|
- /home/work/user-job-dir
- INFO:root:Using MoXing-v2.0.0.rc2.4b57a67b-4b57a67b
- INFO:root:Using OBS-Python-SDK-3.20.9.1
- [Modelarts Service Log]2021-11-30 14:05:35,793 - INFO - background upload stdout log to s3://ms-train/log/job0c86638f-job-trainjob-e021-0.log
- [Modelarts Service Log]2021-11-30 14:05:35,802 - INFO - Ascend Driver: Version=21.0.2
- [Modelarts Service Log]2021-11-30 14:05:35,803 - INFO - you are advised to use ASCEND_DEVICE_ID env instead of DEVICE_ID, as the DEVICE_ID env will be discarded in later versions
- [Modelarts Service Log]2021-11-30 14:05:35,803 - INFO - particularly, ${ASCEND_DEVICE_ID} == ${DEVICE_ID}, it's the logical device id
- [Modelarts Service Log]2021-11-30 14:05:35,803 - INFO - Davinci training command
- [Modelarts Service Log]2021-11-30 14:05:35,803 - INFO - ['/usr/bin/python', '/home/work/user-job-dir/code/train.py', '--resume=obs://ms-train/output/model_epoch60_id3_0.8021233974358974.ckpt', '--dataset=CIFAR10', '--data_format=dir', '--data_url=s3://ms-train/cifar-10-batches-bin/', '--train_url=s3://ms-train/output/V0007/']
- [Modelarts Service Log]2021-11-30 14:05:35,803 - INFO - Wait for Rank table file ready
- [Modelarts Service Log]2021-11-30 14:05:35,803 - INFO - Rank table file (K8S generated) is ready for read
- [Modelarts Service Log]2021-11-30 14:05:35,804 - INFO -
- {
- "status": "completed",
- "group_count": "1",
- "group_list": [
- {
- "group_name": "job-trainjob-e021",
- "device_count": "8",
- "instance_count": "1",
- "instance_list": [
- {
- "pod_name": "job0c86638f-job-trainjob-e021-0",
- "server_id": "192.168.30.93",
- "devices": [
- {
- "device_id": "0",
- "device_ip": "192.1.117.67"
- },
- {
- "device_id": "1",
- "device_ip": "192.2.172.137"
- },
- {
- "device_id": "2",
- "device_ip": "192.3.59.20"
- },
- {
- "device_id": "3",
- "device_ip": "192.4.160.8"
- },
- {
- "device_id": "4",
- "device_ip": "192.1.129.56"
- },
- {
- "device_id": "5",
- "device_ip": "192.2.132.198"
- },
- {
- "device_id": "6",
- "device_ip": "192.3.173.249"
- },
- {
- "device_id": "7",
- "device_ip": "192.4.219.213"
- }
- ]
- }
- ]
- }
- ]
- }
- [Modelarts Service Log]2021-11-30 14:05:35,804 - INFO - Rank table file (C7x)
- [Modelarts Service Log]2021-11-30 14:05:35,804 - INFO -
- {
- "status": "completed",
- "version": "1.0",
- "server_count": "1",
- "server_list": [
- {
- "server_id": "192.168.30.93",
- "device": [
- {
- "device_id": "0",
- "device_ip": "192.1.117.67",
- "rank_id": "0"
- },
- {
- "device_id": "1",
- "device_ip": "192.2.172.137",
- "rank_id": "1"
- },
- {
- "device_id": "2",
- "device_ip": "192.3.59.20",
- "rank_id": "2"
- },
- {
- "device_id": "3",
- "device_ip": "192.4.160.8",
- "rank_id": "3"
- },
- {
- "device_id": "4",
- "device_ip": "192.1.129.56",
- "rank_id": "4"
- },
- {
- "device_id": "5",
- "device_ip": "192.2.132.198",
- "rank_id": "5"
- },
- {
- "device_id": "6",
- "device_ip": "192.3.173.249",
- "rank_id": "6"
- },
- {
- "device_id": "7",
- "device_ip": "192.4.219.213",
- "rank_id": "7"
- }
- ]
- }
- ]
- }
- [Modelarts Service Log]2021-11-30 14:05:35,805 - INFO - Rank table file (C7x) is generated
- [Modelarts Service Log]2021-11-30 14:05:35,805 - INFO - Current server
- [Modelarts Service Log]2021-11-30 14:05:35,805 - INFO -
- {
- "server_id": "192.168.30.93",
- "device": [
- {
- "device_id": "0",
- "device_ip": "192.1.117.67",
- "rank_id": "0"
- },
- {
- "device_id": "1",
- "device_ip": "192.2.172.137",
- "rank_id": "1"
- },
- {
- "device_id": "2",
- "device_ip": "192.3.59.20",
- "rank_id": "2"
- },
- {
- "device_id": "3",
- "device_ip": "192.4.160.8",
- "rank_id": "3"
- },
- {
- "device_id": "4",
- "device_ip": "192.1.129.56",
- "rank_id": "4"
- },
- {
- "device_id": "5",
- "device_ip": "192.2.132.198",
- "rank_id": "5"
- },
- {
- "device_id": "6",
- "device_ip": "192.3.173.249",
- "rank_id": "6"
- },
- {
- "device_id": "7",
- "device_ip": "192.4.219.213",
- "rank_id": "7"
- }
- ]
- }
- [Modelarts Service Log]2021-11-30 14:05:35,806 - INFO - bootstrap proc-rank-0-device-0
- [Modelarts Service Log]2021-11-30 14:05:35,815 - INFO - proc-rank-0-device-0 (pid: 103)
- [Modelarts Service Log]2021-11-30 14:05:35,821 - INFO - bootstrap proc-rank-1-device-1
- [Modelarts Service Log]2021-11-30 14:05:35,830 - INFO - proc-rank-1-device-1 (pid: 105)
- [Modelarts Service Log]2021-11-30 14:05:35,837 - INFO - bootstrap proc-rank-2-device-2
- [Modelarts Service Log]2021-11-30 14:05:35,842 - INFO - proc-rank-2-device-2 (pid: 107)
- [Modelarts Service Log]2021-11-30 14:05:35,849 - INFO - bootstrap proc-rank-3-device-3
- [Modelarts Service Log]2021-11-30 14:05:35,857 - INFO - proc-rank-3-device-3 (pid: 109)
- [Modelarts Service Log]2021-11-30 14:05:35,864 - INFO - bootstrap proc-rank-4-device-4
- [Modelarts Service Log]2021-11-30 14:05:35,871 - INFO - proc-rank-4-device-4 (pid: 111)
- [Modelarts Service Log]2021-11-30 14:05:35,877 - INFO - bootstrap proc-rank-5-device-5
- [Modelarts Service Log]2021-11-30 14:05:35,886 - INFO - proc-rank-5-device-5 (pid: 113)
- [Modelarts Service Log]2021-11-30 14:05:35,891 - INFO - bootstrap proc-rank-6-device-6
- [Modelarts Service Log]2021-11-30 14:05:35,897 - INFO - proc-rank-6-device-6 (pid: 115)
- [Modelarts Service Log]2021-11-30 14:05:35,902 - INFO - bootstrap proc-rank-7-device-7
- [Modelarts Service Log]2021-11-30 14:05:35,908 - INFO - proc-rank-7-device-7 (pid: 117)
- np.__versoin__:1.17.5
- np.__versoin__:1.17.5
- np.__versoin__:1.17.5
- np.__versoin__:1.17.5
- np.__versoin__:1.17.5
- np.__versoin__:1.17.5
- np.__versoin__:1.17.5
- np.__versoin__:1.17.5
- mindspore.__version__:1.3.0
- Namespace(data_format='dir', data_url='s3://ms-train/cifar-10-batches-bin/', dataset='CIFAR10', local_data_root='/cache/', platform='Ascend', resume='obs://ms-train/output/model_epoch60_id3_0.8021233974358974.ckpt', train_url='s3://ms-train/output/V0007/')
- device_id:5
- device_num:8
- mindspore.__version__:1.3.0
- mindspore.__version__:1.3.0
- Namespace(data_format='dir', data_url='s3://ms-train/cifar-10-batches-bin/', dataset='CIFAR10', local_data_root='/cache/', platform='Ascend', resume='obs://ms-train/output/model_epoch60_id3_0.8021233974358974.ckpt', train_url='s3://ms-train/output/V0007/')
- device_id:6
- device_num:8
- Namespace(data_format='dir', data_url='s3://ms-train/cifar-10-batches-bin/', dataset='CIFAR10', local_data_root='/cache/', platform='Ascend', resume='obs://ms-train/output/model_epoch60_id3_0.8021233974358974.ckpt', train_url='s3://ms-train/output/V0007/')
- device_id:2
- device_num:8
- mindspore.__version__:1.3.0
- Namespace(data_format='dir', data_url='s3://ms-train/cifar-10-batches-bin/', dataset='CIFAR10', local_data_root='/cache/', platform='Ascend', resume='obs://ms-train/output/model_epoch60_id3_0.8021233974358974.ckpt', train_url='s3://ms-train/output/V0007/')
- device_id:3
- device_num:8
- mindspore.__version__:1.3.0
- mindspore.__version__:1.3.0
- Namespace(data_format='dir', data_url='s3://ms-train/cifar-10-batches-bin/', dataset='CIFAR10', local_data_root='/cache/', platform='Ascend', resume='obs://ms-train/output/model_epoch60_id3_0.8021233974358974.ckpt', train_url='s3://ms-train/output/V0007/')
- Namespace(data_format='dir', data_url='s3://ms-train/cifar-10-batches-bin/', dataset='CIFAR10', local_data_root='/cache/', platform='Ascend', resume='obs://ms-train/output/model_epoch60_id3_0.8021233974358974.ckpt', train_url='s3://ms-train/output/V0007/')
- device_id:7
- device_num:8
- device_id:1
- device_num:8
- mindspore.__version__:1.3.0
- mindspore.__version__:1.3.0
- Namespace(data_format='dir', data_url='s3://ms-train/cifar-10-batches-bin/', dataset='CIFAR10', local_data_root='/cache/', platform='Ascend', resume='obs://ms-train/output/model_epoch60_id3_0.8021233974358974.ckpt', train_url='s3://ms-train/output/V0007/')
- device_id:4
- device_num:8
- Namespace(data_format='dir', data_url='s3://ms-train/cifar-10-batches-bin/', dataset='CIFAR10', local_data_root='/cache/', platform='Ascend', resume='obs://ms-train/output/model_epoch60_id3_0.8021233974358974.ckpt', train_url='s3://ms-train/output/V0007/')
- device_id:0
- device_num:8
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.178.749 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.188.355 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.188.738 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.192.359 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.218.800 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.222.142 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.224.326 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.227.566 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.228.724 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.232.728 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.258.532 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.259.439 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.261.837 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.262.846 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.267.333 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.270.965 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.292.793 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.294.078 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.296.172 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.297.352 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.304.814 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.308.516 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.328.885 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.329.011 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.332.305 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.332.663 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.337.452 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.340.977 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.342.600 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.346.599 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.358.557 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.362.095 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.362.617 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.363.719 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.367.144 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.367.180 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.370.191 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.373.738 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.376.979 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.380.657 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.380.800 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.384.403 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.394.437 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.399.134 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.400.886 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.402.670 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.403.001 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.404.612 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.406.729 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.406.678 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.410.317 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.410.617 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.413.526 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.413.986 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.417.227 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.417.615 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.419.296 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.423.113 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.438.518 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.439.277 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.439.559 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.442.320 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.442.996 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.443.172 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.444.008 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.444.057 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.447.853 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.448.004 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.449.506 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.450.336 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.453.916 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.454.118 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.462.397 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.466.480 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.475.965 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.477.117 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.479.609 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.480.570 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.481.895 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.485.666 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.486.577 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.487.353 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.487.421 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.490.464 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.491.047 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.491.237 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.513.333 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.513.589 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.517.009 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.517.107 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.520.496 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.523.859 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.524.473 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.524.582 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.527.396 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.528.194 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.550.570 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.550.828 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.554.050 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.554.448 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.558.894 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.560.457 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.561.911 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.562.671 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.563.960 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.565.570 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.566.738 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.570.555 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.587.845 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.588.307 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.589.078 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.591.947 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.592.037 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.592.726 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.596.513 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.597.764 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.600.092 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.601.161 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.603.571 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.606.259 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.607.478 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.608.344 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.609.854 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.612.181 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.628.569 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.630.380 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.631.722 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.632.488 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.634.228 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.634.460 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.634.830 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:45.635.702 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.638.284 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.638.679 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.645.754 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.648.142 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.649.485 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.651.914 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.669.404 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.673.305 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.677.517 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.677.818 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.681.463 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.681.800 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.685.295 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.688.034 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.689.003 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.691.908 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.710.456 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.714.436 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.724.529 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.726.090 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.728.060 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.728.258 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.729.973 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.732.026 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.752.120 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.756.202 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.766.465 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.767.889 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.770.304 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.771.730 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.774.201 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.778.816 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.793.912 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.798.032 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.806.963 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.807.611 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.810.914 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.811.449 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.812.218 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.816.303 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.816.537 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.820.431 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.836.194 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.840.337 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.847.714 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.848.574 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.851.606 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.852.464 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.852.503 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.856.328 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.857.965 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.861.830 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.878.084 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.882.210 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.887.956 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.888.609 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.892.055 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.892.290 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.892.482 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.896.132 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.908.952 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.914.057 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.928.812 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.931.291 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.932.729 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.936.586 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.939.126 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.940.907 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.944.023 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.945.313 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.965.099 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.968.779 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:45.969.158 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.969.472 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:45.973.496 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:45.973.839 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.982.479 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:45.986.401 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.990.816 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:45.995.921 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:45.996.989 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:45.997.294 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.100.4 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.241.3 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.600.8 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.100.18 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.100.31 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.138.19 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.230.79 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.269.45 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.270.39 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.304.27 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.320.76 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.344.20 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.377.71 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.415.33 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.498.71 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.549.69 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.560.00 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.604.42 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.610.29 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.621.79 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.642.16 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.655.63 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.671.10 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.679.97 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.711.35 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.750.30 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.782.90 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.821.34 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.850.27 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.898.03 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.104.866 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.106.128 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.108.727 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.109.198 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.110.419 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.111.716 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.114.243 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.115.718 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.115.899 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.120.029 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.120.786 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.125.346 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.136.513 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.139.303 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.141.824 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.144.214 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.147.969 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.151.949 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.152.578 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.156.398 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.161.402 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.165.567 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.167.103 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.170.726 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.174.474 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.179.352 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.179.614 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.179.622 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.183.320 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.184.793 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.189.054 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.192.927 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.193.301 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.196.760 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.196.758 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.201.669 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.222.143 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.222.792 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.226.131 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.226.273 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.228.802 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.231.001 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.231.711 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.233.176 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.233.234 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.235.169 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.237.111 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.237.874 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.238.506 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.242.899 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.254.850 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.259.742 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.264.302 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.274.879 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.274.896 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.275.051 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.279.034 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.279.261 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.286.265 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.287.420 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.291.471 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.292.887 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.293.528 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.298.485 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.301.326 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.306.437 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.312.421 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.313.315 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.316.283 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.316.533 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.318.279 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.320.490 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.327.670 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.333.053 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.349.087 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.349.862 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.351.417 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.354.087 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.355.138 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.356.437 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.361.076 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.365.855 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.366.151 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.371.050 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.371.889 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.373.164 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.376.929 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.378.337 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.388.083 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.393.547 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.410.002 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.410.096 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.411.326 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.415.199 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.415.163 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.416.410 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.420.567 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.425.615 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.428.811 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.431.325 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.433.851 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.434.253 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.436.429 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.439.050 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.448.857 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.454.127 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.468.100 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.468.598 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.472.658 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.473.953 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.474.460 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.477.921 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.480.251 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.485.548 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.489.111 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.489.846 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.494.167 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.494.298 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.494.877 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.499.391 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.509.211 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.514.293 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.527.650 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.531.860 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.532.582 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.532.629 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.537.113 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.537.690 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.539.996 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.547.042 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.547.786 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.550.914 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.553.002 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.554.207 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.556.291 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.559.518 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.570.130 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.575.362 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.585.532 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.590.543 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.590.671 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.593.756 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.595.633 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.599.019 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.601.918 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.606.944 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.607.261 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.611.096 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.611.750 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.611.964 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.616.172 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.617.636 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.630.440 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.635.910 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.645.275 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.650.365 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.652.440 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.654.082 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.657.510 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.659.360 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.661.760 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.665.985 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.666.850 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:46.670.894 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.671.600 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.672.690 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.676.787 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.678.109 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.691.157 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.696.901 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.703.154 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:46.708.135 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.712.757 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.714.212 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.717.879 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:46.719.480 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.720.469 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.725.625 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.733.110 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.733.754 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- trainable_params_count:20155106
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.738.449 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.739.110 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.750.328 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.755.475 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.771.990 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- trainable_params_count:20155106
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.776.996 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.779.567 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.784.679 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- trainable_params_count:20155106
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.793.794 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.793.915 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.799.154 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.799.352 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.809.846 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.815.098 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.831.606 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.836.730 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.838.413 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:46.843.515 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.854.760 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.855.047 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.860.019 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.860.387 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.870.225 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.875.491 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.891.155 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.896.502 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- trainable_params_count:20155106
- start copy data...
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.914.167 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.915.241 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.919.335 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.920.526 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.929.553 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.934.691 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.949.572 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:46.954.682 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.974.102 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.975.478 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:46.979.439 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:46.980.874 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.991.127 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:46.996.425 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- trainable_params_count:20155106
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:47.343.31 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:47.369.51 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:47.395.77 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:47.424.18 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:47.519.91 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:47.576.60 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:47.945.57 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:47.984.88 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:47.997.38 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:47.103.812 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:47.114.731 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:47.120.160 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:47.154.544 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:47.160.099 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:47.160.213 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:47.165.680 [mindspore/nn/layer/conv.py:100] Value of 'has_bias' is False, value of 'bias_init' will be ignored.
- trainable_params_count:20155106
- trainable_params_count:20155106
- trainable_params_count:20155106
- copy data finished,use time0.6087732315063477s
- Batches_per_epoch: 195
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:47.528.071 [mindspore/nn/loss/loss.py:103] '_Loss' is deprecated from version 1.3 and will be removed in a future version, use 'LossBase' instead.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:51.372.173 [mindspore/train/serialization.py:559] 2 parameters in the net are not loaded.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:51.373.398 [mindspore/train/serialization.py:561] _fc.weight is not loaded.
- [WARNING] ME(103:281473081768528,MainProcess):2021-11-30-14:05:51.373.493 [mindspore/train/serialization.py:561] _fc.bias is not loaded.
- ============== Starting Training ==============
- Batches_per_epoch: 195
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:51.749.114 [mindspore/nn/loss/loss.py:103] '_Loss' is deprecated from version 1.3 and will be removed in a future version, use 'LossBase' instead.
- Batches_per_epoch: 195
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:51.784.405 [mindspore/nn/loss/loss.py:103] '_Loss' is deprecated from version 1.3 and will be removed in a future version, use 'LossBase' instead.
- Batches_per_epoch: 195
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:51.796.586 [mindspore/nn/loss/loss.py:103] '_Loss' is deprecated from version 1.3 and will be removed in a future version, use 'LossBase' instead.
- Batches_per_epoch: 195
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:52.353.80 [mindspore/nn/loss/loss.py:103] '_Loss' is deprecated from version 1.3 and will be removed in a future version, use 'LossBase' instead.
- Batches_per_epoch: 195
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:52.200.664 [mindspore/nn/loss/loss.py:103] '_Loss' is deprecated from version 1.3 and will be removed in a future version, use 'LossBase' instead.
- Batches_per_epoch: 195
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:52.237.346 [mindspore/nn/loss/loss.py:103] '_Loss' is deprecated from version 1.3 and will be removed in a future version, use 'LossBase' instead.
- Batches_per_epoch: 195
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:52.245.938 [mindspore/nn/loss/loss.py:103] '_Loss' is deprecated from version 1.3 and will be removed in a future version, use 'LossBase' instead.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:55.434.757 [mindspore/train/serialization.py:559] 2 parameters in the net are not loaded.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:55.435.069 [mindspore/train/serialization.py:561] _fc.weight is not loaded.
- [WARNING] ME(113:281473121659472,MainProcess):2021-11-30-14:05:55.435.151 [mindspore/train/serialization.py:561] _fc.bias is not loaded.
- ============== Starting Training ==============
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:55.601.257 [mindspore/train/serialization.py:559] 2 parameters in the net are not loaded.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:55.601.623 [mindspore/train/serialization.py:561] _fc.weight is not loaded.
- [WARNING] ME(105:281473811577424,MainProcess):2021-11-30-14:05:55.601.712 [mindspore/train/serialization.py:561] _fc.bias is not loaded.
- ============== Starting Training ==============
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:55.774.124 [mindspore/train/serialization.py:559] 2 parameters in the net are not loaded.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:55.775.504 [mindspore/train/serialization.py:561] _fc.weight is not loaded.
- [WARNING] ME(115:281473051703888,MainProcess):2021-11-30-14:05:55.775.596 [mindspore/train/serialization.py:561] _fc.bias is not loaded.
- ============== Starting Training ==============
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:56.100.783 [mindspore/train/serialization.py:559] 2 parameters in the net are not loaded.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:56.102.133 [mindspore/train/serialization.py:561] _fc.weight is not loaded.
- [WARNING] ME(109:281473314523728,MainProcess):2021-11-30-14:05:56.102.228 [mindspore/train/serialization.py:561] _fc.bias is not loaded.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:56.107.626 [mindspore/train/serialization.py:559] 2 parameters in the net are not loaded.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:56.108.608 [mindspore/train/serialization.py:561] _fc.weight is not loaded.
- [WARNING] ME(117:281473145797200,MainProcess):2021-11-30-14:05:56.108.701 [mindspore/train/serialization.py:561] _fc.bias is not loaded.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:56.163.238 [mindspore/train/serialization.py:559] 2 parameters in the net are not loaded.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:56.164.885 [mindspore/train/serialization.py:561] _fc.weight is not loaded.
- [WARNING] ME(111:281472997706320,MainProcess):2021-11-30-14:05:56.165.012 [mindspore/train/serialization.py:561] _fc.bias is not loaded.
- ============== Starting Training ==============
- ============== Starting Training ==============
- ============== Starting Training ==============
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:56.280.750 [mindspore/train/serialization.py:559] 2 parameters in the net are not loaded.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:56.281.135 [mindspore/train/serialization.py:561] _fc.weight is not loaded.
- [WARNING] ME(107:281473472154192,MainProcess):2021-11-30-14:05:56.281.220 [mindspore/train/serialization.py:561] _fc.bias is not loaded.
- ============== Starting Training ==============
- [WARNING] DEVICE(103,fffe90f07160,python):2021-11-30-14:06:57.974.467 [mindspore/ccsrc/runtime/device/ascend/kernel_select_ascend.cc:284] TagRaiseReduce] node:[DropoutGenMask]reduce precision from int64 to int32
- [WARNING] DEVICE(117,fffe7dd1d160,python):2021-11-30-14:07:00.381.473 [mindspore/ccsrc/runtime/device/ascend/kernel_select_ascend.cc:284] TagRaiseReduce] node:[DropoutGenMask]reduce precision from int64 to int32
- [WARNING] DEVICE(105,fffec97fa160,python):2021-11-30-14:07:03.733.984 [mindspore/ccsrc/runtime/device/ascend/kernel_select_ascend.cc:284] TagRaiseReduce] node:[DropoutGenMask]reduce precision from int64 to int32
- [WARNING] DEVICE(107,fffeb57fa160,python):2021-11-30-14:07:03.866.343 [mindspore/ccsrc/runtime/device/ascend/kernel_select_ascend.cc:284] TagRaiseReduce] node:[DropoutGenMask]reduce precision from int64 to int32
- [WARNING] DEVICE(115,fffe71945160,python):2021-11-30-14:07:03.908.347 [mindspore/ccsrc/runtime/device/ascend/kernel_select_ascend.cc:284] TagRaiseReduce] node:[DropoutGenMask]reduce precision from int64 to int32
- [WARNING] DEVICE(111,fffe997fa160,python):2021-11-30-14:07:03.919.623 [mindspore/ccsrc/runtime/device/ascend/kernel_select_ascend.cc:284] TagRaiseReduce] node:[DropoutGenMask]reduce precision from int64 to int32
- [WARNING] DEVICE(113,fffea4ff9160,python):2021-11-30-14:07:04.562.474 [mindspore/ccsrc/runtime/device/ascend/kernel_select_ascend.cc:284] TagRaiseReduce] node:[DropoutGenMask]reduce precision from int64 to int32
- [WARNING] DEVICE(109,fffe9b7fe160,python):2021-11-30-14:07:04.812.545 [mindspore/ccsrc/runtime/device/ascend/kernel_select_ascend.cc:284] TagRaiseReduce] node:[DropoutGenMask]reduce precision from int64 to int32
- [WARNING] SESSION(103,fffe90f07160,python):2021-11-30-14:07:11.395.033 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 170 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(103,fffe90f07160,python):2021-11-30-14:07:11.395.066 [mindspore/ccsrc/backend/session/ascend_session.cc:1381] SelectKernel] There are 1 node/nodes used reduce precision to selected the kernel!
- [WARNING] SESSION(117,fffe7dd1d160,python):2021-11-30-14:07:14.057.393 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 170 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(117,fffe7dd1d160,python):2021-11-30-14:07:14.057.430 [mindspore/ccsrc/backend/session/ascend_session.cc:1381] SelectKernel] There are 1 node/nodes used reduce precision to selected the kernel!
- [WARNING] SESSION(105,fffec97fa160,python):2021-11-30-14:07:17.247.325 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 170 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(105,fffec97fa160,python):2021-11-30-14:07:17.247.357 [mindspore/ccsrc/backend/session/ascend_session.cc:1381] SelectKernel] There are 1 node/nodes used reduce precision to selected the kernel!
- [WARNING] SESSION(115,fffe71945160,python):2021-11-30-14:07:17.261.451 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 170 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(115,fffe71945160,python):2021-11-30-14:07:17.261.481 [mindspore/ccsrc/backend/session/ascend_session.cc:1381] SelectKernel] There are 1 node/nodes used reduce precision to selected the kernel!
- [WARNING] SESSION(111,fffe997fa160,python):2021-11-30-14:07:17.286.208 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 170 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(111,fffe997fa160,python):2021-11-30-14:07:17.286.239 [mindspore/ccsrc/backend/session/ascend_session.cc:1381] SelectKernel] There are 1 node/nodes used reduce precision to selected the kernel!
- [WARNING] SESSION(107,fffeb57fa160,python):2021-11-30-14:07:18.050.813 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 170 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(107,fffeb57fa160,python):2021-11-30-14:07:18.050.842 [mindspore/ccsrc/backend/session/ascend_session.cc:1381] SelectKernel] There are 1 node/nodes used reduce precision to selected the kernel!
- [WARNING] SESSION(113,fffea4ff9160,python):2021-11-30-14:07:18.376.624 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 170 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(113,fffea4ff9160,python):2021-11-30-14:07:18.376.654 [mindspore/ccsrc/backend/session/ascend_session.cc:1381] SelectKernel] There are 1 node/nodes used reduce precision to selected the kernel!
- [WARNING] SESSION(109,fffe9b7fe160,python):2021-11-30-14:07:18.417.833 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 170 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(109,fffe9b7fe160,python):2021-11-30-14:07:18.417.860 [mindspore/ccsrc/backend/session/ascend_session.cc:1381] SelectKernel] There are 1 node/nodes used reduce precision to selected the kernel!
- [Modelarts Service Log]2021-11-30 14:13:21,166 - WARNING - upload stdout log time is larger than 8 seconds, log file size 104974
- epoch: 1 step: 195, loss is 1.6500812
- epoch: 1 step: 195, loss is 1.5805337epoch: 1 step: 195, loss is 1.2322255
-
- epoch: 1 step: 195, loss is 1.2127918epoch: 1 step: 195, loss is 1.3048313
-
- epoch: 1 step: 195, loss is 1.1959591
- epoch: 1 step: 195, loss is 1.183578
- epoch time: 1485076.522 ms, per step time: 7615.777 ms
- ============== Starting Testing ==============
- epoch time: 1489809.541 ms, per step time: 7640.049 msepoch time: 1484910.787 ms, per step time: 7614.927 ms
- ============== Starting Testing ==============
- epoch time: 1485763.296 ms, per step time: 7619.299 msepoch time: 1485074.514 ms, per step time: 7615.767 msepoch time: 1485410.024 ms, per step time: 7617.487 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch: 1 step: 195, loss is 1.4160551
- epoch time: 1485600.321 ms, per step time: 7618.463 ms
- ============== Starting Testing ==============
- epoch time: 1485036.899 ms, per step time: 7615.574 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- [WARNING] SESSION(117,fffe7dd1d160,python):2021-11-30-14:31:17.224.184 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 110 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(103,fffe90f07160,python):2021-11-30-14:31:17.315.023 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 110 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(111,fffe997fa160,python):2021-11-30-14:31:17.421.550 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 110 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(105,fffec97fa160,python):2021-11-30-14:31:17.678.602 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 110 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(113,fffea4ff9160,python):2021-11-30-14:31:17.726.578 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 110 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(107,fffeb57fa160,python):2021-11-30-14:31:17.896.168 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 110 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(115,fffe71945160,python):2021-11-30-14:31:18.032.716 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 110 node/nodes used raise precision to selected the kernel!
- [WARNING] SESSION(109,fffe9b7fe160,python):2021-11-30-14:31:18.261.155 [mindspore/ccsrc/backend/session/ascend_session.cc:1377] SelectKernel] There are 110 node/nodes used raise precision to selected the kernel!
