608/27610 (42%)] Loss: 0.8796 Acc:0.8346 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.44 +[12008/27610 (43%)] Loss: 0.8819 Acc:0.8343 Cost time:0.184 (0.172)s Data time:0.007 (0.003) Instances per second: 46.50 +[12408/27610 (45%)] Loss: 0.8770 Acc:0.8353 Cost time:0.144 (0.172)s Data time:0.002 (0.003) Instances per second: 46.47 +[12808/27610 (46%)] Loss: 0.8795 Acc:0.8350 Cost time:0.224 (0.172)s Data time:0.002 (0.003) Instances per second: 46.45 +[13208/27610 (48%)] Loss: 0.8776 Acc:0.8355 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[13608/27610 (49%)] Loss: 0.8809 Acc:0.8343 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[14008/27610 (51%)] Loss: 0.8842 Acc:0.8336 Cost time:0.168 (0.172)s Data time:0.001 (0.003) Instances per second: 46.59 +[14408/27610 (52%)] Loss: 0.8869 Acc:0.8326 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[14808/27610 (54%)] Loss: 0.8827 Acc:0.8336 Cost time:0.200 (0.172)s Data time:0.010 (0.003) Instances per second: 46.55 +[15208/27610 (55%)] Loss: 0.8835 Acc:0.8337 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[15608/27610 (57%)] Loss: 0.8825 Acc:0.8342 Cost time:0.150 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[16008/27610 (58%)] Loss: 0.8809 Acc:0.8348 Cost time:0.146 (0.172)s Data time:0.001 (0.003) Instances per second: 46.62 +[16408/27610 (59%)] Loss: 0.8860 Acc:0.8336 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.59 +[16808/27610 (61%)] Loss: 0.8859 Acc:0.8335 Cost time:0.188 (0.172)s Data time:0.010 (0.003) Instances per second: 46.63 +[17208/27610 (62%)] Loss: 0.8895 Acc:0.8329 Cost time:0.144 (0.172)s Data time:0.001 (0.003) Instances per second: 46.62 +[17608/27610 (64%)] Loss: 0.8886 Acc:0.8332 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[18008/27610 (65%)] Loss: 0.8873 Acc:0.8331 Cost time:0.156 (0.171)s Data time:0.002 (0.003) Instances per second: 46.66 +[18408/27610 (67%)] Loss: 0.8845 Acc:0.8337 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[18808/27610 (68%)] Loss: 0.8838 Acc:0.8336 Cost time:0.215 (0.171)s Data time:0.010 (0.003) Instances per second: 46.66 +[19208/27610 (70%)] Loss: 0.8873 Acc:0.8326 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.65 +[19608/27610 (71%)] Loss: 0.8901 Acc:0.8320 Cost time:0.234 (0.172)s Data time:0.002 (0.003) Instances per second: 46.60 +[20008/27610 (72%)] Loss: 0.8923 Acc:0.8316 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[20408/27610 (74%)] Loss: 0.8913 Acc:0.8317 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.62 +[20808/27610 (75%)] Loss: 0.8902 Acc:0.8320 Cost time:0.159 (0.171)s Data time:0.002 (0.003) Instances per second: 46.68 +[21208/27610 (77%)] Loss: 0.8925 Acc:0.8317 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.64 +[21608/27610 (78%)] Loss: 0.8973 Acc:0.8303 Cost time:0.213 (0.172)s Data time:0.009 (0.003) Instances per second: 46.64 +[22008/27610 (80%)] Loss: 0.8948 Acc:0.8310 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.67 +[22408/27610 (81%)] Loss: 0.8919 Acc:0.8316 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.63 +[22808/27610 (83%)] Loss: 0.8888 Acc:0.8323 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[23208/27610 (84%)] Loss: 0.8911 Acc:0.8319 Cost time:0.151 (0.172)s Data time:0.001 (0.003) Instances per second: 46.65 +[23608/27610 (85%)] Loss: 0.8906 Acc:0.8319 Cost time:0.203 (0.171)s Data time:0.009 (0.003) Instances per second: 46.66 +[24008/27610 (87%)] Loss: 0.8912 Acc:0.8318 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.68 +[24408/27610 (88%)] Loss: 0.8924 Acc:0.8316 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.65 +[24808/27610 (90%)] Loss: 0.8890 Acc:0.8325 Cost time:0.164 (0.171)s Data time:0.002 (0.003) Instances per second: 46.70 +[25208/27610 (91%)] Loss: 0.8890 Acc:0.8324 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.68 +[25608/27610 (93%)] Loss: 0.8891 Acc:0.8326 Cost time:0.202 (0.171)s Data time:0.013 (0.003) Instances per second: 46.72 +[26008/27610 (94%)] Loss: 0.8884 Acc:0.8328 Cost time:0.166 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[26408/27610 (96%)] Loss: 0.8886 Acc:0.8327 Cost time:0.220 (0.171)s Data time:0.008 (0.003) Instances per second: 46.71 +[26808/27610 (97%)] Loss: 0.8931 Acc:0.8317 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.74 +[27208/27610 (99%)] Loss: 0.8956 Acc:0.8308 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[27608/27610 (100%)] Loss: 0.8955 Acc:0.8308 Cost time:0.146 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[27610/27610 (100%)] Loss: 0.8955 Acc:0.8308 Cost time:0.110 (0.171)s Data time:0.002 (0.003) Instances per second: 46.76 +val Epoch: 82 Loss val: 0.8048 Acc val:0.8234, LR: 2.593791385881574e-05 +---------- +Epoch 83/99 +Current learning rate: 2.335081117469777e-05 +[ 8/27610 (0%)] Loss: 0.9551 Acc:0.7988 Cost time:0.425 (0.425)s Data time:0.164 (0.164) Instances per second: 18.84 +[ 408/27610 (1%)] Loss: 0.6317 Acc:0.8906 Cost time:0.208 (0.211)s Data time:0.002 (0.006) Instances per second: 37.84 +[ 808/27610 (3%)] Loss: 0.7611 Acc:0.8625 Cost time:0.176 (0.190)s Data time:0.001 (0.004) Instances per second: 42.10 +[ 1208/27610 (4%)] Loss: 0.8338 Acc:0.8447 Cost time:0.159 (0.188)s Data time:0.001 (0.004) Instances per second: 42.64 +[ 1608/27610 (6%)] Loss: 0.8419 Acc:0.8431 Cost time:0.156 (0.180)s Data time:0.001 (0.003) Instances per second: 44.36 +[ 2008/27610 (7%)] Loss: 0.8462 Acc:0.8413 Cost time:0.154 (0.180)s Data time:0.001 (0.004) Instances per second: 44.38 +[ 2408/27610 (9%)] Loss: 0.8393 Acc:0.8428 Cost time:0.225 (0.179)s Data time:0.004 (0.003) Instances per second: 44.79 +[ 2808/27610 (10%)] Loss: 0.8644 Acc:0.8359 Cost time:0.158 (0.178)s Data time:0.001 (0.003) Instances per second: 45.00 +[ 3208/27610 (12%)] Loss: 0.8941 Acc:0.8283 Cost time:0.163 (0.179)s Data time:0.001 (0.003) Instances per second: 44.76 +[ 3608/27610 (13%)] Loss: 0.9130 Acc:0.8222 Cost time:0.152 (0.177)s Data time:0.001 (0.003) Instances per second: 45.30 +[ 4008/27610 (14%)] Loss: 0.8881 Acc:0.8283 Cost time:0.167 (0.177)s Data time:0.001 (0.003) Instances per second: 45.23 +[ 4408/27610 (16%)] Loss: 0.8911 Acc:0.8277 Cost time:0.188 (0.176)s Data time:0.007 (0.003) Instances per second: 45.49 +[ 4808/27610 (17%)] Loss: 0.8938 Acc:0.8289 Cost time:0.148 (0.176)s Data time:0.001 (0.003) Instances per second: 45.48 +[ 5208/27610 (19%)] Loss: 0.9062 Acc:0.8260 Cost time:0.212 (0.176)s Data time:0.002 (0.003) Instances per second: 45.46 +[ 5608/27610 (20%)] Loss: 0.9046 Acc:0.8266 Cost time:0.160 (0.175)s Data time:0.001 (0.003) Instances per second: 45.73 +[ 6008/27610 (22%)] Loss: 0.8965 Acc:0.8284 Cost time:0.153 (0.175)s Data time:0.001 (0.003) Instances per second: 45.64 +[ 6408/27610 (23%)] Loss: 0.9026 Acc:0.8263 Cost time:0.190 (0.174)s Data time:0.001 (0.003) Instances per second: 45.89 +[ 6808/27610 (25%)] Loss: 0.8989 Acc:0.8274 Cost time:0.157 (0.175)s Data time:0.001 (0.003) Instances per second: 45.78 +[ 7208/27610 (26%)] Loss: 0.8911 Acc:0.8286 Cost time:0.196 (0.175)s Data time:0.009 (0.003) Instances per second: 45.81 +[ 7608/27610 (28%)] Loss: 0.8924 Acc:0.8285 Cost time:0.163 (0.174)s Data time:0.001 (0.003) Instances per second: 45.87 +[ 8008/27610 (29%)] Loss: 0.8867 Acc:0.8303 Cost time:0.156 (0.175)s Data time:0.001 (0.003) Instances per second: 45.76 +[ 8408/27610 (30%)] Loss: 0.8881 Acc:0.8301 Cost time:0.167 (0.174)s Data time:0.002 (0.003) Instances per second: 45.94 +[ 8808/27610 (32%)] Loss: 0.8935 Acc:0.8284 Cost time:0.163 (0.175)s Data time:0.002 (0.003) Instances per second: 45.82 +[ 9208/27610 (33%)] Loss: 0.8923 Acc:0.8288 Cost time:0.222 (0.175)s Data time:0.009 (0.003) Instances per second: 45.83 +[ 9608/27610 (35%)] Loss: 0.8868 Acc:0.8302 Cost time:0.152 (0.174)s Data time:0.001 (0.003) Instances per second: 45.87 +[10008/27610 (36%)] Loss: 0.8950 Acc:0.8286 Cost time:0.169 (0.175)s Data time:0.002 (0.003) Instances per second: 45.80 +[10408/27610 (38%)] Loss: 0.9023 Acc:0.8268 Cost time:0.169 (0.174)s Data time:0.001 (0.003) Instances per second: 45.91 +[10808/27610 (39%)] Loss: 0.9067 Acc:0.8261 Cost time:0.168 (0.175)s Data time:0.002 (0.003) Instances per second: 45.78 +[11208/27610 (41%)] Loss: 0.9018 Acc:0.8274 Cost time:0.202 (0.175)s Data time:0.010 (0.003) Instances per second: 45.82 +[11608/27610 (42%)] Loss: 0.9049 Acc:0.8271 Cost time:0.166 (0.175)s Data time:0.001 (0.003) Instances per second: 45.79 +[12008/27610 (43%)] Loss: 0.9087 Acc:0.8262 Cost time:0.201 (0.175)s Data time:0.009 (0.003) Instances per second: 45.70 +[12408/27610 (45%)] Loss: 0.9053 Acc:0.8269 Cost time:0.157 (0.175)s Data time:0.001 (0.003) Instances per second: 45.80 +[12808/27610 (46%)] Loss: 0.9074 Acc:0.8263 Cost time:0.155 (0.175)s Data time:0.002 (0.003) Instances per second: 45.72 +[13208/27610 (48%)] Loss: 0.9071 Acc:0.8258 Cost time:0.196 (0.175)s Data time:0.009 (0.003) Instances per second: 45.78 +[13608/27610 (49%)] Loss: 0.9068 Acc:0.8254 Cost time:0.155 (0.175)s Data time:0.001 (0.003) Instances per second: 45.76 +[14008/27610 (51%)] Loss: 0.9044 Acc:0.8260 Cost time:0.234 (0.175)s Data time:0.009 (0.003) Instances per second: 45.74 +[14408/27610 (52%)] Loss: 0.9044 Acc:0.8259 Cost time:0.154 (0.175)s Data time:0.001 (0.003) Instances per second: 45.83 +[14808/27610 (54%)] Loss: 0.9011 Acc:0.8269 Cost time:0.167 (0.175)s Data time:0.001 (0.003) Instances per second: 45.77 +[15208/27610 (55%)] Loss: 0.9043 Acc:0.8263 Cost time:0.193 (0.174)s Data time:0.001 (0.003) Instances per second: 45.89 +[15608/27610 (57%)] Loss: 0.9057 Acc:0.8261 Cost time:0.161 (0.174)s Data time:0.001 (0.003) Instances per second: 45.87 +[16008/27610 (58%)] Loss: 0.9087 Acc:0.8254 Cost time:0.205 (0.174)s Data time:0.009 (0.003) Instances per second: 45.90 +[16408/27610 (59%)] Loss: 0.9072 Acc:0.8261 Cost time:0.162 (0.174)s Data time:0.001 (0.003) Instances per second: 45.94 +[16808/27610 (61%)] Loss: 0.9044 Acc:0.8266 Cost time:0.155 (0.174)s Data time:0.001 (0.003) Instances per second: 45.89 +[17208/27610 (62%)] Loss: 0.9034 Acc:0.8268 Cost time:0.161 (0.174)s Data time:0.001 (0.003) Instances per second: 45.97 +[17608/27610 (64%)] Loss: 0.9068 Acc:0.8260 Cost time:0.157 (0.174)s Data time:0.001 (0.003) Instances per second: 45.93 +[18008/27610 (65%)] Loss: 0.9031 Acc:0.8269 Cost time:0.222 (0.174)s Data time:0.009 (0.003) Instances per second: 45.95 +[18408/27610 (67%)] Loss: 0.9031 Acc:0.8271 Cost time:0.153 (0.174)s Data time:0.002 (0.003) Instances per second: 45.96 +[18808/27610 (68%)] Loss: 0.9023 Acc:0.8276 Cost time:0.154 (0.174)s Data time:0.001 (0.003) Instances per second: 45.92 +[19208/27610 (70%)] Loss: 0.9044 Acc:0.8269 Cost time:0.170 (0.174)s Data time:0.002 (0.003) Instances per second: 46.01 +[19608/27610 (71%)] Loss: 0.9045 Acc:0.8269 Cost time:0.146 (0.174)s Data time:0.001 (0.003) Instances per second: 46.00 +[20008/27610 (72%)] Loss: 0.8989 Acc:0.8280 Cost time:0.202 (0.174)s Data time:0.008 (0.003) Instances per second: 46.05 +[20408/27610 (74%)] Loss: 0.9029 Acc:0.8268 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 46.04 +[20808/27610 (75%)] Loss: 0.9049 Acc:0.8262 Cost time:0.184 (0.174)s Data time:0.002 (0.003) Instances per second: 46.02 +[21208/27610 (77%)] Loss: 0.9041 Acc:0.8267 Cost time:0.146 (0.174)s Data time:0.001 (0.003) Instances per second: 46.09 +[21608/27610 (78%)] Loss: 0.9047 Acc:0.8267 Cost time:0.163 (0.174)s Data time:0.001 (0.003) Instances per second: 46.06 +[22008/27610 (80%)] Loss: 0.9041 Acc:0.8267 Cost time:0.206 (0.173)s Data time:0.008 (0.003) Instances per second: 46.13 +[22408/27610 (81%)] Loss: 0.9068 Acc:0.8260 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.11 +[22808/27610 (83%)] Loss: 0.9078 Acc:0.8257 Cost time:0.191 (0.173)s Data time:0.009 (0.003) Instances per second: 46.11 +[23208/27610 (84%)] Loss: 0.9111 Acc:0.8248 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.16 +[23608/27610 (85%)] Loss: 0.9110 Acc:0.8249 Cost time:0.143 (0.173)s Data time:0.001 (0.003) Instances per second: 46.14 +[24008/27610 (87%)] Loss: 0.9072 Acc:0.8260 Cost time:0.161 (0.173)s Data time:0.008 (0.003) Instances per second: 46.20 +[24408/27610 (88%)] Loss: 0.9062 Acc:0.8262 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.18 +[24808/27610 (90%)] Loss: 0.9070 Acc:0.8261 Cost time:0.203 (0.173)s Data time:0.009 (0.003) Instances per second: 46.21 +[25208/27610 (91%)] Loss: 0.9087 Acc:0.8257 Cost time:0.175 (0.173)s Data time:0.001 (0.003) Instances per second: 46.22 +[25608/27610 (93%)] Loss: 0.9077 Acc:0.8260 Cost time:0.156 (0.173)s Data time:0.001 (0.003) Instances per second: 46.20 +[26008/27610 (94%)] Loss: 0.9078 Acc:0.8258 Cost time:0.162 (0.173)s Data time:0.001 (0.003) Instances per second: 46.27 +[26408/27610 (96%)] Loss: 0.9082 Acc:0.8256 Cost time:0.152 (0.173)s Data time:0.001 (0.003) Instances per second: 46.25 +[26808/27610 (97%)] Loss: 0.9064 Acc:0.8259 Cost time:0.191 (0.173)s Data time:0.008 (0.003) Instances per second: 46.29 +[27208/27610 (99%)] Loss: 0.9101 Acc:0.8251 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[27608/27610 (100%)] Loss: 0.9132 Acc:0.8242 Cost time:0.188 (0.173)s Data time:0.002 (0.003) Instances per second: 46.30 +[27610/27610 (100%)] Loss: 0.9132 Acc:0.8242 Cost time:0.152 (0.173)s Data time:0.003 (0.003) Instances per second: 46.30 +val Epoch: 83 Loss val: 0.8072 Acc val:0.8263, LR: 2.335081117469777e-05 +---------- +Epoch 84/99 +Current learning rate: 2.0888695949408434e-05 +[ 8/27610 (0%)] Loss: 1.4719 Acc:0.7215 Cost time:0.402 (0.402)s Data time:0.148 (0.148) Instances per second: 19.90 +[ 408/27610 (1%)] Loss: 0.8236 Acc:0.8428 Cost time:0.151 (0.213)s Data time:0.001 (0.008) Instances per second: 37.51 +[ 808/27610 (3%)] Loss: 0.8605 Acc:0.8343 Cost time:0.169 (0.210)s Data time:0.001 (0.006) Instances per second: 38.09 +[ 1208/27610 (4%)] Loss: 0.9218 Acc:0.8186 Cost time:0.163 (0.193)s Data time:0.002 (0.005) Instances per second: 41.52 +[ 1608/27610 (6%)] Loss: 0.9596 Acc:0.8082 Cost time:0.180 (0.189)s Data time:0.001 (0.005) Instances per second: 42.36 +[ 2008/27610 (7%)] Loss: 0.9631 Acc:0.8121 Cost time:0.202 (0.184)s Data time:0.010 (0.004) Instances per second: 43.43 +[ 2408/27610 (9%)] Loss: 0.9418 Acc:0.8182 Cost time:0.163 (0.182)s Data time:0.001 (0.004) Instances per second: 43.89 +[ 2808/27610 (10%)] Loss: 0.9135 Acc:0.8232 Cost time:0.149 (0.182)s Data time:0.001 (0.004) Instances per second: 44.08 +[ 3208/27610 (12%)] Loss: 0.9096 Acc:0.8246 Cost time:0.153 (0.179)s Data time:0.001 (0.004) Instances per second: 44.79 +[ 3608/27610 (13%)] Loss: 0.9435 Acc:0.8168 Cost time:0.162 (0.178)s Data time:0.001 (0.004) Instances per second: 44.86 +[ 4008/27610 (14%)] Loss: 0.9680 Acc:0.8116 Cost time:0.204 (0.176)s Data time:0.008 (0.004) Instances per second: 45.38 +[ 4408/27610 (16%)] Loss: 0.9529 Acc:0.8151 Cost time:0.158 (0.177)s Data time:0.001 (0.004) Instances per second: 45.31 +[ 4808/27610 (17%)] Loss: 0.9465 Acc:0.8169 Cost time:0.190 (0.176)s Data time:0.001 (0.004) Instances per second: 45.33 +[ 5208/27610 (19%)] Loss: 0.9507 Acc:0.8166 Cost time:0.163 (0.176)s Data time:0.002 (0.004) Instances per second: 45.55 +[ 5608/27610 (20%)] Loss: 0.9543 Acc:0.8155 Cost time:0.162 (0.176)s Data time:0.002 (0.004) Instances per second: 45.51 +[ 6008/27610 (22%)] Loss: 0.9574 Acc:0.8139 Cost time:0.155 (0.175)s Data time:0.001 (0.004) Instances per second: 45.79 +[ 6408/27610 (23%)] Loss: 0.9491 Acc:0.8156 Cost time:0.150 (0.175)s Data time:0.001 (0.004) Instances per second: 45.75 +[ 6808/27610 (25%)] Loss: 0.9440 Acc:0.8172 Cost time:0.208 (0.174)s Data time:0.008 (0.004) Instances per second: 45.89 +[ 7208/27610 (26%)] Loss: 0.9360 Acc:0.8193 Cost time:0.157 (0.174)s Data time:0.001 (0.004) Instances per second: 45.92 +[ 7608/27610 (28%)] Loss: 0.9307 Acc:0.8200 Cost time:0.145 (0.174)s Data time:0.001 (0.004) Instances per second: 45.86 +[ 8008/27610 (29%)] Loss: 0.9355 Acc:0.8189 Cost time:0.156 (0.174)s Data time:0.001 (0.003) Instances per second: 46.10 +[ 8408/27610 (30%)] Loss: 0.9441 Acc:0.8171 Cost time:0.151 (0.174)s Data time:0.001 (0.003) Instances per second: 46.02 +[ 8808/27610 (32%)] Loss: 0.9465 Acc:0.8168 Cost time:0.188 (0.173)s Data time:0.001 (0.003) Instances per second: 46.17 +[ 9208/27610 (33%)] Loss: 0.9457 Acc:0.8170 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.16 +[ 9608/27610 (35%)] Loss: 0.9433 Acc:0.8176 Cost time:0.207 (0.173)s Data time:0.009 (0.003) Instances per second: 46.15 +[10008/27610 (36%)] Loss: 0.9407 Acc:0.8182 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[10408/27610 (38%)] Loss: 0.9422 Acc:0.8179 Cost time:0.142 (0.173)s Data time:0.001 (0.003) Instances per second: 46.23 +[10808/27610 (39%)] Loss: 0.9449 Acc:0.8170 Cost time:0.161 (0.173)s Data time:0.001 (0.003) Instances per second: 46.37 +[11208/27610 (41%)] Loss: 0.9484 Acc:0.8161 Cost time:0.166 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[11608/27610 (42%)] Loss: 0.9515 Acc:0.8150 Cost time:0.184 (0.172)s Data time:0.002 (0.003) Instances per second: 46.38 +[12008/27610 (43%)] Loss: 0.9467 Acc:0.8158 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[12408/27610 (45%)] Loss: 0.9424 Acc:0.8174 Cost time:0.171 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[12808/27610 (46%)] Loss: 0.9434 Acc:0.8175 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[13208/27610 (48%)] Loss: 0.9418 Acc:0.8178 Cost time:0.162 (0.172)s Data time:0.002 (0.003) Instances per second: 46.42 +[13608/27610 (49%)] Loss: 0.9394 Acc:0.8183 Cost time:0.222 (0.172)s Data time:0.008 (0.003) Instances per second: 46.48 +[14008/27610 (51%)] Loss: 0.9347 Acc:0.8197 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[14408/27610 (52%)] Loss: 0.9343 Acc:0.8196 Cost time:0.221 (0.172)s Data time:0.011 (0.003) Instances per second: 46.48 +[14808/27610 (54%)] Loss: 0.9305 Acc:0.8204 Cost time:0.170 (0.172)s Data time:0.001 (0.003) Instances per second: 46.56 +[15208/27610 (55%)] Loss: 0.9297 Acc:0.8208 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[15608/27610 (57%)] Loss: 0.9343 Acc:0.8194 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.63 +[16008/27610 (58%)] Loss: 0.9366 Acc:0.8191 Cost time:0.167 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[16408/27610 (59%)] Loss: 0.9356 Acc:0.8188 Cost time:0.208 (0.172)s Data time:0.012 (0.003) Instances per second: 46.58 +[16808/27610 (61%)] Loss: 0.9342 Acc:0.8188 Cost time:0.151 (0.172)s Data