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)