- ============== result:{'acc': 0.7704326923076923, 'loss': 1.0773000283501086}, use_time:156.52353286743164 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.7761418269230769, 'loss': 1.0622878326819494}, use_time:156.60446405410767 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 1.0927432129780452, 'acc': 0.7628205128205128}, use_time:156.77165913581848 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 1.0793146565556526, 'acc': 0.7674278846153846}, use_time:156.86934089660645 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 1.0656961462436578, 'acc': 0.7775440705128205}, use_time:156.9948661327362 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 1.0498136528409445, 'acc': 0.7854567307692307}, use_time:157.1805694103241 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.7678285256410257, 'loss': 1.0833866397539775}, use_time:157.43480682373047 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 1.0705806492612913, 'acc': 0.7733373397435898}, use_time:157.4651815891266 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.7761418269230769
- ==============save checkpoint finished===================
- The best acc is 0.7704326923076923
- ==============save checkpoint finished===================
- The best acc is 0.7628205128205128
- ==============save checkpoint finished===================
- The best acc is 0.7775440705128205
- ==============save checkpoint finished===================
- The best acc is 0.7674278846153846
- ==============save checkpoint finished===================
- The best acc is 0.7854567307692307
- ==============save checkpoint finished===================
- The best acc is 0.7733373397435898
- ==============save checkpoint finished===================
- The best acc is 0.7678285256410257
- epoch: 2 step: 195, loss is 1.2387397
- epoch: 2 step: 195, loss is 1.4031464
- epoch: 2 step: 195, loss is 1.2871271
- epoch: 2 step: 195, loss is 1.042752epoch: 2 step: 195, loss is 1.0927088
-
- epoch: 2 step: 195, loss is 1.3800715
- epoch: 2 step: 195, loss is 1.2516447
- epoch: 2 step: 195, loss is 0.95587415
- epoch time: 30948.473 ms, per step time: 158.710 ms
- ============== Starting Testing ==============epoch time: 30997.581 ms, per step time: 158.962 ms
-
- ============== Starting Testing ==============
- epoch time: 31320.938 ms, per step time: 160.620 ms
- epoch time: 31275.562 ms, per step time: 160.387 ms============== Starting Testing ==============
- epoch time: 31933.465 ms, per step time: 163.761 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31964.611 ms, per step time: 163.921 msepoch time: 31186.539 ms, per step time: 159.931 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31569.927 ms, per step time: 161.897 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9139623397435898, 'loss': 0.7547441335060657}, use_time:18.279176473617554 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7616633197818047, 'acc': 0.9113581730769231}, use_time:19.056190729141235 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9145633012820513, 'loss': 0.7591024146248133}, use_time:19.495601177215576 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9137620192307693, 'loss': 0.7587061635194681}, use_time:19.842268228530884 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7608721689918102, 'acc': 0.9119591346153846}, use_time:20.199138402938843 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7584808614009466, 'acc': 0.9136618589743589}, use_time:20.318162202835083 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.75978850821654, 'acc': 0.9133613782051282}, use_time:20.379135370254517 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7661580835015346, 'acc': 0.9095552884615384}, use_time:20.54240608215332 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9139623397435898
- ==============save checkpoint finished===================
- The best acc is 0.9113581730769231
- ==============save checkpoint finished===================
- The best acc is 0.9145633012820513
- ==============save checkpoint finished===================
- The best acc is 0.9137620192307693
- ==============save checkpoint finished===================
- The best acc is 0.9119591346153846
- ==============save checkpoint finished===================
- The best acc is 0.9133613782051282
- ==============save checkpoint finished===================
- The best acc is 0.9136618589743589
- ==============save checkpoint finished===================
- The best acc is 0.9095552884615384
- epoch: 3 step: 195, loss is 1.0676016epoch: 3 step: 195, loss is 1.0186628
- epoch: 3 step: 195, loss is 1.1953981
- epoch: 3 step: 195, loss is 1.2315592
-
- epoch: 3 step: 195, loss is 1.1462054
- epoch: 3 step: 195, loss is 1.0386624
- epoch: 3 step: 195, loss is 1.0088456
- epoch time: 32997.489 ms, per step time: 169.218 ms
- ============== Starting Testing ==============
- epoch time: 31606.248 ms, per step time: 162.083 msepoch: 3 step: 195, loss is 1.0879744
-
- epoch time: 31159.604 ms, per step time: 159.793 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 30394.411 ms, per step time: 155.869 msepoch time: 32208.713 ms, per step time: 165.173 msepoch time: 30652.552 ms, per step time: 157.193 ms
-
-
- ============== Starting Testing ============================ Starting Testing ==============
- ============== Starting Testing ==============
-
- epoch time: 30704.981 ms, per step time: 157.461 ms
- ============== Starting Testing ==============
- epoch time: 30675.351 ms, per step time: 157.309 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.7260470447631983, 'acc': 0.9246794871794872}, use_time:20.0296528339386 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7399644624346342, 'acc': 0.9178685897435898}, use_time:20.038182020187378 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9222756410256411, 'loss': 0.7310408115004882}, use_time:20.197099447250366 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7365971515193964, 'acc': 0.9191706730769231}, use_time:20.265668630599976 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9178685897435898, 'loss': 0.7361927194855152}, use_time:20.32427740097046 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9206730769230769, 'loss': 0.734017574825348}, use_time:20.408853769302368 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7332819585616772, 'acc': 0.9203725961538461}, use_time:20.41892671585083 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7342855500487181, 'acc': 0.9202724358974359}, use_time:20.429866552352905 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9178685897435898
- ==============save checkpoint finished===================
- The best acc is 0.9191706730769231
- ==============save checkpoint finished===================
- The best acc is 0.9246794871794872
- ==============save checkpoint finished===================
- The best acc is 0.9178685897435898
- ==============save checkpoint finished===================
- The best acc is 0.9203725961538461
- ==============save checkpoint finished===================
- The best acc is 0.9222756410256411
- ==============save checkpoint finished===================
- The best acc is 0.9206730769230769
- ==============save checkpoint finished===================
- The best acc is 0.9202724358974359
- epoch: 4 step: 195, loss is 1.2007385
- epoch: 4 step: 195, loss is 1.1313536epoch: 4 step: 195, loss is 1.3823085
-
- epoch: 4 step: 195, loss is 0.7721071
- epoch: 4 step: 195, loss is 1.2643619
- epoch: 4 step: 195, loss is 0.9920578
- epoch time: 31349.261 ms, per step time: 160.765 ms
- ============== Starting Testing ==============
- epoch: 4 step: 195, loss is 1.2147007
- epoch: 4 step: 195, loss is 0.97255534
- epoch time: 31164.859 ms, per step time: 159.820 ms
- ============== Starting Testing ==============
- epoch time: 31695.962 ms, per step time: 162.543 ms
- ============== Starting Testing ==============
- epoch time: 31560.699 ms, per step time: 161.850 ms
- ============== Starting Testing ==============
- epoch time: 31345.248 ms, per step time: 160.745 ms
- ============== Starting Testing ==============
- epoch time: 31639.031 ms, per step time: 162.251 ms
- ============== Starting Testing ==============
- epoch time: 31496.122 ms, per step time: 161.519 ms
- ============== Starting Testing ==============
- epoch time: 31672.793 ms, per step time: 162.425 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9346955128205128, 'loss': 0.710524398355912}, use_time:18.177436590194702 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7137781125612748, 'acc': 0.9353966346153846}, use_time:19.061484575271606 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9286858974358975, 'loss': 0.726170866153179}, use_time:19.5911123752594 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9324919871794872, 'loss': 0.7125937829797084}, use_time:19.88422966003418 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7203886917768381, 'acc': 0.9306891025641025}, use_time:20.173596143722534 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7306038706730573, 'acc': 0.9235777243589743}, use_time:20.37707209587097 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7219640230521177, 'acc': 0.9320913461538461}, use_time:20.402806758880615 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.7149484686744518, 'acc': 0.9295873397435898}, use_time:20.447317600250244 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9346955128205128
- ==============save checkpoint finished===================
- The best acc is 0.9353966346153846
- ==============save checkpoint finished===================
- The best acc is 0.9286858974358975
- ==============save checkpoint finished===================
- The best acc is 0.9324919871794872
- ==============save checkpoint finished===================
- The best acc is 0.9306891025641025
- ==============save checkpoint finished===================
- The best acc is 0.9295873397435898
- ==============save checkpoint finished===================
- The best acc is 0.9235777243589743
- ==============save checkpoint finished===================
- The best acc is 0.9320913461538461
- epoch: 5 step: 195, loss is 1.2852287
- epoch: 5 step: 195, loss is 1.0728182epoch: 5 step: 195, loss is 1.0400164
- epoch: 5 step: 195, loss is 0.91607547epoch: 5 step: 195, loss is 1.1493926
- epoch: 5 step: 195, loss is 1.2398424
-
- epoch: 5 step: 195, loss is 1.3131412
- epoch: 5 step: 195, loss is 1.1955823
-
- epoch time: 32664.779 ms, per step time: 167.512 ms
- ============== Starting Testing ==============
- epoch time: 31637.340 ms, per step time: 162.243 msepoch time: 31043.932 ms, per step time: 159.200 ms
- ============== Starting Testing ==============
-
- epoch time: 32029.425 ms, per step time: 164.253 ms
- ============== Starting Testing ==============
- epoch time: 31379.703 ms, per step time: 160.922 msepoch time: 33577.388 ms, per step time: 172.192 msepoch time: 31040.726 ms, per step time: 159.183 ms============== Starting Testing ==============
-
-
- ============== Starting Testing ============================ Starting Testing ==============
-
-
- ============== Starting Testing ==============
- epoch time: 31063.543 ms, per step time: 159.300 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6836193757943618, 'acc': 0.9417067307692307}, use_time:19.93523073196411 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6835603112211595, 'acc': 0.9409054487179487}, use_time:20.020242929458618 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9417067307692307, 'loss': 0.6842576022713612}, use_time:20.224656581878662 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9417067307692307, 'loss': 0.6831463403426684}, use_time:20.307536840438843 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6891911585743611, 'acc': 0.9395032051282052}, use_time:20.346697092056274 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9435096153846154, 'loss': 0.6804484640940641}, use_time:20.428619384765625 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6868532397426091, 'acc': 0.9404046474358975}, use_time:20.4414701461792 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6811514063141285, 'acc': 0.9430088141025641}, use_time:20.45802640914917 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9417067307692307
- ==============save checkpoint finished===================
- The best acc is 0.9417067307692307
- ==============save checkpoint finished===================
- The best acc is 0.9409054487179487
- ==============save checkpoint finished===================
- The best acc is 0.9430088141025641
- ==============save checkpoint finished===================
- The best acc is 0.9417067307692307
- ==============save checkpoint finished===================
- The best acc is 0.9404046474358975
- ==============save checkpoint finished===================
- The best acc is 0.9435096153846154
- ==============save checkpoint finished===================
- The best acc is 0.9395032051282052
- epoch: 6 step: 195, loss is 1.1846495epoch: 6 step: 195, loss is 1.059633
- epoch: 6 step: 195, loss is 1.2873957epoch: 6 step: 195, loss is 0.9424358
- epoch: 6 step: 195, loss is 1.0015372
-
-
- epoch: 6 step: 195, loss is 0.9517184
- epoch: 6 step: 195, loss is 1.0997663
- epoch time: 32741.608 ms, per step time: 167.906 ms
- ============== Starting Testing ==============
- epoch time: 31433.412 ms, per step time: 161.197 msepoch time: 31391.440 ms, per step time: 160.982 ms
- ============== Starting Testing ==============epoch time: 31362.258 ms, per step time: 160.832 ms
-
-
- epoch time: 31164.106 ms, per step time: 159.816 ms============== Starting Testing ==============
-
- ============== Starting Testing ============================ Starting Testing ==============
- epoch time: 31346.279 ms, per step time: 160.750 ms
- ============== Starting Testing ==============
-
- epoch: 6 step: 195, loss is 1.1944855
- epoch time: 31393.565 ms, per step time: 160.993 ms
- ============== Starting Testing ==============
- epoch time: 32048.640 ms, per step time: 164.352 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9232772435897436, 'loss': 0.7303528021543454}, use_time:18.231879472732544 ==============
- The best acc is 0.9417067307692307
- ============== result:{'loss': 0.7186025547293516, 'acc': 0.9301883012820513}, use_time:19.016539335250854 ==============
- The best acc is 0.9417067307692307
- ============== result:{'acc': 0.922676282051282, 'loss': 0.7327083502060328}, use_time:19.69280195236206 ==============
- The best acc is 0.9435096153846154
- ============== result:{'acc': 0.9281850961538461, 'loss': 0.7196913978610283}, use_time:19.856355667114258 ==============
- The best acc is 0.9417067307692307
- ============== result:{'loss': 0.7118670311875832, 'acc': 0.9303886217948718}, use_time:20.214664220809937 ==============
- The best acc is 0.9404046474358975
- ============== result:{'loss': 0.732014751014037, 'acc': 0.9202724358974359}, use_time:20.27933430671692 ==============
- The best acc is 0.9430088141025641
- ============== result:{'loss': 0.7320842794500865, 'acc': 0.9211738782051282}, use_time:20.337405920028687 ==============
- The best acc is 0.9395032051282052
- ============== result:{'loss': 0.7325419260141177, 'acc': 0.9214743589743589}, use_time:20.450591564178467 ==============
- The best acc is 0.9409054487179487
- epoch: 7 step: 195, loss is 1.0538062
- epoch: 7 step: 195, loss is 1.0663947
- epoch: 7 step: 195, loss is 0.7616645
- epoch: 7 step: 195, loss is 1.1867311epoch: 7 step: 195, loss is 1.0006222
- epoch: 7 step: 195, loss is 1.0126705
-
- epoch: 7 step: 195, loss is 1.2219139
- epoch: 7 step: 195, loss is 1.171567
- epoch time: 33301.043 ms, per step time: 170.775 ms
- ============== Starting Testing ==============
- epoch time: 31215.616 ms, per step time: 160.080 msepoch time: 31338.130 ms, per step time: 160.708 ms
- epoch time: 31685.018 ms, per step time: 162.487 ms
- ============== Starting Testing ==============
- epoch time: 32538.742 ms, per step time: 166.865 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31861.096 ms, per step time: 163.390 msepoch time: 31275.091 ms, per step time: 160.385 ms
- ============== Starting Testing ==============
- epoch time: 31104.257 ms, per step time: 159.509 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== result:{'loss': 0.7026563802590737, 'acc': 0.9345953525641025}, use_time:19.93503189086914 ==============
- The best acc is 0.9417067307692307
- ============== result:{'loss': 0.6934090042725588, 'acc': 0.9408052884615384}, use_time:20.104291439056396 ==============
- The best acc is 0.9409054487179487
- ============== result:{'acc': 0.9347956730769231, 'loss': 0.7021544109552335}, use_time:20.168882369995117 ==============
- The best acc is 0.9417067307692307
- ============== result:{'acc': 0.9360977564102564, 'loss': 0.6994691047912989}, use_time:20.312711715698242 ==============
- The best acc is 0.9417067307692307
- ============== result:{'loss': 0.6998672601886284, 'acc': 0.9361979166666666}, use_time:20.3231840133667 ==============
- The best acc is 0.9395032051282052
- ============== result:{'loss': 0.697237800138119, 'acc': 0.9372996794871795}, use_time:20.338536977767944 ==============
- The best acc is 0.9404046474358975
- ============== result:{'acc': 0.9349959935897436, 'loss': 0.7018104774447588}, use_time:20.3942928314209 ==============
- The best acc is 0.9435096153846154
- ============== result:{'loss': 0.6913548100453156, 'acc': 0.9400040064102564}, use_time:20.42097544670105 ==============
- The best acc is 0.9430088141025641
- epoch: 8 step: 195, loss is 0.8760556
- epoch: 8 step: 195, loss is 0.8181228
- epoch: 8 step: 195, loss is 1.2414056
- epoch: 8 step: 195, loss is 0.9855159
- epoch: 8 step: 195, loss is 1.0445943epoch: 8 step: 195, loss is 0.9164319
-
- epoch: 8 step: 195, loss is 0.9731536
- epoch time: 30939.426 ms, per step time: 158.664 msepoch time: 31170.896 ms, per step time: 159.851 ms
- ============== Starting Testing ==============
- epoch time: 30767.635 ms, per step time: 157.783 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 30711.989 ms, per step time: 157.497 ms
- ============== Starting Testing ==============
- epoch time: 30794.687 ms, per step time: 157.921 ms
- ============== Starting Testing ==============
- epoch time: 30687.760 ms, per step time: 157.373 ms
- epoch time: 30786.487 ms, per step time: 157.879 ms============== Starting Testing ==============
- epoch: 8 step: 195, loss is 0.9852049
-
- ============== Starting Testing ==============
- epoch time: 31021.011 ms, per step time: 159.082 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9353966346153846, 'loss': 0.6929347444421206}, use_time:18.252205848693848 ==============
- The best acc is 0.9417067307692307
- ============== result:{'loss': 0.69706913179312, 'acc': 0.9349959935897436}, use_time:19.08876395225525 ==============
- The best acc is 0.9417067307692307
- ============== result:{'acc': 0.9337940705128205, 'loss': 0.7006192965767323}, use_time:19.489988565444946 ==============
- The best acc is 0.9435096153846154
- ============== result:{'acc': 0.9372996794871795, 'loss': 0.6911788586622629}, use_time:19.87318253517151 ==============
- The best acc is 0.9417067307692307
- ============== result:{'loss': 0.6940161836070892, 'acc': 0.9352964743589743}, use_time:20.167311668395996 ==============
- The best acc is 0.9404046474358975
- ============== result:{'loss': 0.7008167826212369, 'acc': 0.9344951923076923}, use_time:20.36493420600891 ==============
- The best acc is 0.9430088141025641
- ============== result:{'loss': 0.6971076803329663, 'acc': 0.9351963141025641}, use_time:20.375876903533936 ==============
- The best acc is 0.9395032051282052
- ============== result:{'loss': 0.6922602055546565, 'acc': 0.9361979166666666}, use_time:20.521275997161865 ==============
- The best acc is 0.9409054487179487
- epoch: 9 step: 195, loss is 0.784117epoch: 9 step: 195, loss is 1.0142642
- epoch: 9 step: 195, loss is 0.97039527epoch: 9 step: 195, loss is 1.244386
-
- epoch: 9 step: 195, loss is 0.8476428
-
- epoch: 9 step: 195, loss is 1.00302
- epoch time: 32006.645 ms, per step time: 164.137 ms
- ============== Starting Testing ==============
- epoch time: 31622.832 ms, per step time: 162.168 msepoch time: 31118.052 ms, per step time: 159.580 msepoch time: 31330.896 ms, per step time: 160.671 ms
- epoch time: 31129.997 ms, per step time: 159.641 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- ============== Starting Testing ==============
-
-
- ============== Starting Testing ==============
- epoch: 9 step: 195, loss is 1.3045355
- epoch: 9 step: 195, loss is 1.0822341
- epoch time: 30966.898 ms, per step time: 158.805 ms
- ============== Starting Testing ==============
- epoch time: 32426.312 ms, per step time: 166.289 ms
- ============== Starting Testing ==============
- epoch time: 33266.616 ms, per step time: 170.598 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6691643740886297, 'acc': 0.9472155448717948}, use_time:19.91016936302185 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6676793778553988, 'acc': 0.9482171474358975}, use_time:20.041316032409668 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9508213141025641, 'loss': 0.6632169932126999}, use_time:20.148882150650024 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9474158653846154, 'loss': 0.6708986919659835}, use_time:20.27928352355957 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6741897121835978, 'acc': 0.9463141025641025}, use_time:20.290566205978394 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9489182692307693, 'loss': 0.6674731247700177}, use_time:20.31477689743042 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6642264551841296, 'acc': 0.9502203525641025}, use_time:20.33785605430603 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6672339855860441, 'acc': 0.94921875}, use_time:20.407114028930664 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9472155448717948
- ==============save checkpoint finished===================
- The best acc is 0.9508213141025641
- ==============save checkpoint finished===================
- The best acc is 0.9482171474358975
- ==============save checkpoint finished===================
- The best acc is 0.9463141025641025
- ==============save checkpoint finished===================
- The best acc is 0.9502203525641025
- ==============save checkpoint finished===================
- The best acc is 0.9474158653846154
- ==============save checkpoint finished===================
- The best acc is 0.9489182692307693
- ==============save checkpoint finished===================
- The best acc is 0.94921875
- epoch: 10 step: 195, loss is 1.1335295
- epoch: 10 step: 195, loss is 0.69724417
- epoch: 10 step: 195, loss is 1.0514389
- epoch: 10 step: 195, loss is 0.87047493
- epoch time: 32016.862 ms, per step time: 164.189 msepoch time: 31553.848 ms, per step time: 161.815 ms
- epoch time: 31182.287 ms, per step time: 159.909 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch: 10 step: 195, loss is 1.0222837epoch: 10 step: 195, loss is 0.94166195
-
- epoch: 10 step: 195, loss is 0.8690456
- epoch: 10 step: 195, loss is 1.060404
- epoch time: 31252.492 ms, per step time: 160.269 ms
- ============== Starting Testing ==============
- epoch time: 31763.815 ms, per step time: 162.891 msepoch time: 31342.194 ms, per step time: 160.729 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31372.362 ms, per step time: 160.884 ms
- ============== Starting Testing ==============
- epoch time: 31238.094 ms, per step time: 160.195 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9567307692307693, 'loss': 0.6508427392213773}, use_time:18.179351329803467 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6528134288696142, 'acc': 0.9565304487179487}, use_time:19.061819553375244 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9550280448717948, 'loss': 0.650942165691119}, use_time:19.592819452285767 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9538261217948718, 'loss': 0.6540739205785286}, use_time:19.82309126853943 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6540196469196906, 'acc': 0.9546274038461539}, use_time:20.14942741394043 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6502122573363476, 'acc': 0.9556290064102564}, use_time:20.198302507400513 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6533136744147692, 'acc': 0.9553285256410257}, use_time:20.27577805519104 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6519534240166346, 'acc': 0.9556290064102564}, use_time:20.459603786468506 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9567307692307693
- ==============save checkpoint finished===================
- The best acc is 0.9565304487179487
- ==============save checkpoint finished===================
- The best acc is 0.9550280448717948
- ==============save checkpoint finished===================
- The best acc is 0.9538261217948718
- ==============save checkpoint finished===================
- The best acc is 0.9556290064102564
- ==============save checkpoint finished===================
- The best acc is 0.9553285256410257
- ==============save checkpoint finished===================
- The best acc is 0.9546274038461539
- ==============save checkpoint finished===================
- The best acc is 0.9556290064102564
- epoch: 11 step: 195, loss is 0.76427734
- epoch: 11 step: 195, loss is 0.9818307epoch: 11 step: 195, loss is 1.1474347epoch: 11 step: 195, loss is 1.1879754
-
- epoch: 11 step: 195, loss is 1.0169876
-
- epoch: 11 step: 195, loss is 0.8439931
- epoch: 11 step: 195, loss is 1.1632638
- epoch: 11 step: 195, loss is 0.917477
- epoch time: 31146.797 ms, per step time: 159.727 msepoch time: 31671.036 ms, per step time: 162.416 msepoch time: 32136.682 ms, per step time: 164.803 ms
- ============== Starting Testing ==============
- epoch time: 31414.922 ms, per step time: 161.102 ms
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31029.579 ms, per step time: 159.126 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 32709.652 ms, per step time: 167.742 ms
- ============== Starting Testing ==============
- epoch time: 33698.500 ms, per step time: 172.813 ms
- ============== Starting Testing ==============
- epoch time: 31499.642 ms, per step time: 161.537 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6473662138749392, 'acc': 0.9571314102564102}, use_time:19.856444358825684 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6512456186688863, 'acc': 0.9551282051282052}, use_time:20.10194230079651 ==============
- The best acc is 0.9556290064102564
- ============== result:{'acc': 0.9597355769230769, 'loss': 0.6449197433315791}, use_time:20.212327480316162 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6502734428414931, 'acc': 0.9564302884615384}, use_time:20.303001403808594 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9556290064102564, 'loss': 0.6517845227932318}, use_time:20.309852361679077 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6473552897954599, 'acc': 0.957832532051282}, use_time:20.368399143218994 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9568309294871795, 'loss': 0.6492008117911143}, use_time:20.394059419631958 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6502265171744884, 'acc': 0.9557291666666666}, use_time:20.430026292800903 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9571314102564102
- ==============save checkpoint finished===================
- The best acc is 0.9597355769230769
- ==============save checkpoint finished===================
- The best acc is 0.9556290064102564
- ==============save checkpoint finished===================
- The best acc is 0.9568309294871795
- ==============save checkpoint finished===================
- The best acc is 0.9557291666666666
- ==============save checkpoint finished===================
- The best acc is 0.9564302884615384
- ==============save checkpoint finished===================
- The best acc is 0.957832532051282
- epoch: 12 step: 195, loss is 0.9001992
- epoch: 12 step: 195, loss is 1.0666448epoch: 12 step: 195, loss is 1.0328958
- epoch: 12 step: 195, loss is 0.9589244
- epoch: 12 step: 195, loss is 0.8519782
- epoch: 12 step: 195, loss is 0.85418963
- epoch: 12 step: 195, loss is 0.9344733
-
- epoch: 12 step: 195, loss is 0.9373508
- epoch time: 31162.963 ms, per step time: 159.810 ms
- epoch time: 31594.050 ms, per step time: 162.021 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 30809.560 ms, per step time: 157.998 ms
- ============== Starting Testing ==============
- epoch time: 30710.331 ms, per step time: 157.489 msepoch time: 30880.586 ms, per step time: 158.362 msepoch time: 33954.953 ms, per step time: 174.128 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- epoch time: 30740.609 ms, per step time: 157.644 ms============== Starting Testing ==============
- epoch time: 30790.708 ms, per step time: 157.901 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9543269230769231, 'loss': 0.6523680354540164}, use_time:18.238823413848877 ==============
- The best acc is 0.9597355769230769
- ============== result:{'loss': 0.6449780387756152, 'acc': 0.957832532051282}, use_time:19.068461179733276 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9566306089743589, 'loss': 0.6483299021537487}, use_time:19.475767374038696 ==============
- The best acc is 0.9568309294871795
- ============== result:{'acc': 0.9533253205128205, 'loss': 0.6541531278918951}, use_time:19.83084273338318 ==============
- The best acc is 0.9556290064102564
- ============== result:{'loss': 0.6474917991421162, 'acc': 0.9569310897435898}, use_time:20.224720001220703 ==============
- The best acc is 0.957832532051282
- ============== result:{'loss': 0.6532586560799525, 'acc': 0.9541266025641025}, use_time:20.328460693359375 ==============
- The best acc is 0.9564302884615384
- ============== result:{'loss': 0.6520648380884757, 'acc': 0.9548277243589743}, use_time:20.346885681152344 ==============
- The best acc is 0.9557291666666666
- ============== result:{'loss': 0.6535524364847404, 'acc': 0.9542267628205128}, use_time:20.417872428894043 ==============
- The best acc is 0.9556290064102564
- ==============save checkpoint finished===================
- The best acc is 0.957832532051282
- epoch: 13 step: 195, loss is 1.0174828
- epoch: 13 step: 195, loss is 1.0957623epoch: 13 step: 195, loss is 0.933588epoch: 13 step: 195, loss is 0.8991307
-
-
- epoch: 13 step: 195, loss is 1.1233906
- epoch: 13 step: 195, loss is 0.77824044epoch: 13 step: 195, loss is 1.0806789
-
- epoch time: 33366.061 ms, per step time: 171.108 ms
- ============== Starting Testing ==============
- epoch time: 32779.416 ms, per step time: 168.100 msepoch time: 32868.370 ms, per step time: 168.556 ms
- ============== Starting Testing ==============
- epoch time: 32849.924 ms, per step time: 168.461 ms
- ============== Starting Testing ==============
- epoch time: 32973.524 ms, per step time: 169.095 ms
-
- ============== Starting Testing ============================ Starting Testing ==============
-
- epoch time: 30930.491 ms, per step time: 158.618 ms
- epoch time: 33731.533 ms, per step time: 172.982 ms
- ============== Starting Testing ==============
- epoch: 13 step: 195, loss is 0.81175995
- ============== Starting Testing ==============
- epoch time: 34983.262 ms, per step time: 179.401 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6387278088010274, 'acc': 0.9598357371794872}, use_time:19.901496410369873 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6350941787927579, 'acc': 0.9630408653846154}, use_time:19.997573852539062 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.961738782051282, 'loss': 0.6346657402240313}, use_time:20.17625093460083 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9619391025641025, 'loss': 0.637303960055877}, use_time:20.264657974243164 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6348978088070185, 'acc': 0.9623397435897436}, use_time:20.31900382041931 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9592347756410257, 'loss': 0.6414317167722262}, use_time:20.315008640289307 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6373580902432784, 'acc': 0.9619391025641025}, use_time:20.34756636619568 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6354177345832189, 'acc': 0.9626402243589743}, use_time:20.40606188774109 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9598357371794872
- ==============save checkpoint finished===================
- The best acc is 0.961738782051282
- ==============save checkpoint finished===================
- The best acc is 0.9630408653846154
- ==============save checkpoint finished===================
- The best acc is 0.9619391025641025
- ==============save checkpoint finished===================
- The best acc is 0.9619391025641025
- ==============save checkpoint finished===================
- The best acc is 0.9623397435897436
- ==============save checkpoint finished===================
- The best acc is 0.9592347756410257
- ==============save checkpoint finished===================
- The best acc is 0.9626402243589743
- epoch: 14 step: 195, loss is 1.006024
- epoch: 14 step: 195, loss is 0.77392435epoch: 14 step: 195, loss is 1.115528
-
- epoch: 14 step: 195, loss is 0.82380486
- epoch: 14 step: 195, loss is 0.8479205
- epoch: 14 step: 195, loss is 1.0144057
- epoch time: 31582.916 ms, per step time: 161.964 ms
- ============== Starting Testing ==============
- epoch time: 31224.447 ms, per step time: 160.125 msepoch time: 30880.357 ms, per step time: 158.361 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31583.305 ms, per step time: 161.966 msepoch time: 31267.686 ms, per step time: 160.347 ms
- ============== Starting Testing ==============
- epoch: 14 step: 195, loss is 0.81507325
-
- ============== Starting Testing ==============
- epoch: 14 step: 195, loss is 1.0176005epoch time: 31354.562 ms, per step time: 160.793 ms
- ============== Starting Testing ==============
-
- epoch time: 30991.665 ms, per step time: 158.932 ms
- ============== Starting Testing ==============
- epoch time: 31767.493 ms, per step time: 162.910 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9609375, 'loss': 0.6368568390607834}, use_time:18.192859649658203 ==============
- The best acc is 0.961738782051282
- ============== result:{'loss': 0.635955151457053, 'acc': 0.9618389423076923}, use_time:19.027518272399902 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9610376602564102, 'loss': 0.6349562456210455}, use_time:19.522642612457275 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9643429487179487, 'loss': 0.6336058777494308}, use_time:19.88488507270813 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6388232560876088, 'acc': 0.9604366987179487}, use_time:20.122253894805908 ==============
- The best acc is 0.9623397435897436
- ============== result:{'loss': 0.6352431951807096, 'acc': 0.9621394230769231}, use_time:20.29348111152649 ==============
- The best acc is 0.9626402243589743
- ============== result:{'loss': 0.6359187462008916, 'acc': 0.9627403846153846}, use_time:20.305297374725342 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6389317319561274, 'acc': 0.9600360576923077}, use_time:20.393123626708984 ==============
- The best acc is 0.9630408653846154
- ==============save checkpoint finished===================
- The best acc is 0.9618389423076923
- ==============save checkpoint finished===================
- The best acc is 0.9610376602564102
- ==============save checkpoint finished===================
- The best acc is 0.9643429487179487
- ==============save checkpoint finished===================
- The best acc is 0.9627403846153846
- epoch: 15 step: 195, loss is 1.2463815epoch: 15 step: 195, loss is 0.8286534
- epoch: 15 step: 195, loss is 0.74311936
- epoch: 15 step: 195, loss is 0.89662397
- epoch: 15 step: 195, loss is 0.81781995
- epoch: 15 step: 195, loss is 0.86908656
- epoch: 15 step: 195, loss is 0.9192464