time:0.001 (0.003) Instances per second: 46.63 +[17208/27610 (62%)] Loss: 0.9349 Acc:0.8190 Cost time:0.144 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[17608/27610 (64%)] Loss: 0.9358 Acc:0.8189 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[18008/27610 (65%)] Loss: 0.9355 Acc:0.8189 Cost time:0.173 (0.172)s Data time:0.001 (0.003) Instances per second: 46.61 +[18408/27610 (67%)] Loss: 0.9339 Acc:0.8194 Cost time:0.213 (0.172)s Data time:0.010 (0.003) Instances per second: 46.63 +[18808/27610 (68%)] Loss: 0.9367 Acc:0.8188 Cost time:0.181 (0.172)s Data time:0.001 (0.003) Instances per second: 46.61 +[19208/27610 (70%)] Loss: 0.9376 Acc:0.8183 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.56 +[19608/27610 (71%)] Loss: 0.9385 Acc:0.8178 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.64 +[20008/27610 (72%)] Loss: 0.9379 Acc:0.8181 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.59 +[20408/27610 (74%)] Loss: 0.9353 Acc:0.8187 Cost time:0.193 (0.172)s Data time:0.014 (0.003) Instances per second: 46.64 +[20808/27610 (75%)] Loss: 0.9359 Acc:0.8186 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.63 +[21208/27610 (77%)] Loss: 0.9343 Acc:0.8187 Cost time:0.212 (0.172)s Data time:0.012 (0.003) Instances per second: 46.63 +[21608/27610 (78%)] Loss: 0.9340 Acc:0.8187 Cost time:0.162 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[22008/27610 (80%)] Loss: 0.9312 Acc:0.8192 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.62 +[22408/27610 (81%)] Loss: 0.9291 Acc:0.8199 Cost time:0.147 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[22808/27610 (83%)] Loss: 0.9257 Acc:0.8205 Cost time:0.158 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[23208/27610 (84%)] Loss: 0.9279 Acc:0.8198 Cost time:0.210 (0.171)s Data time:0.012 (0.003) Instances per second: 46.66 +[23608/27610 (85%)] Loss: 0.9275 Acc:0.8199 Cost time:0.163 (0.171)s Data time:0.001 (0.003) Instances per second: 46.67 +[24008/27610 (87%)] Loss: 0.9241 Acc:0.8207 Cost time:0.169 (0.172)s Data time:0.001 (0.003) Instances per second: 46.63 +[24408/27610 (88%)] Loss: 0.9185 Acc:0.8222 Cost time:0.158 (0.171)s Data time:0.002 (0.003) Instances per second: 46.68 +[24808/27610 (90%)] Loss: 0.9177 Acc:0.8223 Cost time:0.171 (0.171)s Data time:0.001 (0.003) Instances per second: 46.65 +[25208/27610 (91%)] Loss: 0.9172 Acc:0.8223 Cost time:0.197 (0.171)s Data time:0.008 (0.003) Instances per second: 46.68 +[25608/27610 (93%)] Loss: 0.9163 Acc:0.8224 Cost time:0.153 (0.171)s Data time:0.002 (0.003) Instances per second: 46.68 +[26008/27610 (94%)] Loss: 0.9153 Acc:0.8228 Cost time:0.167 (0.171)s Data time:0.008 (0.003) Instances per second: 46.66 +[26408/27610 (96%)] Loss: 0.9160 Acc:0.8226 Cost time:0.153 (0.171)s Data time:0.001 (0.003) Instances per second: 46.71 +[26808/27610 (97%)] Loss: 0.9156 Acc:0.8228 Cost time:0.158 (0.171)s Data time:0.001 (0.003) Instances per second: 46.67 +[27208/27610 (99%)] Loss: 0.9144 Acc:0.8232 Cost time:0.187 (0.171)s Data time:0.002 (0.003) Instances per second: 46.72 +[27608/27610 (100%)] Loss: 0.9111 Acc:0.8240 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[27610/27610 (100%)] Loss: 0.9111 Acc:0.8240 Cost time:0.115 (0.171)s Data time:0.002 (0.003) Instances per second: 46.70 +val Epoch: 84 Loss val: 0.7950 Acc val:0.8251, LR: 2.0888695949408434e-05 +---------- +Epoch 85/99 +Current learning rate: 1.855399799342046e-05 +[ 8/27610 (0%)] Loss: 1.9661 Acc:0.5720 Cost time:0.516 (0.516)s Data time:0.213 (0.213) Instances per second: 15.49 +[ 408/27610 (1%)] Loss: 0.9386 Acc:0.8164 Cost time:0.186 (0.176)s Data time:0.002 (0.006) Instances per second: 45.55 +[ 808/27610 (3%)] Loss: 0.9557 Acc:0.8066 Cost time:0.163 (0.185)s Data time:0.001 (0.005) Instances per second: 43.31 +[ 1208/27610 (4%)] Loss: 0.9322 Acc:0.8126 Cost time:0.213 (0.178)s Data time:0.008 (0.004) Instances per second: 44.96 +[ 1608/27610 (6%)] Loss: 0.9385 Acc:0.8122 Cost time:0.163 (0.177)s Data time:0.001 (0.004) Instances per second: 45.22 +[ 2008/27610 (7%)] Loss: 0.9759 Acc:0.8019 Cost time:0.230 (0.177)s Data time:0.010 (0.004) Instances per second: 45.20 +[ 2408/27610 (9%)] Loss: 0.9765 Acc:0.8029 Cost time:0.167 (0.174)s Data time:0.001 (0.004) Instances per second: 45.91 +[ 2808/27610 (10%)] Loss: 0.9464 Acc:0.8120 Cost time:0.153 (0.175)s Data time:0.001 (0.004) Instances per second: 45.78 +[ 3208/27610 (12%)] Loss: 0.9602 Acc:0.8086 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.30 +[ 3608/27610 (13%)] Loss: 0.9269 Acc:0.8178 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.16 +[ 4008/27610 (14%)] Loss: 0.9319 Acc:0.8174 Cost time:0.202 (0.173)s Data time:0.019 (0.004) Instances per second: 46.20 +[ 4408/27610 (16%)] Loss: 0.9355 Acc:0.8158 Cost time:0.164 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[ 4808/27610 (17%)] Loss: 0.9388 Acc:0.8163 Cost time:0.156 (0.173)s Data time:0.001 (0.003) Instances per second: 46.22 +[ 5208/27610 (19%)] Loss: 0.9330 Acc:0.8186 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[ 5608/27610 (20%)] Loss: 0.9461 Acc:0.8144 Cost time:0.142 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[ 6008/27610 (22%)] Loss: 0.9437 Acc:0.8146 Cost time:0.202 (0.172)s Data time:0.011 (0.003) Instances per second: 46.64 +[ 6408/27610 (23%)] Loss: 0.9448 Acc:0.8138 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.64 +[ 6808/27610 (25%)] Loss: 0.9408 Acc:0.8148 Cost time:0.221 (0.172)s Data time:0.011 (0.003) Instances per second: 46.57 +[ 7208/27610 (26%)] Loss: 0.9520 Acc:0.8128 Cost time:0.163 (0.171)s Data time:0.001 (0.003) Instances per second: 46.73 +[ 7608/27610 (28%)] Loss: 0.9542 Acc:0.8127 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.64 +[ 8008/27610 (29%)] Loss: 0.9458 Acc:0.8146 Cost time:0.153 (0.171)s Data time:0.001 (0.003) Instances per second: 46.83 +[ 8408/27610 (30%)] Loss: 0.9363 Acc:0.8167 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[ 8808/27610 (32%)] Loss: 0.9308 Acc:0.8178 Cost time:0.202 (0.171)s Data time:0.008 (0.003) Instances per second: 46.78 +[ 9208/27610 (33%)] Loss: 0.9299 Acc:0.8185 Cost time:0.159 (0.171)s Data time:0.001 (0.003) Instances per second: 46.80 +[ 9608/27610 (35%)] Loss: 0.9327 Acc:0.8179 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[10008/27610 (36%)] Loss: 0.9399 Acc:0.8167 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[10408/27610 (38%)] Loss: 0.9356 Acc:0.8183 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[10808/27610 (39%)] Loss: 0.9377 Acc:0.8177 Cost time:0.198 (0.171)s Data time:0.009 (0.003) Instances per second: 46.83 +[11208/27610 (41%)] Loss: 0.9346 Acc:0.8184 Cost time:0.168 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[11608/27610 (42%)] Loss: 0.9325 Acc:0.8186 Cost time:0.201 (0.171)s Data time:0.008 (0.003) Instances per second: 46.77 +[12008/27610 (43%)] Loss: 0.9303 Acc:0.8189 Cost time:0.162 (0.171)s Data time:0.001 (0.003) Instances per second: 46.88 +[12408/27610 (45%)] Loss: 0.9359 Acc:0.8177 Cost time:0.179 (0.171)s Data time:0.001 (0.003) Instances per second: 46.81 +[12808/27610 (46%)] Loss: 0.9395 Acc:0.8166 Cost time:0.178 (0.171)s Data time:0.002 (0.003) Instances per second: 46.90 +[13208/27610 (48%)] Loss: 0.9337 Acc:0.8179 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[13608/27610 (49%)] Loss: 0.9304 Acc:0.8187 Cost time:0.202 (0.171)s Data time:0.010 (0.003) Instances per second: 46.83 +[14008/27610 (51%)] Loss: 0.9323 Acc:0.8183 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[14408/27610 (52%)] Loss: 0.9325 Acc:0.8183 Cost time:0.158 (0.171)s Data time:0.002 (0.003) Instances per second: 46.81 +[14808/27610 (54%)] Loss: 0.9303 Acc:0.8187 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[15208/27610 (55%)] Loss: 0.9308 Acc:0.8183 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[15608/27610 (57%)] Loss: 0.9257 Acc:0.8195 Cost time:0.217 (0.171)s Data time:0.008 (0.003) Instances per second: 46.88 +[16008/27610 (58%)] Loss: 0.9241 Acc:0.8201 Cost time:0.143 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[16408/27610 (59%)] Loss: 0.9218 Acc:0.8207 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.85 +[16808/27610 (61%)] Loss: 0.9209 Acc:0.8209 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[17208/27610 (62%)] Loss: 0.9202 Acc:0.8211 Cost time:0.146 (0.171)s Data time:0.001 (0.003) Instances per second: 46.88 +[17608/27610 (64%)] Loss: 0.9186 Acc:0.8214 Cost time:0.217 (0.170)s Data time:0.009 (0.003) Instances per second: 46.94 +[18008/27610 (65%)] Loss: 0.9218 Acc:0.8208 Cost time:0.163 (0.171)s Data time:0.001 (0.003) Instances per second: 46.92 +[18408/27610 (67%)] Loss: 0.9209 Acc:0.8210 Cost time:0.209 (0.171)s Data time:0.008 (0.003) Instances per second: 46.91 +[18808/27610 (68%)] Loss: 0.9174 Acc:0.8217 Cost time:0.175 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[19208/27610 (70%)] Loss: 0.9170 Acc:0.8213 Cost time:0.166 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[19608/27610 (71%)] Loss: 0.9142 Acc:0.8223 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 46.96 +[20008/27610 (72%)] Loss: 0.9153 Acc:0.8220 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +[20408/27610 (74%)] Loss: 0.9146 Acc:0.8223 Cost time:0.203 (0.170)s Data time:0.009 (0.003) Instances per second: 46.93 +[20808/27610 (75%)] Loss: 0.9148 Acc:0.8224 Cost time:0.175 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[21208/27610 (77%)] Loss: 0.9143 Acc:0.8226 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.88 +[21608/27610 (78%)] Loss: 0.9130 Acc:0.8229 Cost time:0.165 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[22008/27610 (80%)] Loss: 0.9139 Acc:0.8228 Cost time:0.153 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +[22408/27610 (81%)] Loss: 0.9117 Acc:0.8233 Cost time:0.198 (0.170)s Data time:0.009 (0.003) Instances per second: 46.97 +[22808/27610 (83%)] Loss: 0.9133 Acc:0.8229 Cost time:0.162 (0.170)s Data time:0.001 (0.003) Instances per second: 46.95 +[23208/27610 (84%)] Loss: 0.9137 Acc:0.8230 Cost time:0.195 (0.170)s Data time:0.011 (0.003) Instances per second: 46.93 +[23608/27610 (85%)] Loss: 0.9140 Acc:0.8229 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[24008/27610 (87%)] Loss: 0.9117 Acc:0.8236 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.92 +[24408/27610 (88%)] Loss: 0.9137 Acc:0.8231 Cost time:0.159 (0.170)s Data time:0.002 (0.003) Instances per second: 46.96 +[24808/27610 (90%)] Loss: 0.9165 Acc:0.8223 Cost time:0.170 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[25208/27610 (91%)] Loss: 0.9181 Acc:0.8218 Cost time:0.224 (0.170)s Data time:0.013 (0.003) Instances per second: 46.94 +[25608/27610 (93%)] Loss: 0.9188 Acc:0.8218 Cost time:0.175 (0.170)s Data time:0.002 (0.003) Instances per second: 46.95 +[26008/27610 (94%)] Loss: 0.9200 Acc:0.8215 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +[26408/27610 (96%)] Loss: 0.9189 Acc:0.8220 Cost time:0.172 (0.170)s Data time:0.001 (0.003) Instances per second: 46.96 +[26808/27610 (97%)] Loss: 0.9214 Acc:0.8215 Cost time:0.164 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[27208/27610 (99%)] Loss: 0.9223 Acc:0.8210 Cost time:0.202 (0.170)s Data time:0.009 (0.003) Instances per second: 46.95 +[27608/27610 (100%)] Loss: 0.9197 Acc:0.8215 Cost time:0.164 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[27610/27610 (100%)] Loss: 0.9197 Acc:0.8215 Cost time:0.106 (0.170)s Data time:0.001 (0.003) Instances per second: 46.95 +val Epoch: 85 Loss val: 0.8007 Acc val:0.8248, LR: 1.855399799342046e-05 +---------- +Epoch 86/99 +Current learning rate: 1.634902137174483e-05 +[ 8/27610 (0%)] Loss: 0.2659 Acc:0.9914 Cost time:0.509 (0.509)s Data time:0.178 (0.178) Instances per second: 15.70 +[ 408/27610 (1%)] Loss: 0.8323 Acc:0.8502 Cost time:0.177 (0.172)s Data time:0.001 (0.005) Instances per second: 46.58 +[ 808/27610 (3%)] Loss: 0.8620 Acc:0.8401 Cost time:0.162 (0.190)s Data time:0.001 (0.004) Instances per second: 42.22 +[ 1208/27610 (4%)] Loss: 0.8805 Acc:0.8328 Cost time:0.222 (0.182)s Data time:0.009 (0.004) Instances per second: 44.06 +[ 1608/27610 (6%)] Loss: 0.9137 Acc:0.8238 Cost time:0.155 (0.180)s Data time:0.001 (0.004) Instances per second: 44.52 +[ 2008/27610 (7%)] Loss: 0.8933 Acc:0.8277 Cost time:0.217 (0.179)s Data time:0.011 (0.004) Instances per second: 44.63 +[ 2408/27610 (9%)] Loss: 0.9014 Acc:0.8297 Cost time:0.159 (0.175)s Data time:0.001 (0.003) Instances per second: 45.59 +[ 2808/27610 (10%)] Loss: 0.9154 Acc:0.8274 Cost time:0.146 (0.176)s Data time:0.001 (0.003) Instances per second: 45.56 +[ 3208/27610 (12%)] Loss: 0.9293 Acc:0.8233 Cost time:0.173 (0.173)s Data time:0.001 (0.003) Instances per second: 46.14 +[ 3608/27610 (13%)] Loss: 0.9353 Acc:0.8196 Cost time:0.146 (0.174)s Data time:0.001 (0.003) Instances per second: 46.00 +[ 4008/27610 (14%)] Loss: 0.9366 Acc:0.8194 Cost time:0.203 (0.174)s Data time:0.008 (0.003) Instances per second: 46.03 +[ 4408/27610 (16%)] Loss: 0.9271 Acc:0.8214 Cost time:0.168 (0.173)s Data time:0.001 (0.003) Instances per second: 46.25 +[ 4808/27610 (17%)] Loss: 0.9313 Acc:0.8200 Cost time:0.159 (0.173)s Data time:0.001 (0.003) Instances per second: 46.14 +[ 5208/27610 (19%)] Loss: 0.9326 Acc:0.8201 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[ 5608/27610 (20%)] Loss: 0.9311 Acc:0.8194 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[ 6008/27610 (22%)] Loss: 0.9272 Acc:0.8198 Cost time:0.186 (0.172)s Data time:0.011 (0.003) Instances per second: 46.42 +[ 6408/27610 (23%)] Loss: 0.9316 Acc:0.8198 Cost time:0.164 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[ 6808/27610 (25%)] Loss: 0.9277 Acc:0.8206 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.30 +[ 7208/27610 (26%)] Loss: 0.9322 Acc:0.8196 Cost time:0.149 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[ 7608/27610 (28%)] Loss: 0.9376 Acc:0.8177 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[ 8008/27610 (29%)] Loss: 0.9416 Acc:0.8166 Cost time:0.190 (0.172)s Data time:0.007 (0.003) Instances per second: 46.57 +[ 8408/27610 (30%)] Loss: 0.9351 Acc:0.8186 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[ 8808/27610 (32%)] Loss: 0.9284 Acc:0.8198 Cost time:0.217 (0.172)s Data time:0.009 (0.003) Instances per second: 46.44 +[ 9208/27610 (33%)] Loss: 0.9265 Acc:0.8204 Cost time:0.155 (0.172)s Data time:0.001 (0.003) Instances per second: 46.61 +[ 9608/27610 (35%)] Loss: 0.9259 Acc:0.8204 Cost time:0.142 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[10008/27610 (36%)] Loss: 0.9252 Acc:0.8210 Cost time:0.158 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[10408/27610 (38%)] Loss: 0.9176 Acc:0.8226 Cost time:0.173 (0.172)s Data time:0.003 (0.003) Instances per second: 46.63 +[10808/27610 (39%)] Loss: 0.9139 Acc:0.8234 Cost time:0.184 (0.172)s Data time:0.005 (0.003) Instances per second: 46.63 +[11208/27610 (41%)] Loss: 0.9117 Acc:0.8237 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.67 +[11608/27610 (42%)] Loss: 0.9141 Acc:0.8233 Cost time:0.167 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[12008/27610 (43%)] Loss: 0.9078 Acc:0.8247 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.74 +[12408/27610 (45%)] Loss: 0.9068 Acc:0.8252 Cost time:0.147 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[12808/27610 (46%)] Loss: 0.9102 Acc:0.8244 Cost time:0.203 (0.171)s Data time:0.008 (0.003) Instances per second: 46.73 +[13208/27610 (48%)] Loss: 0.9111 Acc:0.8240 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[13608/27610 (49%)] Loss: 0.9084 Acc:0.8245 Cost time:0.230 (0.171)s Data time:0.010 (0.003) Instances per second: 46.68 +[14008/27610 (51%)] Loss: 0.9052 Acc:0.8253 Cost time:0.158 (0.171)s Data time:0.002 (0.003) Instances per second: 46.77 +[14408/27610 (52%)] Loss: 0.8958 Acc:0.8275 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.73 +[14808/27610 (54%)] Loss: 0.8929 Acc:0.8282 Cost time:0.164 (0.171)s Data time:0.001 (0.003) Instances per second: 46.83 +[15208/27610 (55%)] Loss: 0.8906 Acc:0.8285 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.77 +[15608/27610 (57%)] Loss: 0.8906 Acc:0.8283 Cost time:0.196 (0.171)s Data time:0.012 (0.003) Instances per second: 46.78 +[16008/27610 (58%)] Loss: 0.8936 Acc:0.8279 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.80 +[16408/27610 (59%)] Loss: 0.8948 Acc:0.8276 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.74 +[16808/27610 (61%)] Loss: 0.8985 Acc:0.8268 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.83 +[17208/27610 (62%)] Loss: 0.8999 Acc:0.8267 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.78 +[17608/27610 (64%)] Loss: 0.9000 Acc:0.8269 Cost time:0.193 (0.171)s Data time:0.008 (0.003) Instances per second: 46.82 +[18008/27610 (65%)] Loss: 0.8970 Acc:0.8279 Cost time:0.158 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[18408/27610 (67%)] Loss: 0.8920 Acc:0.8290 Cost time:0.145 (0.171)s Data time:0.007 (0.003) Instances per second: 46.77 +[18808/27610 (68%)] Loss: 0.8914 Acc:0.8291 Cost time:0.163 (0.171)s Data time:0.001 (0.003) Instances per second: 46.85 +[19208/27610 (70%)] Loss: 0.8919 Acc:0.8290 Cost time:0.170 (0.171)s Data time:0.001 (0.003) Instances per second: 46.80 +[19608/27610 (71%)] Loss: 0.8954 Acc:0.8282 Cost time:0.191 (0.171)s Data time:0.010 (0.003) Instances per second: 46.86 +[20008/27610 (72%)] Loss: 0.8924 Acc:0.8289 Cost time:0.158 (0.171)s Data time:0.001 (0.003) Instances per second: 46.83 +[20408/27610 (74%)] Loss: 0.8950 Acc:0.8282 Cost time:0.211 (0.171)s Data time:0.010 (0.003) Instances per second: 46.81 +[20808/27610 (75%)] Loss: 0.8984 Acc:0.8275 Cost time:0.162 (0.171)s Data time:0.001 (0.003) Instances per second: 46.84 +[21208/27610 (77%)] Loss: 0.9028 Acc:0.8267 Cost time:0.148 (0.171)s Data time:0.001 (0.003) Instances per second: 46.80 +[21608/27610 (78%)] Loss: 0.9032 Acc:0.8267 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[22008/27610 (80%)] Loss: 0.9041 Acc:0.8263 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[22408/27610 (81%)] Loss: 0.9054 Acc:0.8258 Cost time:0.205 (0.171)s Data time:0.008 (0.003) Instances per second: 46.83 +[22808/27610 (83%)] Loss: 0.9047 Acc:0.8262 Cost time:0.159 (0.171)s Data time:0.001 (0.003) Instances per second: 46.85 +[23208/27610 (84%)] Loss: 0.9004 Acc:0.8270 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[23608/27610 (85%)] Loss: 0.9009 Acc:0.8269 Cost time:0.162 (0.171)s Data time:0.001 (0.003) Instances per second: 