-
- epoch: 15 step: 195, loss is 0.92570376
- epoch time: 35458.873 ms, per step time: 181.840 ms
- ============== Starting Testing ==============
- epoch time: 31601.313 ms, per step time: 162.058 ms
- ============== Starting Testing ==============
- epoch time: 30937.561 ms, per step time: 158.654 msepoch time: 33357.040 ms, per step time: 171.062 ms
- ============== Starting Testing ==============
- epoch time: 31238.837 ms, per step time: 160.199 ms
- epoch time: 33529.240 ms, per step time: 171.945 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 30463.351 ms, per step time: 156.222 ms
- ============== Starting Testing ==============
- epoch time: 33263.220 ms, per step time: 170.581 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.685370921324461, 'acc': 0.94140625}, use_time:19.91164255142212 ==============
- The best acc is 0.9618389423076923
- ============== result:{'loss': 0.6645149959203525, 'acc': 0.9496193910256411}, use_time:20.01402759552002 ==============
- The best acc is 0.9630408653846154
- ============== result:{'loss': 0.6662333758595662, 'acc': 0.9501201923076923}, use_time:20.23725724220276 ==============
- The best acc is 0.9627403846153846
- ============== result:{'acc': 0.946113782051282, 'loss': 0.6726266218301578}, use_time:20.270044326782227 ==============
- The best acc is 0.961738782051282
- ============== result:{'loss': 0.6702025015002642, 'acc': 0.9472155448717948}, use_time:20.348700284957886 ==============
- The best acc is 0.9626402243589743
- ============== result:{'acc': 0.9456129807692307, 'loss': 0.6740616472103657}, use_time:20.38058590888977 ==============
- The best acc is 0.9643429487179487
- ============== result:{'acc': 0.9442107371794872, 'loss': 0.6755686364112756}, use_time:20.381566762924194 ==============
- The best acc is 0.9610376602564102
- ============== result:{'loss': 0.6675850672599597, 'acc': 0.9488181089743589}, use_time:20.438347101211548 ==============
- The best acc is 0.9623397435897436
- epoch: 16 step: 195, loss is 0.97604716
- epoch: 16 step: 195, loss is 0.77804
- epoch: 16 step: 195, loss is 0.8592403
- epoch: 16 step: 195, loss is 0.82445014
- epoch: 16 step: 195, loss is 0.8628366
- epoch: 16 step: 195, loss is 0.9795066
- epoch time: 31493.656 ms, per step time: 161.506 ms
- ============== Starting Testing ==============epoch: 16 step: 195, loss is 0.90316176
- epoch time: 31383.465 ms, per step time: 160.941 msepoch time: 31022.261 ms, per step time: 159.089 ms
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31028.044 ms, per step time: 159.118 ms
- ============== Starting Testing ==============
- epoch: 16 step: 195, loss is 0.74543154
- epoch time: 31175.114 ms, per step time: 159.872 ms
- ============== Starting Testing ==============
- epoch time: 31066.100 ms, per step time: 159.313 ms
- ============== Starting Testing ==============
- epoch time: 31149.487 ms, per step time: 159.741 ms
- ============== Starting Testing ==============
- epoch time: 30989.738 ms, per step time: 158.922 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.964042467948718, 'loss': 0.6341414761084777}, use_time:18.214569807052612 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.631408691788331, 'acc': 0.9652443910256411}, use_time:19.11648201942444 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9657451923076923, 'loss': 0.6302131662766138}, use_time:19.47847032546997 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9646434294871795, 'loss': 0.6342695296192781}, use_time:19.820784091949463 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6317325041462214, 'acc': 0.9653445512820513}, use_time:20.176220178604126 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6367738925111599, 'acc': 0.9639423076923077}, use_time:20.30363965034485 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6319629771587176, 'acc': 0.9645432692307693}, use_time:20.32223868370056 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6303326374827287, 'acc': 0.9665464743589743}, use_time:20.454042434692383 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.964042467948718
- ==============save checkpoint finished===================
- The best acc is 0.9652443910256411
- ==============save checkpoint finished===================
- The best acc is 0.9657451923076923
- ==============save checkpoint finished===================
- The best acc is 0.9639423076923077
- ==============save checkpoint finished===================
- The best acc is 0.9646434294871795
- ==============save checkpoint finished===================
- The best acc is 0.9653445512820513
- ==============save checkpoint finished===================
- The best acc is 0.9645432692307693
- ==============save checkpoint finished===================
- The best acc is 0.9665464743589743
- epoch: 17 step: 195, loss is 0.9474775
- epoch: 17 step: 195, loss is 0.80909574
- epoch: 17 step: 195, loss is 0.79744494epoch: 17 step: 195, loss is 0.94737077
-
- epoch: 17 step: 195, loss is 1.0204539
- epoch: 17 step: 195, loss is 0.75235575
- epoch: 17 step: 195, loss is 0.90483093epoch time: 32522.556 ms, per step time: 166.782 ms
- ============== Starting Testing ==============
- epoch time: 31138.049 ms, per step time: 159.682 ms
-
- ============== Starting Testing ==============
- epoch time: 31507.913 ms, per step time: 161.579 msepoch time: 32061.580 ms, per step time: 164.418 msepoch: 17 step: 195, loss is 0.91567284
-
-
- ============== Starting Testing ==============
- epoch time: 30930.487 ms, per step time: 158.618 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31275.094 ms, per step time: 160.385 ms
- ============== Starting Testing ==============
- epoch time: 33569.776 ms, per step time: 172.153 ms
- ============== Starting Testing ==============
- epoch time: 30952.188 ms, per step time: 158.729 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6408667233891976, 'acc': 0.9611378205128205}, use_time:19.874638319015503 ==============
- The best acc is 0.9652443910256411
- ============== result:{'loss': 0.6406196187704037, 'acc': 0.9612379807692307}, use_time:20.024483680725098 ==============
- The best acc is 0.9665464743589743
- ============== result:{'acc': 0.9613381410256411, 'loss': 0.6420556274362099}, use_time:20.136892795562744 ==============
- The best acc is 0.964042467948718
- ============== result:{'acc': 0.9605368589743589, 'loss': 0.6409579721780924}, use_time:20.208302974700928 ==============
- The best acc is 0.9646434294871795
- ============== result:{'acc': 0.9620392628205128, 'loss': 0.6380496292542188}, use_time:20.262429237365723 ==============
- The best acc is 0.9657451923076923
- ============== result:{'loss': 0.6408077367605307, 'acc': 0.9610376602564102}, use_time:20.343486309051514 ==============
- The best acc is 0.9639423076923077
- ============== result:{'loss': 0.6402102512044784, 'acc': 0.9614383012820513}, use_time:20.350764513015747 ==============
- The best acc is 0.9653445512820513
- ============== result:{'loss': 0.6428573206067085, 'acc': 0.9602363782051282}, use_time:20.41753625869751 ==============
- The best acc is 0.9645432692307693
- epoch: 18 step: 195, loss is 0.9492844
- epoch: 18 step: 195, loss is 1.0518591
- epoch: 18 step: 195, loss is 0.915426epoch: 18 step: 195, loss is 0.8485053
-
- epoch: 18 step: 195, loss is 0.88681674
- epoch: 18 step: 195, loss is 0.86550665
- epoch: 18 step: 195, loss is 0.9694676
- epoch time: 31227.109 ms, per step time: 160.139 msepoch time: 31506.149 ms, per step time: 161.570 ms
- ============== Starting Testing ==============
- epoch time: 31116.646 ms, per step time: 159.573 ms
- ============== Starting Testing ==============
- epoch time: 30947.785 ms, per step time: 158.707 ms
- epoch time: 31354.330 ms, per step time: 160.791 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31171.016 ms, per step time: 159.851 ms
- ============== Starting Testing ==============
- epoch: 18 step: 195, loss is 0.9158269
- epoch time: 31047.300 ms, per step time: 159.217 ms
- ============== Starting Testing ==============
- epoch time: 31055.056 ms, per step time: 159.257 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.96484375, 'loss': 0.6355379877182153}, use_time:18.2292263507843 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6347795424935145, 'acc': 0.9644431089743589}, use_time:19.00295090675354 ==============
- The best acc is 0.9652443910256411
- ============== result:{'acc': 0.9629407051282052, 'loss': 0.6369108280692345}, use_time:19.5410418510437 ==============
- The best acc is 0.9657451923076923
- ============== result:{'acc': 0.9646434294871795, 'loss': 0.6342049048115046}, use_time:19.868557453155518 ==============
- The best acc is 0.9646434294871795
- ============== result:{'loss': 0.6343194301693867, 'acc': 0.96484375}, use_time:20.231911420822144 ==============
- The best acc is 0.9653445512820513
- ============== result:{'loss': 0.6336924760387495, 'acc': 0.9654447115384616}, use_time:20.360347986221313 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6372307710922681, 'acc': 0.9636418269230769}, use_time:20.385987520217896 ==============
- The best acc is 0.9645432692307693
- ============== result:{'loss': 0.6350604364505181, 'acc': 0.9641426282051282}, use_time:20.452181339263916 ==============
- The best acc is 0.9665464743589743
- ==============save checkpoint finished===================
- The best acc is 0.96484375
- ==============save checkpoint finished===================
- The best acc is 0.9654447115384616
- epoch: 19 step: 195, loss is 1.0163654epoch: 19 step: 195, loss is 1.0056177
-
- epoch: 19 step: 195, loss is 0.8059589epoch: 19 step: 195, loss is 1.0966102
- epoch: 19 step: 195, loss is 0.8103754epoch: 19 step: 195, loss is 0.8110976
-
-
- epoch time: 33365.125 ms, per step time: 171.103 ms
- ============== Starting Testing ==============
- epoch time: 36200.562 ms, per step time: 185.644 ms
- ============== Starting Testing ==============
- epoch time: 31047.537 ms, per step time: 159.218 msepoch time: 35662.469 ms, per step time: 182.884 msepoch time: 34946.254 ms, per step time: 179.212 ms
-
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- ============== Starting Testing ==============epoch time: 34751.866 ms, per step time: 178.215 ms
-
- ============== Starting Testing ==============
- epoch: 19 step: 195, loss is 0.95526433
- epoch: 19 step: 195, loss is 0.86178565
- epoch time: 35354.910 ms, per step time: 181.307 ms
- ============== Starting Testing ==============
- epoch time: 34842.894 ms, per step time: 178.682 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6323000356937066, 'acc': 0.9647435897435898}, use_time:19.918166160583496 ==============
- The best acc is 0.9652443910256411
- ============== result:{'loss': 0.630638436629222, 'acc': 0.9653445512820513}, use_time:19.962249755859375 ==============
- The best acc is 0.9665464743589743
- ============== result:{'loss': 0.6305232676558006, 'acc': 0.965645032051282}, use_time:20.230815172195435 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6340296363983399, 'acc': 0.9646434294871795}, use_time:20.283122062683105 ==============
- The best acc is 0.9653445512820513
- ============== result:{'acc': 0.9657451923076923, 'loss': 0.6309297386652384}, use_time:20.288671255111694 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9637419871794872, 'loss': 0.6338730204181794}, use_time:20.326087713241577 ==============
- The best acc is 0.96484375
- ============== result:{'loss': 0.6325055041756386, 'acc': 0.9643429487179487}, use_time:20.32580590248108 ==============
- The best acc is 0.9645432692307693
- ============== result:{'acc': 0.9655448717948718, 'loss': 0.6314304054547579}, use_time:20.389239072799683 ==============
- The best acc is 0.9657451923076923
- ==============save checkpoint finished===================
- The best acc is 0.965645032051282
- ==============save checkpoint finished===================
- The best acc is 0.9657451923076923
- epoch: 20 step: 195, loss is 0.86943567
- epoch: 20 step: 195, loss is 1.0124686epoch: 20 step: 195, loss is 0.723766epoch: 20 step: 195, loss is 1.1653244
- epoch: 20 step: 195, loss is 0.8904583epoch: 20 step: 195, loss is 0.8218057
-
-
- epoch: 20 step: 195, loss is 0.8894628
-
- epoch: 20 step: 195, loss is 0.9040286
- epoch time: 34075.944 ms, per step time: 174.748 ms
- ============== Starting Testing ==============
- epoch time: 34011.378 ms, per step time: 174.417 ms
- ============== Starting Testing ==============
- epoch time: 31008.222 ms, per step time: 159.017 ms
- ============== Starting Testing ==============
- epoch time: 34439.214 ms, per step time: 176.611 msepoch time: 34119.602 ms, per step time: 174.972 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============epoch time: 30939.247 ms, per step time: 158.663 ms
-
- ============== Starting Testing ==============
- epoch time: 34055.360 ms, per step time: 174.643 ms
- ============== Starting Testing ==============
- epoch time: 34493.440 ms, per step time: 176.889 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9587339743589743, 'loss': 0.6428208620502398}, use_time:18.18149709701538 ==============
- The best acc is 0.96484375
- ============== result:{'loss': 0.6448461310221598, 'acc': 0.9579326923076923}, use_time:19.11758852005005 ==============
- The best acc is 0.9652443910256411
- ============== result:{'acc': 0.956229967948718, 'loss': 0.6478028305065937}, use_time:19.475926637649536 ==============
- The best acc is 0.9657451923076923
- ============== result:{'acc': 0.9553285256410257, 'loss': 0.6509049127881343}, use_time:19.832602977752686 ==============
- The best acc is 0.9657451923076923
- ============== result:{'loss': 0.6526673233661896, 'acc': 0.9542267628205128}, use_time:20.20271921157837 ==============
- The best acc is 0.9653445512820513
- ============== result:{'loss': 0.652876079082489, 'acc': 0.9551282051282052}, use_time:20.276012420654297 ==============
- The best acc is 0.9645432692307693
- ============== result:{'loss': 0.6489327530830334, 'acc': 0.9565304487179487}, use_time:20.320428133010864 ==============
- The best acc is 0.965645032051282
- ============== result:{'loss': 0.6533152697942196, 'acc': 0.9538261217948718}, use_time:20.432138919830322 ==============
- The best acc is 0.9665464743589743
- epoch: 21 step: 195, loss is 0.99014026epoch: 21 step: 195, loss is 0.8236804epoch: 21 step: 195, loss is 0.8825598
-
- epoch: 21 step: 195, loss is 0.8965959epoch: 21 step: 195, loss is 0.7631938epoch: 21 step: 195, loss is 0.6685709
- epoch: 21 step: 195, loss is 1.0839695
-
-
-
- epoch: 21 step: 195, loss is 0.6802949
- epoch time: 31370.190 ms, per step time: 160.873 ms
- ============== Starting Testing ==============
- epoch time: 33395.479 ms, per step time: 171.259 ms
- ============== Starting Testing ==============
- epoch time: 31142.034 ms, per step time: 159.703 ms
- epoch time: 32100.484 ms, per step time: 164.618 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 32450.785 ms, per step time: 166.414 msepoch time: 31296.889 ms, per step time: 160.497 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31743.155 ms, per step time: 162.785 ms
- ============== Starting Testing ==============
- epoch time: 31261.436 ms, per step time: 160.315 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6384214384433551, 'acc': 0.9603365384615384}, use_time:19.862460613250732 ==============
- The best acc is 0.9652443910256411
- ============== result:{'loss': 0.6360433000402573, 'acc': 0.9618389423076923}, use_time:20.062849283218384 ==============
- The best acc is 0.9665464743589743
- ============== result:{'acc': 0.9616386217948718, 'loss': 0.6353107860837227}, use_time:20.214348554611206 ==============
- The best acc is 0.9657451923076923
- ============== result:{'loss': 0.6330155216348476, 'acc': 0.9634415064102564}, use_time:20.246827602386475 ==============
- The best acc is 0.965645032051282
- ============== result:{'acc': 0.9603365384615384, 'loss': 0.6389579224662904}, use_time:20.325400590896606 ==============
- The best acc is 0.96484375
- ============== result:{'loss': 0.6347008905349634, 'acc': 0.9618389423076923}, use_time:20.370991945266724 ==============
- The best acc is 0.9653445512820513
- ============== result:{'acc': 0.961738782051282, 'loss': 0.6345050088488139}, use_time:20.401237726211548 ==============
- The best acc is 0.9657451923076923
- ============== result:{'loss': 0.6383550056280234, 'acc': 0.9595352564102564}, use_time:20.427974462509155 ==============
- The best acc is 0.9645432692307693
- epoch: 22 step: 195, loss is 1.1039921
- epoch: 22 step: 195, loss is 0.9612675
- epoch: 22 step: 195, loss is 1.0988629epoch: 22 step: 195, loss is 0.9162739
- epoch: 22 step: 195, loss is 0.8556571
-
- epoch: 22 step: 195, loss is 0.8571393
- epoch: 22 step: 195, loss is 0.81001115
- epoch time: 31369.791 ms, per step time: 160.871 msepoch time: 31568.536 ms, per step time: 161.890 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31031.837 ms, per step time: 159.138 msepoch time: 31063.183 ms, per step time: 159.298 msepoch time: 31003.949 ms, per step time: 158.995 msepoch time: 31108.640 ms, per step time: 159.531 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
-
- ============== Starting Testing ============================ Starting Testing ==============epoch time: 31178.775 ms, per step time: 159.891 ms
-
- ============== Starting Testing ==============
-
- epoch: 22 step: 195, loss is 0.8893906
- epoch time: 31241.005 ms, per step time: 160.210 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9634415064102564, 'loss': 0.6333678561525468}, use_time:18.160637855529785 ==============
- The best acc is 0.96484375
- ============== result:{'loss': 0.6344288558914111, 'acc': 0.9628405448717948}, use_time:19.055110454559326 ==============
- The best acc is 0.9652443910256411
- ============== result:{'acc': 0.9653445512820513, 'loss': 0.6310938443893042}, use_time:19.643853902816772 ==============
- The best acc is 0.9657451923076923
- ============== result:{'acc': 0.9630408653846154, 'loss': 0.6331284168439034}, use_time:19.898969173431396 ==============
- The best acc is 0.9657451923076923
- ============== result:{'loss': 0.6314843551088603, 'acc': 0.9644431089743589}, use_time:20.22367811203003 ==============
- The best acc is 0.9653445512820513
- ============== result:{'loss': 0.6350079024067292, 'acc': 0.9622395833333334}, use_time:20.320160150527954 ==============
- The best acc is 0.965645032051282
- ============== result:{'loss': 0.6319798936064427, 'acc': 0.9637419871794872}, use_time:20.325981616973877 ==============
- The best acc is 0.9645432692307693
- ============== result:{'loss': 0.6320081460170257, 'acc': 0.9637419871794872}, use_time:20.474550008773804 ==============
- The best acc is 0.9665464743589743
- epoch: 23 step: 195, loss is 0.93895835
- epoch: 23 step: 195, loss is 0.6680633
- epoch: 23 step: 195, loss is 1.0994132
- epoch: 23 step: 195, loss is 0.75547314
- epoch: 23 step: 195, loss is 0.8046215epoch: 23 step: 195, loss is 0.76543385
-
- epoch: 23 step: 195, loss is 0.9230429
- epoch time: 33386.321 ms, per step time: 171.212 ms
- ============== Starting Testing ==============
- epoch: 23 step: 195, loss is 0.8918281
- epoch time: 32494.842 ms, per step time: 166.640 msepoch time: 31625.618 ms, per step time: 162.183 msepoch time: 31324.461 ms, per step time: 160.638 ms
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31222.919 ms, per step time: 160.118 ms
- ============== Starting Testing ==============
- epoch time: 31076.969 ms, per step time: 159.369 ms
- ============== Starting Testing ==============
- epoch time: 31910.125 ms, per step time: 163.642 ms
- ============== Starting Testing ==============
- epoch time: 31241.890 ms, per step time: 160.215 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6364922275145849, 'acc': 0.9633413461538461}, use_time:19.923860788345337 ==============
- The best acc is 0.9652443910256411
- ============== result:{'loss': 0.6386329545042454, 'acc': 0.9625400641025641}, use_time:20.035129070281982 ==============
- The best acc is 0.9665464743589743
- ============== result:{'acc': 0.9630408653846154, 'loss': 0.6371210196461433}, use_time:20.20102882385254 ==============
- The best acc is 0.96484375
- ============== result:{'acc': 0.9614383012820513, 'loss': 0.6404448292958431}, use_time:20.21963620185852 ==============
- The best acc is 0.9657451923076923
- ============== result:{'loss': 0.6323462082789495, 'acc': 0.9650440705128205}, use_time:20.283811807632446 ==============
- The best acc is 0.965645032051282
- ============== result:{'acc': 0.9611378205128205, 'loss': 0.6408500235814315}, use_time:20.317230701446533 ==============
- The best acc is 0.9657451923076923
- ============== result:{'loss': 0.6385785278219444, 'acc': 0.9615384615384616}, use_time:20.370097160339355 ==============
- The best acc is 0.9653445512820513
- ============== result:{'loss': 0.6367807218279594, 'acc': 0.9625400641025641}, use_time:20.393532514572144 ==============
- The best acc is 0.9645432692307693
- epoch: 24 step: 195, loss is 0.983432epoch: 24 step: 195, loss is 0.9127823epoch: 24 step: 195, loss is 0.8991986
- epoch: 24 step: 195, loss is 0.98266643
-
-
- epoch: 24 step: 195, loss is 0.7870251
- epoch: 24 step: 195, loss is 0.6816607
- epoch: 24 step: 195, loss is 0.7746786
- epoch: 24 step: 195, loss is 0.79778117epoch time: 31243.720 ms, per step time: 160.224 ms
-
- ============== Starting Testing ==============
- epoch time: 30948.663 ms, per step time: 158.711 ms
- epoch time: 30774.055 ms, per step time: 157.816 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 30871.549 ms, per step time: 158.316 ms
- ============== Starting Testing ==============
- epoch time: 30800.266 ms, per step time: 157.950 ms
- ============== Starting Testing ==============
- epoch time: 30972.482 ms, per step time: 158.833 ms
- ============== Starting Testing ==============
- epoch time: 30856.170 ms, per step time: 158.237 ms
- ============== Starting Testing ==============
- epoch time: 31144.838 ms, per step time: 159.717 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9608373397435898, 'loss': 0.6372804141197449}, use_time:18.24974226951599 ==============
- The best acc is 0.96484375
- ============== result:{'loss': 0.639577965132701, 'acc': 0.9606370192307693}, use_time:19.113967895507812 ==============
- The best acc is 0.9652443910256411
- ============== result:{'acc': 0.9611378205128205, 'loss': 0.6370736329983442}, use_time:19.50892186164856 ==============
- The best acc is 0.9657451923076923
- ============== result:{'acc': 0.9596354166666666, 'loss': 0.6421245745359323}, use_time:19.85477304458618 ==============
- The best acc is 0.9657451923076923
- ============== result:{'loss': 0.6462982904452544, 'acc': 0.9566306089743589}, use_time:20.130610466003418 ==============
- The best acc is 0.9653445512820513
- ============== result:{'loss': 0.6403649600270467, 'acc': 0.9593349358974359}, use_time:20.427778720855713 ==============
- The best acc is 0.965645032051282
- ============== result:{'loss': 0.6353124500467227, 'acc': 0.9620392628205128}, use_time:20.433685779571533 ==============
- The best acc is 0.9645432692307693
- ============== result:{'loss': 0.6352924154354975, 'acc': 0.9622395833333334}, use_time:20.490174531936646 ==============
- The best acc is 0.9665464743589743
- epoch: 25 step: 195, loss is 0.98940057
- epoch: 25 step: 195, loss is 0.8600892epoch: 25 step: 195, loss is 0.8737822
- epoch: 25 step: 195, loss is 0.83569694
-
- epoch: 25 step: 195, loss is 0.7869594
- epoch time: 32514.665 ms, per step time: 166.742 ms
- ============== Starting Testing ==============
- epoch: 25 step: 195, loss is 0.8114354
- epoch time: 31124.014 ms, per step time: 159.610 ms
- epoch time: 31774.551 ms, per step time: 162.946 msepoch time: 31195.783 ms, per step time: 159.978 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
-
- epoch time: 31497.703 ms, per step time: 161.527 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch: 25 step: 195, loss is 0.8496456
- epoch: 25 step: 195, loss is 0.877299
- epoch time: 33389.979 ms, per step time: 171.231 ms
- ============== Starting Testing ==============
- epoch time: 32129.694 ms, per step time: 164.768 ms
- ============== Starting Testing ==============
- epoch time: 31222.059 ms, per step time: 160.113 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6287311111123134, 'acc': 0.9657451923076923}, use_time:19.942061185836792 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.625123228591222, 'acc': 0.9675480769230769}, use_time:20.104880809783936 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9660456730769231, 'loss': 0.6277936614858799}, use_time:20.277040004730225 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6225975662087783, 'acc': 0.9683493589743589}, use_time:20.286674976348877 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9666466346153846, 'loss': 0.6271973664943988}, use_time:20.312718868255615 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6243353165113009, 'acc': 0.9680488782051282}, use_time:20.34593939781189 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9677483974358975, 'loss': 0.6254221772154173}, use_time:20.38978910446167 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6279674057777112, 'acc': 0.9661458333333334}, use_time:20.447836875915527 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9657451923076923
- ==============save checkpoint finished===================
- The best acc is 0.9666466346153846
- ==============save checkpoint finished===================
- The best acc is 0.9675480769230769
- ==============save checkpoint finished===================
- The best acc is 0.9680488782051282
- ==============save checkpoint finished===================
- The best acc is 0.9660456730769231
- ==============save checkpoint finished===================
- The best acc is 0.9683493589743589
- ==============save checkpoint finished===================
- The best acc is 0.9677483974358975
- ==============save checkpoint finished===================
- The best acc is 0.9661458333333334
- epoch: 26 step: 195, loss is 0.64002436
- epoch: 26 step: 195, loss is 0.887715
- epoch: 26 step: 195, loss is 0.95038486
- epoch: 26 step: 195, loss is 0.7273235epoch: 26 step: 195, loss is 0.8741218
-
- epoch: 26 step: 195, loss is 0.8502221
- epoch: 26 step: 195, loss is 0.8708422
- epoch time: 30790.808 ms, per step time: 157.902 ms
- ============== Starting Testing ==============
- epoch time: 31128.842 ms, per step time: 159.635 ms
- ============== Starting Testing ==============
- epoch time: 30813.272 ms, per step time: 158.017 ms
- ============== Starting Testing ==============
- epoch time: 30811.195 ms, per step time: 158.006 ms
- ============== Starting Testing ==============
- epoch time: 30783.057 ms, per step time: 157.862 ms
- ============== Starting Testing ==============
- epoch time: 30847.056 ms, per step time: 158.190 ms
- ============== Starting Testing ==============
- epoch time: 30822.324 ms, per step time: 158.063 ms
- ============== Starting Testing ==============
- epoch: 26 step: 195, loss is 0.8010739
- epoch time: 30969.250 ms, per step time: 158.817 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9681490384615384, 'loss': 0.6228909693085231}, use_time:18.170223712921143 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.621980196199356, 'acc': 0.9680488782051282}, use_time:19.070388317108154 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9676482371794872, 'loss': 0.6214011489198759}, use_time:19.609245777130127 ==============
- The best acc is 0.9677483974358975
- ============== result:{'acc': 0.9686498397435898, 'loss': 0.6201328188180923}, use_time:19.854730367660522 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6209752141283109, 'acc': 0.9681490384615384}, use_time:20.177093982696533 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6222295394310584, 'acc': 0.9667467948717948}, use_time:20.245811700820923 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6254710501585251, 'acc': 0.9663461538461539}, use_time:20.277825117111206 ==============
- The best acc is 0.9683493589743589
- ============== result:{'loss': 0.6237254182879741, 'acc': 0.9669471153846154}, use_time:20.488163709640503 ==============
- The best acc is 0.9675480769230769
- ==============save checkpoint finished===================
- The best acc is 0.9681490384615384
- ==============save checkpoint finished===================
- The best acc is 0.9680488782051282
- ==============save checkpoint finished===================
- The best acc is 0.9686498397435898
- ==============save checkpoint finished===================
- The best acc is 0.9667467948717948
- ==============save checkpoint finished===================
- The best acc is 0.9681490384615384
- epoch: 27 step: 195, loss is 0.8698828
- epoch: 27 step: 195, loss is 0.893057
- epoch: 27 step: 195, loss is 1.0838257
- epoch: 27 step: 195, loss is 0.9433625
- epoch: 27 step: 195, loss is 0.7859588
- epoch: 27 step: 195, loss is 0.9296765
- epoch: 27 step: 195, loss is 0.83135045
- epoch time: 34547.074 ms, per step time: 177.164 msepoch time: 32272.698 ms, per step time: 165.501 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 30969.511 ms, per step time: 158.818 ms
- ============== Starting Testing ==============
- epoch time: 34335.978 ms, per step time: 176.082 ms
- epoch: 27 step: 195, loss is 0.9037726============== Starting Testing ==============
-
- epoch time: 33221.313 ms, per step time: 170.366 ms
- epoch time: 31228.379 ms, per step time: 160.146 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 35231.549 ms, per step time: 180.675 ms
- ============== Starting Testing ==============
- epoch time: 30857.637 ms, per step time: 158.244 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6191294798866297, 'acc': 0.9710536858974359}, use_time:19.96552801132202 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6221123079840953, 'acc': 0.96875}, use_time:20.068297624588013 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9692508012820513, 'loss': 0.6207516713020129}, use_time:20.149681329727173 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6199621200943605, 'acc': 0.9700520833333334}, use_time:20.24936318397522 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9689503205128205, 'loss': 0.6223018454053463}, use_time:20.27111554145813 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6233999811303921, 'acc': 0.9682491987179487}, use_time:20.29350519180298 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9700520833333334, 'loss': 0.6203510027665359}, use_time:20.345403909683228 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6201461194417416, 'acc': 0.9701522435897436}, use_time:20.41613245010376 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9710536858974359
- ==============save checkpoint finished===================
- The best acc is 0.9692508012820513
- ==============save checkpoint finished===================
- The best acc is 0.96875
- ==============save checkpoint finished===================
- The best acc is 0.9689503205128205
- ==============save checkpoint finished===================
- The best acc is 0.9682491987179487
- ==============save checkpoint finished===================
- The best acc is 0.9700520833333334
- ==============save checkpoint finished===================
- The best acc is 0.9700520833333334
- ==============save checkpoint finished===================
- The best acc is 0.9701522435897436
- epoch: 28 step: 195, loss is 0.93796825
- epoch: 28 step: 195, loss is 0.77025425
- epoch: 28 step: 195, loss is 0.96151996
- epoch: 28 step: 195, loss is 0.97564274
- epoch: 28 step: 195, loss is 0.99265367epoch: 28 step: 195, loss is 0.8033543epoch: 28 step: 195, loss is 0.8694212
-
-
- epoch: 28 step: 195, loss is 0.8477069
- epoch time: 31731.106 ms, per step time: 162.724 ms
- ============== Starting Testing ==============
- epoch time: 31890.900 ms, per step time: 163.543 ms
- ============== Starting Testing ==============
- epoch time: 31456.892 ms, per step time: 161.317 ms
- ============== Starting Testing ==============
- epoch time: 31393.419 ms, per step time: 160.992 ms
- ============== Starting Testing ==============
- epoch time: 31303.972 ms, per step time: 160.533 ms
- ============== Starting Testing ==============
- epoch time: 31496.509 ms, per step time: 161.521 ms
- ============== Starting Testing ==============
- epoch time: 31366.256 ms, per step time: 160.853 ms
- ============== Starting Testing ==============
- epoch time: 31374.277 ms, per step time: 160.894 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9693509615384616, 'loss': 0.620162562873119}, use_time:18.18212914466858 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6207187817646906, 'acc': 0.9694511217948718}, use_time:18.993722677230835 ==============
- The best acc is 0.9710536858974359
- ============== result:{'acc': 0.9688501602564102, 'loss': 0.6197699745878195}, use_time:19.549840211868286 ==============
- The best acc is 0.9700520833333334
- ============== result:{'acc': 0.9690504807692307, 'loss': 0.6213368034133544}, use_time:19.8317449092865 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6191179263286102, 'acc': 0.9700520833333334}, use_time:20.129701375961304 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6227914904936765, 'acc': 0.967948717948718}, use_time:20.3361873626709 ==============
- The best acc is 0.9700520833333334
- ============== result:{'loss': 0.6188720147579144, 'acc': 0.9697516025641025}, use_time:20.374929904937744 ==============
- The best acc is 0.9701522435897436
- ============== result:{'loss': 0.6198603593004055, 'acc': 0.9689503205128205}, use_time:20.45594882965088 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9693509615384616
- ==============save checkpoint finished===================
- The best acc is 0.9690504807692307
- ==============save checkpoint finished===================
- The best acc is 0.9700520833333334
- ==============save checkpoint finished===================
- The best acc is 0.9689503205128205
- epoch: 29 step: 195, loss is 0.8034378
- epoch: 29 step: 195, loss is 0.9057134epoch: 29 step: 195, loss is 0.7295696
-
- epoch: 29 step: 195, loss is 0.7937127
- epoch time: 33686.474 ms, per step time: 172.751 msepoch: 29 step: 195, loss is 0.8723608
- epoch: 29 step: 195, loss is 0.76714945
- ============== Starting Testing ==============
-
- epoch time: 31784.301 ms, per step time: 162.996 msepoch time: 34054.439 ms, per step time: 174.638 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 35439.496 ms, per step time: 181.741 ms
- ============== Starting Testing ==============
- epoch: 29 step: 195, loss is 1.0325173
- epoch: 29 step: 195, loss is 0.85789025
- epoch time: 34077.976 ms, per step time: 174.759 ms
- ============== Starting Testing ==============
- epoch time: 34889.378 ms, per step time: 178.920 ms
- ============== Starting Testing ==============
- epoch time: 31141.557 ms, per step time: 159.700 ms
- ============== Starting Testing ==============
- epoch time: 31614.718 ms, per step time: 162.127 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6173521364346529, 'acc': 0.9709535256410257}, use_time:19.929131269454956 ==============
- The best acc is 0.9710536858974359
- ============== result:{'loss': 0.6179794329099166, 'acc': 0.9710536858974359}, use_time:20.077821254730225 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9702524038461539, 'loss': 0.6178146461263682}, use_time:20.17417025566101 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9698517628205128, 'loss': 0.6184520320250437}, use_time:20.24907398223877 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6167912322741288, 'acc': 0.9704527243589743}, use_time:20.265738248825073 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6188360294088339, 'acc': 0.9702524038461539}, use_time:20.309759855270386 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9703525641025641, 'loss': 0.6183724365173242}, use_time:20.3877215385437 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6175640657162055, 'acc': 0.9714543269230769}, use_time:20.434393167495728 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9702524038461539
- ==============save checkpoint finished===================
- The best acc is 0.9710536858974359
- ==============save checkpoint finished===================
- The best acc is 0.9698517628205128
- ==============save checkpoint finished===================
- The best acc is 0.9704527243589743
- ==============save checkpoint finished===================
- The best acc is 0.9702524038461539
- ==============save checkpoint finished===================
- The best acc is 0.9703525641025641
- ==============save checkpoint finished===================
- The best acc is 0.9714543269230769
- epoch: 30 step: 195, loss is 0.95989597
- epoch: 30 step: 195, loss is 0.75292474
- epoch: 30 step: 195, loss is 0.95576406epoch: 30 step: 195, loss is 0.8628392epoch: 30 step: 195, loss is 1.1148157epoch: 30 step: 195, loss is 0.79919195
-
-
-
- epoch: 30 step: 195, loss is 0.86269414
- epoch: 30 step: 195, loss is 0.7808118
- epoch time: 31376.452 ms, per step time: 160.905 ms
- ============== Starting Testing ==============
- epoch time: 30962.199 ms, per step time: 158.781 msepoch time: 34280.816 ms, per step time: 175.799 ms
- ============== Starting Testing ==============
-
- epoch time: 30967.504 ms, per step time: 158.808 msepoch time: 31018.257 ms, per step time: 159.068 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ============================ Starting Testing ==============
- epoch time: 31173.595 ms, per step time: 159.865 ms
-
- ============== Starting Testing ==============
- epoch time: 31062.937 ms, per step time: 159.297 ms
- ============== Starting Testing ==============
- epoch time: 30907.848 ms, per step time: 158.502 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9636418269230769, 'loss': 0.6303465202068671}, use_time:18.175395965576172 ==============
- The best acc is 0.9702524038461539
- ============== result:{'loss': 0.6300347926907051, 'acc': 0.9634415064102564}, use_time:19.08669090270996 ==============
- The best acc is 0.9710536858974359
- ============== result:{'acc': 0.9612379807692307, 'loss': 0.6357827503711749}, use_time:19.585102558135986 ==============
- The best acc is 0.9703525641025641
- ============== result:{'acc': 0.9635416666666666, 'loss': 0.6330977208339251}, use_time:19.888091325759888 ==============
- The best acc is 0.9698517628205128
- ============== result:{'loss': 0.6342605575919151, 'acc': 0.9616386217948718}, use_time:20.17255663871765 ==============
- The best acc is 0.9702524038461539
- ============== result:{'loss': 0.6313815038555708, 'acc': 0.9629407051282052}, use_time:20.371975898742676 ==============
- The best acc is 0.9704527243589743
- ============== result:{'loss': 0.6316876409527583, 'acc': 0.9626402243589743}, use_time:20.375899076461792 ==============
- The best acc is 0.9714543269230769
- ============== result:{'loss': 0.6285476451500868, 'acc': 0.9641426282051282}, use_time:20.468263626098633 ==============
- The best acc is 0.9710536858974359
- epoch: 31 step: 195, loss is 0.81951433
- epoch: 31 step: 195, loss is 0.9514197
- epoch: 31 step: 195, loss is 0.8424823
- epoch: 31 step: 195, loss is 0.929209epoch: 31 step: 195, loss is 0.8210304
-
- epoch: 31 step: 195, loss is 0.80381304
- epoch: 31 step: 195, loss is 0.76423466
- epoch: 31 step: 195, loss is 0.762925
- epoch time: 33083.390 ms, per step time: 169.658 ms
- ============== Starting Testing ==============
- epoch time: 31369.663 ms, per step time: 160.870 ms
- ============== Starting Testing ==============
- epoch time: 31674.894 ms, per step time: 162.435 msepoch time: 30887.469 ms, per step time: 158.397 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============epoch time: 32174.369 ms, per step time: 164.997 ms
-
- ============== Starting Testing ==============
- epoch time: 30879.517 ms, per step time: 158.356 ms
- ============== Starting Testing ==============
- epoch time: 30793.765 ms, per step time: 157.917 ms
- ============== Starting Testing ==============
- epoch time: 31101.102 ms, per step time: 159.493 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6339765798587066, 'acc': 0.9623397435897436}, use_time:19.89561128616333 ==============
- The best acc is 0.9710536858974359
- ============== result:{'loss': 0.6384094002155157, 'acc': 0.9616386217948718}, use_time:20.15264582633972 ==============
- The best acc is 0.9710536858974359
- ============== result:{'acc': 0.9609375, 'loss': 0.6385845343271891}, use_time:20.199324131011963 ==============
- The best acc is 0.9702524038461539
- ============== result:{'acc': 0.9627403846153846, 'loss': 0.6347369691118215}, use_time:20.24073576927185 ==============
- The best acc is 0.9703525641025641
- ============== result:{'acc': 0.9616386217948718, 'loss': 0.6345528018398162}, use_time:20.246078968048096 ==============
- The best acc is 0.9698517628205128
- ============== result:{'loss': 0.6397083821969155, 'acc': 0.9600360576923077}, use_time:20.260439157485962 ==============
- The best acc is 0.9702524038461539
- ============== result:{'loss': 0.6350716575980186, 'acc': 0.9620392628205128}, use_time:20.284158945083618 ==============
- The best acc is 0.9704527243589743
- ============== result:{'loss': 0.6361060729011511, 'acc': 0.9624399038461539}, use_time:20.43392324447632 ==============
- The best acc is 0.9714543269230769
- epoch: 32 step: 195, loss is 0.6656822epoch: 32 step: 195, loss is 0.9181286
- epoch: 32 step: 195, loss is 0.69791746
- epoch: 32 step: 195, loss is 1.3405213
- epoch: 32 step: 195, loss is 0.6842433epoch: 32 step: 195, loss is 0.78496253
-
-
- epoch: 32 step: 195, loss is 1.0036821
- epoch: 32 step: 195, loss is 0.9212339
- epoch time: 31411.642 ms, per step time: 161.085 ms
- ============== Starting Testing ==============
- epoch time: 31713.924 ms, per step time: 162.636 ms
- ============== Starting Testing ==============
- epoch time: 31368.980 ms, per step time: 160.867 ms
- ============== Starting Testing ==============
- epoch time: 31335.143 ms, per step time: 160.693 ms
- ============== Starting Testing ==============epoch time: 31365.496 ms, per step time: 160.849 ms
-
- epoch time: 31326.994 ms, per step time: 160.651 msepoch time: 31456.259 ms, per step time: 161.314 ms
- ============== Starting Testing ==============
- epoch time: 31176.690 ms, per step time: 159.880 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9629407051282052, 'loss': 0.6340240465524869}, use_time:18.262449026107788 ==============
- The best acc is 0.9702524038461539
- ============== result:{'loss': 0.6328278365425575, 'acc': 0.9626402243589743}, use_time:19.036365032196045 ==============
- The best acc is 0.9710536858974359
- ============== result:{'acc': 0.9644431089743589, 'loss': 0.630389555142476}, use_time:19.584720134735107 ==============
- The best acc is 0.9703525641025641
- ============== result:{'acc': 0.9641426282051282, 'loss': 0.6301417602942541}, use_time:19.849407196044922 ==============
- The best acc is 0.9698517628205128
- ============== result:{'loss': 0.63105930827367, 'acc': 0.9638421474358975}, use_time:20.22396183013916 ==============
- The best acc is 0.9702524038461539
- ============== result:{'loss': 0.6269051350462131, 'acc': 0.965645032051282}, use_time:20.261101722717285 ==============
- The best acc is 0.9704527243589743
- ============== result:{'loss': 0.6292810164965116, 'acc': 0.9649439102564102}, use_time:20.277523040771484 ==============
- The best acc is 0.9714543269230769
- ============== result:{'loss': 0.6312975111680154, 'acc': 0.9638421474358975}, use_time:20.451730728149414 ==============
- The best acc is 0.9710536858974359
- epoch: 33 step: 195, loss is 0.91920835
- epoch: 33 step: 195, loss is 0.75392914
- epoch: 33 step: 195, loss is 0.8310977
- epoch: 33 step: 195, loss is 0.8863004epoch: 33 step: 195, loss is 0.78270507
-
- epoch: 33 step: 195, loss is 0.7888968
- epoch: 33 step: 195, loss is 0.83243346
- epoch time: 33274.046 ms, per step time: 170.636 ms
- ============== Starting Testing ==============
- epoch time: 32502.260 ms, per step time: 166.678 msepoch time: 31084.683 ms, per step time: 159.409 msepoch time: 31313.847 ms, per step time: 160.584 ms
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31259.841 ms, per step time: 160.307 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch: 33 step: 195, loss is 0.6225319
- epoch time: 31694.674 ms, per step time: 162.537 ms
- ============== Starting Testing ==============
- epoch time: 31298.590 ms, per step time: 160.506 ms
- ============== Starting Testing ==============
- epoch time: 31981.126 ms, per step time: 164.006 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6215712504509168, 'acc': 0.96875}, use_time:19.938912868499756 ==============
- The best acc is 0.9710536858974359
- ============== result:{'loss': 0.6221171919351969, 'acc': 0.9685496794871795}, use_time:20.041420936584473 ==============
- The best acc is 0.9710536858974359
- ============== result:{'loss': 0.6208506333522308, 'acc': 0.9688501602564102}, use_time:20.250712871551514 ==============
- The best acc is 0.9702524038461539
- ============== result:{'acc': 0.9684495192307693, 'loss': 0.6230704717529125}, use_time:20.272281885147095 ==============
- The best acc is 0.9698517628205128
- ============== result:{'acc': 0.9681490384615384, 'loss': 0.6212040814451683}, use_time:20.294965744018555 ==============
- The best acc is 0.9702524038461539
- ============== result:{'loss': 0.6217299917569528, 'acc': 0.9685496794871795}, use_time:20.30801558494568 ==============
- The best acc is 0.9704527243589743
- ============== result:{'acc': 0.9686498397435898, 'loss': 0.6224150674847456}, use_time:20.37381935119629 ==============
- The best acc is 0.9703525641025641
- ============== result:{'loss': 0.6189937813159747, 'acc': 0.9701522435897436}, use_time:20.41613793373108 ==============
- The best acc is 0.9714543269230769
- epoch: 34 step: 195, loss is 0.6192644epoch: 34 step: 195, loss is 0.6697778
-
- epoch: 34 step: 195, loss is 0.8286935
- epoch: 34 step: 195, loss is 0.8721725epoch: 34 step: 195, loss is 0.7742331epoch: 34 step: 195, loss is 0.7735466
-
-
- epoch: 34 step: 195, loss is 0.83919215
- epoch time: 31358.334 ms, per step time: 160.812 ms
- ============== Starting Testing ==============
- epoch time: 31712.872 ms, per step time: 162.630 ms
- ============== Starting Testing ==============
- epoch time: 31372.742 ms, per step time: 160.886 ms
- ============== Starting Testing ==============
- epoch time: 31237.365 ms, per step time: 160.192 ms
- ============== Starting Testing ==============
- epoch time: 31251.662 ms, per step time: 160.265 ms
- ============== Starting Testing ==============
- epoch time: 31323.974 ms, per step time: 160.636 ms
- ============== Starting Testing ==============
- epoch time: 31405.627 ms, per step time: 161.054 ms
- ============== Starting Testing ==============
- epoch: 34 step: 195, loss is 0.7822971
- epoch time: 31636.082 ms, per step time: 162.236 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9675480769230769, 'loss': 0.6240919207533201}, use_time:18.169243335723877 ==============
- The best acc is 0.9702524038461539
- ============== result:{'loss': 0.6237120983692316, 'acc': 0.9675480769230769}, use_time:19.030814170837402 ==============
- The best acc is 0.9710536858974359
- ============== result:{'acc': 0.967948717948718, 'loss': 0.6217694129699316}, use_time:19.469849586486816 ==============
- The best acc is 0.9703525641025641
- ============== result:{'acc': 0.9686498397435898, 'loss': 0.6224372629553844}, use_time:19.8876531124115 ==============
- The best acc is 0.9698517628205128
- ============== result:{'loss': 0.620726734590836, 'acc': 0.9683493589743589}, use_time:20.11549973487854 ==============
- The best acc is 0.9702524038461539
- ============== result:{'loss': 0.622638555482412, 'acc': 0.9681490384615384}, use_time:20.203861236572266 ==============
- The best acc is 0.9714543269230769
- ============== result:{'loss': 0.6230199871919094, 'acc': 0.9675480769230769}, use_time:20.320363759994507 ==============
- The best acc is 0.9704527243589743
- ============== result:{'loss': 0.6237284638560735, 'acc': 0.9672475961538461}, use_time:20.415992975234985 ==============
- The best acc is 0.9710536858974359
- epoch: 35 step: 195, loss is 0.8545582
- epoch: 35 step: 195, loss is 0.84422165
- epoch: 35 step: 195, loss is 0.9621188
- epoch: 35 step: 195, loss is 0.84400463
- epoch: 35 step: 195, loss is 0.6870165
- epoch time: 32450.204 ms, per step time: 166.411 ms
- ============== Starting Testing ==============
- epoch: 35 step: 195, loss is 0.7763258epoch time: 31159.089 ms, per step time: 159.790 ms
-
- epoch time: 31041.885 ms, per step time: 159.189 ms
- ============== Starting Testing ==============
- epoch: 35 step: 195, loss is 0.70213056============== Starting Testing ==============
- epoch time: 31278.227 ms, per step time: 160.401 ms
-
- ============== Starting Testing ==============
- epoch: 35 step: 195, loss is 0.7939528
- epoch time: 33320.470 ms, per step time: 170.874 ms
- ============== Starting Testing ==============
- epoch time: 31608.308 ms, per step time: 162.094 ms
- ============== Starting Testing ==============
- epoch time: 32027.970 ms, per step time: 164.246 msepoch time: 31380.639 ms, per step time: 160.926 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6199373797728465, 'acc': 0.9685496794871795}, use_time:19.855022430419922 ==============
- The best acc is 0.9710536858974359
- ============== result:{'loss': 0.6212452149544007, 'acc': 0.9678485576923077}, use_time:19.995997428894043 ==============
- The best acc is 0.9710536858974359
- ============== result:{'acc': 0.9684495192307693, 'loss': 0.6192114763917067}, use_time:20.22157311439514 ==============
- The best acc is 0.9698517628205128
- ============== result:{'loss': 0.6172805281403737, 'acc': 0.9688501602564102}, use_time:20.272000551223755 ==============
- The best acc is 0.9704527243589743
- ============== result:{'loss': 0.6204183019506626, 'acc': 0.9678485576923077}, use_time:20.291136741638184 ==============
- The best acc is 0.9702524038461539
- ============== result:{'acc': 0.9675480769230769, 'loss': 0.6196711168457301}, use_time:20.32779097557068 ==============
- The best acc is 0.9702524038461539
- ============== result:{'acc': 0.9689503205128205, 'loss': 0.6200551262650734}, use_time:20.332838773727417 ==============
- The best acc is 0.9703525641025641
- ============== result:{'loss': 0.6219022197601123, 'acc': 0.9674479166666666}, use_time:20.446680784225464 ==============
- The best acc is 0.9714543269230769
- epoch: 36 step: 195, loss is 0.72177774
- epoch: 36 step: 195, loss is 0.8871245
- epoch: 36 step: 195, loss is 0.93178153
- epoch: 36 step: 195, loss is 0.9235524
- epoch: 36 step: 195, loss is 0.87211764
- epoch: 36 step: 195, loss is 0.8281507
- epoch: 36 step: 195, loss is 0.8568841
- epoch time: 31339.527 ms, per step time: 160.716 ms
- ============== Starting Testing ==============
- epoch: 36 step: 195, loss is 0.8552923
- epoch time: 31821.534 ms, per step time: 163.187 ms
- ============== Starting Testing ==============
- epoch time: 31326.132 ms, per step time: 160.647 msepoch time: 31368.216 ms, per step time: 160.863 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31405.069 ms, per step time: 161.052 ms
- ============== Starting Testing ==============
- epoch time: 31450.842 ms, per step time: 161.286 ms
- ============== Starting Testing ==============
- epoch time: 31692.271 ms, per step time: 162.524 ms
- ============== Starting Testing ==============
- epoch time: 31241.714 ms, per step time: 160.214 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9698517628205128, 'loss': 0.6211013071812116}, use_time:18.154825925827026 ==============
- The best acc is 0.9702524038461539
- ============== result:{'loss': 0.6228889456162086, 'acc': 0.9680488782051282}, use_time:19.019366979599 ==============
- The best acc is 0.9710536858974359
- ============== result:{'acc': 0.9682491987179487, 'loss': 0.6224460997260534}, use_time:19.58866238594055 ==============
- The best acc is 0.9703525641025641
- ============== result:{'acc': 0.9672475961538461, 'loss': 0.622003429211103}, use_time:19.8672034740448 ==============
- The best acc is 0.9698517628205128
- ============== result:{'loss': 0.6204947601908293, 'acc': 0.9683493589743589}, use_time:20.17399024963379 ==============
- The best acc is 0.9702524038461539
- ============== result:{'loss': 0.6230806011037949, 'acc': 0.9684495192307693}, use_time:20.229464292526245 ==============
- The best acc is 0.9704527243589743
- ============== result:{'loss': 0.6227844449189993, 'acc': 0.9680488782051282}, use_time:20.22900652885437 ==============
- The best acc is 0.9714543269230769
- ============== result:{'loss': 0.6227679531543683, 'acc': 0.9681490384615384}, use_time:20.431665420532227 ==============
- The best acc is 0.9710536858974359
- epoch: 37 step: 195, loss is 0.780341
- epoch: 37 step: 195, loss is 0.7876471
- epoch: 37 step: 195, loss is 0.88602257
- epoch: 37 step: 195, loss is 0.7580301
- epoch: 37 step: 195, loss is 0.74131894
- epoch time: 31469.375 ms, per step time: 161.381 ms
- ============== Starting Testing ==============
- epoch time: 31526.034 ms, per step time: 161.672 msepoch: 37 step: 195, loss is 0.8619603epoch time: 31822.461 ms, per step time: 163.192 msepoch: 37 step: 195, loss is 0.73032326
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- epoch time: 32121.096 ms, per step time: 164.724 ms
- ============== Starting Testing ==============
- epoch: 37 step: 195, loss is 0.7515571
- epoch time: 31472.985 ms, per step time: 161.400 ms
- ============== Starting Testing ==============
- epoch time: 31274.699 ms, per step time: 160.383 ms
- ============== Starting Testing ==============
- epoch time: 33574.492 ms, per step time: 172.177 ms
- ============== Starting Testing ==============
- epoch time: 32708.379 ms, per step time: 167.735 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.622925725311805, 'acc': 0.9669471153846154}, use_time:19.873196601867676 ==============
- The best acc is 0.9710536858974359
- ============== result:{'loss': 0.6246173158288002, 'acc': 0.9674479166666666}, use_time:20.012245416641235 ==============
- The best acc is 0.9710536858974359
- ============== result:{'acc': 0.9667467948717948, 'loss': 0.6249378344569451}, use_time:20.13955569267273 ==============
- The best acc is 0.9702524038461539
- ============== result:{'acc': 0.9669471153846154, 'loss': 0.6235432061247337}, use_time:20.212858200073242 ==============
- The best acc is 0.9703525641025641
- ============== result:{'acc': 0.9668469551282052, 'loss': 0.6262786055986698}, use_time:20.244810104370117 ==============
- The best acc is 0.9698517628205128
- ============== result:{'loss': 0.6232344829119169, 'acc': 0.9677483974358975}, use_time:20.27761721611023 ==============
- The best acc is 0.9704527243589743
- ============== result:{'loss': 0.6218028448713131, 'acc': 0.9686498397435898}, use_time:20.321258068084717 ==============
- The best acc is 0.9702524038461539
- ============== result:{'loss': 0.6210768901002712, 'acc': 0.967948717948718}, use_time:20.383171558380127 ==============
- The best acc is 0.9714543269230769
- epoch: 38 step: 195, loss is 0.7089156
- epoch: 38 step: 195, loss is 0.8363991
- epoch: 38 step: 195, loss is 0.66773045epoch: 38 step: 195, loss is 1.0223086
-
- epoch: 38 step: 195, loss is 0.83960533
- epoch: 38 step: 195, loss is 0.78155303
- epoch time: 31171.015 ms, per step time: 159.851 ms
- epoch time: 31093.709 ms, per step time: 159.455 msepoch time: 31139.902 ms, per step time: 159.692 msepoch time: 31386.467 ms, per step time: 160.956 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============epoch: 38 step: 195, loss is 0.8358521
-
- epoch: 38 step: 195, loss is 0.82639265
- epoch time: 31259.974 ms, per step time: 160.308 ms
- ============== Starting Testing ==============
- epoch time: 31031.108 ms, per step time: 159.134 ms
- ============== Starting Testing ==============
- epoch time: 31529.222 ms, per step time: 161.688 ms
- ============== Starting Testing ==============
- epoch time: 31215.453 ms, per step time: 160.079 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9711538461538461, 'loss': 0.615561173321345}, use_time:18.20393395423889 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6177796272513194, 'acc': 0.9702524038461539}, use_time:19.07004451751709 ==============
- The best acc is 0.9710536858974359
- ============== result:{'acc': 0.9702524038461539, 'loss': 0.6166350721166685}, use_time:19.5683650970459 ==============
- The best acc is 0.9703525641025641
- ============== result:{'acc': 0.9705528846153846, 'loss': 0.6152497144081653}, use_time:19.87216019630432 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6153609930322721, 'acc': 0.9711538461538461}, use_time:20.208258152008057 ==============
- The best acc is 0.9714543269230769
- ============== result:{'loss': 0.6176320641086652, 'acc': 0.9698517628205128}, use_time:20.30036735534668 ==============
- The best acc is 0.9704527243589743
- ============== result:{'loss': 0.6159177982272246, 'acc': 0.9711538461538461}, use_time:20.352734804153442 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6180497979124387, 'acc': 0.969551282051282}, use_time:20.467631816864014 ==============
- The best acc is 0.9710536858974359
- ==============save checkpoint finished===================
- The best acc is 0.9711538461538461
- ==============save checkpoint finished===================
- The best acc is 0.9705528846153846
- ==============save checkpoint finished===================
- The best acc is 0.9711538461538461
- epoch: 39 step: 195, loss is 1.0012972
- epoch: 39 step: 195, loss is 1.058153epoch: 39 step: 195, loss is 0.8038805
-
- epoch: 39 step: 195, loss is 0.963445
- epoch time: 33771.005 ms, per step time: 173.185 msepoch time: 34401.169 ms, per step time: 176.416 msepoch time: 33690.737 ms, per step time: 172.773 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 30879.092 ms, per step time: 158.354 ms
- ============== Starting Testing ==============
- epoch: 39 step: 195, loss is 1.0272859
- epoch: 39 step: 195, loss is 0.8171213
- epoch: 39 step: 195, loss is 0.8672094
- epoch: 39 step: 195, loss is 0.82913685
- epoch time: 34925.934 ms, per step time: 179.107 ms
- ============== Starting Testing ==============
- epoch time: 31139.790 ms, per step time: 159.691 ms
- ============== Starting Testing ==============
- epoch time: 32608.619 ms, per step time: 167.224 ms
- ============== Starting Testing ==============
- epoch time: 33552.096 ms, per step time: 172.062 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.614973484705656, 'acc': 0.971854967948718}, use_time:19.95621681213379 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6156158227569017, 'acc': 0.9721554487179487}, use_time:20.20556640625 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.97265625, 'loss': 0.6155146964085407}, use_time:20.24021577835083 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6196184110565063, 'acc': 0.9707532051282052}, use_time:20.273236513137817 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9713541666666666, 'loss': 0.616091998341756}, use_time:20.258687734603882 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.971854967948718, 'loss': 0.6156928015825076}, use_time:20.306801319122314 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6180509571463634, 'acc': 0.9709535256410257}, use_time:20.356390714645386 ==============
- The best acc is 0.9711538461538461
- ============== result:{'loss': 0.6190017056770813, 'acc': 0.9700520833333334}, use_time:20.444069862365723 ==============
- The best acc is 0.9714543269230769
- ==============save checkpoint finished===================
- The best acc is 0.971854967948718
- ==============save checkpoint finished===================
- The best acc is 0.97265625
- ==============save checkpoint finished===================
- The best acc is 0.9721554487179487
- ==============save checkpoint finished===================
- The best acc is 0.971854967948718
- ==============save checkpoint finished===================
- The best acc is 0.9713541666666666
- ==============save checkpoint finished===================
- The best acc is 0.9707532051282052
- epoch: 40 step: 195, loss is 0.8855864epoch: 40 step: 195, loss is 0.7399556epoch: 40 step: 195, loss is 0.8822923
-
-
- epoch: 40 step: 195, loss is 0.77804935epoch: 40 step: 195, loss is 0.7820307
-
- epoch: 40 step: 195, loss is 0.8672739epoch: 40 step: 195, loss is 0.7446163
-
- epoch time: 31152.686 ms, per step time: 159.757 ms
- ============== Starting Testing ==============
- epoch time: 31395.603 ms, per step time: 161.003 ms
- ============== Starting Testing ==============
- epoch time: 30840.819 ms, per step time: 158.158 ms
- ============== Starting Testing ==============
- epoch time: 30902.752 ms, per step time: 158.476 ms
- ============== Starting Testing ==============
- epoch time: 30905.248 ms, per step time: 158.488 msepoch time: 34426.573 ms, per step time: 176.547 msepoch time: 30702.345 ms, per step time: 157.448 ms
- ============== Starting Testing ==============
-
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch: 40 step: 195, loss is 1.0161722
- epoch time: 34365.737 ms, per step time: 176.235 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9717548076923077, 'loss': 0.618539402500177}, use_time:18.191629648208618 ==============
- The best acc is 0.97265625
- ============== result:{'loss': 0.6205409856942984, 'acc': 0.9719551282051282}, use_time:19.080804347991943 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9706530448717948, 'loss': 0.6204785750462458}, use_time:19.53131866455078 ==============
- The best acc is 0.971854967948718
- ============== result:{'acc': 0.9715544871794872, 'loss': 0.6201725621254016}, use_time:19.895230293273926 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6192061320329324, 'acc': 0.9709535256410257}, use_time:20.301798105239868 ==============
- The best acc is 0.9711538461538461
- ============== result:{'loss': 0.6197463514713141, 'acc': 0.9705528846153846}, use_time:20.35719084739685 ==============
- The best acc is 0.9714543269230769
- ============== result:{'loss': 0.6183487843626585, 'acc': 0.9721554487179487}, use_time:20.396989107131958 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6188349511760932, 'acc': 0.9719551282051282}, use_time:20.47025156021118 ==============
- The best acc is 0.9721554487179487
- ==============save checkpoint finished===================
- The best acc is 0.9719551282051282
- ==============save checkpoint finished===================
- The best acc is 0.9715544871794872
- ==============save checkpoint finished===================
- The best acc is 0.9721554487179487
- epoch: 41 step: 195, loss is 0.7535294
- epoch: 41 step: 195, loss is 0.7049166
- epoch: 41 step: 195, loss is 0.805704epoch: 41 step: 195, loss is 0.8085525
- epoch: 41 step: 195, loss is 0.8652543
-
- epoch: 41 step: 195, loss is 1.0093968
- epoch time: 31741.717 ms, per step time: 162.778 ms
- ============== Starting Testing ==============
- epoch time: 32695.364 ms, per step time: 167.669 ms
- epoch time: 35690.394 ms, per step time: 183.028 ms============== Starting Testing ==============
- epoch time: 34836.817 ms, per step time: 178.650 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 34751.756 ms, per step time: 178.214 ms
- ============== Starting Testing ==============
- epoch: 41 step: 195, loss is 1.0535175
- epoch time: 34925.730 ms, per step time: 179.106 ms
- ============== Starting Testing ==============
- epoch: 41 step: 195, loss is 0.80296564
- epoch time: 37051.503 ms, per step time: 190.008 ms
- ============== Starting Testing ==============
- epoch time: 31299.562 ms, per step time: 160.511 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6197826602520087, 'acc': 0.9690504807692307}, use_time:19.913563013076782 ==============
- The best acc is 0.9719551282051282
- ============== result:{'loss': 0.6171972283568138, 'acc': 0.9699519230769231}, use_time:20.03742265701294 ==============
- The best acc is 0.9721554487179487
- ============== result:{'acc': 0.9706530448717948, 'loss': 0.61678124161867}, use_time:20.167914628982544 ==============
- The best acc is 0.97265625
- ============== result:{'acc': 0.9696514423076923, 'loss': 0.6194436124120003}, use_time:20.208014726638794 ==============
- The best acc is 0.9715544871794872
- ============== result:{'loss': 0.6193810445375931, 'acc': 0.969551282051282}, use_time:20.257657051086426 ==============
- The best acc is 0.9721554487179487
- ============== result:{'loss': 0.6165284993938911, 'acc': 0.9702524038461539}, use_time:20.290223598480225 ==============
- The best acc is 0.9711538461538461
- ============== result:{'acc': 0.9711538461538461, 'loss': 0.6153189058487232}, use_time:20.3164701461792 ==============
- The best acc is 0.971854967948718
- ============== result:{'loss': 0.6208421093149062, 'acc': 0.9684495192307693}, use_time:20.355761528015137 ==============
- The best acc is 0.9714543269230769
- epoch: 42 step: 195, loss is 0.77198213epoch: 42 step: 195, loss is 0.8944944
- epoch: 42 step: 195, loss is 0.85963917epoch: 42 step: 195, loss is 0.9113005
-
-
- epoch: 42 step: 195, loss is 0.8171679
- epoch: 42 step: 195, loss is 0.8890392
- epoch time: 31262.839 ms, per step time: 160.322 ms
- ============== Starting Testing ==============
- epoch time: 31134.248 ms, per step time: 159.663 ms
- ============== Starting Testing ==============
- epoch time: 31168.346 ms, per step time: 159.838 ms
- epoch time: 31538.389 ms, per step time: 161.735 ms
- ============== Starting Testing ==============
- epoch time: 31412.328 ms, per step time: 161.089 ms============== Starting Testing ==============
- ============== Starting Testing ==============
-
- epoch time: 31251.796 ms, per step time: 160.266 ms
- ============== Starting Testing ==============
- epoch: 42 step: 195, loss is 1.109998
- epoch: 42 step: 195, loss is 0.7622266
- epoch time: 31177.045 ms, per step time: 159.882 ms
- ============== Starting Testing ==============
- epoch time: 31120.654 ms, per step time: 159.593 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9698517628205128, 'loss': 0.6196099697397306}, use_time:18.227431535720825 ==============
- The best acc is 0.97265625
- ============== result:{'loss': 0.6194209806047953, 'acc': 0.9708533653846154}, use_time:19.03025197982788 ==============
- The best acc is 0.9719551282051282
- ============== result:{'acc': 0.9691506410256411, 'loss': 0.6217307310837966}, use_time:19.497069358825684 ==============
- The best acc is 0.971854967948718
- ============== result:{'acc': 0.9685496794871795, 'loss': 0.6232804157412969}, use_time:19.821836948394775 ==============
- The best acc is 0.9715544871794872
- ============== result:{'loss': 0.6234774008775369, 'acc': 0.9676482371794872}, use_time:20.189146757125854 ==============
- The best acc is 0.9711538461538461
- ============== result:{'loss': 0.6223867860360023, 'acc': 0.9685496794871795}, use_time:20.264214754104614 ==============
- The best acc is 0.9714543269230769
- ============== result:{'loss': 0.6237131433609204, 'acc': 0.9672475961538461}, use_time:20.298424243927002 ==============
- The best acc is 0.9721554487179487
- ============== result:{'loss': 0.6218169956253126, 'acc': 0.9694511217948718}, use_time:20.461605548858643 ==============
- The best acc is 0.9721554487179487
- epoch: 43 step: 195, loss is 0.86482257
- epoch: 43 step: 195, loss is 1.0258989
- epoch: 43 step: 195, loss is 0.81815046epoch: 43 step: 195, loss is 0.8867299
-
- epoch: 43 step: 195, loss is 0.94169474
- epoch: 43 step: 195, loss is 0.9230889
- epoch time: 33214.341 ms, per step time: 170.330 ms
- ============== Starting Testing ==============
- epoch time: 31152.855 ms, per step time: 159.758 msepoch time: 31230.023 ms, per step time: 160.154 ms
- ============== Starting Testing ==============
-
- epoch time: 30981.530 ms, per step time: 158.880 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31145.720 ms, per step time: 159.722 ms
- ============== Starting Testing ==============
- epoch: 43 step: 195, loss is 0.8598701
- epoch time: 31618.432 ms, per step time: 162.146 ms
- ============== Starting Testing ==============
- epoch: 43 step: 195, loss is 0.73905194
- epoch time: 31963.310 ms, per step time: 163.914 ms
- ============== Starting Testing ==============
- epoch time: 32438.581 ms, per step time: 166.352 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6146226725899256, 'acc': 0.9717548076923077}, use_time:19.958181858062744 ==============
- The best acc is 0.9719551282051282
- ============== result:{'loss': 0.612152564793061, 'acc': 0.9730568910256411}, use_time:20.11325478553772 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9733573717948718, 'loss': 0.6124640565652114}, use_time:20.21991991996765 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9727564102564102, 'loss': 0.6130821701043692}, use_time:20.21364688873291 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.612816891609094, 'acc': 0.9725560897435898}, use_time:20.254117250442505 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9721554487179487, 'loss': 0.6136194799955075}, use_time:20.246493101119995 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6122355877588956, 'acc': 0.9731570512820513}, use_time:20.272082805633545 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6131296054675028, 'acc': 0.9729567307692307}, use_time:20.37863826751709 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9733573717948718
- ==============save checkpoint finished===================
- The best acc is 0.9725560897435898
- ==============save checkpoint finished===================
- The best acc is 0.9721554487179487
- ==============save checkpoint finished===================
- The best acc is 0.9727564102564102
- ==============save checkpoint finished===================
- The best acc is 0.9731570512820513
- ==============save checkpoint finished===================
- The best acc is 0.9730568910256411
- ==============save checkpoint finished===================
- The best acc is 0.9729567307692307
- epoch: 44 step: 195, loss is 0.9629054
- epoch: 44 step: 195, loss is 0.68021435epoch: 44 step: 195, loss is 0.88293767
-
- epoch: 44 step: 195, loss is 0.871804
- epoch: 44 step: 195, loss is 0.9159315
- epoch: 44 step: 195, loss is 0.7096942
- epoch time: 30749.626 ms, per step time: 157.690 msepoch time: 31013.132 ms, per step time: 159.042 ms
- ============== Starting Testing ==============
- epoch time: 31344.405 ms, per step time: 160.741 msepoch time: 35082.329 ms, per step time: 179.909 ms
- epoch: 44 step: 195, loss is 0.8144145============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 30856.170 ms, per step time: 158.237 msepoch: 44 step: 195, loss is 0.7632142
- epoch time: 30960.971 ms, per step time: 158.774 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- epoch time: 31046.343 ms, per step time: 159.212 ms
- ============== Starting Testing ==============
- epoch time: 31102.818 ms, per step time: 159.502 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9663461538461539, 'loss': 0.6262346339913515}, use_time:18.177627086639404 ==============
- The best acc is 0.9733573717948718
- ============== result:{'loss': 0.6279489571849505, 'acc': 0.9654447115384616}, use_time:19.102627992630005 ==============
- The best acc is 0.9719551282051282
- ============== result:{'acc': 0.9659455128205128, 'loss': 0.6260763964591882}, use_time:19.510368585586548 ==============