46.88 +[24008/27610 (87%)] Loss: 0.8994 Acc:0.8270 Cost time:0.141 (0.171)s Data time:0.001 (0.003) Instances per second: 46.84 +[24408/27610 (88%)] Loss: 0.8960 Acc:0.8278 Cost time:0.197 (0.171)s Data time:0.005 (0.003) Instances per second: 46.88 +[24808/27610 (90%)] Loss: 0.8964 Acc:0.8278 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.87 +[25208/27610 (91%)] Loss: 0.8941 Acc:0.8283 Cost time:0.206 (0.171)s Data time:0.010 (0.003) Instances per second: 46.83 +[25608/27610 (93%)] Loss: 0.8894 Acc:0.8293 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[26008/27610 (94%)] Loss: 0.8873 Acc:0.8299 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[26408/27610 (96%)] Loss: 0.8905 Acc:0.8290 Cost time:0.206 (0.171)s Data time:0.010 (0.003) Instances per second: 46.91 +[26808/27610 (97%)] Loss: 0.8932 Acc:0.8283 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.88 +[27208/27610 (99%)] Loss: 0.8924 Acc:0.8285 Cost time:0.199 (0.171)s Data time:0.010 (0.003) Instances per second: 46.89 +[27608/27610 (100%)] Loss: 0.8936 Acc:0.8281 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +[27610/27610 (100%)] Loss: 0.8936 Acc:0.8281 Cost time:0.108 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +val Epoch: 86 Loss val: 0.7967 Acc val:0.8251, LR: 1.634902137174483e-05 +---------- +Epoch 87/99 +Current learning rate: 1.4275942130097096e-05 +[ 8/27610 (0%)] Loss: 1.5351 Acc:0.7298 Cost time:0.426 (0.426)s Data time:0.156 (0.156) Instances per second: 18.78 +[ 408/27610 (1%)] Loss: 0.9636 Acc:0.8114 Cost time:0.150 (0.166)s Data time:0.001 (0.004) Instances per second: 48.12 +[ 808/27610 (3%)] Loss: 0.9803 Acc:0.8101 Cost time:0.161 (0.184)s Data time:0.001 (0.004) Instances per second: 43.42 +[ 1208/27610 (4%)] Loss: 0.9439 Acc:0.8201 Cost time:0.191 (0.178)s Data time:0.011 (0.003) Instances per second: 44.96 +[ 1608/27610 (6%)] Loss: 0.9351 Acc:0.8200 Cost time:0.160 (0.176)s Data time:0.001 (0.003) Instances per second: 45.41 +[ 2008/27610 (7%)] Loss: 0.9544 Acc:0.8127 Cost time:0.164 (0.177)s Data time:0.001 (0.004) Instances per second: 45.32 +[ 2408/27610 (9%)] Loss: 0.9284 Acc:0.8201 Cost time:0.156 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[ 2808/27610 (10%)] Loss: 0.9057 Acc:0.8267 Cost time:0.143 (0.174)s Data time:0.001 (0.003) Instances per second: 45.98 +[ 3208/27610 (12%)] Loss: 0.9198 Acc:0.8233 Cost time:0.201 (0.172)s Data time:0.002 (0.003) Instances per second: 46.38 +[ 3608/27610 (13%)] Loss: 0.9234 Acc:0.8191 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.28 +[ 4008/27610 (14%)] Loss: 0.9557 Acc:0.8112 Cost time:0.205 (0.173)s Data time:0.010 (0.003) Instances per second: 46.35 +[ 4408/27610 (16%)] Loss: 0.9347 Acc:0.8153 Cost time:0.164 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[ 4808/27610 (17%)] Loss: 0.9147 Acc:0.8199 Cost time:0.146 (0.173)s Data time:0.002 (0.003) Instances per second: 46.35 +[ 5208/27610 (19%)] Loss: 0.9152 Acc:0.8202 Cost time:0.156 (0.172)s Data time:0.001 (0.003) Instances per second: 46.63 +[ 5608/27610 (20%)] Loss: 0.9143 Acc:0.8199 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[ 6008/27610 (22%)] Loss: 0.9223 Acc:0.8175 Cost time:0.194 (0.172)s Data time:0.008 (0.003) Instances per second: 46.59 +[ 6408/27610 (23%)] Loss: 0.9205 Acc:0.8184 Cost time:0.168 (0.172)s Data time:0.002 (0.003) Instances per second: 46.65 +[ 6808/27610 (25%)] Loss: 0.9265 Acc:0.8178 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.55 +[ 7208/27610 (26%)] Loss: 0.9189 Acc:0.8194 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.78 +[ 7608/27610 (28%)] Loss: 0.9183 Acc:0.8205 Cost time:0.168 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[ 8008/27610 (29%)] Loss: 0.9125 Acc:0.8217 Cost time:0.194 (0.171)s Data time:0.008 (0.003) Instances per second: 46.78 +[ 8408/27610 (30%)] Loss: 0.9014 Acc:0.8246 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[ 8808/27610 (32%)] Loss: 0.9054 Acc:0.8241 Cost time:0.188 (0.171)s Data time:0.002 (0.003) Instances per second: 46.65 +[ 9208/27610 (33%)] Loss: 0.9114 Acc:0.8228 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.76 +[ 9608/27610 (35%)] Loss: 0.9104 Acc:0.8229 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.68 +[10008/27610 (36%)] Loss: 0.9079 Acc:0.8236 Cost time:0.143 (0.171)s Data time:0.001 (0.003) Instances per second: 46.81 +[10408/27610 (38%)] Loss: 0.9115 Acc:0.8230 Cost time:0.163 (0.171)s Data time:0.001 (0.003) Instances per second: 46.74 +[10808/27610 (39%)] Loss: 0.9032 Acc:0.8246 Cost time:0.207 (0.171)s Data time:0.012 (0.003) Instances per second: 46.73 +[11208/27610 (41%)] Loss: 0.9080 Acc:0.8228 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.78 +[11608/27610 (42%)] Loss: 0.9071 Acc:0.8233 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[12008/27610 (43%)] Loss: 0.9086 Acc:0.8230 Cost time:0.153 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[12408/27610 (45%)] Loss: 0.9082 Acc:0.8232 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.76 +[12808/27610 (46%)] Loss: 0.9070 Acc:0.8236 Cost time:0.202 (0.171)s Data time:0.009 (0.003) Instances per second: 46.81 +[13208/27610 (48%)] Loss: 0.9069 Acc:0.8237 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.80 +[13608/27610 (49%)] Loss: 0.9099 Acc:0.8227 Cost time:0.159 (0.171)s Data time:0.001 (0.003) Instances per second: 46.77 +[14008/27610 (51%)] Loss: 0.9110 Acc:0.8225 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.87 +[14408/27610 (52%)] Loss: 0.9141 Acc:0.8221 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.84 +[14808/27610 (54%)] Loss: 0.9095 Acc:0.8237 Cost time:0.197 (0.171)s Data time:0.010 (0.003) Instances per second: 46.90 +[15208/27610 (55%)] Loss: 0.9030 Acc:0.8253 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.87 +[15608/27610 (57%)] Loss: 0.9017 Acc:0.8257 Cost time:0.218 (0.171)s Data time:0.008 (0.003) Instances per second: 46.87 +[16008/27610 (58%)] Loss: 0.8984 Acc:0.8266 Cost time:0.158 (0.171)s Data time:0.001 (0.003) Instances per second: 46.92 +[16408/27610 (59%)] Loss: 0.9010 Acc:0.8258 Cost time:0.153 (0.171)s Data time:0.002 (0.003) Instances per second: 46.86 +[16808/27610 (61%)] Loss: 0.8999 Acc:0.8263 Cost time:0.150 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[17208/27610 (62%)] Loss: 0.8984 Acc:0.8266 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.89 +[17608/27610 (64%)] Loss: 0.8985 Acc:0.8265 Cost time:0.201 (0.171)s Data time:0.009 (0.003) Instances per second: 46.91 +[18008/27610 (65%)] Loss: 0.8969 Acc:0.8268 Cost time:0.168 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +[18408/27610 (67%)] Loss: 0.8960 Acc:0.8270 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[18808/27610 (68%)] Loss: 0.8991 Acc:0.8262 Cost time:0.150 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[19208/27610 (70%)] Loss: 0.8981 Acc:0.8263 Cost time:0.159 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[19608/27610 (71%)] Loss: 0.9034 Acc:0.8251 Cost time:0.206 (0.170)s Data time:0.009 (0.003) Instances per second: 46.95 +[20008/27610 (72%)] Loss: 0.9038 Acc:0.8253 Cost time:0.164 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[20408/27610 (74%)] Loss: 0.9052 Acc:0.8249 Cost time:0.218 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[20808/27610 (75%)] Loss: 0.9035 Acc:0.8250 Cost time:0.158 (0.170)s Data time:0.001 (0.003) Instances per second: 46.95 +[21208/27610 (77%)] Loss: 0.9044 Acc:0.8251 Cost time:0.158 (0.171)s Data time:0.002 (0.003) Instances per second: 46.90 +[21608/27610 (78%)] Loss: 0.9005 Acc:0.8259 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[22008/27610 (80%)] Loss: 0.8999 Acc:0.8260 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[22408/27610 (81%)] Loss: 0.8998 Acc:0.8259 Cost time:0.185 (0.170)s Data time:0.014 (0.003) Instances per second: 46.94 +[22808/27610 (83%)] Loss: 0.8977 Acc:0.8262 Cost time:0.139 (0.170)s Data time:0.001 (0.003) Instances per second: 46.96 +[23208/27610 (84%)] Loss: 0.8990 Acc:0.8261 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[23608/27610 (85%)] Loss: 0.8976 Acc:0.8265 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 46.99 +[24008/27610 (87%)] Loss: 0.8980 Acc:0.8263 Cost time:0.170 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[24408/27610 (88%)] Loss: 0.8987 Acc:0.8259 Cost time:0.197 (0.170)s Data time:0.002 (0.003) Instances per second: 47.00 +[24808/27610 (90%)] Loss: 0.8987 Acc:0.8260 Cost time:0.174 (0.170)s Data time:0.001 (0.003) Instances per second: 46.98 +[25208/27610 (91%)] Loss: 0.8966 Acc:0.8264 Cost time:0.190 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[25608/27610 (93%)] Loss: 0.8984 Acc:0.8259 Cost time:0.152 (0.170)s Data time:0.001 (0.003) Instances per second: 47.00 +[26008/27610 (94%)] Loss: 0.9000 Acc:0.8255 Cost time:0.164 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[26408/27610 (96%)] Loss: 0.9016 Acc:0.8250 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.00 +[26808/27610 (97%)] Loss: 0.9010 Acc:0.8251 Cost time:0.169 (0.170)s Data time:0.001 (0.003) Instances per second: 46.98 +[27208/27610 (99%)] Loss: 0.9012 Acc:0.8251 Cost time:0.196 (0.170)s Data time:0.012 (0.003) Instances per second: 46.99 +[27608/27610 (100%)] Loss: 0.9018 Acc:0.8250 Cost time:0.138 (0.170)s Data time:0.001 (0.003) Instances per second: 47.00 +[27610/27610 (100%)] Loss: 0.9017 Acc:0.8250 Cost time:0.108 (0.170)s Data time:0.001 (0.003) Instances per second: 47.01 +val Epoch: 87 Loss val: 0.7949 Acc val:0.8248, LR: 1.4275942130097096e-05 +---------- +Epoch 88/99 +Current learning rate: 1.233680614740286e-05 +[ 8/27610 (0%)] Loss: 1.1551 Acc:0.8325 Cost time:0.403 (0.403)s Data time:0.149 (0.149) Instances per second: 19.87 +[ 408/27610 (1%)] Loss: 1.1341 Acc:0.7589 Cost time:0.165 (0.164)s Data time:0.001 (0.004) Instances per second: 48.75 +[ 808/27610 (3%)] Loss: 0.9382 Acc:0.8087 Cost time:0.152 (0.186)s Data time:0.001 (0.004) Instances per second: 43.05 +[ 1208/27610 (4%)] Loss: 0.8805 Acc:0.8267 Cost time:0.210 (0.181)s Data time:0.011 (0.004) Instances per second: 44.28 +[ 1608/27610 (6%)] Loss: 0.8814 Acc:0.8264 Cost time:0.155 (0.177)s Data time:0.001 (0.003) Instances per second: 45.17 +[ 2008/27610 (7%)] Loss: 0.8816 Acc:0.8299 Cost time:0.157 (0.177)s Data time:0.001 (0.004) Instances per second: 45.18 +[ 2408/27610 (9%)] Loss: 0.9109 Acc:0.8244 Cost time:0.155 (0.174)s Data time:0.002 (0.003) Instances per second: 46.00 +[ 2808/27610 (10%)] Loss: 0.9081 Acc:0.8270 Cost time:0.159 (0.174)s Data time:0.001 (0.003) Instances per second: 45.86 +[ 3208/27610 (12%)] Loss: 0.9086 Acc:0.8262 Cost time:0.206 (0.173)s Data time:0.009 (0.003) Instances per second: 46.26 +[ 3608/27610 (13%)] Loss: 0.9010 Acc:0.8286 Cost time:0.145 (0.173)s Data time:0.001 (0.003) Instances per second: 46.24 +[ 4008/27610 (14%)] Loss: 0.8956 Acc:0.8297 Cost time:0.209 (0.173)s Data time:0.010 (0.003) Instances per second: 46.24 +[ 4408/27610 (16%)] Loss: 0.9126 Acc:0.8263 Cost time:0.166 (0.172)s Data time:0.001 (0.003) Instances per second: 46.56 +[ 4808/27610 (17%)] Loss: 0.9130 Acc:0.8243 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.44 +[ 5208/27610 (19%)] Loss: 0.9183 Acc:0.8237 Cost time:0.144 (0.171)s Data time:0.002 (0.003) Instances per second: 46.74 +[ 5608/27610 (20%)] Loss: 0.9183 Acc:0.8228 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.61 +[ 6008/27610 (22%)] Loss: 0.9107 Acc:0.8245 Cost time:0.204 (0.171)s Data time:0.012 (0.003) Instances per second: 46.68 +[ 6408/27610 (23%)] Loss: 0.9171 Acc:0.8237 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[ 6808/27610 (25%)] Loss: 0.9198 Acc:0.8236 Cost time:0.148 (0.172)s Data time:0.001 (0.003) Instances per second: 46.61 +[ 7208/27610 (26%)] Loss: 0.9152 Acc:0.8245 Cost time:0.147 (0.171)s Data time:0.001 (0.003) Instances per second: 46.81 +[ 7608/27610 (28%)] Loss: 0.9127 Acc:0.8246 Cost time:0.167 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[ 8008/27610 (29%)] Loss: 0.9077 Acc:0.8259 Cost time:0.192 (0.171)s Data time:0.012 (0.003) Instances per second: 46.79 +[ 8408/27610 (30%)] Loss: 0.9060 Acc:0.8259 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.76 +[ 8808/27610 (32%)] Loss: 0.9137 Acc:0.8234 Cost time:0.204 (0.171)s Data time:0.001 (0.003) Instances per second: 46.71 +[ 9208/27610 (33%)] Loss: 0.9125 Acc:0.8236 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.84 +[ 9608/27610 (35%)] Loss: 0.9164 Acc:0.8226 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.77 +[10008/27610 (36%)] Loss: 0.9170 Acc:0.8227 Cost time:0.206 (0.171)s Data time:0.001 (0.003) Instances per second: 46.89 +[10408/27610 (38%)] Loss: 0.9164 Acc:0.8226 Cost time:0.162 (0.171)s Data time:0.001 (0.003) Instances per second: 46.81 +[10808/27610 (39%)] Loss: 0.9120 Acc:0.8235 Cost time:0.193 (0.171)s Data time:0.010 (0.003) Instances per second: 46.78 +[11208/27610 (41%)] Loss: 0.9109 Acc:0.8240 Cost time:0.149 (0.171)s Data time:0.001 (0.003) Instances per second: 46.85 +[11608/27610 (42%)] Loss: 0.9076 Acc:0.8248 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.79 +[12008/27610 (43%)] Loss: 0.9014 Acc:0.8264 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.92 +[12408/27610 (45%)] Loss: 0.8990 Acc:0.8272 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[12808/27610 (46%)] Loss: 0.8940 Acc:0.8286 Cost time:0.202 (0.170)s Data time:0.008 (0.003) Instances per second: 46.93 +[13208/27610 (48%)] Loss: 0.8957 Acc:0.8285 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[13608/27610 (49%)] Loss: 0.8934 Acc:0.8292 Cost time:0.216 (0.171)s Data time:0.009 (0.003) Instances per second: 46.89 +[14008/27610 (51%)] Loss: 0.8906 Acc:0.8298 Cost time:0.167 (0.170)s Data time:0.001 (0.003) Instances per second: 46.98 +[14408/27610 (52%)] Loss: 0.8908 Acc:0.8298 Cost time:0.155 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[14808/27610 (54%)] Loss: 0.8933 Acc:0.8290 Cost time:0.168 (0.170)s Data time:0.003 (0.003) Instances per second: 47.03 +[15208/27610 (55%)] Loss: 0.8896 Acc:0.8299 Cost time:0.163 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[15608/27610 (57%)] Loss: 0.8885 Acc:0.8305 Cost time:0.192 (0.170)s Data time:0.009 (0.003) Instances per second: 46.98 +[16008/27610 (58%)] Loss: 0.8888 Acc:0.8305 Cost time:0.152 (0.170)s Data time:0.001 (0.003) Instances per second: 47.02 +[16408/27610 (59%)] Loss: 0.8856 Acc:0.8314 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[16808/27610 (61%)] Loss: 0.8885 Acc:0.8309 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[17208/27610 (62%)] Loss: 0.8927 Acc:0.8298 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 47.00 +[17608/27610 (64%)] Loss: 0.8915 Acc:0.8300 Cost time:0.197 (0.170)s Data time:0.008 (0.003) Instances per second: 47.04 +[18008/27610 (65%)] Loss: 0.8938 Acc:0.8296 Cost time:0.162 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[18408/27610 (67%)] Loss: 0.8908 Acc:0.8303 Cost time:0.197 (0.170)s Data time:0.004 (0.003) Instances per second: 47.00 +[18808/27610 (68%)] Loss: 0.8905 Acc:0.8304 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[19208/27610 (70%)] Loss: 0.8951 Acc:0.8293 Cost time:0.170 (0.170)s Data time:0.001 (0.003) Instances per second: 47.02 +[19608/27610 (71%)] Loss: 0.8946 Acc:0.8294 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[20008/27610 (72%)] Loss: 0.8942 Acc:0.8294 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[20408/27610 (74%)] Loss: 0.8920 Acc:0.8300 Cost time:0.191 (0.170)s Data time:0.009 (0.003) Instances per second: 47.02 +[20808/27610 (75%)] Loss: 0.8927 Acc:0.8301 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[21208/27610 (77%)] Loss: 0.8919 Acc:0.8304 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 47.01 +[21608/27610 (78%)] Loss: 0.8879 Acc:0.8313 Cost time:0.159 (0.170)s Data time:0.003 (0.003) Instances per second: 47.07 +[22008/27610 (80%)] Loss: 0.8869 Acc:0.8315 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[22408/27610 (81%)] Loss: 0.8872 Acc:0.8313 Cost time:0.191 (0.170)s Data time:0.009 (0.003) Instances per second: 47.06 +[22808/27610 (83%)] Loss: 0.8868 Acc:0.8313 Cost time:0.148 (0.170)s Data time:0.001 (0.003) Instances per second: 47.06 +[23208/27610 (84%)] Loss: 0.8867 Acc:0.8313 Cost time:0.232 (0.170)s Data time:0.008 (0.003) Instances per second: 47.02 +[23608/27610 (85%)] Loss: 0.8883 Acc:0.8308 Cost time:0.164 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[24008/27610 (87%)] Loss: 0.8864 Acc:0.8313 Cost time:0.154 (0.170)s Data time:0.001 (0.003) Instances per second: 47.04 +[24408/27610 (88%)] Loss: 0.8856 Acc:0.8314 Cost time:0.192 (0.170)s Data time:0.006 (0.003) Instances per second: 47.09 +[24808/27610 (90%)] Loss: 0.8844 Acc:0.8316 Cost time:0.174 (0.170)s Data time:0.001 (0.003) Instances per second: 47.06 +[25208/27610 (91%)] Loss: 0.8842 Acc:0.8313 Cost time:0.221 (0.170)s Data time:0.010 (0.003) Instances per second: 47.05 +[25608/27610 (93%)] Loss: 0.8839 Acc:0.8314 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[26008/27610 (94%)] Loss: 0.8856 Acc:0.8310 Cost time:0.145 (0.170)s Data time:0.002 (0.003) Instances per second: 47.04 +[26408/27610 (96%)] Loss: 0.8847 Acc:0.8312 Cost time:0.154 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[26808/27610 (97%)] Loss: 0.8844 Acc:0.8313 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[27208/27610 (99%)] Loss: 0.8832 Acc:0.8318 Cost time:0.187 (0.170)s Data time:0.008 (0.003) Instances per second: 47.08 +[27608/27610 (100%)] Loss: 0.8844 Acc:0.8315 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[27610/27610 (100%)] Loss: 0.8844 Acc:0.8315 Cost time:0.109 (0.170)s Data time:0.002 (0.003) Instances per second: 47.09 +val Epoch: 88 Loss val: 0.8013 Acc val:0.8237, LR: 1.233680614740286e-05 +---------- +Epoch 89/99 +Current learning rate: 1.0533527116762296e-05 +[ 8/27610 (0%)] Loss: 1.7293 Acc:0.6508 Cost time:0.419 (0.419)s Data time:0.158 (0.158) Instances per second: 19.08 +[ 408/27610 (1%)] Loss: 0.9206 Acc:0.8166 Cost time:0.192 (0.175)s Data time:0.002 (0.005) Instances per second: 45.62 +[ 808/27610 (3%)] Loss: 0.9501 Acc:0.8105 Cost time:0.162 (0.182)s Data time:0.002 (0.004) Instances per second: 44.06 +[ 1208/27610 (4%)] Loss: 0.9797 Acc:0.8076 Cost time:0.179 (0.177)s Data time:0.002 (0.004) Instances per second: 45.29 +[ 1608/27610 (6%)] Loss: 0.9687 Acc:0.8103 Cost time:0.163 (0.175)s Data time:0.001 (0.003) Instances per second: 45.84 +[ 2008/27610 (7%)] Loss: 0.9298 