- The best acc is 0.9721554487179487
- ============== result:{'acc': 0.9672475961538461, 'loss': 0.6265392381793413}, use_time:19.85578203201294 ==============
- The best acc is 0.9727564102564102
- ============== result:{'loss': 0.6242880580516962, 'acc': 0.9670472756410257}, use_time:20.221761226654053 ==============
- The best acc is 0.9731570512820513
- ============== result:{'loss': 0.6240058514552239, 'acc': 0.9674479166666666}, use_time:20.239312171936035 ==============
- The best acc is 0.9725560897435898
- ============== result:{'loss': 0.6260888471435277, 'acc': 0.9662459935897436}, use_time:20.29202938079834 ==============
- The best acc is 0.9729567307692307
- ============== result:{'loss': 0.6270797390204209, 'acc': 0.9662459935897436}, use_time:20.478968620300293 ==============
- The best acc is 0.9730568910256411
- epoch: 45 step: 195, loss is 0.7759683
- epoch: 45 step: 195, loss is 1.0448893epoch: 45 step: 195, loss is 0.690561epoch: 45 step: 195, loss is 0.80460995
- epoch: 45 step: 195, loss is 0.80634
-
-
- epoch: 45 step: 195, loss is 1.0330367
- epoch: 45 step: 195, loss is 0.67957246
- epoch time: 33369.972 ms, per step time: 171.128 ms
- ============== Starting Testing ==============
- epoch time: 32446.710 ms, per step time: 166.393 ms
- ============== Starting Testing ==============
- epoch time: 32024.390 ms, per step time: 164.228 ms
- epoch time: 31328.039 ms, per step time: 160.657 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31072.786 ms, per step time: 159.348 msepoch time: 31292.174 ms, per step time: 160.473 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31706.264 ms, per step time: 162.596 msepoch: 45 step: 195, loss is 0.6956878
-
- ============== Starting Testing ==============
- epoch time: 31284.929 ms, per step time: 160.436 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6200136250028243, 'acc': 0.9692508012820513}, use_time:19.916381359100342 ==============
- The best acc is 0.9719551282051282
- ============== result:{'acc': 0.9689503205128205, 'loss': 0.6211373332219247}, use_time:20.125632286071777 ==============
- The best acc is 0.9733573717948718
- ============== result:{'loss': 0.6239789521847016, 'acc': 0.9676482371794872}, use_time:20.13247299194336 ==============
- The best acc is 0.9730568910256411
- ============== result:{'acc': 0.9674479166666666, 'loss': 0.6239313834752792}, use_time:20.170883655548096 ==============
- The best acc is 0.9721554487179487
- ============== result:{'loss': 0.6229178714446533, 'acc': 0.9683493589743589}, use_time:20.222639322280884 ==============
- The best acc is 0.9725560897435898
- ============== result:{'acc': 0.9673477564102564, 'loss': 0.6254517550651844}, use_time:20.23004174232483 ==============
- The best acc is 0.9727564102564102
- ============== result:{'loss': 0.6248860863538889, 'acc': 0.9673477564102564}, use_time:20.31908130645752 ==============
- The best acc is 0.9731570512820513
- ============== result:{'loss': 0.6242681092176682, 'acc': 0.9667467948717948}, use_time:20.415879487991333 ==============
- The best acc is 0.9729567307692307
- epoch: 46 step: 195, loss is 0.7679638
- epoch: 46 step: 195, loss is 0.85451305epoch: 46 step: 195, loss is 0.753068
- epoch: 46 step: 195, loss is 0.96204674epoch: 46 step: 195, loss is 0.6897841
-
-
- epoch: 46 step: 195, loss is 0.9857744
- epoch: 46 step: 195, loss is 0.75356305
- epoch: 46 step: 195, loss is 0.9915076
- epoch time: 31140.064 ms, per step time: 159.693 ms
- ============== Starting Testing ==============
- epoch time: 31039.495 ms, per step time: 159.177 msepoch time: 31093.732 ms, per step time: 159.455 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31128.222 ms, per step time: 159.632 ms
- ============== Starting Testing ==============
- epoch time: 31022.026 ms, per step time: 159.087 ms
- ============== Starting Testing ==============
- epoch time: 30823.195 ms, per step time: 158.068 ms
- epoch time: 30947.595 ms, per step time: 158.706 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31353.766 ms, per step time: 160.789 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9700520833333334, 'loss': 0.6198830776489698}, use_time:18.208647966384888 ==============
- The best acc is 0.9733573717948718
- ============== result:{'loss': 0.6221184063798342, 'acc': 0.96875}, use_time:18.971376657485962 ==============
- The best acc is 0.9719551282051282
- ============== result:{'acc': 0.9708533653846154, 'loss': 0.6200080599922401}, use_time:19.514912605285645 ==============
- The best acc is 0.9721554487179487
- ============== result:{'acc': 0.9697516025641025, 'loss': 0.620534306917435}, use_time:19.820316791534424 ==============
- The best acc is 0.9727564102564102
- ============== result:{'loss': 0.6193832462796798, 'acc': 0.9698517628205128}, use_time:20.241291999816895 ==============
- The best acc is 0.9731570512820513
- ============== result:{'loss': 0.6195575615916497, 'acc': 0.9703525641025641}, use_time:20.243002891540527 ==============
- The best acc is 0.9729567307692307
- ============== result:{'loss': 0.6220531874360182, 'acc': 0.9692508012820513}, use_time:20.259957551956177 ==============
- The best acc is 0.9725560897435898
- ============== result:{'loss': 0.6183761417483672, 'acc': 0.9704527243589743}, use_time:20.41782569885254 ==============
- The best acc is 0.9730568910256411
- epoch: 47 step: 195, loss is 0.7166525
- epoch: 47 step: 195, loss is 0.75531906
- epoch: 47 step: 195, loss is 0.84059906
- epoch: 47 step: 195, loss is 0.78446674
- epoch: 47 step: 195, loss is 0.8593124
- epoch time: 33245.829 ms, per step time: 170.491 msepoch time: 31210.629 ms, per step time: 160.055 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 32479.552 ms, per step time: 166.562 ms
- ============== Starting Testing ==============
- epoch: 47 step: 195, loss is 0.91672885
- epoch: 47 step: 195, loss is 0.78639364
- epoch time: 31202.976 ms, per step time: 160.015 msepoch: 47 step: 195, loss is 0.7493018
- ============== Starting Testing ==============
-
- epoch time: 31645.925 ms, per step time: 162.287 ms
- ============== Starting Testing ==============
- epoch time: 31231.330 ms, per step time: 160.161 msepoch time: 31059.142 ms, per step time: 159.278 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31964.570 ms, per step time: 163.921 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6217914162537991, 'acc': 0.9684495192307693}, use_time:19.929572105407715 ==============
- The best acc is 0.9719551282051282
- ============== result:{'loss': 0.6230164378499373, 'acc': 0.9675480769230769}, use_time:20.030966997146606 ==============
- The best acc is 0.9730568910256411
- ============== result:{'acc': 0.9677483974358975, 'loss': 0.6228773253850448}, use_time:20.160330295562744 ==============
- The best acc is 0.9727564102564102
- ============== result:{'loss': 0.6188630150296749, 'acc': 0.969551282051282}, use_time:20.210928201675415 ==============
- The best acc is 0.9725560897435898
- ============== result:{'acc': 0.9683493589743589, 'loss': 0.6216576049725214}, use_time:20.250865936279297 ==============
- The best acc is 0.9733573717948718
- ============== result:{'acc': 0.9672475961538461, 'loss': 0.6242049514101102}, use_time:20.26943874359131 ==============
- The best acc is 0.9721554487179487
- ============== result:{'loss': 0.6200690535016549, 'acc': 0.9699519230769231}, use_time:20.3640775680542 ==============
- The best acc is 0.9731570512820513
- ============== result:{'loss': 0.6191632405687602, 'acc': 0.9690504807692307}, use_time:20.457589387893677 ==============
- The best acc is 0.9729567307692307
- epoch: 48 step: 195, loss is 0.8151313
- epoch: 48 step: 195, loss is 0.74521387
- epoch: 48 step: 195, loss is 0.9563437
- epoch: 48 step: 195, loss is 1.0279458
- epoch: 48 step: 195, loss is 0.9245
- epoch: 48 step: 195, loss is 0.82726
- epoch: 48 step: 195, loss is 0.70942545
- epoch: 48 step: 195, loss is 0.9032696
- epoch time: 31153.550 ms, per step time: 159.762 ms
- ============== Starting Testing ==============
- epoch time: 31111.393 ms, per step time: 159.546 ms
- ============== Starting Testing ==============
- epoch time: 31234.347 ms, per step time: 160.176 msepoch time: 31351.131 ms, per step time: 160.775 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31480.097 ms, per step time: 161.436 ms
- ============== Starting Testing ==============
- epoch time: 31191.933 ms, per step time: 159.959 ms
- ============== Starting Testing ==============epoch time: 30935.318 ms, per step time: 158.643 ms
- ============== Starting Testing ==============
-
- epoch time: 31052.371 ms, per step time: 159.243 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9719551282051282, 'loss': 0.6127619980237423}, use_time:18.13637375831604 ==============
- The best acc is 0.9733573717948718
- ============== result:{'loss': 0.6158541297683349, 'acc': 0.9713541666666666}, use_time:19.026554822921753 ==============
- The best acc is 0.9719551282051282
- ============== result:{'acc': 0.9709535256410257, 'loss': 0.6166586872094717}, use_time:19.584365606307983 ==============
- The best acc is 0.9721554487179487
- ============== result:{'acc': 0.9709535256410257, 'loss': 0.6172928185417101}, use_time:19.840303659439087 ==============
- The best acc is 0.9727564102564102
- ============== result:{'loss': 0.6149099570436355, 'acc': 0.9714543269230769}, use_time:20.20611882209778 ==============
- The best acc is 0.9731570512820513
- ============== result:{'loss': 0.6166723049603976, 'acc': 0.9701522435897436}, use_time:20.230357885360718 ==============
- The best acc is 0.9729567307692307
- ============== result:{'loss': 0.6212886952054806, 'acc': 0.9685496794871795}, use_time:20.316678285598755 ==============
- The best acc is 0.9725560897435898
- ============== result:{'loss': 0.6153503610537603, 'acc': 0.9710536858974359}, use_time:20.436020851135254 ==============
- The best acc is 0.9730568910256411
- epoch: 49 step: 195, loss is 0.7932757
- epoch: 49 step: 195, loss is 0.8170862epoch: 49 step: 195, loss is 0.9209425
- epoch: 49 step: 195, loss is 0.83883715
- epoch: 49 step: 195, loss is 0.8436241
-
- epoch: 49 step: 195, loss is 0.6863073epoch: 49 step: 195, loss is 0.74676836
- epoch: 49 step: 195, loss is 0.7635312
-
- epoch time: 33627.744 ms, per step time: 172.450 ms
- ============== Starting Testing ==============
- epoch time: 32733.666 ms, per step time: 167.865 ms
- ============== Starting Testing ==============
- epoch time: 32181.038 ms, per step time: 165.031 ms
- ============== Starting Testing ==============
- epoch time: 31923.719 ms, per step time: 163.711 msepoch time: 31548.799 ms, per step time: 161.789 ms
- epoch time: 31439.407 ms, per step time: 161.228 ms============== Starting Testing ==============
-
- epoch time: 31526.071 ms, per step time: 161.672 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31330.593 ms, per step time: 160.670 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6296495220217949, 'acc': 0.965645032051282}, use_time:19.956576347351074 ==============
- The best acc is 0.9719551282051282
- ============== result:{'loss': 0.6263360155698581, 'acc': 0.9661458333333334}, use_time:20.01341485977173 ==============
- The best acc is 0.9730568910256411
- ============== result:{'acc': 0.9658453525641025, 'loss': 0.6272475297252337}, use_time:20.161709785461426 ==============
- The best acc is 0.9733573717948718
- ============== result:{'acc': 0.9664463141025641, 'loss': 0.626699003080527}, use_time:20.278303146362305 ==============
- The best acc is 0.9727564102564102
- ============== result:{'loss': 0.6267088945859518, 'acc': 0.9661458333333334}, use_time:20.30671238899231 ==============
- The best acc is 0.9725560897435898
- ============== result:{'acc': 0.9671474358974359, 'loss': 0.6246821935742329}, use_time:20.348817110061646 ==============
- The best acc is 0.9721554487179487
- ============== result:{'loss': 0.6283377095674857, 'acc': 0.9654447115384616}, use_time:20.3741774559021 ==============
- The best acc is 0.9731570512820513
- ============== result:{'loss': 0.6283085946089182, 'acc': 0.9657451923076923}, use_time:20.456762313842773 ==============
- The best acc is 0.9729567307692307
- epoch: 50 step: 195, loss is 0.7916112
- epoch: 50 step: 195, loss is 0.6950336epoch: 50 step: 195, loss is 0.81926614
-
- epoch: 50 step: 195, loss is 1.0551201
- epoch: 50 step: 195, loss is 1.0736557
- epoch: 50 step: 195, loss is 0.669214
- epoch: 50 step: 195, loss is 0.72999644epoch: 50 step: 195, loss is 0.73347455
-
- epoch time: 31139.586 ms, per step time: 159.690 ms
- ============== Starting Testing ==============
- epoch time: 30991.906 ms, per step time: 158.933 ms
- ============== Starting Testing ==============
- epoch time: 31344.699 ms, per step time: 160.742 msepoch time: 30843.223 ms, per step time: 158.170 ms
- ============== Starting Testing ==============
- epoch time: 30952.219 ms, per step time: 158.729 ms
- ============== Starting Testing ==============epoch time: 31283.255 ms, per step time: 160.427 ms
- epoch time: 30926.853 ms, per step time: 158.599 ms
- ============== Starting Testing ==============
-
-
- ============== Starting Testing ============================ Starting Testing ==============
-
- epoch time: 31022.578 ms, per step time: 159.090 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9692508012820513, 'loss': 0.6212417508165041}, use_time:18.208303213119507 ==============
- The best acc is 0.9733573717948718
- ============== result:{'loss': 0.6198711238610439, 'acc': 0.9699519230769231}, use_time:19.060667753219604 ==============
- The best acc is 0.9719551282051282
- ============== result:{'acc': 0.9697516025641025, 'loss': 0.6190994991323887}, use_time:19.43822145462036 ==============
- The best acc is 0.9721554487179487
- ============== result:{'acc': 0.9715544871794872, 'loss': 0.6164946300097001}, use_time:19.848530530929565 ==============
- The best acc is 0.9727564102564102
- ============== result:{'loss': 0.6198432535315171, 'acc': 0.9694511217948718}, use_time:20.207335233688354 ==============
- The best acc is 0.9731570512820513
- ============== result:{'loss': 0.6160147291345474, 'acc': 0.9716546474358975}, use_time:20.326203107833862 ==============
- The best acc is 0.9729567307692307
- ============== result:{'loss': 0.6168685272718087, 'acc': 0.9727564102564102}, use_time:20.359878301620483 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6187064917041705, 'acc': 0.9707532051282052}, use_time:20.400165557861328 ==============
- The best acc is 0.9730568910256411
- ==============save checkpoint finished===================
- The best acc is 0.9727564102564102
- epoch: 51 step: 195, loss is 0.8401078
- epoch: 51 step: 195, loss is 0.75447524
- epoch: 51 step: 195, loss is 0.6998258epoch: 51 step: 195, loss is 0.839493epoch: 51 step: 195, loss is 0.7686054
-
-
- epoch: 51 step: 195, loss is 0.88324845
- epoch time: 36013.553 ms, per step time: 184.685 ms
- ============== Starting Testing ==============epoch time: 35160.956 ms, per step time: 180.313 ms
-
- ============== Starting Testing ==============
- epoch time: 34373.063 ms, per step time: 176.272 ms
- ============== Starting Testing ==============
- epoch time: 34016.995 ms, per step time: 174.446 msepoch time: 33824.283 ms, per step time: 173.458 ms
- ============== Starting Testing ==============
- epoch: 51 step: 195, loss is 0.6738219
-
- ============== Starting Testing ==============
- epoch: 51 step: 195, loss is 1.0166837
- epoch time: 33902.136 ms, per step time: 173.857 ms
- ============== Starting Testing ==============
- epoch time: 34801.117 ms, per step time: 178.467 ms
- ============== Starting Testing ==============
- epoch time: 30822.804 ms, per step time: 158.066 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.615542073853505, 'acc': 0.9707532051282052}, use_time:20.01656484603882 ==============
- The best acc is 0.9719551282051282
- ============== result:{'loss': 0.6169122545382916, 'acc': 0.9704527243589743}, use_time:20.05981945991516 ==============
- The best acc is 0.9730568910256411
- ============== result:{'acc': 0.9720552884615384, 'loss': 0.6144556099405656}, use_time:20.19701051712036 ==============
- The best acc is 0.9727564102564102
- ============== result:{'acc': 0.9705528846153846, 'loss': 0.6186174566929157}, use_time:20.202882289886475 ==============
- The best acc is 0.9733573717948718
- ============== result:{'loss': 0.6160236832041007, 'acc': 0.9708533653846154}, use_time:20.273348569869995 ==============
- The best acc is 0.9727564102564102
- ============== result:{'acc': 0.9706530448717948, 'loss': 0.6160070128165759}, use_time:20.30105495452881 ==============
- The best acc is 0.9721554487179487
- ============== result:{'loss': 0.617861610192519, 'acc': 0.969551282051282}, use_time:20.411006212234497 ==============
- The best acc is 0.9729567307692307
- ============== result:{'loss': 0.6146746136439152, 'acc': 0.9706530448717948}, use_time:20.419824600219727 ==============
- The best acc is 0.9731570512820513
- epoch: 52 step: 195, loss is 0.69143575epoch: 52 step: 195, loss is 0.93753177
- epoch: 52 step: 195, loss is 0.85692275
- epoch: 52 step: 195, loss is 0.8011969epoch: 52 step: 195, loss is 0.8988523
- epoch: 52 step: 195, loss is 0.673429
-
-
- epoch: 52 step: 195, loss is 0.79395294
- epoch time: 31189.695 ms, per step time: 159.947 msepoch time: 31055.362 ms, per step time: 159.258 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============epoch time: 30959.961 ms, per step time: 158.769 ms
-
- ============== Starting Testing ==============
- epoch time: 30835.868 ms, per step time: 158.133 ms
- ============== Starting Testing ==============
- epoch: 52 step: 195, loss is 0.6705077
- epoch time: 30936.118 ms, per step time: 158.647 ms
- ============== Starting Testing ==============
- epoch time: 31061.892 ms, per step time: 159.292 ms
- ============== Starting Testing ==============
- epoch time: 30845.736 ms, per step time: 158.183 ms
- ============== Starting Testing ==============
- epoch time: 31263.797 ms, per step time: 160.327 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9752604166666666, 'loss': 0.6106556749496704}, use_time:18.251981496810913 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.61267068504523, 'acc': 0.9729567307692307}, use_time:18.95549702644348 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9742588141025641, 'loss': 0.6118545494018457}, use_time:19.567555904388428 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9730568910256411, 'loss': 0.6144837053158344}, use_time:19.895466566085815 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6099225108822187, 'acc': 0.9751602564102564}, use_time:20.226829528808594 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6136612544457117, 'acc': 0.9735576923076923}, use_time:20.38995623588562 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.613917296895614, 'acc': 0.973457532051282}, use_time:20.405553340911865 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6126245009975556, 'acc': 0.9740584935897436}, use_time:20.433454036712646 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9752604166666666
- ==============save checkpoint finished===================
- The best acc is 0.9729567307692307
- ==============save checkpoint finished===================
- The best acc is 0.9742588141025641
- ==============save checkpoint finished===================
- The best acc is 0.9730568910256411
- ==============save checkpoint finished===================
- The best acc is 0.9751602564102564
- ==============save checkpoint finished===================
- The best acc is 0.9735576923076923
- ==============save checkpoint finished===================
- The best acc is 0.973457532051282
- ==============save checkpoint finished===================
- The best acc is 0.9740584935897436
- epoch: 53 step: 195, loss is 0.78024215
- epoch: 53 step: 195, loss is 0.74580777epoch: 53 step: 195, loss is 1.0016541epoch: 53 step: 195, loss is 0.83026993
-
-
- epoch: 53 step: 195, loss is 0.7396443
- epoch: 53 step: 195, loss is 0.93576133
- epoch time: 33687.101 ms, per step time: 172.754 ms
- ============== Starting Testing ==============
- epoch time: 32901.575 ms, per step time: 168.726 ms
- epoch time: 31064.920 ms, per step time: 159.307 ms============== Starting Testing ==============
- epoch time: 31205.763 ms, per step time: 160.030 ms
- ============== Starting Testing ==============
- epoch time: 32092.912 ms, per step time: 164.579 ms
- ============== Starting Testing ==============
- epoch: 53 step: 195, loss is 0.9045949
-
- ============== Starting Testing ==============
- epoch time: 31486.412 ms, per step time: 161.469 ms
- ============== Starting Testing ==============
- epoch: 53 step: 195, loss is 0.7611482
- epoch time: 30772.240 ms, per step time: 157.806 ms
- ============== Starting Testing ==============
- epoch time: 31050.428 ms, per step time: 159.233 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6174646493716117, 'acc': 0.9683493589743589}, use_time:19.847193479537964 ==============
- The best acc is 0.9729567307692307
- ============== result:{'loss': 0.62375536465492, 'acc': 0.9646434294871795}, use_time:20.127400159835815 ==============
- The best acc is 0.9740584935897436
- ============== result:{'acc': 0.9682491987179487, 'loss': 0.6185611071876991}, use_time:20.18761658668518 ==============
- The best acc is 0.9752604166666666
- ============== result:{'acc': 0.9683493589743589, 'loss': 0.6180523519332592}, use_time:20.18642568588257 ==============
- The best acc is 0.9730568910256411
- ============== result:{'loss': 0.6184808651988323, 'acc': 0.9669471153846154}, use_time:20.29619288444519 ==============
- The best acc is 0.9735576923076923
- ============== result:{'acc': 0.9658453525641025, 'loss': 0.6220440765221914}, use_time:20.384929656982422 ==============
- The best acc is 0.9742588141025641
- ============== result:{'loss': 0.6210664827854205, 'acc': 0.9664463141025641}, use_time:20.395646333694458 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6244350734811562, 'acc': 0.9644431089743589}, use_time:20.39441204071045 ==============
- The best acc is 0.973457532051282
- epoch: 54 step: 195, loss is 0.913641
- epoch: 54 step: 195, loss is 0.6990832
- epoch: 54 step: 195, loss is 0.7810586epoch: 54 step: 195, loss is 0.71415335
-
- epoch: 54 step: 195, loss is 0.6859635epoch: 54 step: 195, loss is 0.7609124
-
- epoch: 54 step: 195, loss is 0.9174025
- epoch time: 31163.989 ms, per step time: 159.815 ms
- ============== Starting Testing ==============
- epoch time: 30928.254 ms, per step time: 158.606 msepoch time: 31504.045 ms, per step time: 161.559 ms
- ============== Starting Testing ==============epoch time: 30963.881 ms, per step time: 158.789 ms
- ============== Starting Testing ==============
- epoch time: 30956.449 ms, per step time: 158.751 ms
- ============== Starting Testing ==============
- epoch time: 31207.612 ms, per step time: 160.039 ms
- ============== Starting Testing ==============
-
-
- epoch time: 31056.418 ms, per step time: 159.264 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch: 54 step: 195, loss is 0.73082376
- epoch time: 31186.841 ms, per step time: 159.933 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9755608974358975, 'loss': 0.6031079913179079}, use_time:18.189276695251465 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6045906322124677, 'acc': 0.9752604166666666}, use_time:19.116162061691284 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9750600961538461, 'loss': 0.6061541476310828}, use_time:19.562121868133545 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9748597756410257, 'loss': 0.6055571845708749}, use_time:19.878424167633057 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6055351658127247, 'acc': 0.9751602564102564}, use_time:20.23598623275757 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6055891934113625, 'acc': 0.9744591346153846}, use_time:20.28205442428589 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6053461902416669, 'acc': 0.9750600961538461}, use_time:20.36651062965393 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6060684309938015, 'acc': 0.9746594551282052}, use_time:20.44554829597473 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9755608974358975
- ==============save checkpoint finished===================
- The best acc is 0.9752604166666666
- ==============save checkpoint finished===================
- The best acc is 0.9750600961538461
- ==============save checkpoint finished===================
- The best acc is 0.9748597756410257
- ==============save checkpoint finished===================
- The best acc is 0.9750600961538461
- ==============save checkpoint finished===================
- The best acc is 0.9744591346153846
- ==============save checkpoint finished===================
- The best acc is 0.9746594551282052
- epoch: 55 step: 195, loss is 0.73437965
- epoch: 55 step: 195, loss is 0.74106455
- epoch: 55 step: 195, loss is 0.6933337
- epoch: 55 step: 195, loss is 0.7182547epoch: 55 step: 195, loss is 0.7585065
-
- epoch: 55 step: 195, loss is 0.8680899
- epoch: 55 step: 195, loss is 0.7537422
- epoch: 55 step: 195, loss is 0.8387089
- epoch time: 31280.812 ms, per step time: 160.414 msepoch time: 31814.378 ms, per step time: 163.151 ms
- ============== Starting Testing ==============
- epoch time: 30893.873 ms, per step time: 158.430 msepoch time: 30876.874 ms, per step time: 158.343 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============epoch time: 33837.798 ms, per step time: 173.527 ms
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 32346.563 ms, per step time: 165.880 msepoch time: 30767.097 ms, per step time: 157.780 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 33237.851 ms, per step time: 170.451 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6164133034837551, 'acc': 0.9693509615384616}, use_time:19.866320371627808 ==============
- The best acc is 0.9752604166666666
- ============== result:{'loss': 0.6143859838828062, 'acc': 0.9709535256410257}, use_time:20.096903085708618 ==============
- The best acc is 0.9746594551282052
- ============== result:{'loss': 0.614202767992631, 'acc': 0.9703525641025641}, use_time:20.20541024208069 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9701522435897436, 'loss': 0.6164294112569246}, use_time:20.212625741958618 ==============
- The best acc is 0.9748597756410257
- ============== result:{'acc': 0.9698517628205128, 'loss': 0.6164208446175624}, use_time:20.239222288131714 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9717548076923077, 'loss': 0.614136974589947}, use_time:20.24726128578186 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6137622107680027, 'acc': 0.9716546474358975}, use_time:20.246811389923096 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6147521770535371, 'acc': 0.9701522435897436}, use_time:20.41421127319336 ==============
- The best acc is 0.9744591346153846
- epoch: 56 step: 195, loss is 0.8330232epoch: 56 step: 195, loss is 1.0009843
- epoch: 56 step: 195, loss is 0.7019211
-
- epoch: 56 step: 195, loss is 0.7906205epoch: 56 step: 195, loss is 0.99690276epoch: 56 step: 195, loss is 0.65556353
-
-
- epoch: 56 step: 195, loss is 0.89885247
- epoch time: 31286.209 ms, per step time: 160.442 ms
- ============== Starting Testing ==============
- epoch: 56 step: 195, loss is 0.7872646
- epoch time: 31663.945 ms, per step time: 162.379 msepoch time: 31117.253 ms, per step time: 159.576 msepoch time: 31285.439 ms, per step time: 160.438 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31327.887 ms, per step time: 160.656 ms
- ============== Starting Testing ==============
- epoch time: 31286.074 ms, per step time: 160.441 ms
- ============== Starting Testing ==============
- epoch time: 31446.239 ms, per step time: 161.263 msepoch time: 31332.853 ms, per step time: 160.681 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9729567307692307, 'loss': 0.6130230195629292}, use_time:18.173243284225464 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6138658957221569, 'acc': 0.97265625}, use_time:19.07159399986267 ==============
- The best acc is 0.9752604166666666
- ============== result:{'acc': 0.9729567307692307, 'loss': 0.6127285921038725}, use_time:19.54226517677307 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9738581730769231, 'loss': 0.6132957495940037}, use_time:19.805447101593018 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6140162488206838, 'acc': 0.9725560897435898}, use_time:20.243589639663696 ==============
- The best acc is 0.9744591346153846
- ============== result:{'loss': 0.6136769812840682, 'acc': 0.9727564102564102}, use_time:20.25942063331604 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6111409723376616, 'acc': 0.973457532051282}, use_time:20.26982307434082 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6152444323286032, 'acc': 0.9724559294871795}, use_time:20.52849292755127 ==============
- The best acc is 0.9746594551282052
- epoch: 57 step: 195, loss is 0.858591
- epoch: 57 step: 195, loss is 0.91797066epoch: 57 step: 195, loss is 0.7704356epoch: 57 step: 195, loss is 0.6645159
-
- epoch: 57 step: 195, loss is 0.81226635
-
- epoch: 57 step: 195, loss is 0.90521204epoch: 57 step: 195, loss is 0.7172944
-
- epoch: 57 step: 195, loss is 0.8627875
- epoch time: 32246.104 ms, per step time: 165.365 ms
- ============== Starting Testing ==============
- epoch time: 31499.085 ms, per step time: 161.534 ms
- epoch time: 31776.468 ms, per step time: 162.956 msepoch time: 31075.174 ms, per step time: 159.360 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31057.653 ms, per step time: 159.270 ms
- ============== Starting Testing ============================ Starting Testing ==============
-
- epoch time: 30777.836 ms, per step time: 157.835 ms
- ============== Starting Testing ==============
- epoch time: 31050.860 ms, per step time: 159.235 ms
- ============== Starting Testing ==============
- epoch time: 33157.390 ms, per step time: 170.038 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6123829252826862, 'acc': 0.9725560897435898}, use_time:19.90054178237915 ==============
- The best acc is 0.9752604166666666
- ============== result:{'loss': 0.6141780588107232, 'acc': 0.9720552884615384}, use_time:20.110063076019287 ==============
- The best acc is 0.9746594551282052
- ============== result:{'loss': 0.6128172100736544, 'acc': 0.9729567307692307}, use_time:20.255147695541382 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9736578525641025, 'loss': 0.6119670376945765}, use_time:20.261584758758545 ==============
- The best acc is 0.9748597756410257
- ============== result:{'acc': 0.9715544871794872, 'loss': 0.6159029385218253}, use_time:20.300344944000244 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6134634478352009, 'acc': 0.9721554487179487}, use_time:20.35207462310791 ==============
- The best acc is 0.9751602564102564
- ============== result:{'acc': 0.9724559294871795, 'loss': 0.6141345181908363}, use_time:20.398940324783325 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6141124432667707, 'acc': 0.9719551282051282}, use_time:20.44284749031067 ==============
- The best acc is 0.9744591346153846
- epoch: 58 step: 195, loss is 0.89356333
- epoch: 58 step: 195, loss is 0.7947333epoch: 58 step: 195, loss is 0.7321008
- epoch: 58 step: 195, loss is 0.85429263
- epoch: 58 step: 195, loss is 0.85000825
- epoch: 58 step: 195, loss is 0.9977291
-
- epoch time: 31259.317 ms, per step time: 160.304 ms
- ============== Starting Testing ==============
- epoch time: 31172.987 ms, per step time: 159.861 msepoch time: 31129.453 ms, per step time: 159.638 ms
- epoch time: 31314.237 ms, per step time: 160.586 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31461.533 ms, per step time: 161.341 ms
- ============== Starting Testing ==============
- epoch time: 31311.249 ms, per step time: 160.571 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch: 58 step: 195, loss is 0.84276426
- epoch: 58 step: 195, loss is 0.82398325
- epoch time: 31242.905 ms, per step time: 160.220 ms
- ============== Starting Testing ==============
- epoch time: 31698.800 ms, per step time: 162.558 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9751602564102564, 'loss': 0.6062622486780851}, use_time:18.208991527557373 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6061405243399816, 'acc': 0.9755608974358975}, use_time:19.03495693206787 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9741586538461539, 'loss': 0.6083510489417956}, use_time:19.60155177116394 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6080709632772666}, use_time:19.886834859848022 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6055527975161871, 'acc': 0.9751602564102564}, use_time:20.155582904815674 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6071067473445183, 'acc': 0.9754607371794872}, use_time:20.350337743759155 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6078962572874167, 'acc': 0.9750600961538461}, use_time:20.35903239250183 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6060763160005594, 'acc': 0.9753605769230769}, use_time:20.45699429512024 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9755608974358975
- ==============save checkpoint finished===================
- The best acc is 0.9754607371794872
- ==============save checkpoint finished===================
- The best acc is 0.9750600961538461
- ==============save checkpoint finished===================
- The best acc is 0.9753605769230769
- epoch: 59 step: 195, loss is 0.7018954
- epoch: 59 step: 195, loss is 0.8090862
- epoch: 59 step: 195, loss is 0.6746175
- epoch: 59 step: 195, loss is 0.8706269
- epoch: 59 step: 195, loss is 0.6943164
- epoch: 59 step: 195, loss is 0.85520834
- epoch time: 36068.802 ms, per step time: 184.968 ms
- ============== Starting Testing ==============
- epoch time: 34097.773 ms, per step time: 174.860 ms
- ============== Starting Testing ==============
- epoch time: 30903.259 ms, per step time: 158.478 msepoch time: 34394.272 ms, per step time: 176.381 ms
- ============== Starting Testing ==============
- epoch: 59 step: 195, loss is 0.7218723
- epoch time: 31055.984 ms, per step time: 159.261 ms
- ============== Starting Testing ==============
- epoch: 59 step: 195, loss is 0.64236665
- epoch time: 31137.957 ms, per step time: 159.682 ms
- ============== Starting Testing ==============
- epoch time: 32673.040 ms, per step time: 167.554 ms
- ============== Starting Testing ==============
- epoch time: 34702.806 ms, per step time: 177.963 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6132991564197418, 'acc': 0.9732572115384616}, use_time:19.980706930160522 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6131877729143852, 'acc': 0.9738581730769231}, use_time:20.02750515937805 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9725560897435898, 'loss': 0.6136136983449643}, use_time:20.24302101135254 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.973457532051282, 'loss': 0.6114686649197187}, use_time:20.23875379562378 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6123793314282711, 'acc': 0.9735576923076923}, use_time:20.229883909225464 ==============
- The best acc is 0.9754607371794872
- ============== result:{'acc': 0.9728565705128205, 'loss': 0.6119736845676715}, use_time:20.26415252685547 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6114955611335926, 'acc': 0.9745592948717948}, use_time:20.35528254508972 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6118607685351983, 'acc': 0.9728565705128205}, use_time:20.453638076782227 ==============
- The best acc is 0.9751602564102564
- epoch: 60 step: 195, loss is 0.8706215
- epoch: 60 step: 195, loss is 0.73208106epoch: 60 step: 195, loss is 0.8115101epoch: 60 step: 195, loss is 0.868244
-
-
- epoch: 60 step: 195, loss is 0.8755142
- epoch: 60 step: 195, loss is 0.75019526
- epoch time: 30811.788 ms, per step time: 158.009 ms
- ============== Starting Testing ==============
- epoch time: 30805.388 ms, per step time: 157.976 msepoch time: 30812.174 ms, per step time: 158.011 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 30763.230 ms, per step time: 157.760 ms
- ============== Starting Testing ==============
- epoch time: 30692.276 ms, per step time: 157.396 ms
- ============== Starting Testing ==============
- epoch time: 31001.611 ms, per step time: 158.983 ms
- ============== Starting Testing ==============
- epoch: 60 step: 195, loss is 0.87751174epoch: 60 step: 195, loss is 0.7860115
-
- epoch time: 31071.566 ms, per step time: 159.341 ms
- ============== Starting Testing ==============
- epoch time: 30624.490 ms, per step time: 157.049 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9709535256410257, 'loss': 0.6158205005220878}, use_time:18.144393920898438 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6155446676107553, 'acc': 0.9703525641025641}, use_time:19.037062406539917 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9701522435897436, 'loss': 0.6161956042051315}, use_time:19.49309539794922 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9685496794871795, 'loss': 0.6181580752898486}, use_time:19.928825855255127 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6207002063210194, 'acc': 0.9682491987179487}, use_time:20.185561418533325 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6209082687512423, 'acc': 0.9681490384615384}, use_time:20.263955116271973 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6171373709654197, 'acc': 0.9702524038461539}, use_time:20.27573585510254 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6163442136767583, 'acc': 0.9708533653846154}, use_time:20.51334309577942 ==============
- The best acc is 0.9753605769230769
- epoch: 61 step: 195, loss is 0.80892396
- epoch: 61 step: 195, loss is 0.97638667epoch: 61 step: 195, loss is 0.6536315
-
- epoch: 61 step: 195, loss is 0.8729649
- epoch: 61 step: 195, loss is 0.7200685
- epoch time: 33256.341 ms, per step time: 170.545 ms
- ============== Starting Testing ==============
- epoch time: 32341.308 ms, per step time: 165.853 msepoch time: 31471.008 ms, per step time: 161.390 msepoch time: 31123.419 ms, per step time: 159.607 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31192.990 ms, per step time: 159.964 ms
- ============== Starting Testing ==============
- epoch: 61 step: 195, loss is 0.6253376
- epoch: 61 step: 195, loss is 0.7751707epoch: 61 step: 195, loss is 0.91460717
-
- epoch time: 31925.755 ms, per step time: 163.722 ms
- ============== Starting Testing ==============
- epoch time: 31161.690 ms, per step time: 159.804 ms
- ============== Starting Testing ==============
- epoch time: 30909.338 ms, per step time: 158.509 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6186770212191802, 'acc': 0.9700520833333334}, use_time:19.950551509857178 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6216131937809479, 'acc': 0.9688501602564102}, use_time:19.98463749885559 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9685496794871795, 'loss': 0.6229982433410791}, use_time:20.220061540603638 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6181342559747207, 'acc': 0.9713541666666666}, use_time:20.240161180496216 ==============
- The best acc is 0.9754607371794872
- ============== result:{'acc': 0.9706530448717948, 'loss': 0.6172711258897414}, use_time:20.320192575454712 ==============
- The best acc is 0.9748597756410257
- ============== result:{'acc': 0.9686498397435898, 'loss': 0.6223391961210814}, use_time:20.361307859420776 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6216162611276675, 'acc': 0.969551282051282}, use_time:20.395087480545044 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6194941768279443, 'acc': 0.9701522435897436}, use_time:20.40688729286194 ==============
- The best acc is 0.9751602564102564
- epoch: 62 step: 195, loss is 0.8648979
- epoch: 62 step: 195, loss is 0.6956717epoch: 62 step: 195, loss is 0.91519463
-
- epoch: 62 step: 195, loss is 0.82256246
- epoch: 62 step: 195, loss is 0.92644626
- epoch: 62 step: 195, loss is 0.81724226
- epoch time: 31422.639 ms, per step time: 161.142 ms
- ============== Starting Testing ==============
- epoch time: 31322.610 ms, per step time: 160.629 ms
- ============== Starting Testing ==============
- epoch time: 31378.207 ms, per step time: 160.914 ms
- ============== Starting Testing ==============
- epoch time: 31695.270 ms, per step time: 162.540 msepoch time: 31238.223 ms, per step time: 160.196 ms
- epoch: 62 step: 195, loss is 0.95638394
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch: 62 step: 195, loss is 0.7637334
- epoch time: 31272.181 ms, per step time: 160.370 ms
- ============== Starting Testing ==============
- epoch time: 31651.064 ms, per step time: 162.313 ms
- ============== Starting Testing ==============
- epoch time: 31270.233 ms, per step time: 160.360 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9702524038461539, 'loss': 0.6186834348317904}, use_time:18.192413806915283 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6178172843960615, 'acc': 0.9702524038461539}, use_time:19.041219234466553 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.969551282051282, 'loss': 0.619746788763083}, use_time:19.60996389389038 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9701522435897436, 'loss': 0.61812257537475}, use_time:19.92448854446411 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6208956201489155, 'acc': 0.9693509615384616}, use_time:20.19786810874939 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6202930294168301, 'acc': 0.9684495192307693}, use_time:20.22733163833618 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6229489096082174, 'acc': 0.9674479166666666}, use_time:20.265979290008545 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.623732610581777, 'acc': 0.9673477564102564}, use_time:20.46428370475769 ==============
- The best acc is 0.9753605769230769
- epoch: 63 step: 195, loss is 0.86473316epoch: 63 step: 195, loss is 0.70443064epoch: 63 step: 195, loss is 0.7670102
- epoch: 63 step: 195, loss is 0.63442504
-
-
- epoch: 63 step: 195, loss is 0.72910875
- epoch: 63 step: 195, loss is 0.81037825
- epoch: 63 step: 195, loss is 0.8020601
- epoch: 63 step: 195, loss is 0.6393161
- epoch time: 32940.019 ms, per step time: 168.923 msepoch time: 32086.129 ms, per step time: 164.544 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 30865.079 ms, per step time: 158.282 msepoch time: 31207.271 ms, per step time: 160.037 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============epoch time: 30930.252 ms, per step time: 158.617 ms
-
- ============== Starting Testing ==============
- epoch time: 30649.147 ms, per step time: 157.175 ms
- ============== Starting Testing ==============
- epoch time: 30884.923 ms, per step time: 158.384 msepoch time: 31515.801 ms, per step time: 161.619 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6169517569434948, 'acc': 0.9709535256410257}, use_time:19.908453941345215 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6144260278879068, 'acc': 0.9716546474358975}, use_time:20.083621978759766 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9717548076923077, 'loss': 0.6153201940350044}, use_time:20.157707452774048 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9730568910256411, 'loss': 0.6141632109498366}, use_time:20.256911277770996 ==============
- The best acc is 0.9748597756410257
- ============== result:{'acc': 0.97265625, 'loss': 0.6141350636115441}, use_time:20.28476572036743 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6174461679198803, 'acc': 0.9706530448717948}, use_time:20.362181901931763 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6162181702943949, 'acc': 0.9711538461538461}, use_time:20.391733169555664 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6157262409344698, 'acc': 0.9717548076923077}, use_time:20.440848112106323 ==============
- The best acc is 0.9750600961538461
- epoch: 64 step: 195, loss is 0.67787635
- epoch: 64 step: 195, loss is 0.9662076epoch: 64 step: 195, loss is 0.9047979
- epoch: 64 step: 195, loss is 0.6997429
- epoch: 64 step: 195, loss is 1.1913595
-
- epoch: 64 step: 195, loss is 0.68865573
- epoch time: 30844.243 ms, per step time: 158.176 ms
- ============== Starting Testing ==============
- epoch time: 31017.583 ms, per step time: 159.065 ms
- epoch time: 30814.043 ms, per step time: 158.021 ms============== Starting Testing ==============
- epoch time: 30658.285 ms, per step time: 157.222 ms
- ============== Starting Testing ==============
-
- epoch time: 30740.966 ms, per step time: 157.646 ms============== Starting Testing ==============
- ============== Starting Testing ==============
-
- epoch: 64 step: 195, loss is 1.0237037
- epoch time: 31201.617 ms, per step time: 160.008 ms
- ============== Starting Testing ==============
- epoch: 64 step: 195, loss is 0.6996732
- epoch time: 30730.232 ms, per step time: 157.591 ms
- ============== Starting Testing ==============
- epoch time: 30971.881 ms, per step time: 158.830 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9721554487179487, 'loss': 0.6110827955297935}, use_time:18.14635396003723 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6137968552036163, 'acc': 0.9714543269230769}, use_time:19.10400938987732 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9729567307692307, 'loss': 0.6092525743521177}, use_time:19.53482460975647 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9722556089743589, 'loss': 0.6114057772434675}, use_time:19.96138834953308 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6115772678301885, 'acc': 0.9724559294871795}, use_time:20.2749764919281 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6104574553095378, 'acc': 0.9723557692307693}, use_time:20.376315593719482 ==============
- The best acc is 0.9753605769230769
- ============== result:{'loss': 0.6111363403690167, 'acc': 0.9730568910256411}, use_time:20.46558690071106 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6096292632894639, 'acc': 0.9736578525641025}, use_time:20.490030765533447 ==============
- The best acc is 0.9750600961538461
- epoch: 65 step: 195, loss is 0.74958754
- epoch: 65 step: 195, loss is 0.71532106
- epoch: 65 step: 195, loss is 0.8893408epoch: 65 step: 195, loss is 0.77263665
- epoch: 65 step: 195, loss is 0.99657106
-
- epoch: 65 step: 195, loss is 0.6668204
- epoch time: 33442.035 ms, per step time: 171.498 ms
- ============== Starting Testing ==============
- epoch time: 31656.823 ms, per step time: 162.343 msepoch time: 31341.707 ms, per step time: 160.727 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31128.429 ms, per step time: 159.633 ms
- ============== Starting Testing ==============
- epoch time: 31244.109 ms, per step time: 160.226 ms
- ============== Starting Testing ==============
- epoch time: 32510.514 ms, per step time: 166.721 ms
- ============== Starting Testing ==============
- epoch: 65 step: 195, loss is 0.7553119
- epoch: 65 step: 195, loss is 0.7821765
- epoch time: 32102.463 ms, per step time: 164.628 ms
- ============== Starting Testing ==============
- epoch time: 31157.423 ms, per step time: 159.782 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.609921714816338, 'acc': 0.973457532051282}, use_time:19.9141526222229 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6079190797530688, 'acc': 0.9744591346153846}, use_time:20.060157775878906 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9742588141025641, 'loss': 0.6072386434445014}, use_time:20.154216527938843 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6076449551261388, 'acc': 0.9738581730769231}, use_time:20.210245609283447 ==============
- The best acc is 0.9754607371794872
- ============== result:{'acc': 0.973457532051282, 'loss': 0.6091199565010194}, use_time:20.30700421333313 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6069772327557589, 'acc': 0.9747596153846154}, use_time:20.373820781707764 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.609021999897101, 'acc': 0.9732572115384616}, use_time:20.392396926879883 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6063919306183473}, use_time:20.405605792999268 ==============
- The best acc is 0.9750600961538461
- epoch: 66 step: 195, loss is 0.92295873epoch: 66 step: 195, loss is 0.7790029
-
- epoch: 66 step: 195, loss is 0.6789923epoch: 66 step: 195, loss is 0.8835298
- epoch: 66 step: 195, loss is 0.9477844
-
- epoch: 66 step: 195, loss is 0.8716593
- epoch time: 31440.672 ms, per step time: 161.234 ms
- ============== Starting Testing ==============
- epoch time: 30966.744 ms, per step time: 158.804 ms
- ============== Starting Testing ==============
- epoch time: 30986.868 ms, per step time: 158.907 ms
- ============== Starting Testing ==============
- epoch time: 31298.437 ms, per step time: 160.505 ms
- ============== Starting Testing ==============
- epoch time: 31127.465 ms, per step time: 159.628 ms
- ============== Starting Testing ==============
- epoch: 66 step: 195, loss is 0.859594
- epoch time: 31060.799 ms, per step time: 159.286 ms
- ============== Starting Testing ==============
- epoch: 66 step: 195, loss is 0.7585343
- epoch time: 31225.977 ms, per step time: 160.133 ms
- ============== Starting Testing ==============
- epoch time: 30960.836 ms, per step time: 158.774 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.969551282051282, 'loss': 0.6187449164497547}, use_time:18.187208652496338 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6183836144896654, 'acc': 0.9701522435897436}, use_time:19.00032901763916 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9707532051282052, 'loss': 0.6183189952220672}, use_time:19.534127712249756 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9710536858974359, 'loss': 0.6186050537687081}, use_time:19.924065351486206 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6194150461218296, 'acc': 0.9696514423076923}, use_time:20.1514892578125 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6165865480135648, 'acc': 0.9708533653846154}, use_time:20.324854373931885 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6190861964072937, 'acc': 0.9697516025641025}, use_time:20.344364166259766 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6173940958120884, 'acc': 0.9711538461538461}, use_time:20.52115249633789 ==============
- The best acc is 0.9753605769230769
- epoch: 67 step: 195, loss is 0.85798746
- epoch: 67 step: 195, loss is 0.7523867epoch: 67 step: 195, loss is 0.7526255epoch: 67 step: 195, loss is 1.0425124
-
-
- epoch: 67 step: 195, loss is 0.9162401
- epoch: 67 step: 195, loss is 0.7964786
- epoch time: 32387.767 ms, per step time: 166.091 ms
- epoch time: 31235.904 ms, per step time: 160.184 ms============== Starting Testing ==============
- epoch time: 31456.093 ms, per step time: 161.313 ms
- epoch time: 31063.229 ms, per step time: 159.299 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31042.635 ms, per step time: 159.193 ms
- ============== Starting Testing ==============
- epoch: 67 step: 195, loss is 0.7405765
- epoch time: 30870.455 ms, per step time: 158.310 ms
- ============== Starting Testing ==============
- epoch: 67 step: 195, loss is 0.8077502
- epoch time: 31844.523 ms, per step time: 163.305 ms
- ============== Starting Testing ==============
- epoch time: 33207.308 ms, per step time: 170.294 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6183363405557779, 'acc': 0.9705528846153846}, use_time:19.86066222190857 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6200337387048281, 'acc': 0.9696514423076923}, use_time:20.077170848846436 ==============
- The best acc is 0.9753605769230769
- ============== result:{'loss': 0.6242711526843218, 'acc': 0.9674479166666666}, use_time:20.22553062438965 ==============
- The best acc is 0.9754607371794872
- ============== result:{'acc': 0.9707532051282052, 'loss': 0.6188041970897944}, use_time:20.25471305847168 ==============
- The best acc is 0.9748597756410257
- ============== result:{'acc': 0.9686498397435898, 'loss': 0.6208726916557703}, use_time:20.24264359474182 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6196981408657172, 'acc': 0.9700520833333334}, use_time:20.292247533798218 ==============
- The best acc is 0.9751602564102564
- ============== result:{'acc': 0.96875, 'loss': 0.6216450532277426}, use_time:20.281861543655396 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6200537549761626, 'acc': 0.9688501602564102}, use_time:20.32602548599243 ==============
- The best acc is 0.9750600961538461
- epoch: 68 step: 195, loss is 0.9043006epoch: 68 step: 195, loss is 0.90497607epoch: 68 step: 195, loss is 0.8692037epoch: 68 step: 195, loss is 0.85798794
-
-
-
- epoch: 68 step: 195, loss is 0.6591883
- epoch time: 31497.200 ms, per step time: 161.524 ms
- ============== Starting Testing ==============
- epoch: 68 step: 195, loss is 0.72493446epoch time: 31032.451 ms, per step time: 159.141 ms
-
- ============== Starting Testing ==============
- epoch time: 31277.056 ms, per step time: 160.395 ms
- epoch time: 31132.995 ms, per step time: 159.656 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31073.408 ms, per step time: 159.351 msepoch: 68 step: 195, loss is 0.9147236
-
- ============== Starting Testing ==============
- epoch: 68 step: 195, loss is 0.85967886
- epoch time: 31115.704 ms, per step time: 159.568 ms
- ============== Starting Testing ==============
- epoch time: 31080.371 ms, per step time: 159.387 ms
- ============== Starting Testing ==============
- epoch time: 31114.932 ms, per step time: 159.564 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9700520833333334, 'loss': 0.6173726551425762}, use_time:18.271347284317017 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6178073972845689, 'acc': 0.969551282051282}, use_time:19.053667306900024 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9712540064102564, 'loss': 0.616419412004642}, use_time:19.49387836456299 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9707532051282052, 'loss': 0.6163943131000568}, use_time:20.028421878814697 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6195088315468568, 'acc': 0.96875}, use_time:20.19455361366272 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6171685015925994, 'acc': 0.9704527243589743}, use_time:20.262420415878296 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6161261504659286, 'acc': 0.9714543269230769}, use_time:20.26814103126526 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.620568213172448, 'acc': 0.9692508012820513}, use_time:20.555584192276 ==============
- The best acc is 0.9753605769230769
- epoch: 69 step: 195, loss is 0.845435epoch: 69 step: 195, loss is 0.80287623
-
- epoch: 69 step: 195, loss is 0.80946815
- epoch: 69 step: 195, loss is 0.933665epoch: 69 step: 195, loss is 0.7583277epoch: 69 step: 195, loss is 0.74488646epoch: 69 step: 195, loss is 0.6636384epoch: 69 step: 195, loss is 0.81518745
-
-
-
-
- epoch time: 32824.012 ms, per step time: 168.328 ms
- ============== Starting Testing ==============
- epoch time: 31603.738 ms, per step time: 162.070 msepoch time: 32068.050 ms, per step time: 164.452 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============epoch time: 30852.831 ms, per step time: 158.220 msepoch time: 31077.343 ms, per step time: 159.371 ms
-
- ============== Starting Testing ==============
- epoch time: 30857.793 ms, per step time: 158.245 ms
- ============== Starting Testing ==============
- epoch time: 30920.884 ms, per step time: 158.569 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 30566.924 ms, per step time: 156.753 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.622276708865777, 'acc': 0.9670472756410257}, use_time:19.901902198791504 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.617237775753706, 'acc': 0.9697516025641025}, use_time:20.21268630027771 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9680488782051282, 'loss': 0.6208927344817382}, use_time:20.221368074417114 ==============
- The best acc is 0.9748597756410257
- ============== result:{'acc': 0.9685496794871795, 'loss': 0.6196378840085788}, use_time:20.232959747314453 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6198807580348773, 'acc': 0.9689503205128205}, use_time:20.27766180038452 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6198338858592205, 'acc': 0.9689503205128205}, use_time:20.305710554122925 ==============
- The best acc is 0.9751602564102564
- ============== result:{'acc': 0.9690504807692307, 'loss': 0.6188176257105974}, use_time:20.312044620513916 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6213970197699009, 'acc': 0.9676482371794872}, use_time:20.34061312675476 ==============
- The best acc is 0.9750600961538461
- epoch: 70 step: 195, loss is 0.89735717
- epoch: 70 step: 195, loss is 0.9179869epoch: 70 step: 195, loss is 0.6473613
- epoch: 70 step: 195, loss is 0.6535011
-
- epoch: 70 step: 195, loss is 0.7521743
- epoch: 70 step: 195, loss is 0.81798816
- epoch: 70 step: 195, loss is 0.8840369
- epoch time: 31267.668 ms, per step time: 160.347 ms
- epoch time: 31597.227 ms, per step time: 162.037 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31284.824 ms, per step time: 160.435 ms
- ============== Starting Testing ==============
- epoch time: 31193.441 ms, per step time: 159.966 msepoch time: 31280.004 ms, per step time: 160.410 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31193.227 ms, per step time: 159.965 ms
- ============== Starting Testing ==============
- epoch: 70 step: 195, loss is 0.76368
- epoch time: 31168.323 ms, per step time: 159.838 ms
- ============== Starting Testing ==============
- epoch time: 31243.430 ms, per step time: 160.223 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9701522435897436, 'loss': 0.6216056998341511}, use_time:18.20510768890381 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6189238245670612, 'acc': 0.9701522435897436}, use_time:19.027159214019775 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9680488782051282, 'loss': 0.6222183163731526}, use_time:19.549529314041138 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9699519230769231, 'loss': 0.6191486360935065}, use_time:19.898444175720215 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.624053336870976, 'acc': 0.9678485576923077}, use_time:20.13498544692993 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.620627645498667, 'acc': 0.9694511217948718}, use_time:20.20443296432495 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6195542896405245, 'acc': 0.9694511217948718}, use_time:20.270251989364624 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6200636694064507, 'acc': 0.9696514423076923}, use_time:20.422367334365845 ==============
- The best acc is 0.9753605769230769
- epoch: 71 step: 195, loss is 0.9246485epoch: 71 step: 195, loss is 0.6075548epoch: 71 step: 195, loss is 0.70342255
-
- epoch: 71 step: 195, loss is 0.62760913
- epoch: 71 step: 195, loss is 0.81528974
-
- epoch: 71 step: 195, loss is 0.80336195
- epoch: 71 step: 195, loss is 0.8713342
- epoch: 71 step: 195, loss is 0.9673237
- epoch time: 32497.048 ms, per step time: 166.652 ms
- ============== Starting Testing ==============
- epoch time: 31623.884 ms, per step time: 162.174 ms
- ============== Starting Testing ==============epoch time: 33320.905 ms, per step time: 170.876 ms
- epoch time: 31309.376 ms, per step time: 160.561 msepoch time: 31233.241 ms, per step time: 160.170 ms
- ============== Starting Testing ==============
- epoch time: 31102.255 ms, per step time: 159.499 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31390.625 ms, per step time: 160.978 ms
- ============== Starting Testing ==============
- epoch time: 31975.971 ms, per step time: 163.979 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6136604748093165, 'acc': 0.9721554487179487}, use_time:19.891544580459595 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6128095073195604, 'acc': 0.9721554487179487}, use_time:20.034834384918213 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9702524038461539, 'loss': 0.6157970224053432}, use_time:20.254475593566895 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9728565705128205, 'loss': 0.6130609271618036}, use_time:20.30162525177002 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6148212326642795, 'acc': 0.9721554487179487}, use_time:20.351173639297485 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.613742681650015, 'acc': 0.9720552884615384}, use_time:20.359026193618774 ==============
- The best acc is 0.9751602564102564
- ============== result:{'acc': 0.9722556089743589, 'loss': 0.6136642931363522}, use_time:20.399325609207153 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6139179271383163, 'acc': 0.9724559294871795}, use_time:20.43577241897583 ==============
- The best acc is 0.9750600961538461
- epoch: 72 step: 195, loss is 0.8103019epoch: 72 step: 195, loss is 0.6437333epoch: 72 step: 195, loss is 0.74098307
- epoch: 72 step: 195, loss is 0.69268113epoch: 72 step: 195, loss is 0.65511453
-
-
-
- epoch: 72 step: 195, loss is 1.0189453epoch: 72 step: 195, loss is 0.7066857
-
- epoch time: 31280.933 ms, per step time: 160.415 ms
- ============== Starting Testing ==============
- epoch time: 31649.086 ms, per step time: 162.303 ms
- ============== Starting Testing ==============
- epoch time: 31103.685 ms, per step time: 159.506 msepoch time: 31238.764 ms, per step time: 160.199 ms
-
- epoch time: 31178.564 ms, per step time: 159.890 ms============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31505.055 ms, per step time: 161.564 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31135.735 ms, per step time: 159.670 ms
- ============== Starting Testing ==============
- epoch: 72 step: 195, loss is 0.74836874
- epoch time: 31216.226 ms, per step time: 160.083 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9689503205128205, 'loss': 0.62149017648055}, use_time:18.174859523773193 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6254111285775136, 'acc': 0.9675480769230769}, use_time:19.06412649154663 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9685496794871795, 'loss': 0.6223611134367112}, use_time:19.544451475143433 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9678485576923077, 'loss': 0.6230143688810177}, use_time:19.91919231414795 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6250554223855337, 'acc': 0.9666466346153846}, use_time:20.24202036857605 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6256141160161067, 'acc': 0.9675480769230769}, use_time:20.273740530014038 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6257176097386923, 'acc': 0.967948717948718}, use_time:20.34399390220642 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6263981197889035, 'acc': 0.9670472756410257}, use_time:20.52286434173584 ==============
- The best acc is 0.9753605769230769
- epoch: 73 step: 195, loss is 0.74929976
- epoch: 73 step: 195, loss is 0.72619826
- epoch: 73 step: 195, loss is 0.7730497epoch: 73 step: 195, loss is 0.7750775epoch: 73 step: 195, loss is 0.87687004
-
-
- epoch: 73 step: 195, loss is 0.7836871
- epoch: 73 step: 195, loss is 0.7626413
- epoch time: 33204.439 ms, per step time: 170.279 ms
- ============== Starting Testing ==============
- epoch time: 31107.370 ms, per step time: 159.525 ms
- epoch time: 31035.244 ms, per step time: 159.155 ms
- ============== Starting Testing ============================ Starting Testing ==============
-
- epoch time: 31460.457 ms, per step time: 161.336 msepoch time: 30856.564 ms, per step time: 158.239 ms
- ============== Starting Testing ==============
-
- epoch time: 31105.740 ms, per step time: 159.517 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 32320.563 ms, per step time: 165.746 ms
- ============== Starting Testing ==============
- epoch: 73 step: 195, loss is 0.9523131
- epoch time: 31856.037 ms, per step time: 163.364 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.624128768650385, 'acc': 0.9673477564102564}, use_time:19.87181568145752 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6234407935004967, 'acc': 0.9685496794871795}, use_time:20.175448417663574 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9678485576923077, 'loss': 0.6257040130022244}, use_time:20.203723907470703 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6299462790290514, 'acc': 0.965645032051282}, use_time:20.26857590675354 ==============
- The best acc is 0.9754607371794872
- ============== result:{'acc': 0.9678485576923077, 'loss': 0.6277377167955424}, use_time:20.35746955871582 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6280145656604034, 'acc': 0.9666466346153846}, use_time:20.3610577583313 ==============
- The best acc is 0.9751602564102564
- ============== result:{'acc': 0.9670472756410257, 'loss': 0.6249337903200052}, use_time:20.35712480545044 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6201722791943794, 'acc': 0.9696514423076923}, use_time:20.401872396469116 ==============
- The best acc is 0.9750600961538461
- epoch: 74 step: 195, loss is 0.76008534
- epoch: 74 step: 195, loss is 0.80500823
- epoch: 74 step: 195, loss is 0.61623764
- epoch: 74 step: 195, loss is 0.96740323epoch: 74 step: 195, loss is 0.7954354epoch: 74 step: 195, loss is 0.79876316
-
-
- epoch: 74 step: 195, loss is 0.8176996
- epoch time: 31223.927 ms, per step time: 160.123 ms
- ============== Starting Testing ==============
- epoch time: 31045.985 ms, per step time: 159.210 msepoch time: 31024.379 ms, per step time: 159.099 msepoch time: 31063.761 ms, per step time: 159.301 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31250.117 ms, per step time: 160.257 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31159.296 ms, per step time: 159.791 ms
-
- epoch: 74 step: 195, loss is 0.6527493============== Starting Testing ==============
-
- epoch time: 31556.819 ms, per step time: 161.830 ms
- ============== Starting Testing ==============
- epoch time: 31086.520 ms, per step time: 159.418 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9722556089743589, 'loss': 0.6148580754032502}, use_time:18.20604395866394 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6150624559093745, 'acc': 0.9722556089743589}, use_time:19.050473928451538 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9728565705128205, 'loss': 0.6147257326505123}, use_time:19.559102058410645 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9731570512820513, 'loss': 0.6155083939815179}, use_time:19.861684799194336 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6154421963370763, 'acc': 0.9720552884615384}, use_time:20.24204158782959 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6164530595907798, 'acc': 0.9722556089743589}, use_time:20.27691626548767 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6144572377969058, 'acc': 0.97265625}, use_time:20.34044337272644 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6159570610676056, 'acc': 0.9723557692307693}, use_time:20.57905864715576 ==============
- The best acc is 0.9753605769230769
- epoch: 75 step: 195, loss is 0.64307666
- epoch: 75 step: 195, loss is 0.8085538epoch: 75 step: 195, loss is 0.8644982epoch: 75 step: 195, loss is 0.6253407
-
- epoch: 75 step: 195, loss is 0.6456971
-
- epoch: 75 step: 195, loss is 0.7394601epoch: 75 step: 195, loss is 0.68743193epoch: 75 step: 195, loss is 0.65824836
-
-
- epoch time: 33563.419 ms, per step time: 172.120 ms
- ============== Starting Testing ==============
- epoch time: 32713.423 ms, per step time: 167.761 ms
- ============== Starting Testing ==============
- epoch time: 31529.323 ms, per step time: 161.689 msepoch time: 31428.581 ms, per step time: 161.172 ms
- ============== Starting Testing ==============
- epoch time: 32213.053 ms, per step time: 165.195 msepoch time: 31190.855 ms, per step time: 159.953 ms
- ============== Starting Testing ==============
- epoch time: 31891.616 ms, per step time: 163.547 ms
- ============== Starting Testing ==============
- epoch time: 31495.199 ms, per step time: 161.514 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6102619054607856, 'acc': 0.9738581730769231}, use_time:19.86608052253723 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6136979048068707, 'acc': 0.9721554487179487}, use_time:20.06876301765442 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9739583333333334, 'loss': 0.6077522484537883}, use_time:20.238708019256592 ==============
- The best acc is 0.9748597756410257
- ============== result:{'acc': 0.9729567307692307, 'loss': 0.6102466554595873}, use_time:20.27084755897522 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9703525641025641, 'loss': 0.6136215332991037}, use_time:20.357584476470947 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6125437911504354, 'acc': 0.9725560897435898}, use_time:20.35964345932007 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.611881106136701, 'acc': 0.9727564102564102}, use_time:20.380921840667725 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6127269399853853, 'acc': 0.9721554487179487}, use_time:20.48438262939453 ==============
- The best acc is 0.9750600961538461
- epoch: 76 step: 195, loss is 0.7535851
- epoch: 76 step: 195, loss is 0.9199046
- epoch: 76 step: 195, loss is 0.8582561
- epoch: 76 step: 195, loss is 0.65387297
- epoch: 76 step: 195, loss is 0.84294367
- epoch: 76 step: 195, loss is 0.7995232
- epoch: 76 step: 195, loss is 0.7527668
- epoch time: 31770.933 ms, per step time: 162.928 ms
- ============== Starting Testing ==============
- epoch time: 31567.701 ms, per step time: 161.886 ms
- epoch time: 31151.628 ms, per step time: 159.752 ms============== Starting Testing ==============
- epoch time: 31254.294 ms, per step time: 160.278 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31278.396 ms, per step time: 160.402 msepoch time: 31280.024 ms, per step time: 160.410 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31399.111 ms, per step time: 161.021 ms
- ============== Starting Testing ==============
- epoch: 76 step: 195, loss is 0.755906
- epoch time: 31391.701 ms, per step time: 160.983 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9724559294871795, 'loss': 0.6139064757869794}, use_time:18.161179065704346 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6131268264009402, 'acc': 0.9727564102564102}, use_time:19.129584550857544 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.971854967948718, 'loss': 0.6129007310821459}, use_time:19.7166690826416 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9725560897435898, 'loss': 0.6120891809845582}, use_time:19.84443426132202 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6138403648749376, 'acc': 0.97265625}, use_time:20.269498586654663 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6115828949289445, 'acc': 0.9727564102564102}, use_time:20.318718671798706 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6149126384884883, 'acc': 0.9715544871794872}, use_time:20.320838689804077 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6147115700520002, 'acc': 0.9716546474358975}, use_time:20.443336248397827 ==============
- The best acc is 0.9753605769230769
- epoch: 77 step: 195, loss is 0.7107166
- epoch: 77 step: 195, loss is 0.7286502
- epoch: 77 step: 195, loss is 0.8495159
- epoch: 77 step: 195, loss is 0.7294113
- epoch: 77 step: 195, loss is 0.7824863
- epoch time: 33169.292 ms, per step time: 170.099 msepoch: 77 step: 195, loss is 0.7072636
-
- ============== Starting Testing ==============
- epoch time: 31036.303 ms, per step time: 159.161 ms
- ============== Starting Testing ==============
- epoch time: 30915.697 ms, per step time: 158.542 ms
- ============== Starting Testing ==============