Acc:0.8196 Cost time:0.158 (0.175)s Data time:0.001 (0.004) Instances per second: 45.65 +[ 2408/27610 (9%)] Loss: 0.9372 Acc:0.8190 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[ 2808/27610 (10%)] Loss: 0.9064 Acc:0.8256 Cost time:0.150 (0.173)s Data time:0.001 (0.003) Instances per second: 46.24 +[ 3208/27610 (12%)] Loss: 0.9277 Acc:0.8199 Cost time:0.208 (0.172)s Data time:0.008 (0.003) Instances per second: 46.57 +[ 3608/27610 (13%)] Loss: 0.9353 Acc:0.8181 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.57 +[ 4008/27610 (14%)] Loss: 0.9252 Acc:0.8203 Cost time:0.216 (0.172)s Data time:0.008 (0.003) Instances per second: 46.50 +[ 4408/27610 (16%)] Loss: 0.9281 Acc:0.8197 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.71 +[ 4808/27610 (17%)] Loss: 0.9383 Acc:0.8170 Cost time:0.150 (0.172)s Data time:0.001 (0.003) Instances per second: 46.57 +[ 5208/27610 (19%)] Loss: 0.9266 Acc:0.8197 Cost time:0.145 (0.171)s Data time:0.001 (0.003) Instances per second: 46.87 +[ 5608/27610 (20%)] Loss: 0.9250 Acc:0.8198 Cost time:0.166 (0.171)s Data time:0.001 (0.003) Instances per second: 46.74 +[ 6008/27610 (22%)] Loss: 0.9279 Acc:0.8183 Cost time:0.210 (0.171)s Data time:0.012 (0.003) Instances per second: 46.83 +[ 6408/27610 (23%)] Loss: 0.9204 Acc:0.8211 Cost time:0.153 (0.171)s Data time:0.001 (0.003) Instances per second: 46.88 +[ 6808/27610 (25%)] Loss: 0.9209 Acc:0.8207 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.77 +[ 7208/27610 (26%)] Loss: 0.9225 Acc:0.8199 Cost time:0.168 (0.170)s Data time:0.001 (0.003) Instances per second: 46.95 +[ 7608/27610 (28%)] Loss: 0.9266 Acc:0.8187 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.83 +[ 8008/27610 (29%)] Loss: 0.9232 Acc:0.8195 Cost time:0.174 (0.170)s Data time:0.002 (0.003) Instances per second: 46.99 +[ 8408/27610 (30%)] Loss: 0.9178 Acc:0.8217 Cost time:0.157 (0.170)s Data time:0.004 (0.003) Instances per second: 46.97 +[ 8808/27610 (32%)] Loss: 0.9279 Acc:0.8191 Cost time:0.192 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[ 9208/27610 (33%)] Loss: 0.9283 Acc:0.8191 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 47.01 +[ 9608/27610 (35%)] Loss: 0.9273 Acc:0.8197 Cost time:0.161 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +[10008/27610 (36%)] Loss: 0.9263 Acc:0.8201 Cost time:0.151 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[10408/27610 (38%)] Loss: 0.9215 Acc:0.8214 Cost time:0.174 (0.170)s Data time:0.001 (0.003) Instances per second: 46.98 +[10808/27610 (39%)] Loss: 0.9213 Acc:0.8214 Cost time:0.204 (0.170)s Data time:0.009 (0.003) Instances per second: 46.99 +[11208/27610 (41%)] Loss: 0.9218 Acc:0.8212 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 47.01 +[11608/27610 (42%)] Loss: 0.9179 Acc:0.8221 Cost time:0.164 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[12008/27610 (43%)] Loss: 0.9130 Acc:0.8234 Cost time:0.169 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[12408/27610 (45%)] Loss: 0.9103 Acc:0.8241 Cost time:0.151 (0.170)s Data time:0.001 (0.003) Instances per second: 46.98 +[12808/27610 (46%)] Loss: 0.9105 Acc:0.8240 Cost time:0.226 (0.170)s Data time:0.011 (0.003) Instances per second: 47.03 +[13208/27610 (48%)] Loss: 0.9109 Acc:0.8238 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 47.00 +[13608/27610 (49%)] Loss: 0.9126 Acc:0.8232 Cost time:0.208 (0.170)s Data time:0.014 (0.003) Instances per second: 46.94 +[14008/27610 (51%)] Loss: 0.9090 Acc:0.8243 Cost time:0.160 (0.170)s Data time:0.002 (0.003) Instances per second: 47.05 +[14408/27610 (52%)] Loss: 0.9013 Acc:0.8261 Cost time:0.152 (0.170)s Data time:0.001 (0.003) Instances per second: 47.00 +[14808/27610 (54%)] Loss: 0.9007 Acc:0.8262 Cost time:0.190 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[15208/27610 (55%)] Loss: 0.8955 Acc:0.8272 Cost time:0.150 (0.170)s Data time:0.001 (0.003) Instances per second: 47.01 +[15608/27610 (57%)] Loss: 0.8959 Acc:0.8270 Cost time:0.200 (0.170)s Data time:0.014 (0.003) Instances per second: 47.02 +[16008/27610 (58%)] Loss: 0.8937 Acc:0.8275 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.06 +[16408/27610 (59%)] Loss: 0.8936 Acc:0.8275 Cost time:0.168 (0.170)s Data time:0.001 (0.003) Instances per second: 47.00 +[16808/27610 (61%)] Loss: 0.8954 Acc:0.8271 Cost time:0.175 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[17208/27610 (62%)] Loss: 0.8945 Acc:0.8270 Cost time:0.166 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[17608/27610 (64%)] Loss: 0.8926 Acc:0.8273 Cost time:0.197 (0.170)s Data time:0.009 (0.003) Instances per second: 47.05 +[18008/27610 (65%)] Loss: 0.8975 Acc:0.8264 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[18408/27610 (67%)] Loss: 0.8980 Acc:0.8264 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 47.01 +[18808/27610 (68%)] Loss: 0.9028 Acc:0.8252 Cost time:0.165 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[19208/27610 (70%)] Loss: 0.9029 Acc:0.8253 Cost time:0.152 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[19608/27610 (71%)] Loss: 0.9110 Acc:0.8235 Cost time:0.176 (0.170)s Data time:0.008 (0.003) Instances per second: 47.09 +[20008/27610 (72%)] Loss: 0.9081 Acc:0.8240 Cost time:0.155 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[20408/27610 (74%)] Loss: 0.9073 Acc:0.8243 Cost time:0.203 (0.170)s Data time:0.008 (0.003) Instances per second: 47.06 +[20808/27610 (75%)] Loss: 0.9084 Acc:0.8240 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[21208/27610 (77%)] Loss: 0.9076 Acc:0.8243 Cost time:0.154 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[21608/27610 (78%)] Loss: 0.9054 Acc:0.8249 Cost time:0.162 (0.170)s Data time:0.001 (0.003) Instances per second: 47.11 +[22008/27610 (80%)] Loss: 0.9032 Acc:0.8254 Cost time:0.158 (0.170)s Data time:0.001 (0.003) Instances per second: 47.06 +[22408/27610 (81%)] Loss: 0.9034 Acc:0.8253 Cost time:0.193 (0.170)s Data time:0.008 (0.003) Instances per second: 47.09 +[22808/27610 (83%)] Loss: 0.9052 Acc:0.8250 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[23208/27610 (84%)] Loss: 0.9058 Acc:0.8250 Cost time:0.145 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[23608/27610 (85%)] Loss: 0.9025 Acc:0.8258 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.11 +[24008/27610 (87%)] Loss: 0.9028 Acc:0.8254 Cost time:0.166 (0.170)s Data time:0.001 (0.003) Instances per second: 47.06 +[24408/27610 (88%)] Loss: 0.9029 Acc:0.8254 Cost time:0.215 (0.170)s Data time:0.008 (0.003) Instances per second: 47.11 +[24808/27610 (90%)] Loss: 0.9030 Acc:0.8251 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[25208/27610 (91%)] Loss: 0.9020 Acc:0.8254 Cost time:0.203 (0.170)s Data time:0.009 (0.003) Instances per second: 47.08 +[25608/27610 (93%)] Loss: 0.9027 Acc:0.8254 Cost time:0.154 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[26008/27610 (94%)] Loss: 0.9012 Acc:0.8258 Cost time:0.177 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[26408/27610 (96%)] Loss: 0.9029 Acc:0.8254 Cost time:0.166 (0.170)s Data time:0.001 (0.003) Instances per second: 47.13 +[26808/27610 (97%)] Loss: 0.9043 Acc:0.8254 Cost time:0.152 (0.170)s Data time:0.001 (0.003) Instances per second: 47.11 +[27208/27610 (99%)] Loss: 0.9040 Acc:0.8253 Cost time:0.181 (0.170)s Data time:0.002 (0.003) Instances per second: 47.13 +[27608/27610 (100%)] Loss: 0.9061 Acc:0.8246 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[27610/27610 (100%)] Loss: 0.9060 Acc:0.8246 Cost time:0.107 (0.170)s Data time:0.002 (0.003) Instances per second: 47.12 +val Epoch: 89 Loss val: 0.7906 Acc val:0.8251, LR: 1.0533527116762296e-05 +---------- +Epoch 90/99 +Current learning rate: 8.867884656866181e-06 +[ 8/27610 (0%)] Loss: 0.4896 Acc:0.9463 Cost time:0.523 (0.523)s Data time:0.189 (0.189) Instances per second: 15.31 +[ 408/27610 (1%)] Loss: 0.9096 Acc:0.8291 Cost time:0.170 (0.170)s Data time:0.001 (0.005) Instances per second: 47.15 +[ 808/27610 (3%)] Loss: 0.9581 Acc:0.8157 Cost time:0.172 (0.185)s Data time:0.001 (0.005) Instances per second: 43.28 +[ 1208/27610 (4%)] Loss: 0.9500 Acc:0.8130 Cost time:0.200 (0.178)s Data time:0.002 (0.004) Instances per second: 44.87 +[ 1608/27610 (6%)] Loss: 0.9340 Acc:0.8200 Cost time:0.145 (0.176)s Data time:0.001 (0.004) Instances per second: 45.42 +[ 2008/27610 (7%)] Loss: 0.8872 Acc:0.8286 Cost time:0.183 (0.176)s Data time:0.002 (0.004) Instances per second: 45.35 +[ 2408/27610 (9%)] Loss: 0.8534 Acc:0.8361 Cost time:0.155 (0.173)s Data time:0.003 (0.003) Instances per second: 46.21 +[ 2808/27610 (10%)] Loss: 0.8550 Acc:0.8368 Cost time:0.150 (0.174)s Data time:0.001 (0.004) Instances per second: 46.04 +[ 3208/27610 (12%)] Loss: 0.8609 Acc:0.8349 Cost time:0.195 (0.172)s Data time:0.003 (0.003) Instances per second: 46.43 +[ 3608/27610 (13%)] Loss: 0.8681 Acc:0.8334 Cost time:0.149 (0.173)s Data time:0.001 (0.003) Instances per second: 46.33 +[ 4008/27610 (14%)] Loss: 0.8929 Acc:0.8275 Cost time:0.216 (0.172)s Data time:0.012 (0.003) Instances per second: 46.41 +[ 4408/27610 (16%)] Loss: 0.9057 Acc:0.8240 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.68 +[ 4808/27610 (17%)] Loss: 0.8992 Acc:0.8258 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[ 5208/27610 (19%)] Loss: 0.8975 Acc:0.8267 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[ 5608/27610 (20%)] Loss: 0.8949 Acc:0.8278 Cost time:0.161 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[ 6008/27610 (22%)] Loss: 0.8909 Acc:0.8276 Cost time:0.187 (0.171)s Data time:0.009 (0.003) Instances per second: 46.81 +[ 6408/27610 (23%)] Loss: 0.8739 Acc:0.8317 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.83 +[ 6808/27610 (25%)] Loss: 0.8790 Acc:0.8299 Cost time:0.200 (0.171)s Data time:0.009 (0.003) Instances per second: 46.71 +[ 7208/27610 (26%)] Loss: 0.8763 Acc:0.8308 Cost time:0.149 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +[ 7608/27610 (28%)] Loss: 0.8669 Acc:0.8330 Cost time:0.159 (0.171)s Data time:0.001 (0.003) Instances per second: 46.79 +[ 8008/27610 (29%)] Loss: 0.8678 Acc:0.8325 Cost time:0.199 (0.170)s Data time:0.003 (0.003) Instances per second: 46.96 +[ 8408/27610 (30%)] Loss: 0.8701 Acc:0.8318 Cost time:0.168 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[ 8808/27610 (32%)] Loss: 0.8703 Acc:0.8309 Cost time:0.193 (0.171)s Data time:0.008 (0.003) Instances per second: 46.82 +[ 9208/27610 (33%)] Loss: 0.8720 Acc:0.8309 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.92 +[ 9608/27610 (35%)] Loss: 0.8723 Acc:0.8317 Cost time:0.158 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[10008/27610 (36%)] Loss: 0.8678 Acc:0.8326 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[10408/27610 (38%)] Loss: 0.8723 Acc:0.8316 Cost time:0.171 (0.171)s Data time:0.001 (0.003) Instances per second: 46.89 +[10808/27610 (39%)] Loss: 0.8757 Acc:0.8307 Cost time:0.188 (0.170)s Data time:0.002 (0.003) Instances per second: 46.95 +[11208/27610 (41%)] Loss: 0.8741 Acc:0.8310 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 46.98 +[11608/27610 (42%)] Loss: 0.8800 Acc:0.8296 Cost time:0.167 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[12008/27610 (43%)] Loss: 0.8821 Acc:0.8297 Cost time:0.151 (0.170)s Data time:0.001 (0.003) Instances per second: 47.01 +[12408/27610 (45%)] Loss: 0.8832 Acc:0.8294 Cost time:0.172 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[12808/27610 (46%)] Loss: 0.8817 Acc:0.8298 Cost time:0.201 (0.170)s Data time:0.010 (0.003) Instances per second: 47.00 +[13208/27610 (48%)] Loss: 0.8785 Acc:0.8306 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 46.96 +[13608/27610 (49%)] Loss: 0.8723 Acc:0.8321 Cost time:0.232 (0.171)s Data time:0.010 (0.003) Instances per second: 46.92 +[14008/27610 (51%)] Loss: 0.8746 Acc:0.8319 Cost time:0.163 (0.170)s Data time:0.001 (0.003) Instances per second: 46.99 +[14408/27610 (52%)] Loss: 0.8778 Acc:0.8311 Cost time:0.159 (0.170)s Data time:0.002 (0.003) Instances per second: 46.93 +[14808/27610 (54%)] Loss: 0.8764 Acc:0.8312 Cost time:0.162 (0.170)s Data time:0.001 (0.003) Instances per second: 47.02 +[15208/27610 (55%)] Loss: 0.8756 Acc:0.8313 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 46.98 +[15608/27610 (57%)] Loss: 0.8805 Acc:0.8295 Cost time:0.186 (0.170)s Data time:0.009 (0.003) Instances per second: 46.99 +[16008/27610 (58%)] Loss: 0.8791 Acc:0.8299 Cost time:0.152 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[16408/27610 (59%)] Loss: 0.8820 Acc:0.8293 Cost time:0.150 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[16808/27610 (61%)] Loss: 0.8844 Acc:0.8289 Cost time:0.173 (0.170)s Data time:0.001 (0.003) Instances per second: 47.06 +[17208/27610 (62%)] Loss: 0.8854 Acc:0.8286 Cost time:0.150 (0.170)s Data time:0.001 (0.003) Instances per second: 47.01 +[17608/27610 (64%)] Loss: 0.8894 Acc:0.8276 Cost time:0.222 (0.170)s Data time:0.002 (0.003) Instances per second: 47.06 +[18008/27610 (65%)] Loss: 0.8846 Acc:0.8288 Cost time:0.152 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[18408/27610 (67%)] Loss: 0.8808 Acc:0.8297 Cost time:0.206 (0.170)s Data time:0.008 (0.003) Instances per second: 47.01 +[18808/27610 (68%)] Loss: 0.8836 Acc:0.8289 Cost time:0.168 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[19208/27610 (70%)] Loss: 0.8826 Acc:0.8294 Cost time:0.144 (0.170)s Data time:0.001 (0.003) Instances per second: 47.02 +[19608/27610 (71%)] Loss: 0.8813 Acc:0.8296 Cost time:0.191 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[20008/27610 (72%)] Loss: 0.8832 Acc:0.8289 Cost time:0.163 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[20408/27610 (74%)] Loss: 0.8840 Acc:0.8284 Cost time:0.184 (0.170)s Data time:0.009 (0.003) Instances per second: 47.07 +[20808/27610 (75%)] Loss: 0.8875 Acc:0.8273 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[21208/27610 (77%)] Loss: 0.8857 Acc:0.8279 Cost time:0.167 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[21608/27610 (78%)] Loss: 0.8885 Acc:0.8273 Cost time:0.150 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[22008/27610 (80%)] Loss: 0.8876 Acc:0.8276 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[22408/27610 (81%)] Loss: 0.8874 Acc:0.8275 Cost time:0.175 (0.170)s Data time:0.002 (0.003) Instances per second: 47.11 +[22808/27610 (83%)] Loss: 0.8855 Acc:0.8280 Cost time:0.167 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[23208/27610 (84%)] Loss: 0.8850 Acc:0.8282 Cost time:0.221 (0.170)s Data time:0.012 (0.003) Instances per second: 47.06 +[23608/27610 (85%)] Loss: 0.8857 Acc:0.8282 Cost time:0.143 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[24008/27610 (87%)] Loss: 0.8877 Acc:0.8277 Cost time:0.158 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[24408/27610 (88%)] Loss: 0.8856 Acc:0.8283 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.14 +[24808/27610 (90%)] Loss: 0.8859 Acc:0.8284 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 47.11 +[25208/27610 (91%)] Loss: 0.8860 Acc:0.8285 Cost time:0.197 (0.170)s Data time:0.014 (0.003) Instances per second: 47.12 +[25608/27610 (93%)] Loss: 0.8887 Acc:0.8280 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[26008/27610 (94%)] Loss: 0.8869 Acc:0.8285 Cost time:0.162 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[26408/27610 (96%)] Loss: 0.8869 Acc:0.8284 Cost time:0.171 (0.170)s Data time:0.001 (0.003) Instances per second: 47.15 +[26808/27610 (97%)] Loss: 0.8889 Acc:0.8280 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[27208/27610 (99%)] Loss: 0.8896 Acc:0.8280 Cost time:0.197 (0.170)s Data time:0.010 (0.003) Instances per second: 47.14 +[27608/27610 (100%)] Loss: 0.8871 Acc:0.8285 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[27610/27610 (100%)] Loss: 0.8872 Acc:0.8285 Cost time:0.547 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +val Epoch: 90 Loss val: 0.7925 Acc val:0.8269, LR: 8.867884656866181e-06 +---------- +Epoch 91/99 +Current learning rate: 7.34152255572697e-06 +[ 8/27610 (0%)] Loss: 0.1365 Acc:0.9878 Cost time:0.418 (0.418)s Data time:0.169 (0.169) Instances per second: 19.16 +[ 408/27610 (1%)] Loss: 0.7993 Acc:0.8594 Cost time:0.314 (0.181)s Data time:0.010 (0.005) Instances per second: 44.23 +[ 808/27610 (3%)] Loss: 0.8927 Acc:0.8269 Cost time:0.161 (0.193)s Data time:0.001 (0.004) Instances per second: 41.48 +[ 1208/27610 (4%)] Loss: 0.9073 Acc:0.8226 Cost time:0.224 (0.187)s Data time:0.009 (0.004) Instances per second: 42.89 +[ 1608/27610 (6%)] Loss: 0.8863 Acc:0.8257 Cost time:0.163 (0.181)s Data time:0.002 (0.004) Instances per second: 44.29 +[ 2008/27610 (7%)] Loss: 0.9532 Acc:0.8112 Cost time:0.166 (0.180)s Data time:0.001 (0.004) Instances per second: 44.38 +[ 2408/27610 (9%)] Loss: 0.9213 Acc:0.8181 Cost time:0.169 (0.176)s Data time:0.001 (0.003) Instances per second: 45.35 +[ 2808/27610 (10%)] Loss: 0.9044 Acc:0.8234 Cost time:0.175 (0.177)s Data time:0.001 (0.003) Instances per second: 45.26 +[ 3208/27610 (12%)] Loss: 0.8871 Acc:0.8284 Cost time:0.197 (0.176)s Data time:0.010 (0.003) Instances per second: 45.45 +[ 3608/27610 (13%)] Loss: 0.8871 Acc:0.8287 Cost time:0.168 (0.175)s Data time:0.001 (0.003) Instances per second: 45.67 +[ 4008/27610 (14%)] Loss: 0.8871 Acc:0.8297 Cost time:0.161 (0.175)s Data time:0.001 (0.003) Instances per second: 45.64 +[ 4408/27610 (16%)] Loss: 0.8777 Acc:0.8315 Cost time:0.153 (0.174)s Data time:0.001 (0.003) Instances per second: 46.08 +[ 4808/27610 (17%)] Loss: 0.8705 Acc:0.8337 Cost time:0.158 (0.174)s Data time:0.001 (0.003) Instances per second: 46.05 +[ 5208/27610 (19%)] Loss: 0.8960 Acc:0.8274 Cost time:0.173 (0.173)s Data time:0.003 (0.003) Instances per second: 46.23 +[ 5608/27610 (20%)] Loss: 0.8893 Acc:0.8289 Cost time:0.169 (0.173)s Data time:0.001 (0.003) Instances per second: 46.27 +[ 6008/27610 (22%)] Loss: 0.8707 Acc:0.8333 Cost time:0.207 (0.173)s Data time:0.014 (0.003) Instances per second: 46.18 +[ 6408/27610 (23%)] Loss: 0.8679 Acc:0.8337 Cost time:0.186 (0.172)s Data time:0.001 (0.003) Instances per second: 46.43 +[ 6808/27610 (25%)] Loss: 0.8553 Acc:0.8370 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.35 +[ 7208/27610 (26%)] Loss: 0.8510 Acc:0.8383 Cost time:0.198 (0.172)s Data time:0.002 (0.003) Instances per second: 46.51 +[ 7608/27610 (28%)] Loss: 0.8484 Acc:0.8391 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.48 +[ 8008/27610 (29%)] Loss: 0.8524 Acc:0.8385 Cost time:0.212 (0.172)s Data time:0.009 (0.003) Instances per second: 46.49 +[ 