- epoch time: 31041.150 ms, per step time: 159.185 ms
- ============== Starting Testing ==============
- epoch time: 32234.483 ms, per step time: 165.305 ms
- ============== Starting Testing ==============
- epoch: 77 step: 195, loss is 0.8677918epoch: 77 step: 195, loss is 0.70677686
-
- epoch time: 31650.773 ms, per step time: 162.312 ms
- ============== Starting Testing ==============
- epoch time: 31533.931 ms, per step time: 161.712 msepoch time: 31111.298 ms, per step time: 159.545 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6106487936698474, 'acc': 0.9727564102564102}, use_time:19.85959267616272 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6100396502476472, 'acc': 0.97265625}, use_time:20.109445095062256 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9737580128205128, 'loss': 0.6090802365006545}, use_time:20.12618136405945 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9744591346153846, 'loss': 0.6065123864473441}, use_time:20.20191264152527 ==============
- The best acc is 0.9748597756410257
- ============== result:{'acc': 0.9724559294871795, 'loss': 0.6093987597104831}, use_time:20.25940227508545 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6107736743795567, 'acc': 0.9724559294871795}, use_time:20.27484655380249 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6102509962824675, 'acc': 0.9731570512820513}, use_time:20.32695960998535 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.612570196390152, 'acc': 0.9710536858974359}, use_time:20.37304663658142 ==============
- The best acc is 0.9750600961538461
- epoch: 78 step: 195, loss is 0.7013342
- epoch: 78 step: 195, loss is 0.71150047
- epoch: 78 step: 195, loss is 0.9146813
- epoch: 78 step: 195, loss is 0.884269
- epoch: 78 step: 195, loss is 0.7240201
- epoch: 78 step: 195, loss is 0.77917135
- epoch time: 31526.185 ms, per step time: 161.673 ms
- epoch time: 31298.722 ms, per step time: 160.506 msepoch time: 31783.662 ms, per step time: 162.993 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31422.973 ms, per step time: 161.143 ms
- epoch time: 31380.737 ms, per step time: 160.927 ms============== Starting Testing ==============
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============epoch time: 31279.116 ms, per step time: 160.406 ms
-
- ============== Starting Testing ==============
- epoch: 78 step: 195, loss is 0.8397001
- epoch: 78 step: 195, loss is 0.7092637
- epoch time: 31393.850 ms, per step time: 160.994 ms
- ============== Starting Testing ==============
- epoch time: 31569.031 ms, per step time: 161.892 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9699519230769231, 'loss': 0.6185666427780421}, use_time:18.152055501937866 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6162761980906512, 'acc': 0.9703525641025641}, use_time:19.085110902786255 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9685496794871795, 'loss': 0.6196210854328595}, use_time:19.566834211349487 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9691506410256411, 'loss': 0.6193709100286166}, use_time:19.94511103630066 ==============
- The best acc is 0.9748597756410257
- ============== result:{'loss': 0.6180828756246811, 'acc': 0.9707532051282052}, use_time:20.17130446434021 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6212223082398757, 'acc': 0.9678485576923077}, use_time:20.281768798828125 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.617341775733691, 'acc': 0.9709535256410257}, use_time:20.27524209022522 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6192313814774538, 'acc': 0.9693509615384616}, use_time:20.5004141330719 ==============
- The best acc is 0.9753605769230769
- epoch: 79 step: 195, loss is 0.7703371
- epoch: 79 step: 195, loss is 0.67046547
- epoch: 79 step: 195, loss is 0.6778259
- epoch: 79 step: 195, loss is 0.68498826epoch: 79 step: 195, loss is 0.8270246
-
- epoch: 79 step: 195, loss is 0.78169566
- epoch: 79 step: 195, loss is 0.6828624
- epoch time: 31265.265 ms, per step time: 160.335 msepoch time: 31602.511 ms, per step time: 162.064 ms
- ============== Starting Testing ==============
- epoch time: 31251.407 ms, per step time: 160.264 ms
-
- ============== Starting Testing ==============
- epoch time: 31377.805 ms, per step time: 160.912 ms============== Starting Testing ==============
- epoch time: 33396.459 ms, per step time: 171.264 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31020.790 ms, per step time: 159.081 ms
- ============== Starting Testing ==============
- epoch time: 32471.123 ms, per step time: 166.519 ms
- ============== Starting Testing ==============
- epoch: 79 step: 195, loss is 0.9371329
- epoch time: 32009.314 ms, per step time: 164.150 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6094417608319185, 'acc': 0.97265625}, use_time:19.916338205337524 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.611308566843852, 'acc': 0.9720552884615384}, use_time:20.1346173286438 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9739583333333334, 'loss': 0.608900951842467}, use_time:20.161770343780518 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6099193178308315, 'acc': 0.9731570512820513}, use_time:20.273313283920288 ==============
- The best acc is 0.9754607371794872
- ============== result:{'acc': 0.9752604166666666, 'loss': 0.6077981575941428}, use_time:20.326668739318848 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9735576923076923, 'loss': 0.609904421827732}, use_time:20.32944130897522 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6083058544840568, 'acc': 0.9746594551282052}, use_time:20.373718976974487 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6112932205582277, 'acc': 0.9728565705128205}, use_time:20.45962381362915 ==============
- The best acc is 0.9750600961538461
- ==============save checkpoint finished===================
- The best acc is 0.9752604166666666
- epoch: 80 step: 195, loss is 0.65786463
- epoch: 80 step: 195, loss is 0.81782025
- epoch: 80 step: 195, loss is 0.93686366
- epoch: 80 step: 195, loss is 0.7585639
- epoch: 80 step: 195, loss is 0.9240402epoch: 80 step: 195, loss is 0.6525535
-
- epoch: 80 step: 195, loss is 0.6946564
- epoch: 80 step: 195, loss is 0.75745535
- epoch time: 34823.546 ms, per step time: 178.582 ms
- ============== Starting Testing ==============
- epoch time: 35064.832 ms, per step time: 179.820 ms
- ============== Starting Testing ==============
- epoch time: 34528.844 ms, per step time: 177.071 msepoch time: 34628.352 ms, per step time: 177.581 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 34616.428 ms, per step time: 177.520 ms
- ============== Starting Testing ==============
- epoch time: 31194.797 ms, per step time: 159.973 ms
- ============== Starting Testing ==============
- epoch time: 34853.652 ms, per step time: 178.737 ms
- ============== Starting Testing ==============
- epoch time: 34724.698 ms, per step time: 178.075 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9724559294871795, 'loss': 0.6136314299626228}, use_time:18.203554391860962 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6171511673392394, 'acc': 0.9711538461538461}, use_time:19.09157657623291 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9715544871794872, 'loss': 0.6157943390500851}, use_time:19.644376277923584 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.971854967948718, 'loss': 0.6130173657184992}, use_time:19.839507579803467 ==============
- The best acc is 0.9752604166666666
- ============== result:{'loss': 0.6151267164028608, 'acc': 0.9721554487179487}, use_time:20.172330856323242 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6154839566502815, 'acc': 0.9720552884615384}, use_time:20.20331621170044 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6165477870366513, 'acc': 0.9714543269230769}, use_time:20.249943494796753 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6149711414025381, 'acc': 0.9713541666666666}, use_time:20.436880826950073 ==============
- The best acc is 0.9753605769230769
- epoch: 81 step: 195, loss is 0.79813534epoch: 81 step: 195, loss is 0.6913833
- epoch: 81 step: 195, loss is 0.74624425
-
- epoch: 81 step: 195, loss is 0.93064415epoch: 81 step: 195, loss is 0.83082074
-
- epoch: 81 step: 195, loss is 0.8766331
- epoch: 81 step: 195, loss is 0.80140847
- epoch: 81 step: 195, loss is 0.860409
- epoch time: 32505.931 ms, per step time: 166.697 ms
- ============== Starting Testing ==============
- epoch time: 31338.570 ms, per step time: 160.711 ms
- ============== Starting Testing ==============
- epoch time: 31394.639 ms, per step time: 160.998 msepoch time: 31756.227 ms, per step time: 162.852 ms
- ============== Starting Testing ==============
- epoch time: 31953.853 ms, per step time: 163.866 ms
-
- ============== Starting Testing ============================ Starting Testing ==============
-
- epoch time: 31162.085 ms, per step time: 159.806 ms
- ============== Starting Testing ==============
- epoch time: 33401.929 ms, per step time: 171.292 ms
- ============== Starting Testing ==============
- epoch time: 31434.602 ms, per step time: 161.203 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6101551147607657, 'acc': 0.9731570512820513}, use_time:19.96251916885376 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6107634370907759, 'acc': 0.973457532051282}, use_time:20.01377582550049 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9731570512820513, 'loss': 0.6106703953865247}, use_time:20.230979204177856 ==============
- The best acc is 0.9752604166666666
- ============== result:{'acc': 0.9730568910256411, 'loss': 0.612782104848287}, use_time:20.2402024269104 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6096594306903008, 'acc': 0.9731570512820513}, use_time:20.25427508354187 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6102067948533938, 'acc': 0.97265625}, use_time:20.284696578979492 ==============
- The best acc is 0.9751602564102564
- ============== result:{'acc': 0.97265625, 'loss': 0.6134031567818079}, use_time:20.305227041244507 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6114864958784519, 'acc': 0.9727564102564102}, use_time:20.393126726150513 ==============
- The best acc is 0.9750600961538461
- epoch: 82 step: 195, loss is 0.58713573epoch: 82 step: 195, loss is 0.83411884
- epoch: 82 step: 195, loss is 0.6864586
-
- epoch: 82 step: 195, loss is 0.7315053
- epoch: 82 step: 195, loss is 0.7990341
- epoch time: 31356.582 ms, per step time: 160.803 ms
- ============== Starting Testing ==============
- epoch time: 31308.020 ms, per step time: 160.554 msepoch: 82 step: 195, loss is 0.67358243
-
- ============== Starting Testing ==============epoch time: 31586.767 ms, per step time: 161.983 ms
- ============== Starting Testing ==============
- epoch: 82 step: 195, loss is 0.85238147epoch time: 31644.742 ms, per step time: 162.281 ms
- ============== Starting Testing ==============
- epoch time: 31301.215 ms, per step time: 160.519 ms
- ============== Starting Testing ==============
-
- epoch: 82 step: 195, loss is 0.90446687
- epoch time: 31386.839 ms, per step time: 160.958 ms
- ============== Starting Testing ==============
- epoch time: 31228.189 ms, per step time: 160.145 ms
- ============== Starting Testing ==============
-
- epoch time: 31377.562 ms, per step time: 160.911 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9705528846153846, 'loss': 0.6138536958740308}, use_time:18.184866428375244 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6148648338440137, 'acc': 0.9711538461538461}, use_time:19.10125470161438 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9719551282051282, 'loss': 0.6119667723392829}, use_time:19.590243101119995 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.973457532051282, 'loss': 0.6100833165722016}, use_time:19.884071111679077 ==============
- The best acc is 0.9752604166666666
- ============== result:{'loss': 0.6122028707311704, 'acc': 0.9715544871794872}, use_time:20.1752028465271 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6136771132930731, 'acc': 0.9714543269230769}, use_time:20.272073984146118 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6155836217296429, 'acc': 0.9701522435897436}, use_time:20.290016412734985 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.61264295455737, 'acc': 0.971854967948718}, use_time:20.436083793640137 ==============
- The best acc is 0.9753605769230769
- epoch: 83 step: 195, loss is 0.87990344
- epoch: 83 step: 195, loss is 0.88571537epoch: 83 step: 195, loss is 0.67825925epoch: 83 step: 195, loss is 0.89699256epoch: 83 step: 195, loss is 0.8884173
-
-
- epoch: 83 step: 195, loss is 0.864473
-
- epoch time: 32385.093 ms, per step time: 166.077 ms
- ============== Starting Testing ==============
- epoch time: 31200.210 ms, per step time: 160.001 msepoch time: 31590.835 ms, per step time: 162.004 msepoch time: 31285.871 ms, per step time: 160.440 msepoch: 83 step: 195, loss is 0.7874978
- ============== Starting Testing ==============
-
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31897.600 ms, per step time: 163.577 msepoch time: 31053.511 ms, per step time: 159.249 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch: 83 step: 195, loss is 0.6414304
- epoch time: 33319.564 ms, per step time: 170.870 ms
- ============== Starting Testing ==============
- epoch time: 31191.162 ms, per step time: 159.955 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6173013295882788, 'acc': 0.9704527243589743}, use_time:19.881035566329956 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.617372320439571, 'acc': 0.9710536858974359}, use_time:20.142422437667847 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9707532051282052, 'loss': 0.6171476697692504}, use_time:20.240126371383667 ==============
- The best acc is 0.9752604166666666
- ============== result:{'loss': 0.6206610370904971, 'acc': 0.9692508012820513}, use_time:20.266525983810425 ==============
- The best acc is 0.9754607371794872
- ============== result:{'acc': 0.9714543269230769, 'loss': 0.617921983393339}, use_time:20.27408242225647 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6159153227240611, 'acc': 0.9716546474358975}, use_time:20.33683967590332 ==============
- The best acc is 0.9751602564102564
- ============== result:{'acc': 0.9703525641025641, 'loss': 0.6175223422738222}, use_time:20.41916251182556 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.61634638829109, 'acc': 0.9707532051282052}, use_time:20.432772159576416 ==============
- The best acc is 0.9750600961538461
- epoch: 84 step: 195, loss is 0.7476886
- epoch: 84 step: 195, loss is 0.80599713epoch: 84 step: 195, loss is 0.6872326
-
- epoch: 84 step: 195, loss is 0.8831576epoch: 84 step: 195, loss is 0.72908664
-
- epoch: 84 step: 195, loss is 0.8471992
- epoch time: 31206.182 ms, per step time: 160.032 ms
- ============== Starting Testing ==============
- epoch time: 31061.638 ms, per step time: 159.290 ms
- ============== Starting Testing ==============
- epoch time: 31073.689 ms, per step time: 159.352 ms
- ============== Starting Testing ==============
- epoch time: 31211.268 ms, per step time: 160.058 msepoch time: 31353.772 ms, per step time: 160.789 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch: 84 step: 195, loss is 0.75240386
- epoch: 84 step: 195, loss is 0.7754288
- epoch time: 31169.107 ms, per step time: 159.842 ms
- ============== Starting Testing ==============
- epoch time: 31274.514 ms, per step time: 160.382 ms
- ============== Starting Testing ==============
- epoch time: 31639.573 ms, per step time: 162.254 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9725560897435898, 'loss': 0.6132880456936665}, use_time:18.19045352935791 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6133001167804767, 'acc': 0.9730568910256411}, use_time:19.1192467212677 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9717548076923077, 'loss': 0.6153393240693288}, use_time:19.499109983444214 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9714543269230769, 'loss': 0.6159690039662215}, use_time:19.922168254852295 ==============
- The best acc is 0.9752604166666666
- ============== result:{'loss': 0.6164093512373093, 'acc': 0.971854967948718}, use_time:20.337204217910767 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6138246665016199, 'acc': 0.971854967948718}, use_time:20.38903284072876 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6165393598568745, 'acc': 0.9728565705128205}, use_time:20.395809650421143 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6127200972957488, 'acc': 0.9733573717948718}, use_time:20.487003564834595 ==============
- The best acc is 0.9753605769230769
- epoch: 85 step: 195, loss is 0.7494054epoch: 85 step: 195, loss is 0.7788838
- epoch: 85 step: 195, loss is 0.91128814epoch: 85 step: 195, loss is 0.79547834
-
- epoch: 85 step: 195, loss is 0.71506965epoch: 85 step: 195, loss is 0.8684882
-
-
- epoch: 85 step: 195, loss is 0.78334665
- epoch: 85 step: 195, loss is 0.7640462
- epoch time: 33499.632 ms, per step time: 171.793 ms
- ============== Starting Testing ==============
- epoch time: 31747.267 ms, per step time: 162.806 msepoch time: 31293.823 ms, per step time: 160.481 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 32190.018 ms, per step time: 165.077 msepoch time: 32545.008 ms, per step time: 166.897 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31342.339 ms, per step time: 160.730 ms
- ============== Starting Testing ==============
- epoch time: 31209.574 ms, per step time: 160.049 ms
- ============== Starting Testing ==============
- epoch time: 31309.213 ms, per step time: 160.560 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.61218489610996, 'acc': 0.9736578525641025}, use_time:19.93259620666504 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6128145393270713, 'acc': 0.9732572115384616}, use_time:20.10424017906189 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9724559294871795, 'loss': 0.6121366360248663}, use_time:20.21433162689209 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9735576923076923, 'loss': 0.6120222004560324}, use_time:20.248507738113403 ==============
- The best acc is 0.9752604166666666
- ============== result:{'acc': 0.9724559294871795, 'loss': 0.6132541228181276}, use_time:20.316813945770264 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6111718421945205, 'acc': 0.9742588141025641}, use_time:20.346025705337524 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6121554000255389, 'acc': 0.9732572115384616}, use_time:20.48483395576477 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6118620020838884, 'acc': 0.9730568910256411}, use_time:20.508927583694458 ==============
- The best acc is 0.9751602564102564
- epoch: 86 step: 195, loss is 0.6787857
- epoch: 86 step: 195, loss is 0.92973983epoch: 86 step: 195, loss is 0.96600956epoch: 86 step: 195, loss is 0.92362845
-
-
- epoch: 86 step: 195, loss is 0.8925028epoch: 86 step: 195, loss is 0.7596858
- epoch: 86 step: 195, loss is 0.6411396
-
- epoch: 86 step: 195, loss is 0.7184625epoch time: 31295.910 ms, per step time: 160.492 ms
-
- ============== Starting Testing ==============
- epoch time: 31680.421 ms, per step time: 162.464 msepoch time: 31365.732 ms, per step time: 160.850 ms
- ============== Starting Testing ==============epoch time: 31104.257 ms, per step time: 159.509 ms
-
- ============== Starting Testing ==============
- epoch time: 31257.650 ms, per step time: 160.296 ms
- ============== Starting Testing ==============
-
- epoch time: 31500.592 ms, per step time: 161.541 ms============== Starting Testing ==============
- epoch time: 31131.176 ms, per step time: 159.647 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31414.573 ms, per step time: 161.100 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9722556089743589, 'loss': 0.6120103291976147}, use_time:18.258214712142944 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6143440506779231, 'acc': 0.9720552884615384}, use_time:19.09731888771057 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9699519230769231, 'loss': 0.6184998634151924}, use_time:19.66915011405945 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9728565705128205, 'loss': 0.6135826053527685}, use_time:19.896636486053467 ==============
- The best acc is 0.9752604166666666
- ============== result:{'loss': 0.6146671456786302, 'acc': 0.9720552884615384}, use_time:20.25819730758667 ==============
- The best acc is 0.9751602564102564
- ============== result:{'loss': 0.6129876438241738, 'acc': 0.97265625}, use_time:20.296676874160767 ==============
- The best acc is 0.9754607371794872
- ============== result:{'loss': 0.6133979302950394, 'acc': 0.9721554487179487}, use_time:20.307337999343872 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6147437021136284, 'acc': 0.9715544871794872}, use_time:20.666067123413086 ==============
- The best acc is 0.9753605769230769
- epoch: 87 step: 195, loss is 0.723502
- epoch: 87 step: 195, loss is 0.7113272
- epoch: 87 step: 195, loss is 0.87422305epoch: 87 step: 195, loss is 0.7156947
-
- epoch: 87 step: 195, loss is 0.8617556
- epoch: 87 step: 195, loss is 0.81845343
- epoch time: 31138.552 ms, per step time: 159.685 ms
- epoch time: 31088.662 ms, per step time: 159.429 msepoch time: 31501.525 ms, per step time: 161.546 msepoch time: 30727.944 ms, per step time: 157.579 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch: 87 step: 195, loss is 0.6742939
- ============== Starting Testing ==============epoch time: 31103.617 ms, per step time: 159.506 ms
-
- ============== Starting Testing ==============
- epoch: 87 step: 195, loss is 0.8975503
- epoch time: 32310.913 ms, per step time: 165.697 ms
- ============== Starting Testing ==============
- epoch time: 33140.285 ms, per step time: 169.950 ms
- ============== Starting Testing ==============
- epoch time: 31750.288 ms, per step time: 162.822 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6037019575253512, 'acc': 0.9764623397435898}, use_time:19.975625038146973 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6076370426095449, 'acc': 0.9751602564102564}, use_time:20.083264350891113 ==============
- The best acc is 0.9753605769230769
- ============== result:{'acc': 0.9749599358974359, 'loss': 0.6062668915360402}, use_time:20.207610845565796 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9750600961538461, 'loss': 0.6062752510874699}, use_time:20.23155450820923 ==============
- The best acc is 0.9752604166666666
- ============== result:{'loss': 0.6040612537509356, 'acc': 0.9762620192307693}, use_time:20.286837100982666 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6075729177548335}, use_time:20.32157588005066 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6043834621325518, 'acc': 0.9758613782051282}, use_time:20.443329334259033 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6071775471552824, 'acc': 0.9748597756410257}, use_time:20.533342123031616 ==============
- The best acc is 0.9750600961538461
- ==============save checkpoint finished===================
- The best acc is 0.9764623397435898
- ==============save checkpoint finished===================
- The best acc is 0.9762620192307693
- ==============save checkpoint finished===================
- The best acc is 0.9758613782051282
- epoch: 88 step: 195, loss is 0.7256669
- epoch: 88 step: 195, loss is 0.6636454epoch: 88 step: 195, loss is 0.7075157
-
- epoch: 88 step: 195, loss is 0.6199058epoch: 88 step: 195, loss is 0.80949384
-
- epoch: 88 step: 195, loss is 0.86357933
- epoch: 88 step: 195, loss is 0.63195753
- epoch time: 33853.307 ms, per step time: 173.607 ms
- ============== Starting Testing ==============
- epoch time: 33543.106 ms, per step time: 172.016 ms
- ============== Starting Testing ==============
- epoch time: 30965.098 ms, per step time: 158.795 msepoch time: 33842.936 ms, per step time: 173.554 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
-
- epoch: 88 step: 195, loss is 0.82170624
- epoch time: 33994.902 ms, per step time: 174.333 ms
- ============== Starting Testing ==============
- epoch time: 31429.613 ms, per step time: 161.178 ms
- ============== Starting Testing ==============
- epoch time: 30827.003 ms, per step time: 158.087 ms
- ============== Starting Testing ==============
- epoch time: 33761.612 ms, per step time: 173.136 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9753605769230769, 'loss': 0.6071507542943343}, use_time:18.24370765686035 ==============
- The best acc is 0.9755608974358975
- ============== result:{'loss': 0.6066385201918774, 'acc': 0.9754607371794872}, use_time:19.034715175628662 ==============
- The best acc is 0.9764623397435898
- ============== result:{'acc': 0.9745592948717948, 'loss': 0.6079838107793759}, use_time:19.62307071685791 ==============
- The best acc is 0.9750600961538461
- ============== result:{'acc': 0.9749599358974359, 'loss': 0.6077668347801918}, use_time:19.92773723602295 ==============
- The best acc is 0.9752604166666666
- ============== result:{'loss': 0.6079651210934688, 'acc': 0.9752604166666666}, use_time:20.145135641098022 ==============
- The best acc is 0.9758613782051282
- ============== result:{'loss': 0.6069566511955017, 'acc': 0.9749599358974359}, use_time:20.26943564414978 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.604701769275543, 'acc': 0.9761618589743589}, use_time:20.27444887161255 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6083338180413613, 'acc': 0.9754607371794872}, use_time:20.511634588241577 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9761618589743589
- ==============save checkpoint finished===================
- The best acc is 0.9754607371794872
- epoch: 89 step: 195, loss is 0.7214475
- epoch: 89 step: 195, loss is 0.9997139
- epoch: 89 step: 195, loss is 0.74394715
- epoch: 89 step: 195, loss is 0.75017285epoch: 89 step: 195, loss is 0.88697016epoch: 89 step: 195, loss is 0.7696617
-
-
- epoch: 89 step: 195, loss is 0.73239493
- epoch time: 36431.457 ms, per step time: 186.828 msepoch time: 35022.586 ms, per step time: 179.603 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 34745.620 ms, per step time: 178.183 ms
- ============== Starting Testing ==============
- epoch time: 30804.604 ms, per step time: 157.972 ms
- ============== Starting Testing ==============
- epoch time: 34406.590 ms, per step time: 176.444 msepoch time: 30992.474 ms, per step time: 158.936 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 35637.424 ms, per step time: 182.756 ms
- ============== Starting Testing ==============
- epoch: 89 step: 195, loss is 0.7691674
- epoch time: 34532.902 ms, per step time: 177.092 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6112479294339815, 'acc': 0.9720552884615384}, use_time:19.923478841781616 ==============
- The best acc is 0.9764623397435898
- ============== result:{'loss': 0.6123539285782056, 'acc': 0.9721554487179487}, use_time:20.175812482833862 ==============
- The best acc is 0.9754607371794872
- ============== result:{'acc': 0.9723557692307693, 'loss': 0.6102591260121419}, use_time:20.238980531692505 ==============
- The best acc is 0.9755608974358975
- ============== result:{'acc': 0.9715544871794872, 'loss': 0.6117662497055836}, use_time:20.274397611618042 ==============
- The best acc is 0.9752604166666666
- ============== result:{'loss': 0.6109048861723679, 'acc': 0.9727564102564102}, use_time:20.302690505981445 ==============
- The best acc is 0.9762620192307693
- ============== result:{'acc': 0.9736578525641025, 'loss': 0.6096676242275115}, use_time:20.33429980278015 ==============
- The best acc is 0.9750600961538461
- ============== result:{'loss': 0.6089527177122923, 'acc': 0.9737580128205128}, use_time:20.457149028778076 ==============
- The best acc is 0.9761618589743589
- ============== result:{'loss': 0.610092129271764, 'acc': 0.9735576923076923}, use_time:20.475558519363403 ==============
- The best acc is 0.9758613782051282
- epoch: 90 step: 195, loss is 0.74098635epoch: 90 step: 195, loss is 0.6711671
- epoch: 90 step: 195, loss is 0.74745166epoch: 90 step: 195, loss is 0.7732868
-
-
- epoch: 90 step: 195, loss is 0.98985934
- epoch: 90 step: 195, loss is 0.6968417
- epoch: 90 step: 195, loss is 0.87890184
- epoch time: 31392.480 ms, per step time: 160.987 ms
- ============== Starting Testing ==============
- epoch time: 31357.959 ms, per step time: 160.810 ms
- ============== Starting Testing ==============
- epoch time: 31299.830 ms, per step time: 160.512 ms
- ============== Starting Testing ==============
- epoch time: 31134.498 ms, per step time: 159.664 ms
- ============== Starting Testing ==============
- epoch time: 31329.387 ms, per step time: 160.664 ms
- ============== Starting Testing ==============
- epoch time: 31458.261 ms, per step time: 161.324 msepoch time: 31176.212 ms, per step time: 159.878 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch: 90 step: 195, loss is 0.64849734
- epoch time: 31724.785 ms, per step time: 162.691 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9765625, 'loss': 0.603184410585807}, use_time:18.21629762649536 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6041203074348278, 'acc': 0.9763621794871795}, use_time:19.08460807800293 ==============
- The best acc is 0.9764623397435898
- ============== result:{'acc': 0.975761217948718, 'loss': 0.6046944443996136}, use_time:19.509854316711426 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6061125754927977}, use_time:19.83858561515808 ==============
- The best acc is 0.9752604166666666
- ============== result:{'loss': 0.6054758601463758, 'acc': 0.9751602564102564}, use_time:20.177935123443604 ==============
- The best acc is 0.9758613782051282
- ============== result:{'loss': 0.6064632424177268, 'acc': 0.9751602564102564}, use_time:20.24570655822754 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6050998364121486, 'acc': 0.9755608974358975}, use_time:20.266611337661743 ==============
- The best acc is 0.9761618589743589
- ============== result:{'loss': 0.6060556501914294, 'acc': 0.9747596153846154}, use_time:20.56286907196045 ==============
- The best acc is 0.9754607371794872
- ==============save checkpoint finished===================
- The best acc is 0.9765625
- ==============save checkpoint finished===================
- The best acc is 0.975761217948718
- epoch: 91 step: 195, loss is 0.7084923
- epoch: 91 step: 195, loss is 0.6812244
- epoch: 91 step: 195, loss is 0.6677977
- epoch: 91 step: 195, loss is 0.85546434epoch: 91 step: 195, loss is 0.73035216epoch: 91 step: 195, loss is 0.8244247epoch: 91 step: 195, loss is 0.74715614epoch: 91 step: 195, loss is 0.7562096
-
-
-
-
- epoch time: 32287.021 ms, per step time: 165.574 ms
- ============== Starting Testing ==============
- epoch time: 33920.185 ms, per step time: 173.950 msepoch time: 32846.562 ms, per step time: 168.444 ms
- ============== Starting Testing ==============
- epoch time: 32778.788 ms, per step time: 168.096 ms
- epoch time: 32461.328 ms, per step time: 166.468 msepoch time: 32757.621 ms, per step time: 167.988 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 33189.381 ms, per step time: 170.202 ms
- ============== Starting Testing ==============
- epoch time: 30830.038 ms, per step time: 158.103 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6040102505148985, 'acc': 0.9766626602564102}, use_time:19.97829580307007 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6059661547725017, 'acc': 0.975761217948718}, use_time:20.07113766670227 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9760616987179487, 'loss': 0.6076739663496996}, use_time:20.209266424179077 ==============
- The best acc is 0.9765625
- ============== result:{'acc': 0.9760616987179487, 'loss': 0.6058450409999261}, use_time:20.243277549743652 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6042412074330525, 'acc': 0.9767628205128205}, use_time:20.320973873138428 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6057698634954599, 'acc': 0.9758613782051282}, use_time:20.36208963394165 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6047263361322575, 'acc': 0.9762620192307693}, use_time:20.369437217712402 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9768629807692307, 'loss': 0.6031305940869527}, use_time:20.407492637634277 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9766626602564102
- ==============save checkpoint finished===================
- The best acc is 0.975761217948718
- ==============save checkpoint finished===================
- The best acc is 0.9760616987179487
- ==============save checkpoint finished===================
- The best acc is 0.9767628205128205
- ==============save checkpoint finished===================
- The best acc is 0.9768629807692307
- ==============save checkpoint finished===================
- The best acc is 0.9762620192307693
- epoch: 92 step: 195, loss is 0.79041487
- epoch: 92 step: 195, loss is 0.6638311
- epoch: 92 step: 195, loss is 0.8512996
- epoch: 92 step: 195, loss is 0.7638146epoch: 92 step: 195, loss is 0.9392747epoch: 92 step: 195, loss is 0.64773995
-
-
- epoch: 92 step: 195, loss is 0.5865128
- epoch: 92 step: 195, loss is 0.9173596epoch time: 31757.319 ms, per step time: 162.858 ms
- epoch time: 31240.256 ms, per step time: 160.206 msepoch time: 34209.683 ms, per step time: 175.434 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31031.898 ms, per step time: 159.138 msepoch time: 31165.830 ms, per step time: 159.825 msepoch time: 31155.513 ms, per step time: 159.772 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31354.305 ms, per step time: 160.791 ms
- ============== Starting Testing ==============
-
- epoch time: 34088.727 ms, per step time: 174.814 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9748597756410257, 'loss': 0.6069114853938421}, use_time:18.215930700302124 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.608082016882224, 'acc': 0.9739583333333334}, use_time:19.115179300308228 ==============
- The best acc is 0.9766626602564102
- ============== result:{'acc': 0.9735576923076923, 'loss': 0.6068285424739887}, use_time:19.572234630584717 ==============
- The best acc is 0.9768629807692307
- ============== result:{'acc': 0.9742588141025641, 'loss': 0.6052668421314313}, use_time:19.91955876350403 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6049926259960884, 'acc': 0.9748597756410257}, use_time:20.231142044067383 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6065109599477205, 'acc': 0.9737580128205128}, use_time:20.28385591506958 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6075826732394023, 'acc': 0.9741586538461539}, use_time:20.360840320587158 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6060150399422034, 'acc': 0.9746594551282052}, use_time:20.463533639907837 ==============
- The best acc is 0.975761217948718
- epoch: 93 step: 195, loss is 0.80403006
- epoch: 93 step: 195, loss is 1.0304425
- epoch: 93 step: 195, loss is 0.8684338
- epoch: 93 step: 195, loss is 0.6485274
- epoch time: 33123.963 ms, per step time: 169.866 ms
- ============== Starting Testing ==============
- epoch time: 30944.366 ms, per step time: 158.689 msepoch time: 31422.942 ms, per step time: 161.143 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch: 93 step: 195, loss is 0.7533499
- epoch: 93 step: 195, loss is 0.6136147
- epoch time: 31775.091 ms, per step time: 162.949 ms
- ============== Starting Testing ==============
- epoch: 93 step: 195, loss is 0.6879035epoch: 93 step: 195, loss is 0.57159907
-
- epoch time: 32243.142 ms, per step time: 165.349 ms
- ============== Starting Testing ==============
- epoch time: 30897.417 ms, per step time: 158.448 ms
- ============== Starting Testing ==============
- epoch time: 31135.162 ms, per step time: 159.667 ms
- ============== Starting Testing ==============
- epoch time: 31082.606 ms, per step time: 159.398 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6149316019354722, 'acc': 0.9727564102564102}, use_time:19.90193486213684 ==============