8408/27610 (30%)] Loss: 0.8528 Acc:0.8388 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.59 +[ 8808/27610 (32%)] Loss: 0.8537 Acc:0.8388 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.54 +[ 9208/27610 (33%)] Loss: 0.8484 Acc:0.8402 Cost time:0.177 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[ 9608/27610 (35%)] Loss: 0.8524 Acc:0.8389 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.64 +[10008/27610 (36%)] Loss: 0.8523 Acc:0.8387 Cost time:0.193 (0.171)s Data time:0.009 (0.003) Instances per second: 46.70 +[10408/27610 (38%)] Loss: 0.8534 Acc:0.8385 Cost time:0.149 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[10808/27610 (39%)] Loss: 0.8506 Acc:0.8393 Cost time:0.180 (0.171)s Data time:0.011 (0.003) Instances per second: 46.67 +[11208/27610 (41%)] Loss: 0.8560 Acc:0.8380 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.80 +[11608/27610 (42%)] Loss: 0.8608 Acc:0.8363 Cost time:0.161 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[12008/27610 (43%)] Loss: 0.8548 Acc:0.8375 Cost time:0.202 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[12408/27610 (45%)] Loss: 0.8532 Acc:0.8381 Cost time:0.158 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[12808/27610 (46%)] Loss: 0.8542 Acc:0.8380 Cost time:0.223 (0.171)s Data time:0.009 (0.003) Instances per second: 46.84 +[13208/27610 (48%)] Loss: 0.8568 Acc:0.8373 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[13608/27610 (49%)] Loss: 0.8566 Acc:0.8373 Cost time:0.149 (0.171)s Data time:0.001 (0.003) Instances per second: 46.81 +[14008/27610 (51%)] Loss: 0.8576 Acc:0.8370 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.92 +[14408/27610 (52%)] Loss: 0.8573 Acc:0.8372 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[14808/27610 (54%)] Loss: 0.8592 Acc:0.8367 Cost time:0.195 (0.171)s Data time:0.002 (0.003) Instances per second: 46.91 +[15208/27610 (55%)] Loss: 0.8591 Acc:0.8369 Cost time:0.167 (0.171)s Data time:0.002 (0.003) Instances per second: 46.90 +[15608/27610 (57%)] Loss: 0.8576 Acc:0.8369 Cost time:0.217 (0.171)s Data time:0.010 (0.003) Instances per second: 46.87 +[16008/27610 (58%)] Loss: 0.8542 Acc:0.8376 Cost time:0.160 (0.170)s Data time:0.002 (0.003) Instances per second: 46.94 +[16408/27610 (59%)] Loss: 0.8544 Acc:0.8376 Cost time:0.178 (0.171)s Data time:0.001 (0.003) Instances per second: 46.88 +[16808/27610 (61%)] Loss: 0.8603 Acc:0.8362 Cost time:0.177 (0.170)s Data time:0.001 (0.003) Instances per second: 46.96 +[17208/27610 (62%)] Loss: 0.8640 Acc:0.8353 Cost time:0.143 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +[17608/27610 (64%)] Loss: 0.8622 Acc:0.8357 Cost time:0.191 (0.171)s Data time:0.012 (0.003) Instances per second: 46.92 +[18008/27610 (65%)] Loss: 0.8641 Acc:0.8357 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[18408/27610 (67%)] Loss: 0.8622 Acc:0.8361 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.89 +[18808/27610 (68%)] Loss: 0.8624 Acc:0.8360 Cost time:0.146 (0.170)s Data time:0.001 (0.003) Instances per second: 46.96 +[19208/27610 (70%)] Loss: 0.8683 Acc:0.8345 Cost time:0.187 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[19608/27610 (71%)] Loss: 0.8677 Acc:0.8344 Cost time:0.199 (0.171)s Data time:0.010 (0.003) Instances per second: 46.91 +[20008/27610 (72%)] Loss: 0.8666 Acc:0.8345 Cost time:0.159 (0.171)s Data time:0.002 (0.003) Instances per second: 46.92 +[20408/27610 (74%)] Loss: 0.8658 Acc:0.8349 Cost time:0.163 (0.171)s Data time:0.011 (0.003) Instances per second: 46.88 +[20808/27610 (75%)] Loss: 0.8670 Acc:0.8343 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[21208/27610 (77%)] Loss: 0.8639 Acc:0.8352 Cost time:0.166 (0.171)s Data time:0.002 (0.003) Instances per second: 46.89 +[21608/27610 (78%)] Loss: 0.8671 Acc:0.8345 Cost time:0.202 (0.171)s Data time:0.009 (0.003) Instances per second: 46.91 +[22008/27610 (80%)] Loss: 0.8696 Acc:0.8342 Cost time:0.164 (0.171)s Data time:0.001 (0.003) Instances per second: 46.89 +[22408/27610 (81%)] Loss: 0.8700 Acc:0.8342 Cost time:0.221 (0.171)s Data time:0.002 (0.003) Instances per second: 46.87 +[22808/27610 (83%)] Loss: 0.8704 Acc:0.8340 Cost time:0.165 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[23208/27610 (84%)] Loss: 0.8743 Acc:0.8330 Cost time:0.168 (0.171)s Data time:0.001 (0.003) Instances per second: 46.88 +[23608/27610 (85%)] Loss: 0.8730 Acc:0.8333 Cost time:0.164 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[24008/27610 (87%)] Loss: 0.8734 Acc:0.8334 Cost time:0.170 (0.171)s Data time:0.002 (0.003) Instances per second: 46.89 +[24408/27610 (88%)] Loss: 0.8752 Acc:0.8331 Cost time:0.209 (0.171)s Data time:0.009 (0.003) Instances per second: 46.90 +[24808/27610 (90%)] Loss: 0.8725 Acc:0.8337 Cost time:0.158 (0.171)s Data time:0.002 (0.003) Instances per second: 46.92 +[25208/27610 (91%)] Loss: 0.8747 Acc:0.8333 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.88 +[25608/27610 (93%)] Loss: 0.8731 Acc:0.8338 Cost time:0.158 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[26008/27610 (94%)] Loss: 0.8756 Acc:0.8334 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[26408/27610 (96%)] Loss: 0.8762 Acc:0.8331 Cost time:0.197 (0.171)s Data time:0.002 (0.003) Instances per second: 46.92 +[26808/27610 (97%)] Loss: 0.8781 Acc:0.8329 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +[27208/27610 (99%)] Loss: 0.8760 Acc:0.8335 Cost time:0.170 (0.171)s Data time:0.002 (0.003) Instances per second: 46.88 +[27608/27610 (100%)] Loss: 0.8779 Acc:0.8329 Cost time:0.143 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[27610/27610 (100%)] Loss: 0.8779 Acc:0.8329 Cost time:0.111 (0.170)s Data time:0.002 (0.003) Instances per second: 46.94 +val Epoch: 91 Loss val: 0.7899 Acc val:0.8274, LR: 7.34152255572697e-06 +---------- +Epoch 92/99 +Current learning rate: 5.955947148458556e-06 +[ 8/27610 (0%)] Loss: 0.9581 Acc:0.8384 Cost time:0.376 (0.376)s Data time:0.132 (0.132) Instances per second: 21.27 +[ 408/27610 (1%)] Loss: 0.8449 Acc:0.8432 Cost time:0.284 (0.203)s Data time:0.002 (0.007) Instances per second: 39.32 +[ 808/27610 (3%)] Loss: 0.8596 Acc:0.8308 Cost time:0.152 (0.192)s Data time:0.001 (0.004) Instances per second: 41.76 +[ 1208/27610 (4%)] Loss: 0.8670 Acc:0.8288 Cost time:0.159 (0.186)s Data time:0.001 (0.004) Instances per second: 42.92 +[ 1608/27610 (6%)] Loss: 0.8520 Acc:0.8360 Cost time:0.188 (0.181)s Data time:0.008 (0.004) Instances per second: 44.22 +[ 2008/27610 (7%)] Loss: 0.8515 Acc:0.8367 Cost time:0.155 (0.179)s Data time:0.001 (0.004) Instances per second: 44.62 +[ 2408/27610 (9%)] Loss: 0.8620 Acc:0.8346 Cost time:0.226 (0.179)s Data time:0.009 (0.004) Instances per second: 44.73 +[ 2808/27610 (10%)] Loss: 0.8551 Acc:0.8375 Cost time:0.145 (0.176)s Data time:0.001 (0.003) Instances per second: 45.44 +[ 3208/27610 (12%)] Loss: 0.8698 Acc:0.8339 Cost time:0.149 (0.176)s Data time:0.001 (0.003) Instances per second: 45.47 +[ 3608/27610 (13%)] Loss: 0.8964 Acc:0.8259 Cost time:0.154 (0.174)s Data time:0.001 (0.003) Instances per second: 46.08 +[ 4008/27610 (14%)] Loss: 0.9046 Acc:0.8241 Cost time:0.162 (0.174)s Data time:0.001 (0.003) Instances per second: 45.98 +[ 4408/27610 (16%)] Loss: 0.9059 Acc:0.8232 Cost time:0.192 (0.173)s Data time:0.008 (0.003) Instances per second: 46.17 +[ 4808/27610 (17%)] Loss: 0.9012 Acc:0.8243 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.38 +[ 5208/27610 (19%)] Loss: 0.9158 Acc:0.8213 Cost time:0.151 (0.173)s Data time:0.001 (0.003) Instances per second: 46.30 +[ 5608/27610 (20%)] Loss: 0.9155 Acc:0.8218 Cost time:0.163 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[ 6008/27610 (22%)] Loss: 0.9179 Acc:0.8218 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.51 +[ 6408/27610 (23%)] Loss: 0.9204 Acc:0.8219 Cost time:0.188 (0.171)s Data time:0.002 (0.003) Instances per second: 46.75 +[ 6808/27610 (25%)] Loss: 0.9171 Acc:0.8228 Cost time:0.173 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[ 7208/27610 (26%)] Loss: 0.9170 Acc:0.8226 Cost time:0.199 (0.172)s Data time:0.005 (0.003) Instances per second: 46.63 +[ 7608/27610 (28%)] Loss: 0.9066 Acc:0.8257 Cost time:0.167 (0.171)s Data time:0.001 (0.003) Instances per second: 46.77 +[ 8008/27610 (29%)] Loss: 0.9064 Acc:0.8256 Cost time:0.159 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[ 8408/27610 (30%)] Loss: 0.9052 Acc:0.8258 Cost time:0.161 (0.171)s Data time:0.001 (0.003) Instances per second: 46.89 +[ 8808/27610 (32%)] Loss: 0.8913 Acc:0.8292 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.81 +[ 9208/27610 (33%)] Loss: 0.8978 Acc:0.8276 Cost time:0.196 (0.171)s Data time:0.012 (0.003) Instances per second: 46.85 +[ 9608/27610 (35%)] Loss: 0.9004 Acc:0.8272 Cost time:0.158 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +[10008/27610 (36%)] Loss: 0.8941 Acc:0.8287 Cost time:0.168 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[10408/27610 (38%)] Loss: 0.8918 Acc:0.8292 Cost time:0.142 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[10808/27610 (39%)] Loss: 0.8907 Acc:0.8291 Cost time:0.166 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[11208/27610 (41%)] Loss: 0.8855 Acc:0.8299 Cost time:0.208 (0.170)s Data time:0.008 (0.003) Instances per second: 46.98 +[11608/27610 (42%)] Loss: 0.8785 Acc:0.8314 Cost time:0.145 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[12008/27610 (43%)] Loss: 0.8814 Acc:0.8308 Cost time:0.186 (0.171)s Data time:0.014 (0.003) Instances per second: 46.87 +[12408/27610 (45%)] Loss: 0.8848 Acc:0.8298 Cost time:0.158 (0.170)s Data time:0.001 (0.003) Instances per second: 47.00 +[12808/27610 (46%)] Loss: 0.8846 Acc:0.8300 Cost time:0.151 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[13208/27610 (48%)] Loss: 0.8900 Acc:0.8287 Cost time:0.199 (0.170)s Data time:0.008 (0.003) Instances per second: 47.03 +[13608/27610 (49%)] Loss: 0.8864 Acc:0.8299 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 46.98 +[14008/27610 (51%)] Loss: 0.8890 Acc:0.8294 Cost time:0.176 (0.170)s Data time:0.002 (0.003) Instances per second: 46.99 +[14408/27610 (52%)] Loss: 0.8920 Acc:0.8283 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[14808/27610 (54%)] Loss: 0.8921 Acc:0.8284 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 46.99 +[15208/27610 (55%)] Loss: 0.8893 Acc:0.8291 Cost time:0.151 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[15608/27610 (57%)] Loss: 0.8840 Acc:0.8298 Cost time:0.151 (0.170)s Data time:0.001 (0.003) Instances per second: 47.04 +[16008/27610 (58%)] Loss: 0.8810 Acc:0.8307 Cost time:0.195 (0.170)s Data time:0.011 (0.003) Instances per second: 47.09 +[16408/27610 (59%)] Loss: 0.8810 Acc:0.8307 Cost time:0.149 (0.170)s Data time:0.002 (0.003) Instances per second: 47.09 +[16808/27610 (61%)] Loss: 0.8854 Acc:0.8297 Cost time:0.212 (0.170)s Data time:0.001 (0.003) Instances per second: 47.04 +[17208/27610 (62%)] Loss: 0.8839 Acc:0.8304 Cost time:0.167 (0.170)s Data time:0.001 (0.003) Instances per second: 47.11 +[17608/27610 (64%)] Loss: 0.8862 Acc:0.8299 Cost time:0.149 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[18008/27610 (65%)] Loss: 0.8849 Acc:0.8300 Cost time:0.187 (0.170)s Data time:0.002 (0.003) Instances per second: 47.12 +[18408/27610 (67%)] Loss: 0.8886 Acc:0.8293 Cost time:0.154 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[18808/27610 (68%)] Loss: 0.8879 Acc:0.8291 Cost time:0.205 (0.170)s Data time:0.009 (0.003) Instances per second: 47.08 +[19208/27610 (70%)] Loss: 0.8866 Acc:0.8297 Cost time:0.164 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[19608/27610 (71%)] Loss: 0.8880 Acc:0.8291 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[20008/27610 (72%)] Loss: 0.8909 Acc:0.8287 Cost time:0.162 (0.170)s Data time:0.001 (0.003) Instances per second: 47.16 +[20408/27610 (74%)] Loss: 0.8909 Acc:0.8286 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[20808/27610 (75%)] Loss: 0.8923 Acc:0.8282 Cost time:0.209 (0.170)s Data time:0.009 (0.003) Instances per second: 47.14 +[21208/27610 (77%)] Loss: 0.8879 Acc:0.8294 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.14 +[21608/27610 (78%)] Loss: 0.8890 Acc:0.8290 Cost time:0.204 (0.170)s Data time:0.010 (0.003) Instances per second: 47.10 +[22008/27610 (80%)] Loss: 0.8846 Acc:0.8299 Cost time:0.176 (0.170)s Data time:0.001 (0.003) Instances per second: 47.16 +[22408/27610 (81%)] Loss: 0.8880 Acc:0.8292 Cost time:0.154 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[22808/27610 (83%)] Loss: 0.8865 Acc:0.8297 Cost time:0.213 (0.170)s Data time:0.002 (0.003) Instances per second: 47.17 +[23208/27610 (84%)] Loss: 0.8845 Acc:0.8301 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.14 +[23608/27610 (85%)] Loss: 0.8867 Acc:0.8295 Cost time:0.203 (0.170)s Data time:0.009 (0.003) Instances per second: 47.14 +[24008/27610 (87%)] Loss: 0.8871 Acc:0.8292 Cost time:0.175 (0.170)s Data time:0.001 (0.003) Instances per second: 47.16 +[24408/27610 (88%)] Loss: 0.8873 Acc:0.8293 Cost time:0.168 (0.170)s Data time:0.001 (0.003) Instances per second: 47.13 +[24808/27610 (90%)] Loss: 0.8850 Acc:0.8300 Cost time:0.144 (0.170)s Data time:0.001 (0.003) Instances per second: 47.18 +[25208/27610 (91%)] Loss: 0.8827 Acc:0.8305 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.15 +[25608/27610 (93%)] Loss: 0.8833 Acc:0.8302 Cost time:0.189 (0.170)s Data time:0.001 (0.003) Instances per second: 47.18 +[26008/27610 (94%)] Loss: 0.8823 Acc:0.8304 Cost time:0.168 (0.170)s Data time:0.002 (0.003) Instances per second: 47.17 +[26408/27610 (96%)] Loss: 0.8850 Acc:0.8295 Cost time:0.211 (0.170)s Data time:0.008 (0.003) Instances per second: 47.15 +[26808/27610 (97%)] Loss: 0.8863 Acc:0.8294 Cost time:0.157 (0.169)s Data time:0.001 (0.003) Instances per second: 47.20 +[27208/27610 (99%)] Loss: 0.8875 Acc:0.8291 Cost time:0.154 (0.170)s Data time:0.009 (0.003) Instances per second: 47.16 +[27608/27610 (100%)] Loss: 0.8864 Acc:0.8294 Cost time:0.153 (0.169)s Data time:0.001 (0.003) Instances per second: 47.21 +[27610/27610 (100%)] Loss: 0.8864 Acc:0.8294 Cost time:0.118 (0.169)s Data time:0.001 (0.003) Instances per second: 47.21 +val Epoch: 92 Loss val: 0.7903 Acc val:0.8237, LR: 5.955947148458556e-06 +---------- +Epoch 93/99 +Current learning rate: 4.712525830705355e-06 +[ 8/27610 (0%)] Loss: 0.1434 Acc:0.9904 Cost time:0.403 (0.403)s Data time:0.149 (0.149) Instances per second: 19.87 +[ 408/27610 (1%)] Loss: 0.8282 Acc:0.8347 Cost time:0.201 (0.173)s Data time:0.008 (0.005) Instances per second: 46.21 +[ 808/27610 (3%)] Loss: 0.6875 Acc:0.8735 Cost time:0.161 (0.182)s Data time:0.002 (0.004) Instances per second: 43.92 +[ 1208/27610 (4%)] Loss: 0.7638 Acc:0.8575 Cost time:0.151 (0.181)s Data time:0.001 (0.004) Instances per second: 44.13 +[ 1608/27610 (6%)] Loss: 0.7480 Acc:0.8593 Cost time:0.153 (0.175)s Data time:0.001 (0.003) Instances per second: 45.68 +[ 2008/27610 (7%)] Loss: 0.7653 Acc:0.8526 Cost time:0.155 (0.175)s Data time:0.001 (0.003) Instances per second: 45.63 +[ 2408/27610 (9%)] Loss: 0.7800 Acc:0.8510 Cost time:0.203 (0.174)s Data time:0.009 (0.003) Instances per second: 46.08 +[ 2808/27610 (10%)] Loss: 0.8074 Acc:0.8456 Cost time:0.172 (0.173)s Data time:0.001 (0.003) Instances per second: 46.22 +[ 3208/27610 (12%)] Loss: 0.8000 Acc:0.8464 Cost time:0.166 (0.174)s Data time:0.001 (0.003) Instances per second: 46.10 +[ 3608/27610 (13%)] Loss: 0.8245 Acc:0.8417 Cost time:0.167 (0.172)s Data time:0.001 (0.003) Instances per second: 46.61 +[ 4008/27610 (14%)] Loss: 0.8242 Acc:0.8424 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.40 +[ 4408/27610 (16%)] Loss: 0.8272 Acc:0.8424 Cost time:0.213 (0.171)s Data time:0.010 (0.003) Instances per second: 46.76 +[ 4808/27610 (17%)] Loss: 0.8393 Acc:0.8399 Cost time:0.164 (0.171)s Data time:0.001 (0.003) Instances per second: 46.68 +[ 5208/27610 (19%)] Loss: 0.8382 Acc:0.8391 Cost time:0.191 (0.171)s Data time:0.002 (0.003) Instances per second: 46.69 +[ 5608/27610 (20%)] Loss: 0.8451 Acc:0.8378 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.82 +[ 6008/27610 (22%)] Loss: 0.8445 Acc:0.8373 Cost time:0.142 (0.171)s Data time:0.001 (0.003) Instances per second: 46.74 +[ 6408/27610 (23%)] Loss: 0.8446 Acc:0.8380 Cost time:0.150 (0.170)s Data time:0.001 (0.003) Instances per second: 46.99 +[ 6808/27610 (25%)] Loss: 0.8463 Acc:0.8381 Cost time:0.144 (0.171)s Data time:0.001 (0.003) Instances per second: 46.87 +[ 7208/27610 (26%)] Loss: 0.8608 Acc:0.8347 Cost time:0.194 (0.170)s Data time:0.011 (0.003) Instances per second: 46.96 +[ 7608/27610 (28%)] Loss: 0.8539 Acc:0.8363 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[ 8008/27610 (29%)] Loss: 0.8503 Acc:0.8372 Cost time:0.146 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[ 8408/27610 (30%)] Loss: 0.8620 Acc:0.8350 Cost time:0.149 (0.170)s Data time:0.001 (0.003) Instances per second: 47.02 +[ 8808/27610 (32%)] Loss: 0.8676 Acc:0.8334 Cost time:0.141 (0.170)s Data time:0.001 (0.003) Instances per second: 46.96 +[ 9208/27610 (33%)] Loss: 0.8696 Acc:0.8326 Cost time:0.185 (0.170)s Data time:0.001 (0.003) Instances per second: 47.11 +[ 9608/27610 (35%)] Loss: 0.8655 Acc:0.8337 Cost time:0.169 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[10008/27610 (36%)] Loss: 0.8669 Acc:0.8334 Cost time:0.185 (0.170)s Data time:0.011 (0.003) Instances per second: 47.01 +[10408/27610 (38%)] Loss: 0.8711 Acc:0.8326 Cost time:0.151 (0.170)s Data time:0.001 (0.003) Instances per second: 47.11 +[10808/27610 (39%)] Loss: 0.8693 Acc:0.8330 Cost time:0.146 (0.170)s Data time:0.007 (0.003) Instances per second: 47.04 +[11208/27610 (41%)] Loss: 0.8750 Acc:0.8314 Cost time:0.174 (0.170)s Data time:0.001 (0.003) Instances per second: 47.17 +[11608/27610 (42%)] Loss: 0.8732 Acc:0.8319 Cost time:0.168 (0.170)s Data time:0.001 (0.003) Instances per second: 47.11 +[12008/27610 (43%)] Loss: 0.8711 Acc:0.8325 Cost time:0.184 (0.170)s Data time:0.008 (0.003) Instances per second: 47.17 +[12408/27610 (45%)] Loss: 0.8691 Acc:0.8333 Cost time:0.154 (0.170)s Data time:0.001 (0.003) Instances per second: 47.18 +[12808/27610 (46%)] Loss: 0.8726 Acc:0.8323 Cost time:0.194 (0.170)s Data time:0.009 (0.003) Instances per second: 47.12 +[13208/27610 (48%)] Loss: 0.8689 Acc:0.8329 Cost time:0.158 (0.169)s Data time:0.001 (0.003) Instances per second: 47.22 +[13608/27610 (49%)] Loss: 0.8693 Acc:0.8325 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 47.18 +[14008/27610 (51%)] Loss: 0.8702 Acc:0.8325 Cost time:0.201 (0.169)s Data time:0.001 (0.003) Instances per second: 47.27 +[14408/27610 (52%)] Loss: 0.8702 Acc:0.8322 Cost time:0.142 (0.169)s Data time:0.001 (0.003) Instances per second: 47.22 +[14808/27610 (54%)] Loss: 0.8672 Acc:0.8328 Cost time:0.228 (0.169)s Data time:0.009 (0.003) Instances per second: 47.22 +[15208/27610 (55%)] Loss: 0.8674 Acc:0.8325 Cost time:0.169 (0.169)s Data time:0.001 (0.003) Instances per second: 47.25 +[15608/27610 (57%)] Loss: 0.8728 Acc:0.8310 Cost time:0.154 (0.170)s Data time:0.001 (0.003) Instances per second: 47.17 +[16008/27610 (58%)] Loss: 0.8733 Acc:0.8310 Cost time:0.152 (0.169)s Data time:0.001 (0.003) Instances per second: 47.25 +[16408/27610 (59%)] Loss: 0.8693 Acc:0.8320 Cost time:0.149 (0.169)s Data time:0.001 (0.003) Instances per second: 47.22 +[16808/27610 (61%)] Loss: 0.8708 Acc:0.8317 Cost time:0.217 (0.169)s Data time:0.010 (0.003) Instances per second: 47.25 +[17208/27610 (62%)] Loss: 0.8709 Acc:0.8316 Cost time:0.151 (0.169)s Data time:0.001 (0.003) Instances per second: 47.26 +[17608/27610 (64%)] Loss: 0.8710 Acc:0.8315 Cost time:0.161 (0.169)s Data time:0.002 (0.003) Instances per second: 47.22 +[18008/27610 (65%)] Loss: 0.8751 Acc:0.8304 Cost time:0.140 (0.169)s Data time:0.001 (0.003) Instances per second: 47.30 +[18408/27610 (67%)] Loss: 0.8758 Acc:0.8304 Cost time:0.158 (0.169)s Data time:0.001 (0.003) Instances per second: 47.27 +[18808/27610 (68%)] Loss: 0.8721 Acc:0.8315 Cost time:0.165 (0.169)s Data time:0.001 (0.003) Instances per second: 47.33 +[19208/27610 (70%)] Loss: 0.8741 Acc:0.8310 Cost time:0.150 (0.169)s Data time:0.001 (0.003) Instances per second: 47.29 +[19608/27610 (71%)] Loss: 0.8742 Acc:0.8306 Cost time:0.189 (0.169)s Data time:0.008 (0.003) Instances per second: 47.30 +[20008/27610 (72%)] Loss: 0.8795 Acc:0.8294 Cost time:0.144 (0.169)s Data time:0.001 (0.003) Instances per second: 47.31 +[20408/27610 (74%)] Loss: 0.8816 Acc:0.8290 Cost time:0.152 (0.169)s Data time:0.001 (0.003) Instances per second: 47.30 +[20808/27610 (75%)] Loss: 0.8793 Acc:0.8298 Cost time:0.149 (0.169)s Data time:0.001 (0.003) Instances per second: 47.36 +[21208/27610 (77%)] Loss: 0.8796 Acc:0.8299 Cost time:0.155 (0.169)s Data time:0.001 (0.003) Instances per second: 47.32 +[21608/27610 (78%)] Loss: 0.8792 Acc:0.8303 Cost time:0.174 (0.169)s Data time:0.002 (0.003) Instances per second: 47.38 +[22008/27610 (80%)] Loss: 0.8764 Acc:0.8310 Cost time:0.168 (0.169)s Data time:0.001 (0.003) Instances per second: 47.37 +[22408/27610 (81%)] Loss: 0.8795 Acc:0.8300 Cost time:0.183 (0.169)s Data time:0.002 (0.003) Instances per second: 47.36 +[22808/27610 (83%)] Loss: 0.8786 Acc:0.8304 Cost time:0.153 (0.169)s Data time:0.001 (0.003) Instances per second: 47.39 +[23208/27610 (84%)] Loss: 0.8770 Acc:0.8309 Cost time:0.152 (0.169)s Data time:0.001 (0.003) Instances per second: 47.36 +[23608/27610 (85%)] Loss: 0.8756 Acc:0.8312 Cost time:0.163 (0.169)s Data time:0.002 (0.003) Instances per second: 47.42 +[24008/27610 (87%)] Loss: 0.8707 Acc:0.8324 Cost time:0.156 (0.169)s Data time:0.001 (0.003) Instances per second: 47.39 +[24408/27610 (88%)] Loss: 0.8698 Acc:0.8325 Cost time:0.199 (0.169)s Data time:0.012 (0.003) Instances per second: 47.41 +[24808/27610 (90%)] Loss: 0.8726 Acc:0.8319 Cost time:0.157 (0.169)s Data time:0.001 (0.003) Instances per second: 47.41 +[25208/27610 (91%)] Loss: 0.8738 Acc:0.8315 Cost time:0.212 (0.169)s Data time:0.008 (0.003) Instances per second: 47.38 +[25608/27610 (93%)] Loss: 0.8737 Acc:0.8317 Cost time:0.160 (0.169)s Data time:0.002 (0.003) Instances per second: 47.42 +[26008/27610 (94%)] Loss: 0.8769 Acc:0.8307 Cost time:0.163 (0.169)s Data time:0.001 (0.003) Instances per second: 47.39 +[26408/27610 (96%)] Loss: 0.8776 Acc:0.8307 Cost time:0.189 (0.169)s Data time:0.001 (0.003) Instances per second: 47.44 +[26808/27610 (97%)] Loss: 0.8789 Acc:0.8304 Cost time:0.155 (0.169)s Data time:0.001 (0.003) Instances per second: 47.41 +[27208/27610 (99%)] Loss: 0.8778 Acc:0.8308 Cost time:0.197 (0.169)s Data time:0.008 (0.003) Instances per second: 47.40 +[27608/27610 (100%)] Loss: 0.8801 Acc:0.8302 Cost time:0.146 (0.169)s Data time:0.001 (0.003) Instances per second: 47.43 +[27610/27610 (100%)] Loss: 0.8801 Acc:0.8302 Cost time:0.107 (0.169)s Data time:0.001 (0.003) Instances per second: 47.44 +val Epoch: 93 Loss val: 0.7860 Acc val:0.8272, LR: 4.712525830705355e-06 +---------- +Epoch 94/99 +Current learning rate: 3.612485709187901e-06 +[ 8/27610 (0%)] Loss: 1.7240 Acc:0.6976 Cost time:0.381 (0.381)s Data time:0.129 (0.129) Instances per second: 21.01 +[ 408/27610 (1%)] Loss: 0.8581 Acc:0.8526 Cost time:0.152 (0.163)s Data time:0.001 (0.004) Instances per second: 48.96 +[ 808/27610 (3%)] Loss: 0.9663 Acc:0.8257 Cost time:0.153 (0.182)s Data time:0.001 (0.004) Instances per second: 44.06 +[ 1208/27610 (4%)] Loss: 0.8815 Acc:0.8397 Cost time:0.187 (0.177)s Data time:0.002 (0.003) Instances per second: 45.22 +[ 1608/27610 (6%)] Loss: 0.9310 Acc:0.8222 Cost time:0.167 (0.175)s Data time:0.001 (0.003) Instances per second: 45.69 +[ 2008/27610 (7%)] Loss: 0.9168 Acc:0.8254 Cost time:0.161 (0.175)s Data time:0.001 (0.003) Instances per second: 45.60 +[ 2408/27610 (9%)] Loss: 0.9161 Acc:0.8240 Cost time:0.158 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[ 2808/27610 (10%)] Loss: 0.9058 Acc:0.8267 Cost time:0.155 (0.173)s Data time:0.001 (0.003) Instances per second: 46.32 +[ 3208/27610 (12%)] Loss: 0.9095 Acc:0.8253 Cost time:0.190 (0.171)s Data time:0.012 (0.003) Instances per second: 46.74 +[ 3608/27610 (13%)] Loss: 0.8968 Acc:0.8285 Cost time:0.148 (0.171)s Data time:0.001 (0.003) Instances per second: 46.77 +[ 4008/27610 (14%)] Loss: 0.8939 Acc:0.8301 Cost time:0.219 (0.171)s Data time:0.009 (0.003) Instances per second: 46.76 +[ 4408/27610 (16%)] Loss: 0.8924 Acc:0.8312 Cost time:0.150 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[ 4808/27610 (17%)] Loss: 0.8914 Acc:0.8307 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.87 +[ 5208/27610 (19%)] Loss: 0.9020 Acc:0.8281 Cost time:0.189 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[ 5608/27610 (20%)] Loss: 0.9036 Acc:0.8278 Cost time:0.166 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +[ 6008/27610 (22%)] Loss: 0.8981 Acc:0.8284 Cost time:0.195 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[ 6408/27610 (23%)] Loss: 0.8944 Acc:0.8281 Cost time:0.142 (0.170)s Data time:0.001 (0.003) Instances per second: 47.01 +[ 6808/27610 (25%)] Loss: 0.8923 Acc:0.8287 Cost time:0.166 (0.171)s Data time:0.001 (0.003) Instances per second: 46.89 +[ 7208/27610 (26%)] Loss: 0.8939 Acc:0.8286 Cost time:0.155 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[ 7608/27610 (28%)] Loss: 0.8974 Acc:0.8283 Cost time:0.152 (0.170)s Data time:0.001 (0.003) Instances per second: 47.02 +[ 8008/27610 (29%)] Loss: 0.8952 Acc:0.8292 Cost time:0.203 (0.170)s Data time:0.008 (0.003) Instances per second: 47.14 +[ 8408/27610 (30%)] Loss: 0.9015 Acc:0.8276 Cost time:0.166 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[ 8808/27610 (32%)] Loss: 0.9077 Acc:0.8263 Cost time:0.207 (0.170)s Data time:0.008 (0.003) Instances per second: 47.03 +[ 9208/27610 (33%)] Loss: 0.9097 Acc:0.8253 Cost time:0.155 (0.170)s Data time:0.001 (0.003) Instances per second: 47.15 +[ 9608/27610 (35%)] Loss: 0.9093 Acc:0.8251 Cost time:0.141 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[10008/27610 (36%)] Loss: 0.9096 Acc:0.8246 Cost time:0.164 (0.169)s Data time:0.001 (0.003) Instances per second: 47.24 +[10408/27610 (38%)] Loss: 0.9071 Acc:0.8251 Cost time:0.168 (0.170)s Data time:0.001 (0.003) Instances per second: 47.17 +[10808/27610 (39%)] Loss: 0.9022 Acc:0.8261 Cost time:0.212 (0.170)s Data time:0.009 (0.003) Instances per second: 47.19 +[11208/27610 (41%)] Loss: 0.9025 Acc:0.8260 Cost time:0.148 (0.169)s Data time:0.001 (0.003) Instances per second: 47.21 +[11608/27610 (42%)] Loss: 0.9000 Acc:0.8265 Cost time:0.140 (0.170)s Data time:0.001 (0.003) Instances per second: 47.17 +[12008/27610 (43%)] Loss: 0.9049 Acc:0.8257 Cost time:0.155 (0.169)s Data time:0.001 (0.003) Instances per second: 47.29 +[12408/27610 (45%)] Loss: 0.9062 Acc:0.8250 Cost time:0.151 (0.169)s Data time:0.001 (0.003) Instances per second: 47.23 +[12808/27610 (46%)] Loss: 0.9072 Acc:0.8250 Cost time:0.190 (0.169)s Data time:0.009 (0.003) Instances per second: 47.30 +[13208/27610 (48%)] Loss: 0.9086 Acc:0.8247 Cost time:0.161 (0.169)s Data time:0.001 (0.003) Instances per second: 47.26 +[13608/27610 (49%)] Loss: 0.9063 Acc:0.8254 Cost time:0.184 (0.169)s Data time:0.002 (0.003) Instances per second: 47.24 +[14008/27610 (51%)] Loss: 0.9031 Acc:0.8261 Cost time:0.161 (0.169)s Data time:0.001 (0.003) Instances per second: 47.30 +[14408/27610 (52%)] Loss: 0.9020 Acc:0.8263 Cost time:0.161 (0.169)s Data time:0.001 (0.003) Instances per second: 47.25 +[14808/27610 (54%)] Loss: 0.9043 Acc:0.8257 Cost time:0.158 (0.169)s Data time:0.001 (0.003) Instances per second: 47.33 +[15208/27610 (55%)] Loss: 0.9062 Acc:0.8255 Cost time:0.152 (0.169)s Data time:0.001 (0.003) Instances per second: 47.26 +[15608/27610 (57%)] Loss: 0.9058 Acc:0.8255 Cost time:0.175 (0.169)s Data time:0.002 (0.003) Instances per second: 47.26 +[16008/27610 (58%)] Loss: 0.9052 Acc:0.8253 Cost time:0.162 (0.169)s Data time:0.001 (0.003) Instances per second: 47.29 +[16408/27610 (59%)] Loss: 0.9043 Acc:0.8256 Cost time:0.157 (0.169)s Data time:0.001 (0.003) Instances per second: 47.23 +[16808/27610 (61%)] Loss: 0.8969 Acc:0.8273 Cost time:0.163 (0.169)s Data time:0.001 (0.003) Instances per second: 47.30 +[17208/27610 (62%)] Loss: 0.8967 Acc:0.8276 Cost time:0.150 (0.169)s Data time:0.001 (0.003) Instances per second: 47.25 +[17608/27610 (64%)] Loss: 0.8953 Acc:0.8280 Cost time:0.198 (0.169)s Data time:0.009 (0.003) Instances per second: 47.31 +[18008/27610 (65%)] Loss: 0.8948 Acc:0.8280 Cost time:0.150 (0.169)s Data time:0.001 (0.003) Instances per second: 47.30 +[18408/27610 (67%)] Loss: 0.8904 Acc:0.8289 Cost time:0.211 (0.169)s Data time:0.002 (0.003) Instances per second: 47.26 +[18808/27610 (68%)] Loss: 0.8916 Acc:0.8288 Cost time:0.155 (0.169)s Data time:0.001 (0.003) Instances per second: 47.32 +[19208/27610 (70%)] Loss: 0.8902 Acc:0.8292 Cost time:0.163 (0.169)s Data time:0.001 (0.003) Instances per second: 47.28 +[19608/27610 (71%)] Loss: 0.8882 Acc:0.8296 Cost time:0.161 (0.169)s Data time:0.002 (0.003) Instances per second: 47.36 +[20008/27610 (72%)] Loss: 0.8858 Acc:0.8301 Cost time:0.148 (0.169)s Data time:0.001 (0.003) Instances per second: 47.30 +[20408/27610 (74%)] Loss: 0.8827 Acc:0.8307 Cost time:0.199 (0.169)s Data time:0.015 (0.003) Instances per second: 47.32 +[20808/27610 (75%)] Loss: 0.8813 Acc:0.8309 Cost time:0.167 (0.169)s Data time:0.001 (0.003) Instances per second: 47.33 +[21208/27610 (77%)] Loss: 0.8801 Acc:0.8313 Cost time:0.174 (0.169)s Data time:0.001 (0.003) Instances per second: 47.29 +[21608/27610 (78%)] Loss: 0.8796 Acc:0.8313 Cost time:0.148 (0.169)s Data time:0.001 (0.003) Instances per second: 47.35 +[22008/27610 (80%)] Loss: 0.8834 Acc:0.8303 Cost time:0.151 (0.169)s Data time:0.001 (0.003) Instances per second: 47.31 +[22408/27610 (81%)] Loss: 0.8826 Acc:0.8302 Cost time:0.187 (0.169)s Data time:0.010 (0.003) Instances per second: 47.36 +[22808/27610 (83%)] Loss: 0.8818 Acc:0.8302 Cost time:0.168 (0.169)s Data time:0.001 (0.003) Instances per second: 47.34 +[23208/27610 (84%)] Loss: 0.8813 Acc:0.8303 Cost time:0.202 (0.169)s Data time:0.009 (0.003) Instances per second: 47.33 +[23608/27610 (85%)] Loss: 0.8794 Acc:0.8310 Cost time:0.169 (0.169)s Data time:0.001 (0.003) Instances per second: 47.36 +[24008/27610 (87%)] Loss: 0.8795 Acc:0.8308 Cost time:0.158 (0.169)s Data time:0.001 (0.003) Instances per second: 47.32 +[24408/27610 (88%)] Loss: 0.8759 Acc:0.8318 Cost time:0.151 (0.169)s Data time:0.001 (0.003) Instances per second: 47.37 +[24808/27610 (90%)] Loss: 0.8792 Acc:0.8310 Cost time:0.158 (0.169)s Data time:0.001 (0.003) Instances per second: 47.32 +[25208/27610 (91%)] Loss: 0.8768 Acc:0.8316 Cost time:0.224 (0.169)s Data time:0.009 (0.003) Instances per second: 47.34 +[25608/27610 (93%)] Loss: 0.8756 Acc:0.8320 Cost time:0.160 (0.169)s Data time:0.001 (0.003) Instances per second: 47.33 +[26008/27610 (94%)] Loss: 0.8754 Acc:0.8321 Cost time:0.170 (0.169)s Data time:0.001 (0.003) Instances per second: 47.30 +[26408/27610 (96%)] Loss: 0.8756 Acc:0.8318 Cost time:0.159 (0.169)s Data time:0.001 (0.003) Instances per second: 47.35 +[26808/27610 (97%)] Loss: 0.8753 Acc:0.8318 Cost time:0.157 (0.169)s Data time:0.001 (0.003) Instances per second: 47.31 +[27208/27610 (99%)] Loss: 0.8752 Acc:0.8318 Cost time:0.205 (0.169)s Data time:0.009 (0.003) Instances per second: 47.33 +[27608/27610 (100%)] Loss: 0.8739 Acc:0.8322 Cost time:0.140 (0.169)s Data time:0.001 (0.003) Instances per second: 47.32 +[27610/27610 (100%)] Loss: 0.8738 Acc:0.8322 Cost time:0.113 (0.169)s Data time:0.002 (0.003) Instances per second: 47.33 +val Epoch: 94 Loss val: 0.7860 Acc val:0.8231, LR: 3.612485709187901e-06 +---------- +Epoch 95/99 +Current learning rate: 2.6569123906966916e-06 +[ 8/27610 (0%)] Loss: 0.5580 Acc:0.9241 Cost time:0.546 (0.546)s Data time:0.192 (0.192) Instances per second: 14.66 +[ 408/27610 (1%)] Loss: 0.7768 Acc:0.8639 Cost time:0.206 (0.170)s Data time:0.008 (0.005) Instances per second: 47.10 +[ 808/27610 (3%)] Loss: 0.8645 Acc:0.8393 Cost time:0.156 (0.182)s Data time:0.001 (0.005) Instances per second: 44.05 +[ 1208/27610 (4%)] Loss: 0.8030 Acc:0.8500 Cost time:0.179 (0.175)s Data time:0.002 (0.004) Instances per second: 45.64 +[ 1608/27610 (6%)] Loss: 0.8052 Acc:0.8532 Cost time:0.142 (0.174)s Data time:0.001 (0.004) Instances per second: 45.88 +[ 2008/27610 (7%)] Loss: 0.8021 Acc:0.8536 Cost time:0.192 (0.174)s Data time:0.002 (0.004) Instances per second: 45.98 +[ 2408/27610 (9%)] Loss: 0.8301 Acc:0.8484 Cost time:0.165 (0.172)s Data time:0.001 (0.003) Instances per second: 46.50 +[ 2808/27610 (10%)] Loss: 0.8517 Acc:0.8408 Cost time:0.170 (0.173)s Data time:0.001 (0.003) Instances per second: 46.27 +[ 3208/27610 (12%)] Loss: 0.8581 Acc:0.8405 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.85 +[ 3608/27610 (13%)] Loss: 0.8582 Acc:0.8400 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.61 +[ 4008/27610 (14%)] Loss: 0.8667 Acc:0.8379 Cost time:0.228 (0.171)s Data time:0.011 (0.003) Instances per second: 46.75 +[ 4408/27610 (16%)] Loss: 0.8542 Acc:0.8402 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[ 4808/27610 (17%)] Loss: 0.8629 Acc:0.8390 Cost time:0.161 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[ 5208/27610 (19%)] Loss: 0.8537 Acc:0.8406 Cost time:0.161 (0.171)s Data time:0.001 (0.003) Instances per second: 46.74 +[ 5608/27610 (20%)] Loss: 0.8700 Acc:0.8360 Cost time:0.170 (0.172)s Data time:0.001 (0.003) Instances per second: 46.44 +[ 6008/27610 (22%)] Loss: 0.8894 Acc:0.8306 Cost time:0.190 (0.172)s Data time:0.009 (0.003) Instances per second: 46.56 +[ 6408/27610 (23%)] Loss: 0.8963 Acc:0.8292 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.57 +[ 6808/27610 (25%)] Loss: 0.9025 Acc:0.8276 Cost time:0.204 (0.172)s Data time:0.009 (0.003) Instances per second: 46.55 +[ 7208/27610 (26%)] Loss: 0.8983 Acc:0.8288 Cost time:0.167 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[ 7608/27610 (28%)] Loss: 0.8969 Acc:0.8284 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.63 +[ 8008/27610 (29%)] Loss: 0.8982 Acc:0.8288 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.83 +[ 8408/27610 (30%)] Loss: 0.8912 Acc:0.8306 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.78 +[ 8808/27610 (32%)] Loss: 0.8928 Acc:0.8301 Cost time:0.194 (0.171)s Data time:0.009 (0.003) Instances per second: 46.86 +[ 9208/27610 (33%)] Loss: 0.8971 Acc:0.8290 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[ 9608/27610 (35%)] Loss: 0.8991 Acc:0.8281 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.79 +[10008/27610 (36%)] Loss: 0.9029 Acc:0.8275 Cost time:0.164 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[10408/27610 (38%)] Loss: 0.8971 Acc:0.8284 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[10808/27610 (39%)] Loss: 0.8932 Acc:0.8292 Cost time:0.186 (0.170)s Data time:0.002 (0.003) Instances per second: 46.99 +[11208/27610 (41%)] Loss: 0.8931 Acc:0.8293 Cost time:0.143 (0.170)s Data time:0.001 (0.003) Instances per second: 46.92 +[11608/27610 (42%)] Loss: 0.8986 Acc:0.8280 Cost time:0.194 (0.170)s Data time:0.013 (0.003) Instances per second: 46.96 +[12008/27610 (43%)] Loss: 0.8943 Acc:0.8292 Cost time:0.158 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[12408/27610 (45%)] Loss: 0.8929 Acc:0.8296 Cost time:0.176 (0.170)s Data time:0.001 (0.003) Instances per second: 46.98 +[12808/27610 (46%)] Loss: 0.8940 Acc:0.8289 Cost time:0.149 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[13208/27610 (48%)] Loss: 0.8976 Acc:0.8277 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[13608/27610 (49%)] Loss: 0.8987 Acc:0.8271 Cost time:0.204 (0.170)s Data time:0.012 (0.003) Instances per second: 47.10 +[14008/27610 (51%)] Loss: 0.8980 Acc:0.8275 Cost time:0.147 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[14408/27610 (52%)] Loss: 0.8965 Acc:0.8280 Cost time:0.228 (0.170)s Data time:0.009 (0.003) Instances per second: 47.03 +[14808/27610 (54%)] Loss: 0.8928 Acc:0.8289 Cost time:0.143 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[15208/27610 (55%)] Loss: 0.8924 Acc:0.8289 Cost time:0.149 (0.170)s Data time:0.001 (0.003) Instances per second: 47.06 +[15608/27610 (57%)] Loss: 0.8905 Acc:0.8293 Cost time:0.199 (0.170)s Data time:0.008 (0.003) Instances per second: 47.13 +[16008/27610 (58%)] Loss: 0.8924 Acc:0.8287 Cost time:0.151 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[16408/27610 (59%)] Loss: 0.8935 Acc:0.8286 Cost time:0.219 (0.170)s Data time:0.009 (0.003) Instances per second: 47.09 +[16808/27610 (61%)] Loss: 0.8930 Acc:0.8285 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.14 +[17208/27610 (62%)] Loss: 0.8891 Acc:0.8295 Cost time:0.162 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[17608/27610 (64%)] Loss: 0.8894 Acc:0.8297 Cost time:0.151 (0.170)s Data time:0.001 (0.003) Instances per second: 47.17 +[18008/27610 (65%)] Loss: 0.8869 Acc:0.8301 Cost time:0.167 (0.170)s Data time:0.002 (0.003) Instances per second: 47.12 +[18408/27610 (67%)] Loss: 0.8852 Acc:0.8305 Cost time:0.204 (0.170)s Data time:0.012 (0.003) Instances per second: 47.14 +[18808/27610 (68%)] Loss: 0.8846 Acc:0.8306 Cost time:0.154 (0.170)s Data time:0.001 (0.003) Instances per second: 47.14 +[19208/27610 (70%)] Loss: 0.8837 Acc:0.8307 Cost time:0.170 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[19608/27610 (71%)] Loss: 0.8803 Acc:0.8315 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.17 +[20008/27610 (72%)] Loss: 0.8784 Acc:0.8318 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.14 +[20408/27610 (74%)] Loss: 0.8813 Acc:0.8312 Cost time:0.162 (0.169)s Data time:0.001 (0.003) Instances per second: 47.21 +[20808/27610 (75%)] Loss: 0.8787 Acc:0.8318 Cost time:0.150 (0.170)s Data time:0.001 (0.003) Instances per second: 47.17 +[21208/27610 (77%)] Loss: 0.8799 Acc:0.8315 Cost time:0.214 (0.170)s Data time:0.009 (0.003) Instances per second: 47.17 +[21608/27610 (78%)] Loss: 0.8799 Acc:0.8315 Cost time:0.161 (0.169)s Data time:0.001 (0.003) Instances per second: 47.20 +[22008/27610 (80%)] Loss: 0.8804 Acc:0.8314 Cost time:0.162 (0.170)s Data time:0.001 (0.003) Instances per second: 47.16 +[22408/27610 (81%)] Loss: 0.8777 Acc:0.8320 Cost time:0.147 (0.169)s Data time:0.001 (0.003) Instances per second: 47.22 +[22808/27610 (83%)] Loss: 0.8760 Acc:0.8325 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.18 +[23208/27610 (84%)] Loss: 0.8775 Acc:0.8319 Cost time:0.203 (0.169)s Data time:0.011 (0.003) Instances per second: 47.20 +[23608/27610 (85%)] Loss: 0.8788 Acc:0.8315 Cost time:0.149 (0.170)s Data time:0.001 (0.003) Instances per second: 47.19 +[24008/27610 (87%)] Loss: 0.8774 Acc:0.8318 Cost time:0.199 (0.170)s Data time:0.010 (0.003) Instances per second: 47.16 +[24408/27610 (88%)] Loss: 0.8779 Acc:0.8317 Cost time:0.158 (0.169)s Data time:0.001 (0.003) Instances per second: 47.22 +[24808/27610 (90%)] Loss: 0.8749 Acc:0.8325 Cost time:0.170 (0.170)s Data time:0.001 (0.003) Instances per second: 47.18 +[25208/27610 (91%)] Loss: 0.8704 Acc:0.8334 Cost time:0.197 (0.169)s Data time:0.008 (0.003) Instances per second: 47.23 +[25608/27610 (93%)] Loss: 0.8702 Acc:0.8334 Cost time:0.161 (0.169)s Data time:0.001 (0.003) Instances per second: 47.21 +[26008/27610 (94%)] Loss: 0.8717 Acc:0.8331 Cost time:0.200 (0.169)s Data time:0.009 (0.003) Instances per second: 47.21 +[26408/27610 (96%)] Loss: 0.8739 Acc:0.8322 Cost time:0.156 (0.169)s Data time:0.001 (0.003) Instances per second: 47.22 +[26808/27610 (97%)] Loss: 0.8733 Acc:0.8322 Cost time:0.154 (0.170)s Data time:0.001 (0.003) Instances per second: 47.19 +[27208/27610 (99%)] Loss: 0.8718 Acc:0.8326 Cost time:0.150 (0.169)s Data time:0.001 (0.003) Instances per second: 47.25 +[27608/27610 (100%)] Loss: 0.8717 Acc:0.8326 Cost time:0.159 (0.169)s Data time:0.001 (0.003) Instances per second: 47.22 +[27610/27610 (100%)] Loss: 0.8717 Acc:0.8325 Cost time:0.106 (0.169)s Data time:0.001 (0.003) Instances per second: 47.22 +val Epoch: 95 Loss val: 0.7924 Acc val:0.8251, LR: 2.6569123906966916e-06 +---------- +Epoch 96/99 +Current learning rate: 1.8467489107293509e-06 +[ 8/27610 (0%)] Loss: 0.4122 Acc:0.9502 Cost time:0.541 (0.541)s Data time:0.225 (0.225) Instances per second: 14.78 +[ 408/27610 (1%)] Loss: 0.9324 Acc:0.8189 Cost time:0.185 (0.182)s Data time:0.002 (0.007) Instances per second: 44.06 +[ 808/27610 (3%)] Loss: 0.9217 Acc:0.8208 Cost time:0.161 (0.187)s Data time:0.001 (0.005) Instances per second: 42.70 +[ 1208/27610 (4%)] Loss: 0.9305 Acc:0.8174 Cost time:0.159 (0.178)s Data time:0.002 (0.004) Instances per second: 44.98 +[ 1608/27610 (6%)] Loss: 0.9521 Acc:0.8138 Cost time:0.153 (0.178)s Data time:0.001 (0.004) Instances per second: 45.01 +[ 2008/27610 (7%)] Loss: 0.9475 Acc:0.8149 Cost time:0.210 (0.175)s Data time:0.012 (0.004) Instances per second: 45.77 +[ 2408/27610 (9%)] Loss: 0.9297 Acc:0.8193 Cost time:0.153 (0.174)s Data time:0.001 (0.004) Instances per second: 46.05 +[ 2808/27610 (10%)] Loss: 0.9379 Acc:0.8183 Cost time:0.218 (0.174)s Data time:0.008 (0.004) Instances per second: 45.90 +[ 3208/27610 (12%)] Loss: 0.9297 Acc:0.8205 Cost time:0.147 (0.172)s Data time:0.001 (0.004) Instances per second: 46.49 +[ 3608/27610 (13%)] Loss: 0.9124 Acc:0.8245 Cost time:0.154 (0.173)s Data time:0.001 (0.004) Instances per second: 46.35 +[ 4008/27610 (14%)] Loss: 0.9242 Acc:0.8211 Cost time:0.201 (0.171)s Data time:0.002 (0.003) Instances per second: 46.71 +[ 4408/27610 (16%)] Loss: 0.9285 Acc:0.8200 Cost time:0.162 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[ 4808/27610 (17%)] Loss: 0.9145 Acc:0.8236 Cost time:0.195 (0.172)s Data time:0.011 (0.003) Instances per second: 46.62 +[ 5208/27610 (19%)] Loss: 0.9083 Acc:0.8260 Cost time:0.159 (0.171)s Data time:0.002 (0.003) Instances per second: 46.76 +[ 5608/27610 (20%)] Loss: 0.9160 Acc:0.8239 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.66 +[ 6008/27610 (22%)] Loss: 0.9178 Acc:0.8233 Cost time:0.161 (0.171)s Data time:0.001 (0.003) Instances per second: 46.89 +[ 6408/27610 (23%)] Loss: 0.9099 Acc:0.8252 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.73 +[ 6808/27610 (25%)] Loss: 0.9045 Acc:0.8262 Cost time:0.188 (0.171)s Data time:0.009 (0.003) Instances per second: 46.82 +[ 7208/27610 (26%)] Loss: 0.9010 Acc:0.8270 Cost time:0.144 (0.171)s Data time:0.001 (0.003) Instances per second: 46.79 +[ 7608/27610 (28%)] Loss: 0.8956 Acc:0.8287 Cost time:0.159 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[ 8008/27610 (29%)] Loss: 0.8965 Acc:0.8289 Cost time:0.153 (0.171)s Data time:0.001 (0.003) Instances per second: 46.89 +[ 8408/27610 (30%)] Loss: 0.8994 Acc:0.8275 Cost time:0.151 (0.171)s Data time:0.001 (0.003) Instances per second: 46.79 +[ 8808/27610 (32%)] Loss: 0.9001 Acc:0.8270 Cost time:0.198 (0.170)s Data time:0.002 (0.003) Instances per second: 46.92 +[ 9208/27610 (33%)] Loss: 0.8927 Acc:0.8289 Cost time:0.149 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[ 9608/27610 (35%)] Loss: 0.8908 Acc:0.8296 Cost time:0.226 (0.171)s Data time:0.011 (0.003) Instances per second: 46.86 +[10008/27610 (36%)] Loss: 0.8875 Acc:0.8304 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[10408/27610 (38%)] Loss: 0.8867 Acc:0.8307 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[10808/27610 (39%)] Loss: 0.8903 Acc:0.8302 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.02 +[11208/27610 (41%)] Loss: 0.8972 Acc:0.8287 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[11608/27610 (42%)] Loss: 0.8953 Acc:0.8291 Cost time:0.189 (0.170)s Data time:0.008 (0.003) Instances per second: 47.01 +[12008/27610 (43%)] Loss: 0.8897 Acc:0.8306 Cost time:0.155 (0.170)s Data time:0.001 (0.003) Instances per second: 46.99 +[12408/27610 (45%)] Loss: 0.8852 Acc:0.8317 Cost time:0.229 (0.170)s Data time:0.008 (0.003) Instances per second: 46.95 +[12808/27610 (46%)] Loss: 0.8935 Acc:0.8297 Cost time:0.163 (0.170)s Data time:0.001 (0.003) Instances per second: 47.06 +[13208/27610 (48%)] Loss: 0.8896 Acc:0.8307 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.00 +[13608/27610 (49%)] Loss: 0.8875 Acc:0.8308 Cost time:0.179 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[14008/27610 (51%)] Loss: 0.8856 Acc:0.8316 Cost time:0.142 (0.170)s Data time:0.001 (0.003) Instances per second: 47.04 +[14408/27610 (52%)] Loss: 0.8805 Acc:0.8325 Cost time:0.206 (0.170)s Data time:0.010 (0.003) Instances per second: 47.04 +[14808/27610 (54%)] Loss: 0.8749 Acc:0.8339 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[15208/27610 (55%)] Loss: 0.8772 Acc:0.8334 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.00 +[15608/27610 (57%)] Loss: 0.8707 Acc:0.8348 Cost time:0.143 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[16008/27610 (58%)] Loss: 0.8648 Acc:0.8360 Cost time:0.164 (0.170)s Data time:0.001 (0.003) Instances per second: 47.04 +[16408/27610 (59%)] Loss: 0.8679 Acc:0.8348 Cost time:0.192 (0.170)s Data time:0.011 (0.003) Instances per second: 47.07 +[16808/27610 (61%)] Loss: 0.8703 Acc:0.8339 Cost time:0.163 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[17208/27610 (62%)] Loss: 0.8667 Acc:0.8348 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[17608/27610 (64%)] Loss: 0.8657 Acc:0.8350 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.11 +[18008/27610 (65%)] Loss: 0.8671 Acc:0.8350 Cost time:0.146 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[18408/27610 (67%)] Loss: 0.8644 Acc:0.8355 Cost time:0.204 (0.170)s Data time:0.009 (0.003) Instances per second: 47.11 +[18808/27610 (68%)] Loss: 0.8640 Acc:0.8354 Cost time:0.145 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[19208/27610 (70%)] Loss: 0.8631 Acc:0.8357 Cost time:0.207 (0.170)s Data time:0.002 (0.003) Instances per second: 47.06 +[19608/27610 (71%)] Loss: 0.8643 Acc:0.8353 Cost time:0.166 (0.170)s Data time:0.001 (0.003) Instances per second: 47.13 +[20008/27610 (72%)] Loss: 0.8664 Acc:0.8345 Cost time:0.166 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[20408/27610 (74%)] Loss: 0.8617 Acc:0.8356 Cost time:0.163 (0.170)s Data time:0.002 (0.003) Instances per second: 47.16 +[20808/27610 (75%)] Loss: 0.8598 Acc:0.8361 Cost time:0.151 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[21208/27610 (77%)] Loss: 0.8638 Acc:0.8349 Cost time:0.199 (0.170)s Data time:0.008 (0.003) Instances per second: 47.12 +[21608/27610 (78%)] Loss: 0.8631 Acc:0.8349 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.14 +[22008/27610 (80%)] Loss: 0.8599 Acc:0.8356 Cost time:0.151 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[22408/27610 (81%)] Loss: 0.8573 Acc:0.8362 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.18 +[22808/27610 (83%)] Loss: 0.8595 Acc:0.8358 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 47.13 +[23208/27610 (84%)] Loss: 0.8622 Acc:0.8353 Cost time:0.182 (0.170)s Data time:0.002 (0.003) Instances per second: 47.18 +[23608/27610 (85%)] Loss: 0.8642 Acc:0.8349 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.15 +[24008/27610 (87%)] Loss: 0.8636 Acc:0.8350 Cost time:0.207 (0.170)s Data time:0.011 (0.003) Instances per second: 47.14 +[24408/27610 (88%)] Loss: 0.8637 Acc:0.8351 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.18 +[24808/27610 (90%)] Loss: 0.8639 Acc:0.8350 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.15 +[25208/27610 (91%)] Loss: 0.8637 Acc:0.8353 Cost time:0.171 (0.169)s Data time:0.001 (0.003) Instances per second: 47.20 +[25608/27610 (93%)] Loss: 0.8637 Acc:0.8353 Cost time:0.165 (0.170)s Data time:0.001 (0.003) Instances per second: 47.16 +[26008/27610 (94%)] Loss: 0.8635 Acc:0.8354 Cost time:0.175 (0.170)s Data time:0.004 (0.003) Instances per second: 47.17 +[26408/27610 (96%)] Loss: 0.8636 Acc:0.8352 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.18 +[26808/27610 (97%)] Loss: 0.8625 Acc:0.8352 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.15 +[27208/27610 (99%)] Loss: 0.8619 Acc:0.8353 Cost time:0.150 (0.169)s Data time:0.001 (0.003) Instances per second: 47.20 +[27608/27610 (100%)] Loss: 0.8608 Acc:0.8357 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 47.18 +[27610/27610 (100%)] Loss: 0.8608 Acc:0.8357 Cost time:0.107 (0.170)s Data time:0.001 (0.003) Instances per second: 47.18 +val Epoch: 96 Loss val: 0.7843 Acc val:0.8277, LR: 1.8467489107293509e-06 +---------- +Epoch 97/99 +Current learning rate: 1.1827948028283352e-06 +[ 8/27610 (0%)] Loss: 1.2530 Acc:0.8395 Cost time:0.542 (0.542)s Data time:0.211 (0.211) Instances per second: 14.76 +[ 408/27610 (1%)] Loss: 0.7676 Acc:0.8597 Cost time:0.190 (0.187)s Data time:0.001 (0.006) Instances per second: 42.82 +[ 808/27610 (3%)] Loss: 0.9250 Acc:0.8237 Cost time:0.161 (0.195)s Data time:0.001 (0.005) Instances per second: 41.08 +[ 1208/27610 (4%)] Loss: 0.8882 Acc:0.8325 Cost time:0.215 (0.186)s Data time:0.010 (0.004) Instances per second: 43.06 +[ 1608/27610 (6%)] Loss: 0.8825 Acc:0.8350 Cost time:0.169 (0.182)s Data time:0.001 (0.004) Instances per second: 43.98 +[ 2008/27610 (7%)] Loss: 0.9141 Acc:0.8261 Cost time:0.161 (0.181)s Data time:0.001 (0.004) Instances per second: 44.27 +[ 2408/27610 (9%)] Loss: 0.9190 Acc:0.8227 Cost time:0.159 (0.177)s Data time:0.001 (0.003) Instances per second: 45.28 +[ 2808/27610 (10%)] Loss: 0.9310 Acc:0.8186 Cost time:0.159 (0.177)s Data time:0.001 (0.004) Instances per second: 45.30 +[ 3208/27610 (12%)] Loss: 0.9392 Acc:0.8161 Cost time:0.206 (0.174)s Data time:0.008 (0.003) Instances per second: 45.85 +[ 3608/27610 (13%)] Loss: 0.9188 Acc:0.8215 Cost time:0.180 (0.174)s Data time:0.001 (0.003) Instances per second: 45.86 +[ 4008/27610 (14%)] Loss: 0.9157 Acc:0.8220 Cost time:0.187 (0.174)s Data time:0.001 (0.003) Instances per second: 45.91 +[ 4408/27610 (16%)] Loss: 0.9053 Acc:0.8242 Cost time:0.152 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[ 4808/27610 (17%)] Loss: 0.8957 Acc:0.8263 Cost time:0.153 (0.173)s Data time:0.001 (0.003) Instances per second: 46.15 +[ 5208/27610 (19%)] Loss: 0.8967 Acc:0.8264 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[ 5608/27610 (20%)] Loss: 0.8920 Acc:0.8273 Cost time:0.141 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[ 6008/27610 (22%)] Loss: 0.8834 Acc:0.8297 Cost time:0.180 (0.172)s Data time:0.011 (0.003) Instances per second: 46.47 +[ 6408/27610 (23%)] Loss: 0.8790 Acc:0.8307 Cost time:0.159 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[ 6808/27610 (25%)] Loss: 0.8759 Acc:0.8317 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.43 +[ 7208/27610 (26%)] Loss: 0.8779 Acc:0.8309 Cost time:0.150 (0.172)s Data time:0.001 (0.003) Instances per second: 46.64 +[ 7608/27610 (28%)] Loss: 0.8770 Acc:0.8310 Cost time:0.154 (0.172)s Data time:0.001 (0.003) Instances per second: 46.58 +[ 8008/27610 (29%)] Loss: 0.8810 Acc:0.8302 Cost time:0.177 (0.171)s Data time:0.002 (0.003) Instances per second: 46.74 +[ 8408/27610 (30%)] Loss: 0.8730 Acc:0.8322 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.69 +[ 8808/27610 (32%)] Loss: 0.8706 Acc:0.8324 Cost time:0.200 (0.171)s Data time:0.010 (0.003) Instances per second: 46.69 +[ 9208/27610 (33%)] Loss: 0.8723 Acc:0.8323 Cost time:0.161 (0.171)s Data time:0.001 (0.003) Instances per second: 46.77 +[ 9608/27610 (35%)] Loss: 0.8729 Acc:0.8325 Cost time:0.143 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[10008/27610 (36%)] Loss: 0.8688 Acc:0.8338 Cost time:0.154 (0.171)s Data time:0.001 (0.003) Instances per second: 46.84 +[10408/27610 (38%)] Loss: 0.8718 Acc:0.8327 Cost time:0.172 (0.171)s Data time:0.001 (0.003) Instances per second: 46.79 +[10808/27610 (39%)] Loss: 0.8699 Acc:0.8332 Cost time:0.180 (0.171)s Data time:0.005 (0.003) Instances per second: 46.84 +[11208/27610 (41%)] Loss: 0.8649 Acc:0.8347 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.87 +[11608/27610 (42%)] Loss: 0.8724 Acc:0.8330 Cost time:0.163 (0.171)s Data time:0.001 (0.003) Instances per second: 46.81 +[12008/27610 (43%)] Loss: 0.8741 Acc:0.8322 Cost time:0.152 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[12408/27610 (45%)] Loss: 0.8719 Acc:0.8328 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[12808/27610 (46%)] Loss: 0.8711 Acc:0.8332 Cost time:0.182 (0.170)s Data time:0.002 (0.003) Instances per second: 46.98 +[13208/27610 (48%)] Loss: 0.8727 Acc:0.8326 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 46.95 +[13608/27610 (49%)] Loss: 0.8709 Acc:0.8329 Cost time:0.208 (0.170)s Data time:0.008 (0.003) Instances per second: 46.92 +[14008/27610 (51%)] Loss: 0.8697 Acc:0.8334 Cost time:0.155 (0.170)s Data time:0.001 (0.003) Instances per second: 46.99 +[14408/27610 (52%)] Loss: 0.8724 Acc:0.8327 Cost time:0.163 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[14808/27610 (54%)] Loss: 0.8704 Acc:0.8332 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.04 +[15208/27610 (55%)] Loss: 0.8666 Acc:0.8343 Cost time:0.174 (0.170)s Data time:0.001 (0.003) Instances per second: 46.98 +[15608/27610 (57%)] Loss: 0.8655 Acc:0.8343 Cost time:0.197 (0.170)s Data time:0.009 (0.003) Instances per second: 46.98 +[16008/27610 (58%)] Loss: 0.8626 Acc:0.8352 Cost time:0.148 (0.170)s Data time:0.001 (0.003) Instances per second: 47.02 +[16408/27610 (59%)] Loss: 0.8646 Acc:0.8349 Cost time:0.142 (0.170)s Data time:0.002 (0.003) Instances per second: 46.98 +[16808/27610 (61%)] Loss: 0.8596 Acc:0.8360 Cost time:0.169 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[17208/27610 (62%)] Loss: 0.8608 Acc:0.8357 Cost time:0.144 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[17608/27610 (64%)] Loss: 0.8637 Acc:0.8349 Cost time:0.199 (0.170)s Data time:0.012 (0.003) Instances per second: 47.09 +[18008/27610 (65%)] Loss: 0.8627 Acc:0.8351 Cost time:0.175 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[18408/27610 (67%)] Loss: 0.8600 Acc:0.8357 Cost time:0.193 (0.170)s Data time:0.009 (0.003) Instances per second: 47.06 +[18808/27610 (68%)] Loss: 0.8608 Acc:0.8353 Cost time:0.150 (0.170)s Data time:0.001 (0.003) Instances per second: 47.11 +[19208/27610 (70%)] Loss: 0.8613 Acc:0.8351 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 47.06 +[19608/27610 (71%)] Loss: 0.8581 Acc:0.8358 Cost time:0.150 (0.170)s Data time:0.001 (0.003) Instances per second: 47.13 +[20008/27610 (72%)] Loss: 0.8562 Acc:0.8362 Cost time:0.170 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[20408/27610 (74%)] Loss: 0.8578 Acc:0.8359 Cost time:0.188 (0.170)s Data time:0.007 (0.003) Instances per second: 47.11 +[20808/27610 (75%)] Loss: 0.8583 Acc:0.8357 Cost time:0.149 (0.170)s Data time:0.001 (0.003) Instances per second: 47.13 +[21208/27610 (77%)] Loss: 0.8561 Acc:0.8362 Cost time:0.155 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[21608/27610 (78%)] Loss: 0.8576 Acc:0.8357 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 47.14 +[22008/27610 (80%)] Loss: 0.8551 Acc:0.8364 Cost time:0.155 (0.170)s Data time:0.001 (0.003) Instances per second: 47.11 +[22408/27610 (81%)] Loss: 0.8589 Acc:0.8356 Cost time:0.213 (0.170)s Data time:0.009 (0.003) Instances per second: 47.15 +[22808/27610 (83%)] Loss: 0.8621 Acc:0.8347 Cost time:0.162 (0.170)s Data time:0.001 (0.003) Instances per second: 47.13 +[23208/27610 (84%)] Loss: 0.8651 Acc:0.8341 Cost time:0.219 (0.170)s Data time:0.008 (0.003) Instances per second: 47.11 +[23608/27610 (85%)] Loss: 0.8643 Acc:0.8341 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.15 +[24008/27610 (87%)] Loss: 0.8633 Acc:0.8342 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[24408/27610 (88%)] Loss: 0.8634 Acc:0.8342 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.17 +[24808/27610 (90%)] Loss: 0.8633 Acc:0.8342 Cost time:0.154 (0.170)s Data time:0.001 (0.003) Instances per second: 47.13 +[25208/27610 (91%)] Loss: 0.8619 Acc:0.8345 Cost time:0.181 (0.170)s Data time:0.001 (0.003) Instances per second: 47.13 +[25608/27610 (93%)] Loss: 0.8574 Acc:0.8354 Cost time:0.155 (0.170)s Data time:0.001 (0.003) Instances per second: 47.15 +[26008/27610 (94%)] Loss: 0.8584 Acc:0.8351 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[26408/27610 (96%)] Loss: 0.8597 Acc:0.8349 Cost time:0.177 (0.170)s Data time:0.003 (0.003) Instances per second: 47.16 +[26808/27610 (97%)] Loss: 0.8596 Acc:0.8348 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 47.14 +[27208/27610 (99%)] Loss: 0.8612 Acc:0.8343 Cost time:0.189 (0.170)s Data time:0.009 (0.003) Instances per second: 47.17 +[27608/27610 (100%)] Loss: 0.8615 Acc:0.8342 Cost time:0.149 (0.170)s Data time:0.001 (0.003) Instances per second: 47.18 +[27610/27610 (100%)] Loss: 0.8614 Acc:0.8342 Cost time:0.108 (0.170)s Data time:0.002 (0.003) Instances per second: 47.18 +val Epoch: 97 Loss val: 0.7871 Acc val:0.8260, LR: 1.1827948028283352e-06 +---------- +Epoch 98/99 +Current learning rate: 6.657053095380005e-07 +[ 8/27610 (0%)] Loss: 1.3317 Acc:0.7913 Cost time:0.533 (0.533)s Data time:0.214 (0.214) Instances per second: 15.00 +[ 408/27610 (1%)] Loss: 0.8005 Acc:0.8510 Cost time:0.209 (0.170)s Data time:0.002 (0.006) Instances per second: 46.97 +[ 808/27610 (3%)] Loss: 0.7840 Acc:0.8537 Cost time:0.168 (0.183)s Data time:0.001 (0.005) Instances per second: 43.79 +[ 1208/27610 (4%)] Loss: 0.8544 Acc:0.8400 Cost time:0.199 (0.176)s Data time:0.002 (0.004) Instances per second: 45.47 +[ 1608/27610 (6%)] Loss: 0.8505 Acc:0.8420 Cost time:0.183 (0.176)s Data time:0.010 (0.004) Instances per second: 45.54 +[ 2008/27610 (7%)] Loss: 0.8730 Acc:0.8351 Cost time:0.197 (0.175)s Data time:0.008 (0.004) Instances per second: 45.78 +[ 2408/27610 (9%)] Loss: 0.8746 Acc:0.8325 Cost time:0.164 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[ 2808/27610 (10%)] Loss: 0.8444 Acc:0.8391 Cost time:0.157 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[ 3208/27610 (12%)] Loss: 0.8658 Acc:0.8348 Cost time:0.165 (0.171)s Data time:0.001 (0.003) Instances per second: 46.74 +[ 3608/27610 (13%)] Loss: 0.8707 Acc:0.8336 Cost time:0.148 (0.172)s Data time:0.001 (0.003) Instances per second: 46.59 +[ 4008/27610 (14%)] Loss: 0.8554 Acc:0.8386 Cost time:0.217 (0.171)s Data time:0.012 (0.003) Instances per second: 46.77 +[ 4408/27610 (16%)] Loss: 0.8561 Acc:0.8375 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.70 +[ 4808/27610 (17%)] Loss: 0.8585 Acc:0.8373 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[ 5208/27610 (19%)] Loss: 0.8556 Acc:0.8379 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.73 +[ 5608/27610 (20%)] Loss: 0.8705 Acc:0.8342 Cost time:0.160 (0.172)s Data time:0.001 (0.003) Instances per second: 46.60 +[ 6008/27610 (22%)] Loss: 0.8756 Acc:0.8325 Cost time:0.207 (0.171)s Data time:0.009 (0.003) Instances per second: 46.74 +[ 6408/27610 (23%)] Loss: 0.8775 Acc:0.8323 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.72 +[ 6808/27610 (25%)] Loss: 0.8791 Acc:0.8316 Cost time:0.210 (0.172)s Data time:0.011 (0.003) Instances per second: 46.62 +[ 7208/27610 (26%)] Loss: 0.8702 Acc:0.8335 Cost time:0.144 (0.171)s Data time:0.001 (0.003) Instances per second: 46.85 +[ 7608/27610 (28%)] Loss: 0.8718 Acc:0.8324 Cost time:0.167 (0.171)s Data time:0.001 (0.003) Instances per second: 46.75 +[ 8008/27610 (29%)] Loss: 0.8770 Acc:0.8312 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[ 8408/27610 (30%)] Loss: 0.8736 Acc:0.8315 Cost time:0.166 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[ 8808/27610 (32%)] Loss: 0.8695 Acc:0.8325 Cost time:0.195 (0.171)s Data time:0.009 (0.003) Instances per second: 46.83 +[ 9208/27610 (33%)] Loss: 0.8768 Acc:0.8304 Cost time:0.158 (0.171)s Data time:0.001 (0.003) Instances per second: 46.88 +[ 9608/27610 (35%)] Loss: 0.8774 Acc:0.8305 Cost time:0.150 (0.171)s Data time:0.001 (0.003) Instances per second: 46.81 +[10008/27610 (36%)] Loss: 0.8788 Acc:0.8300 Cost time:0.150 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[10408/27610 (38%)] Loss: 0.8878 Acc:0.8285 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.91 +[10808/27610 (39%)] Loss: 0.8919 Acc:0.8276 Cost time:0.185 (0.170)s Data time:0.009 (0.003) Instances per second: 46.99 +[11208/27610 (41%)] Loss: 0.8954 Acc:0.8263 Cost time:0.142 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[11608/27610 (42%)] Loss: 0.8946 Acc:0.8258 Cost time:0.225 (0.171)s Data time:0.009 (0.003) Instances per second: 46.91 +[12008/27610 (43%)] Loss: 0.8955 Acc:0.8258 Cost time:0.170 (0.170)s Data time:0.001 (0.003) Instances per second: 47.01 +[12408/27610 (45%)] Loss: 0.9017 Acc:0.8241 Cost time:0.155 (0.170)s Data time:0.001 (0.003) Instances per second: 46.94 +[12808/27610 (46%)] Loss: 0.8953 Acc:0.8257 Cost time:0.165 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[13208/27610 (48%)] Loss: 0.8916 Acc:0.8268 Cost time:0.152 (0.170)s Data time:0.001 (0.003) Instances per second: 46.99 +[13608/27610 (49%)] Loss: 0.8919 Acc:0.8268 Cost time:0.195 (0.170)s Data time:0.008 (0.003) Instances per second: 46.98 +[14008/27610 (51%)] Loss: 0.8940 Acc:0.8261 Cost time:0.619 (0.171)s Data time:0.008 (0.003) Instances per second: 46.74 +[14408/27610 (52%)] Loss: 0.8901 Acc:0.8272 Cost time:0.367 (0.173)s Data time:0.013 (0.003) Instances per second: 46.24 +[14808/27610 (54%)] Loss: 0.8942 Acc:0.8265 Cost time:0.152 (0.173)s Data time:0.001 (0.003) Instances per second: 46.12 +[15208/27610 (55%)] Loss: 0.8932 Acc:0.8270 Cost time:0.171 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[15608/27610 (57%)] Loss: 0.8909 Acc:0.8275 Cost time:0.158 (0.173)s Data time:0.001 (0.003) Instances per second: 46.18 +[16008/27610 (58%)] Loss: 0.8876 Acc:0.8284 Cost time:0.193 (0.173)s Data time:0.009 (0.003) Instances per second: 46.24 +[16408/27610 (59%)] Loss: 0.8867 Acc:0.8285 Cost time:0.165 (0.173)s Data time:0.001 (0.003) Instances per second: 46.24 +[16808/27610 (61%)] Loss: 0.8860 Acc:0.8286 Cost time:0.165 (0.173)s Data time:0.009 (0.003) Instances per second: 46.15 +[17208/27610 (62%)] Loss: 0.8862 Acc:0.8286 Cost time:0.168 (0.173)s Data time:0.001 (0.003) Instances per second: 46.25 +[17608/27610 (64%)] Loss: 0.8898 Acc:0.8277 Cost time:0.163 (0.173)s Data time:0.001 (0.003) Instances per second: 46.13 +[18008/27610 (65%)] Loss: 0.8893 Acc:0.8277 Cost time:0.194 (0.173)s Data time:0.010 (0.003) Instances per second: 46.19 +[18408/27610 (67%)] Loss: 0.8905 Acc:0.8276 Cost time:0.163 (0.173)s Data time:0.002 (0.003) Instances per second: 46.18 +[18808/27610 (68%)] Loss: 0.8878 Acc:0.8284 Cost time:0.217 (0.173)s Data time:0.009 (0.003) Instances per second: 46.16 +[19208/27610 (70%)] Loss: 0.8892 Acc:0.8282 Cost time:0.168 (0.173)s Data time:0.001 (0.003) Instances per second: 46.24 +[19608/27610 (71%)] Loss: 0.8880 Acc:0.8285 Cost time:0.155 (0.173)s Data time:0.001 (0.003) Instances per second: 46.21 +[20008/27610 (72%)] Loss: 0.8864 Acc:0.8289 Cost time:0.160 (0.173)s Data time:0.001 (0.003) Instances per second: 46.29 +[20408/27610 (74%)] Loss: 0.8834 Acc:0.8296 Cost time:0.141 (0.173)s Data time:0.001 (0.003) Instances per second: 46.26 +[20808/27610 (75%)] Loss: 0.8811 Acc:0.8302 Cost time:0.223 (0.173)s Data time:0.008 (0.003) Instances per second: 46.27 +[21208/27610 (77%)] Loss: 0.8811 Acc:0.8304 Cost time:0.160 (0.173)s Data time:0.002 (0.003) Instances per second: 46.31 +[21608/27610 (78%)] Loss: 0.8787 Acc:0.8310 Cost time:0.161 (0.173)s Data time:0.002 (0.003) Instances per second: 46.28 +[22008/27610 (80%)] Loss: 0.8788 Acc:0.8309 Cost time:0.154 (0.173)s Data time:0.001 (0.003) Instances per second: 46.36 +[22408/27610 (81%)] Loss: 0.8785 Acc:0.8309 Cost time:0.173 (0.173)s Data time:0.001 (0.003) Instances per second: 46.34 +[22808/27610 (83%)] Loss: 0.8754 Acc:0.8315 Cost time:0.207 (0.173)s Data time:0.008 (0.003) Instances per second: 46.37 +[23208/27610 (84%)] Loss: 0.8718 Acc:0.8324 Cost time:0.151 (0.173)s Data time:0.001 (0.003) Instances per second: 46.38 +[23608/27610 (85%)] Loss: 0.8697 Acc:0.8329 Cost time:0.175 (0.173)s Data time:0.009 (0.003) Instances per second: 46.36 +[24008/27610 (87%)] Loss: 0.8644 Acc:0.8341 Cost time:0.150 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[24408/27610 (88%)] Loss: 0.8615 Acc:0.8347 Cost time:0.171 (0.172)s Data time:0.001 (0.003) Instances per second: 46.39 +[24808/27610 (90%)] Loss: 0.8601 Acc:0.8350 Cost time:0.177 (0.172)s Data time:0.002 (0.003) Instances per second: 46.44 +[25208/27610 (91%)] Loss: 0.8589 Acc:0.8355 Cost time:0.173 (0.172)s Data time:0.001 (0.003) Instances per second: 46.42 +[25608/27610 (93%)] Loss: 0.8591 Acc:0.8352 Cost time:0.215 (0.172)s Data time:0.010 (0.003) Instances per second: 46.42 +[26008/27610 (94%)] Loss: 0.8574 Acc:0.8356 Cost time:0.153 (0.172)s Data time:0.001 (0.003) Instances per second: 46.47 +[26408/27610 (96%)] Loss: 0.8573 Acc:0.8357 Cost time:0.151 (0.172)s Data time:0.001 (0.003) Instances per second: 46.46 +[26808/27610 (97%)] Loss: 0.8567 Acc:0.8358 Cost time:0.152 (0.172)s Data time:0.001 (0.003) Instances per second: 46.52 +[27208/27610 (99%)] Loss: 0.8556 Acc:0.8360 Cost time:0.141 (0.172)s Data time:0.001 (0.003) Instances per second: 46.49 +[27608/27610 (100%)] Loss: 0.8572 Acc:0.8356 Cost time:0.172 (0.172)s Data time:0.002 (0.003) Instances per second: 46.51 +[27610/27610 (100%)] Loss: 0.8571 Acc:0.8356 Cost time:0.147 (0.172)s Data time:0.003 (0.003) Instances per second: 46.51 +val Epoch: 98 Loss val: 0.7809 Acc val:0.8274, LR: 6.657053095380005e-07 +---------- +Epoch 99/99 +Current learning rate: 2.959907357592661e-07 +[ 8/27610 (0%)] Loss: 0.0064 Acc:0.9998 Cost time:0.353 (0.353)s Data time:0.161 (0.161) Instances per second: 22.68 +[ 408/27610 (1%)] Loss: 0.8183 Acc:0.8474 Cost time:0.203 (0.183)s Data time:0.001 (0.006) Instances per second: 43.80 +[ 808/27610 (3%)] Loss: 0.8943 Acc:0.8296 Cost time:0.168 (0.180)s Data time:0.002 (0.004) Instances per second: 44.47 +[ 1208/27610 (4%)] Loss: 0.8733 Acc:0.8381 Cost time:0.150 (0.179)s Data time:0.001 (0.004) Instances per second: 44.77 +[ 1608/27610 (6%)] Loss: 0.8527 Acc:0.8420 Cost time:0.205 (0.176)s Data time:0.011 (0.004) Instances per second: 45.51 +[ 2008/27610 (7%)] Loss: 0.8435 Acc:0.8439 Cost time:0.162 (0.174)s Data time:0.001 (0.004) Instances per second: 45.95 +[ 2408/27610 (9%)] Loss: 0.8341 Acc:0.8465 Cost time:0.162 (0.175)s Data time:0.001 (0.004) Instances per second: 45.70 +[ 2808/27610 (10%)] Loss: 0.8507 Acc:0.8433 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.45 +[ 3208/27610 (12%)] Loss: 0.8508 Acc:0.8418 Cost time:0.158 (0.173)s Data time:0.001 (0.004) Instances per second: 46.33 +[ 3608/27610 (13%)] Loss: 0.8436 Acc:0.8424 Cost time:0.211 (0.172)s Data time:0.009 (0.003) Instances per second: 46.54 +[ 4008/27610 (14%)] Loss: 0.8559 Acc:0.8397 Cost time:0.164 (0.172)s Data time:0.001 (0.003) Instances per second: 46.53 +[ 4408/27610 (16%)] Loss: 0.8465 Acc:0.8408 Cost time:0.209 (0.172)s Data time:0.010 (0.003) Instances per second: 46.42 +[ 4808/27610 (17%)] Loss: 0.8541 Acc:0.8387 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.71 +[ 5208/27610 (19%)] Loss: 0.8659 Acc:0.8344 Cost time:0.157 (0.172)s Data time:0.001 (0.003) Instances per second: 46.59 +[ 5608/27610 (20%)] Loss: 0.8579 Acc:0.8360 Cost time:0.197 (0.171)s Data time:0.008 (0.003) Instances per second: 46.81 +[ 6008/27610 (22%)] Loss: 0.8621 Acc:0.8358 Cost time:0.152 (0.171)s Data time:0.001 (0.003) Instances per second: 46.71 +[ 6408/27610 (23%)] Loss: 0.8475 Acc:0.8384 Cost time:0.201 (0.171)s Data time:0.009 (0.003) Instances per second: 46.68 +[ 6808/27610 (25%)] Loss: 0.8391 Acc:0.8410 Cost time:0.155 (0.171)s Data time:0.001 (0.003) Instances per second: 46.76 +[ 7208/27610 (26%)] Loss: 0.8429 Acc:0.8398 Cost time:0.153 (0.171)s Data time:0.002 (0.003) Instances per second: 46.66 +[ 7608/27610 (28%)] Loss: 0.8352 Acc:0.8416 Cost time:0.170 (0.171)s Data time:0.001 (0.003) Instances per second: 46.84 +[ 8008/27610 (29%)] Loss: 0.8311 Acc:0.8423 Cost time:0.174 (0.171)s Data time:0.001 (0.003) Instances per second: 46.76 +[ 8408/27610 (30%)] Loss: 0.8344 Acc:0.8416 Cost time:0.193 (0.171)s Data time:0.011 (0.003) Instances per second: 46.85 +[ 8808/27610 (32%)] Loss: 0.8348 Acc:0.8422 Cost time:0.154 (0.171)s Data time:0.002 (0.003) Instances per second: 46.86 +[ 9208/27610 (33%)] Loss: 0.8393 Acc:0.8414 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.76 +[ 9608/27610 (35%)] Loss: 0.8424 Acc:0.8405 Cost time:0.160 (0.171)s Data time:0.001 (0.003) Instances per second: 46.90 +[10008/27610 (36%)] Loss: 0.8389 Acc:0.8412 Cost time:0.173 (0.171)s Data time:0.002 (0.003) Instances per second: 46.82 +[10408/27610 (38%)] Loss: 0.8440 Acc:0.8398 Cost time:0.196 (0.171)s Data time:0.002 (0.003) Instances per second: 46.90 +[10808/27610 (39%)] Loss: 0.8466 Acc:0.8391 Cost time:0.153 (0.171)s Data time:0.001 (0.003) Instances per second: 46.86 +[11208/27610 (41%)] Loss: 0.8435 Acc:0.8398 Cost time:0.218 (0.171)s Data time:0.009 (0.003) Instances per second: 46.82 +[11608/27610 (42%)] Loss: 0.8421 Acc:0.8406 Cost time:0.157 (0.171)s Data time:0.001 (0.003) Instances per second: 46.92 +[12008/27610 (43%)] Loss: 0.8458 Acc:0.8396 Cost time:0.156 (0.171)s Data time:0.001 (0.003) Instances per second: 46.85 +[12408/27610 (45%)] Loss: 0.8433 Acc:0.8400 Cost time:0.164 (0.170)s Data time:0.001 (0.003) Instances per second: 46.97 +[12808/27610 (46%)] Loss: 0.8422 Acc:0.8401 Cost time:0.164 (0.171)s Data time:0.002 (0.003) Instances per second: 46.90 +[13208/27610 (48%)] Loss: 0.8460 Acc:0.8393 Cost time:0.193 (0.171)s Data time:0.008 (0.003) Instances per second: 46.91 +[13608/27610 (49%)] Loss: 0.8457 Acc:0.8393 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[14008/27610 (51%)] Loss: 0.8445 Acc:0.8395 Cost time:0.161 (0.171)s Data time:0.001 (0.003) Instances per second: 46.88 +[14408/27610 (52%)] Loss: 0.8431 Acc:0.8401 Cost time:0.151 (0.170)s Data time:0.001 (0.003) Instances per second: 46.99 +[14808/27610 (54%)] Loss: 0.8435 Acc:0.8399 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 46.93 +[15208/27610 (55%)] Loss: 0.8446 Acc:0.8395 Cost time:0.187 (0.170)s Data time:0.009 (0.003) Instances per second: 47.00 +[15608/27610 (57%)] Loss: 0.8474 Acc:0.8386 Cost time:0.167 (0.170)s Data time:0.002 (0.003) Instances per second: 47.00 +[16008/27610 (58%)] Loss: 0.8474 Acc:0.8384 Cost time:0.218 (0.170)s Data time:0.002 (0.003) Instances per second: 46.97 +[16408/27610 (59%)] Loss: 0.8462 Acc:0.8385 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.03 +[16808/27610 (61%)] Loss: 0.8469 Acc:0.8384 Cost time:0.166 (0.170)s Data time:0.001 (0.003) Instances per second: 46.99 +[17208/27610 (62%)] Loss: 0.8429 Acc:0.8392 Cost time:0.144 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[17608/27610 (64%)] Loss: 0.8449 Acc:0.8388 Cost time:0.156 (0.170)s Data time:0.001 (0.003) Instances per second: 47.02 +[18008/27610 (65%)] Loss: 0.8439 Acc:0.8391 Cost time:0.199 (0.170)s Data time:0.009 (0.003) Instances per second: 47.03 +[18408/27610 (67%)] Loss: 0.8441 Acc:0.8390 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 47.06 +[18808/27610 (68%)] Loss: 0.8418 Acc:0.8396 Cost time:0.167 (0.170)s Data time:0.001 (0.003) Instances per second: 47.01 +[19208/27610 (70%)] Loss: 0.8406 Acc:0.8398 Cost time:0.162 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[19608/27610 (71%)] Loss: 0.8413 Acc:0.8399 Cost time:0.164 (0.170)s Data time:0.001 (0.003) Instances per second: 47.05 +[20008/27610 (72%)] Loss: 0.8387 Acc:0.8405 Cost time:0.178 (0.170)s Data time:0.002 (0.003) Instances per second: 47.11 +[20408/27610 (74%)] Loss: 0.8378 Acc:0.8404 Cost time:0.153 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[20808/27610 (75%)] Loss: 0.8349 Acc:0.8411 Cost time:0.186 (0.170)s Data time:0.002 (0.003) Instances per second: 47.08 +[21208/27610 (77%)] Loss: 0.8353 Acc:0.8409 Cost time:0.173 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[21608/27610 (78%)] Loss: 0.8355 Acc:0.8409 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 47.07 +[22008/27610 (80%)] Loss: 0.8327 Acc:0.8416 Cost time:0.163 (0.170)s Data time:0.001 (0.003) Instances per second: 47.13 +[22408/27610 (81%)] Loss: 0.8347 Acc:0.8416 Cost time:0.161 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[22808/27610 (83%)] Loss: 0.8357 Acc:0.8414 Cost time:0.189 (0.170)s Data time:0.009 (0.003) Instances per second: 47.10 +[23208/27610 (84%)] Loss: 0.8371 Acc:0.8411 Cost time:0.170 (0.170)s Data time:0.001 (0.003) Instances per second: 47.12 +[23608/27610 (85%)] Loss: 0.8382 Acc:0.8408 Cost time:0.160 (0.170)s Data time:0.001 (0.003) Instances per second: 47.08 +[24008/27610 (87%)] Loss: 0.8368 Acc:0.8413 Cost time:0.159 (0.170)s Data time:0.001 (0.003) Instances per second: 47.13 +[24408/27610 (88%)] Loss: 0.8334 Acc:0.8420 Cost time:0.155 (0.170)s Data time:0.001 (0.003) Instances per second: 47.09 +[24808/27610 (90%)] Loss: 0.8337 Acc:0.8419 Cost time:0.195 (0.170)s Data time:0.013 (0.003) Instances per second: 47.13 +[25208/27610 (91%)] Loss: 0.8331 Acc:0.8420 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.11 +[25608/27610 (93%)] Loss: 0.8320 Acc:0.8423 Cost time:0.230 (0.170)s Data time:0.009 (0.003) Instances per second: 47.08 +[26008/27610 (94%)] Loss: 0.8342 Acc:0.8418 Cost time:0.154 (0.170)s Data time:0.001 (0.003) Instances per second: 47.13 +[26408/27610 (96%)] Loss: 0.8326 Acc:0.8422 Cost time:0.162 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[26808/27610 (97%)] Loss: 0.8330 Acc:0.8418 Cost time:0.157 (0.170)s Data time:0.001 (0.003) Instances per second: 47.14 +[27208/27610 (99%)] Loss: 0.8313 Acc:0.8424 Cost time:0.152 (0.170)s Data time:0.001 (0.003) Instances per second: 47.10 +[27608/27610 (100%)] Loss: 0.8320 Acc:0.8421 Cost time:0.169 (0.170)s Data time:0.002 (0.003) Instances per second: 47.12 +[27610/27610 (100%)] Loss: 0.8319 Acc:0.8421 Cost time:0.137 (0.170)s Data time:0.003 (0.003) Instances per second: 47.13 +val Epoch: 99 Loss val: 0.7834 Acc val:0.8277, LR: 2.959907357592661e-07 +Test time performance of best epoch: 0.8155821418149986 (loss: 0.8468449536133759)