- The best acc is 0.9766626602564102
- ============== result:{'loss': 0.6119760956901771, 'acc': 0.973457532051282}, use_time:20.02819585800171 ==============
- The best acc is 0.975761217948718
- ============== result:{'acc': 0.9741586538461539, 'loss': 0.6103764310097083}, use_time:20.114633560180664 ==============
- The best acc is 0.9765625
- ============== result:{'acc': 0.9738581730769231, 'loss': 0.6121603947801467}, use_time:20.24069857597351 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6124377904029993, 'acc': 0.9733573717948718}, use_time:20.267834186553955 ==============
- The best acc is 0.9762620192307693
- ============== result:{'acc': 0.973457532051282, 'loss': 0.611133720821295}, use_time:20.2772216796875 ==============
- The best acc is 0.9768629807692307
- ============== result:{'loss': 0.6111531076140893, 'acc': 0.9737580128205128}, use_time:20.26668381690979 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6121376812075957, 'acc': 0.9732572115384616}, use_time:20.361634969711304 ==============
- The best acc is 0.9762620192307693
- epoch: 94 step: 195, loss is 0.77253413
- epoch: 94 step: 195, loss is 0.68469906epoch: 94 step: 195, loss is 0.7212699
- epoch: 94 step: 195, loss is 0.8594354
- epoch: 94 step: 195, loss is 0.7743988
-
- epoch: 94 step: 195, loss is 0.7557031
- epoch: 94 step: 195, loss is 0.789448
- epoch time: 31340.681 ms, per step time: 160.721 ms
- ============== Starting Testing ==============
- epoch: 94 step: 195, loss is 0.70618707
- epoch time: 31533.228 ms, per step time: 161.709 ms
- ============== Starting Testing ==============
- epoch time: 31172.250 ms, per step time: 159.858 msepoch time: 31163.889 ms, per step time: 159.815 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31069.673 ms, per step time: 159.332 ms
- ============== Starting Testing ==============
- epoch time: 31407.390 ms, per step time: 161.064 ms
- ============== Starting Testing ==============
- epoch time: 31197.308 ms, per step time: 159.986 ms
- ============== Starting Testing ==============
- epoch time: 31226.059 ms, per step time: 160.134 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9724559294871795, 'loss': 0.6139954190987807}, use_time:18.209248781204224 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.6160668302804996, 'acc': 0.9719551282051282}, use_time:19.112257480621338 ==============
- The best acc is 0.9766626602564102
- ============== result:{'acc': 0.971854967948718, 'loss': 0.6163302018092229}, use_time:19.509410619735718 ==============
- The best acc is 0.9768629807692307
- ============== result:{'acc': 0.9716546474358975, 'loss': 0.6154614694607563}, use_time:19.879263877868652 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6132310252541151, 'acc': 0.9730568910256411}, use_time:20.295380353927612 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6149796140499604, 'acc': 0.9723557692307693}, use_time:20.346564292907715 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6149867320289979, 'acc': 0.9725560897435898}, use_time:20.359966039657593 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6152469349595217, 'acc': 0.9721554487179487}, use_time:20.49456763267517 ==============
- The best acc is 0.975761217948718
- epoch: 95 step: 195, loss is 1.0960331
- epoch: 95 step: 195, loss is 0.84835356epoch: 95 step: 195, loss is 0.7989468
- epoch: 95 step: 195, loss is 0.9092052
-
- epoch: 95 step: 195, loss is 0.6708452
- epoch: 95 step: 195, loss is 0.6779979
- epoch time: 33471.006 ms, per step time: 171.646 ms
- ============== Starting Testing ==============
- epoch: 95 step: 195, loss is 0.84039295epoch time: 31788.900 ms, per step time: 163.020 msepoch: 95 step: 195, loss is 0.81582797
- ============== Starting Testing ==============
- epoch time: 32170.152 ms, per step time: 164.975 msepoch time: 31184.538 ms, per step time: 159.921 ms
-
-
-
- ============== Starting Testing ============================ Starting Testing ==============
-
- epoch time: 31394.866 ms, per step time: 160.999 ms
- ============== Starting Testing ==============
- epoch time: 32581.410 ms, per step time: 167.084 ms
- ============== Starting Testing ==============
- epoch time: 31348.069 ms, per step time: 160.759 ms
- ============== Starting Testing ==============
- epoch time: 31339.367 ms, per step time: 160.715 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6079489202835621, 'acc': 0.9744591346153846}, use_time:19.77995491027832 ==============
- The best acc is 0.9766626602564102
- ============== result:{'loss': 0.6083115587631861, 'acc': 0.9739583333333334}, use_time:20.091896057128906 ==============
- The best acc is 0.975761217948718
- ============== result:{'acc': 0.9741586538461539, 'loss': 0.6099203099042941}, use_time:20.167285442352295 ==============
- The best acc is 0.9765625
- ============== result:{'acc': 0.9733573717948718, 'loss': 0.610507339430161}, use_time:20.23723077774048 ==============
- The best acc is 0.9760616987179487
- ============== result:{'acc': 0.9745592948717948, 'loss': 0.6082870448246981}, use_time:20.277788162231445 ==============
- The best acc is 0.9768629807692307
- ============== result:{'loss': 0.6087361088930032, 'acc': 0.9739583333333334}, use_time:20.25791096687317 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6090141303646259, 'acc': 0.9733573717948718}, use_time:20.301541805267334 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.607103977447901, 'acc': 0.9748597756410257}, use_time:20.389469385147095 ==============
- The best acc is 0.9762620192307693
- epoch: 96 step: 195, loss is 0.77008456
- epoch: 96 step: 195, loss is 0.6948304epoch: 96 step: 195, loss is 0.7282914epoch: 96 step: 195, loss is 0.78485394
- epoch: 96 step: 195, loss is 0.7911135
-
-
- epoch: 96 step: 195, loss is 0.67686844
- epoch: 96 step: 195, loss is 0.7205871
- epoch time: 31419.250 ms, per step time: 161.124 ms
- ============== Starting Testing ==============
- epoch time: 31350.461 ms, per step time: 160.772 ms
- ============== Starting Testing ==============
- epoch time: 31309.301 ms, per step time: 160.561 ms
- ============== Starting Testing ==============
- epoch time: 31300.931 ms, per step time: 160.518 ms
- ============== Starting Testing ==============
- epoch time: 31275.131 ms, per step time: 160.385 ms
- ============== Starting Testing ==============
- epoch: 96 step: 195, loss is 0.7789881
- epoch time: 31801.003 ms, per step time: 163.082 ms
- ============== Starting Testing ==============
- epoch time: 31191.029 ms, per step time: 159.954 ms
- ============== Starting Testing ==============
- epoch time: 31512.893 ms, per step time: 161.605 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9715544871794872, 'loss': 0.6158508522770344}, use_time:18.232230186462402 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.6148267476222454, 'acc': 0.9725560897435898}, use_time:18.981180429458618 ==============
- The best acc is 0.9766626602564102
- ============== result:{'acc': 0.9723557692307693, 'loss': 0.6152639129222968}, use_time:19.512330293655396 ==============
- The best acc is 0.9768629807692307
- ============== result:{'acc': 0.9725560897435898, 'loss': 0.6137414670143372}, use_time:19.860814094543457 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6133733550325419, 'acc': 0.9730568910256411}, use_time:20.148170948028564 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6153361896673838, 'acc': 0.9713541666666666}, use_time:20.219005346298218 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6140167107566809, 'acc': 0.9725560897435898}, use_time:20.290597438812256 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6168705477164342, 'acc': 0.971854967948718}, use_time:20.431180000305176 ==============
- The best acc is 0.975761217948718
- epoch: 97 step: 195, loss is 0.78679705epoch: 97 step: 195, loss is 0.71796143
-
- epoch: 97 step: 195, loss is 0.8833622
- epoch: 97 step: 195, loss is 0.7724381
- epoch: 97 step: 195, loss is 0.76323867epoch: 97 step: 195, loss is 0.6539396
- epoch: 97 step: 195, loss is 0.7796538
-
- epoch time: 33229.890 ms, per step time: 170.410 ms
- ============== Starting Testing ==============
- epoch time: 32472.543 ms, per step time: 166.526 msepoch time: 31948.147 ms, per step time: 163.837 ms
- epoch time: 31169.964 ms, per step time: 159.846 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31311.505 ms, per step time: 160.572 msepoch time: 31601.266 ms, per step time: 162.058 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31011.533 ms, per step time: 159.034 ms
- ============== Starting Testing ==============
- epoch: 97 step: 195, loss is 0.7662668
- epoch time: 31254.590 ms, per step time: 160.280 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6115673255079832, 'acc': 0.9730568910256411}, use_time:19.920310974121094 ==============
- The best acc is 0.9766626602564102
- ============== result:{'loss': 0.6126288125912348, 'acc': 0.9725560897435898}, use_time:20.12864589691162 ==============
- The best acc is 0.975761217948718
- ============== result:{'acc': 0.9735576923076923, 'loss': 0.6106340640630478}, use_time:20.281881093978882 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.6123065604613378, 'acc': 0.9730568910256411}, use_time:20.30033040046692 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6097607614520268, 'acc': 0.9736578525641025}, use_time:20.331459999084473 ==============
- The best acc is 0.9767628205128205
- ============== result:{'acc': 0.9733573717948718, 'loss': 0.6104711177639472}, use_time:20.34203791618347 ==============
- The best acc is 0.9760616987179487
- ============== result:{'acc': 0.9736578525641025, 'loss': 0.6104871770128225}, use_time:20.419753551483154 ==============
- The best acc is 0.9768629807692307
- ============== result:{'loss': 0.6133227082781303, 'acc': 0.9716546474358975}, use_time:20.477851390838623 ==============
- The best acc is 0.9762620192307693
- epoch: 98 step: 195, loss is 1.0523758
- epoch: 98 step: 195, loss is 0.6872804epoch: 98 step: 195, loss is 0.7190226
-
- epoch: 98 step: 195, loss is 1.026766epoch: 98 step: 195, loss is 0.63042367
-
- epoch: 98 step: 195, loss is 0.9047679
- epoch: 98 step: 195, loss is 0.8485379
- epoch time: 31258.963 ms, per step time: 160.302 ms
- ============== Starting Testing ==============
- epoch: 98 step: 195, loss is 0.6536258
- epoch time: 31240.308 ms, per step time: 160.207 ms
- ============== Starting Testing ==============
- epoch time: 31121.705 ms, per step time: 159.598 ms
- ============== Starting Testing ==============
- epoch time: 31199.415 ms, per step time: 159.997 msepoch time: 31622.133 ms, per step time: 162.165 msepoch time: 31043.071 ms, per step time: 159.195 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31210.979 ms, per step time: 160.056 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31423.353 ms, per step time: 161.145 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9759615384615384, 'loss': 0.6051282412730731}, use_time:18.18905806541443 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.6044000677573376, 'acc': 0.9752604166666666}, use_time:19.04134464263916 ==============
- The best acc is 0.9766626602564102
- ============== result:{'acc': 0.9760616987179487, 'loss': 0.6053151711821556}, use_time:19.616668462753296 ==============
- The best acc is 0.9768629807692307
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6037268562194629}, use_time:19.915218114852905 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.604455706400749, 'acc': 0.9765625}, use_time:20.21817684173584 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6045436249711574, 'acc': 0.9760616987179487}, use_time:20.31483745574951 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.603241506486367, 'acc': 0.9767628205128205}, use_time:20.3209125995636 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6017126351212844, 'acc': 0.9758613782051282}, use_time:20.42394256591797 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9767628205128205
- ==============save checkpoint finished===================
- The best acc is 0.9758613782051282
- epoch: 99 step: 195, loss is 0.85062647
- epoch: 99 step: 195, loss is 0.6875142
- epoch: 99 step: 195, loss is 0.73613656
- epoch: 99 step: 195, loss is 0.77076775
- epoch: 99 step: 195, loss is 0.81316054epoch time: 34975.936 ms, per step time: 179.364 ms
-
- ============== Starting Testing ==============
- epoch time: 35674.593 ms, per step time: 182.947 ms
- ============== Starting Testing ==============
- epoch time: 36249.828 ms, per step time: 185.897 ms
- ============== Starting Testing ==============
- epoch: 99 step: 195, loss is 0.72428304
- epoch: 99 step: 195, loss is 1.007054epoch time: 37110.103 ms, per step time: 190.308 ms
-
- ============== Starting Testing ==============
- epoch: 99 step: 195, loss is 0.6174315
- epoch time: 35388.265 ms, per step time: 181.478 ms
- ============== Starting Testing ==============
- epoch time: 31291.033 ms, per step time: 160.467 ms
- ============== Starting Testing ==============
- epoch time: 31424.403 ms, per step time: 161.151 ms
- ============== Starting Testing ==============
- epoch time: 35100.118 ms, per step time: 180.001 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6090546913253956, 'acc': 0.9731570512820513}, use_time:19.89388942718506 ==============
- The best acc is 0.9766626602564102
- ============== result:{'loss': 0.6077197920053433, 'acc': 0.9750600961538461}, use_time:20.065288066864014 ==============
- The best acc is 0.9758613782051282
- ============== result:{'acc': 0.9729567307692307, 'loss': 0.6093068262323355}, use_time:20.170695304870605 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.6128461085833036, 'acc': 0.9721554487179487}, use_time:20.274736404418945 ==============
- The best acc is 0.9762620192307693
- ============== result:{'acc': 0.9712540064102564, 'loss': 0.6131970320756619}, use_time:20.317524433135986 ==============
- The best acc is 0.9760616987179487
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6071846922620748}, use_time:20.332908153533936 ==============
- The best acc is 0.9768629807692307
- ============== result:{'loss': 0.6100884553713676, 'acc': 0.9732572115384616}, use_time:20.408146619796753 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6120185804290649, 'acc': 0.9723557692307693}, use_time:20.41637945175171 ==============
- The best acc is 0.9767628205128205
- epoch: 100 step: 195, loss is 0.96468973
- epoch: 100 step: 195, loss is 0.7834202
- epoch: 100 step: 195, loss is 0.71876585epoch: 100 step: 195, loss is 0.67412806
- epoch: 100 step: 195, loss is 0.72322893
- epoch: 100 step: 195, loss is 0.81077814
- epoch: 100 step: 195, loss is 0.8723508epoch: 100 step: 195, loss is 0.7369419
-
-
- epoch time: 31265.761 ms, per step time: 160.337 ms
- ============== Starting Testing ==============
- epoch time: 31115.369 ms, per step time: 159.566 msepoch time: 31553.504 ms, per step time: 161.813 ms
- epoch time: 31116.887 ms, per step time: 159.574 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31011.834 ms, per step time: 159.035 msepoch time: 31363.035 ms, per step time: 160.836 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31012.224 ms, per step time: 159.037 ms
- epoch time: 31175.428 ms, per step time: 159.874 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9741586538461539, 'loss': 0.6076387625474197}, use_time:18.18068552017212 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.6069469444262676, 'acc': 0.9749599358974359}, use_time:18.989452362060547 ==============
- The best acc is 0.9766626602564102
- ============== result:{'acc': 0.9746594551282052, 'loss': 0.6072865766592515}, use_time:19.56460738182068 ==============
- The best acc is 0.9768629807692307
- ============== result:{'acc': 0.9760616987179487, 'loss': 0.6043922131260236}, use_time:19.97603988647461 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.607593678511106, 'acc': 0.9749599358974359}, use_time:20.17956233024597 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.60860547518883, 'acc': 0.9748597756410257}, use_time:20.2815945148468 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6067959282260674, 'acc': 0.9740584935897436}, use_time:20.300535678863525 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.607203372204915, 'acc': 0.9744591346153846}, use_time:20.627955198287964 ==============
- The best acc is 0.9758613782051282
- epoch: 101 step: 195, loss is 0.60801643
- epoch: 101 step: 195, loss is 0.8806749epoch: 101 step: 195, loss is 0.67660105
- epoch: 101 step: 195, loss is 0.92630374epoch: 101 step: 195, loss is 0.94061697epoch: 101 step: 195, loss is 0.63344747
-
- epoch: 101 step: 195, loss is 0.9109087
-
-
- epoch time: 33296.393 ms, per step time: 170.751 ms
- ============== Starting Testing ==============
- epoch: 101 step: 195, loss is 0.9739595epoch time: 31503.572 ms, per step time: 161.557 ms
- epoch time: 32490.690 ms, per step time: 166.619 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31197.686 ms, per step time: 159.988 msepoch time: 31915.401 ms, per step time: 163.669 msepoch time: 31300.369 ms, per step time: 160.515 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 30854.901 ms, per step time: 158.230 ms
- ============== Starting Testing ==============
- epoch time: 31192.968 ms, per step time: 159.964 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6005007366721447, 'acc': 0.9776642628205128}, use_time:19.888415813446045 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.5995194438176278, 'acc': 0.977363782051282}, use_time:20.008174180984497 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9761618589743589, 'loss': 0.6014285372235836}, use_time:20.254420042037964 ==============
- The best acc is 0.9765625
- ============== result:{'acc': 0.9759615384615384, 'loss': 0.6018585933324618}, use_time:20.279197216033936 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6013477211579298, 'acc': 0.9767628205128205}, use_time:20.339728355407715 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6005665067678843, 'acc': 0.9761618589743589}, use_time:20.37734365463257 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6025266599578735, 'acc': 0.9762620192307693}, use_time:20.37625789642334 ==============
- The best acc is 0.9767628205128205
- ============== result:{'acc': 0.9784655448717948, 'loss': 0.5985617811481158}, use_time:20.394940853118896 ==============
- =================save checkpoint....====================
- ==============save checkpoint finished===================
- The best acc is 0.9776642628205128
- ==============save checkpoint finished===================
- The best acc is 0.977363782051282
- ==============save checkpoint finished===================
- The best acc is 0.9784655448717948
- epoch: 102 step: 195, loss is 0.88739073epoch: 102 step: 195, loss is 0.94862604
- epoch: 102 step: 195, loss is 0.5985111
- epoch: 102 step: 195, loss is 0.82280743
-
- epoch: 102 step: 195, loss is 0.8049257
- epoch: 102 step: 195, loss is 0.7192878
- epoch time: 31459.495 ms, per step time: 161.331 ms
- ============== Starting Testing ==============
- epoch: 102 step: 195, loss is 0.66758275
- epoch time: 30939.444 ms, per step time: 158.664 ms
- epoch time: 34589.175 ms, per step time: 177.380 ms
- ============== Starting Testing ==============
- epoch time: 34448.964 ms, per step time: 176.661 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 34502.046 ms, per step time: 176.934 ms
- ============== Starting Testing ==============
- epoch: 102 step: 195, loss is 0.5948222
- epoch time: 34567.780 ms, per step time: 177.271 ms
- ============== Starting Testing ==============
- epoch time: 34475.499 ms, per step time: 176.797 ms
- ============== Starting Testing ==============
- epoch time: 31144.402 ms, per step time: 159.715 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9737580128205128, 'loss': 0.6110934366782507}, use_time:18.192058324813843 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.612132402184682, 'acc': 0.9732572115384616}, use_time:19.108160734176636 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9742588141025641, 'loss': 0.6092130641142527}, use_time:19.55493974685669 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9744591346153846, 'loss': 0.6088892292135801}, use_time:19.800445318222046 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6128844045675718, 'acc': 0.9730568910256411}, use_time:20.102718353271484 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6080299911972804, 'acc': 0.9753605769230769}, use_time:20.211161136627197 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6104100468831185, 'acc': 0.9737580128205128}, use_time:20.301097631454468 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6100470612828548, 'acc': 0.9744591346153846}, use_time:20.444615840911865 ==============
- The best acc is 0.977363782051282
- epoch: 103 step: 195, loss is 0.7719343
- epoch: 103 step: 195, loss is 0.8442345
- epoch: 103 step: 195, loss is 0.79826814epoch: 103 step: 195, loss is 0.6660697epoch: 103 step: 195, loss is 0.62885886epoch: 103 step: 195, loss is 0.62105083epoch: 103 step: 195, loss is 0.7407973
-
-
-
-
- epoch time: 33260.874 ms, per step time: 170.569 ms
- ============== Starting Testing ==============
- epoch time: 32348.511 ms, per step time: 165.890 ms
- ============== Starting Testing ==============
- epoch time: 31899.036 ms, per step time: 163.585 msepoch time: 31140.836 ms, per step time: 159.697 ms
- ============== Starting Testing ==============
- epoch time: 30990.096 ms, per step time: 158.924 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31246.240 ms, per step time: 160.237 msepoch time: 31353.251 ms, per step time: 160.786 ms
- epoch: 103 step: 195, loss is 0.75096285============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- epoch time: 31665.076 ms, per step time: 162.385 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6127865087145414, 'acc': 0.9730568910256411}, use_time:19.979926109313965 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6132594108199462, 'acc': 0.9731570512820513}, use_time:20.089548587799072 ==============
- The best acc is 0.977363782051282
- ============== result:{'acc': 0.9744591346153846, 'loss': 0.6101490442569439}, use_time:20.20633363723755 ==============
- The best acc is 0.9765625
- ============== result:{'acc': 0.9742588141025641, 'loss': 0.610450936624637}, use_time:20.269293546676636 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6105453977600123, 'acc': 0.9733573717948718}, use_time:20.327521800994873 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6148068727209017, 'acc': 0.9730568910256411}, use_time:20.345749378204346 ==============
- The best acc is 0.9767628205128205
- ============== result:{'acc': 0.9736578525641025, 'loss': 0.6110787777564465}, use_time:20.345295429229736 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6149721793257273, 'acc': 0.9725560897435898}, use_time:20.49990725517273 ==============
- The best acc is 0.9767628205128205
- epoch: 104 step: 195, loss is 0.77639556epoch: 104 step: 195, loss is 0.77263546
- epoch: 104 step: 195, loss is 0.7116846
-
- epoch: 104 step: 195, loss is 0.7654926epoch: 104 step: 195, loss is 0.7984102
-
- epoch: 104 step: 195, loss is 0.7360603epoch: 104 step: 195, loss is 0.8334516epoch: 104 step: 195, loss is 0.92937654
-
-
- epoch time: 31490.893 ms, per step time: 161.492 ms
- ============== Starting Testing ==============
- epoch time: 31333.478 ms, per step time: 160.685 msepoch time: 31347.526 ms, per step time: 160.757 ms
- ============== Starting Testing ==============epoch time: 31369.088 ms, per step time: 160.867 ms
-
- ============== Starting Testing ==============
- epoch time: 31606.897 ms, per step time: 162.087 msepoch time: 31194.694 ms, per step time: 159.973 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31717.431 ms, per step time: 162.653 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31428.592 ms, per step time: 161.172 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9728565705128205, 'loss': 0.6107849664030931}, use_time:18.155497074127197 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.6146561891222612, 'acc': 0.9722556089743589}, use_time:19.08214569091797 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9730568910256411, 'loss': 0.6116613713212502}, use_time:19.61137866973877 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9717548076923077, 'loss': 0.6151919960975647}, use_time:19.87264633178711 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6156504421662061, 'acc': 0.9716546474358975}, use_time:20.250065803527832 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6146915023907636, 'acc': 0.9722556089743589}, use_time:20.300225019454956 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.612558109446978, 'acc': 0.9730568910256411}, use_time:20.370862245559692 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6172425093559119, 'acc': 0.9714543269230769}, use_time:20.444864511489868 ==============
- The best acc is 0.977363782051282
- epoch: 105 step: 195, loss is 0.7581775
- epoch: 105 step: 195, loss is 0.760087
- epoch: 105 step: 195, loss is 0.86361897
- epoch: 105 step: 195, loss is 0.68274415
- epoch: 105 step: 195, loss is 0.8903916
- epoch time: 33140.216 ms, per step time: 169.950 msepoch time: 32212.797 ms, per step time: 165.194 ms
-
- ============== Starting Testing ==============epoch time: 30925.327 ms, per step time: 158.591 ms
- ============== Starting Testing ==============
-
- epoch time: 31683.458 ms, per step time: 162.479 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch: 105 step: 195, loss is 0.82207334
- epoch: 105 step: 195, loss is 0.79618955
- epoch time: 31434.241 ms, per step time: 161.201 ms
- ============== Starting Testing ==============
- epoch: 105 step: 195, loss is 0.99066633
- epoch time: 31060.939 ms, per step time: 159.287 ms
- ============== Starting Testing ==============
- epoch time: 30874.326 ms, per step time: 158.330 ms
- ============== Starting Testing ==============
- epoch time: 31025.322 ms, per step time: 159.104 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6113906571498284, 'acc': 0.9740584935897436}, use_time:19.871858835220337 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.609273649370059, 'acc': 0.9730568910256411}, use_time:20.097829818725586 ==============
- The best acc is 0.977363782051282
- ============== result:{'acc': 0.9739583333333334, 'loss': 0.6101322367023199}, use_time:20.17536187171936 ==============
- The best acc is 0.9765625
- ============== result:{'acc': 0.9739583333333334, 'loss': 0.6091831521346018}, use_time:20.26467537879944 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9748597756410257, 'loss': 0.609008367245014}, use_time:20.27333092689514 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6098428085828439, 'acc': 0.973457532051282}, use_time:20.305973768234253 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6104603008582041, 'acc': 0.9745592948717948}, use_time:20.375973224639893 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6119499884736843, 'acc': 0.9732572115384616}, use_time:20.416640996932983 ==============
- The best acc is 0.9767628205128205
- epoch: 106 step: 195, loss is 0.7145486
- epoch: 106 step: 195, loss is 0.8523253
- epoch: 106 step: 195, loss is 0.8502212epoch: 106 step: 195, loss is 0.65145254
- epoch: 106 step: 195, loss is 0.7120195epoch: 106 step: 195, loss is 0.7458203epoch: 106 step: 195, loss is 0.7465191
-
-
-
- epoch: 106 step: 195, loss is 0.8860018
- epoch time: 31184.178 ms, per step time: 159.919 ms
- ============== Starting Testing ==============
- epoch time: 30969.021 ms, per step time: 158.815 msepoch time: 30915.051 ms, per step time: 158.539 ms
- ============== Starting Testing ==============
- epoch time: 31489.906 ms, per step time: 161.487 msepoch time: 31077.847 ms, per step time: 159.374 ms
- ============== Starting Testing ==============
-
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31242.917 ms, per step time: 160.220 msepoch time: 31099.281 ms, per step time: 159.483 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31058.797 ms, per step time: 159.276 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9727564102564102, 'loss': 0.6110608912049196}, use_time:18.190306186676025 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.6128789176925634, 'acc': 0.9733573717948718}, use_time:19.056077003479004 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9722556089743589, 'loss': 0.610814994535385}, use_time:19.5930814743042 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9732572115384616, 'loss': 0.6097750239647352}, use_time:19.886597156524658 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6105440360231277, 'acc': 0.9735576923076923}, use_time:20.220845222473145 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6102505872646967, 'acc': 0.9740584935897436}, use_time:20.31240963935852 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6066697130982692, 'acc': 0.9747596153846154}, use_time:20.370914936065674 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6113459744896644, 'acc': 0.9736578525641025}, use_time:20.50485873222351 ==============
- The best acc is 0.977363782051282
- epoch: 107 step: 195, loss is 0.7920352
- epoch: 107 step: 195, loss is 0.6843271epoch: 107 step: 195, loss is 0.62830985
- epoch: 107 step: 195, loss is 0.72744465
- epoch: 107 step: 195, loss is 0.64573145
-
- epoch: 107 step: 195, loss is 0.89448714
- epoch time: 32544.065 ms, per step time: 166.893 ms
- ============== Starting Testing ==============
- epoch time: 31712.283 ms, per step time: 162.627 ms
- ============== Starting Testing ==============
- epoch time: 31381.468 ms, per step time: 160.931 msepoch time: 33414.352 ms, per step time: 171.356 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31232.066 ms, per step time: 160.164 ms
- ============== Starting Testing ==============
- epoch time: 31291.625 ms, per step time: 160.470 ms
- epoch: 107 step: 195, loss is 0.76695514============== Starting Testing ==============
-
- epoch: 107 step: 195, loss is 0.8582544
- epoch time: 31118.054 ms, per step time: 159.580 ms
- ============== Starting Testing ==============
- epoch time: 32032.975 ms, per step time: 164.272 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6060663769260431, 'acc': 0.9750600961538461}, use_time:19.863238096237183 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6036362372911893, 'acc': 0.9771634615384616}, use_time:20.083171844482422 ==============
- The best acc is 0.977363782051282
- ============== result:{'acc': 0.9756610576923077, 'loss': 0.6060362332142316}, use_time:20.18100666999817 ==============
- The best acc is 0.9765625
- ============== result:{'acc': 0.9758613782051282, 'loss': 0.6060218371641941}, use_time:20.27844762802124 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6054192332503123, 'acc': 0.9759615384615384}, use_time:20.280608654022217 ==============
- The best acc is 0.9762620192307693
- ============== result:{'acc': 0.9752604166666666, 'loss': 0.6061823820838561}, use_time:20.3265860080719 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6060330044382658, 'acc': 0.9762620192307693}, use_time:20.376991033554077 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6052916114911054, 'acc': 0.9762620192307693}, use_time:20.379936933517456 ==============
- The best acc is 0.9767628205128205
- epoch: 108 step: 195, loss is 0.75941
- epoch: 108 step: 195, loss is 0.98488677
- epoch: 108 step: 195, loss is 1.012033epoch: 108 step: 195, loss is 0.7420601
- epoch: 108 step: 195, loss is 0.97860074
-
- epoch: 108 step: 195, loss is 0.7021518
- epoch: 108 step: 195, loss is 0.7004198
- epoch: 108 step: 195, loss is 0.85981876
- epoch time: 31194.376 ms, per step time: 159.971 ms
- ============== Starting Testing ==============
- epoch time: 31516.612 ms, per step time: 161.624 ms
- ============== Starting Testing ==============
- epoch time: 30997.458 ms, per step time: 158.961 msepoch time: 31001.542 ms, per step time: 158.982 ms
- epoch time: 31272.264 ms, per step time: 160.371 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31033.639 ms, per step time: 159.147 ms
- ============== Starting Testing ==============
- epoch time: 31102.897 ms, per step time: 159.502 ms
- ============== Starting Testing ==============
- epoch time: 31129.712 ms, per step time: 159.640 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9733573717948718, 'loss': 0.6112350613260881}, use_time:18.194572687149048 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.6061513475500621, 'acc': 0.9754607371794872}, use_time:19.057985305786133 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9746594551282052, 'loss': 0.6095898499091467}, use_time:19.547602891921997 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9755608974358975, 'loss': 0.6068758588188734}, use_time:19.85364532470703 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6095085329352281, 'acc': 0.9748597756410257}, use_time:20.15839648246765 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6101447557791685, 'acc': 0.9741586538461539}, use_time:20.21555185317993 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.610878450748248, 'acc': 0.9740584935897436}, use_time:20.252828121185303 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6101929786113592, 'acc': 0.9735576923076923}, use_time:20.49297046661377 ==============
- The best acc is 0.977363782051282
- epoch: 109 step: 195, loss is 0.73528105epoch: 109 step: 195, loss is 0.74267936
-
- epoch: 109 step: 195, loss is 0.7669161
- epoch: 109 step: 195, loss is 0.6476107
- epoch: 109 step: 195, loss is 0.8324838
- epoch time: 33476.615 ms, per step time: 171.675 ms
- ============== Starting Testing ==============
- epoch time: 31790.244 ms, per step time: 163.027 msepoch time: 32116.145 ms, per step time: 164.698 ms
- ============== Starting Testing ==============
- epoch time: 31408.689 ms, per step time: 161.070 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch: 109 step: 195, loss is 0.7509429
- epoch: 109 step: 195, loss is 0.67822176epoch: 109 step: 195, loss is 0.6920202
-
- epoch time: 31464.142 ms, per step time: 161.355 ms
- ============== Starting Testing ==============
- epoch time: 31532.825 ms, per step time: 161.707 ms
- ============== Starting Testing ==============
- epoch time: 32636.371 ms, per step time: 167.366 ms
- epoch time: 31200.753 ms, per step time: 160.004 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6091647050701655, 'acc': 0.9741586538461539}, use_time:19.859869241714478 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6087384632764719, 'acc': 0.9752604166666666}, use_time:20.050676345825195 ==============
- The best acc is 0.977363782051282
- ============== result:{'acc': 0.9740584935897436, 'loss': 0.6097624273254321}, use_time:20.175740718841553 ==============
- The best acc is 0.9765625
- ============== result:{'acc': 0.9740584935897436, 'loss': 0.610456391213796}, use_time:20.275042057037354 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9750600961538461, 'loss': 0.6073156497799433}, use_time:20.310747623443604 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6092947125434875, 'acc': 0.9743589743589743}, use_time:20.35702872276306 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6098738173261667, 'acc': 0.9741586538461539}, use_time:20.380685806274414 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6075675884882609, 'acc': 0.9753605769230769}, use_time:20.44758892059326 ==============
- The best acc is 0.9767628205128205
- epoch: 110 step: 195, loss is 0.85058665
- epoch: 110 step: 195, loss is 0.7072757epoch: 110 step: 195, loss is 0.7280307
-
- epoch: 110 step: 195, loss is 0.997348
- epoch: 110 step: 195, loss is 0.7175491
- epoch: 110 step: 195, loss is 0.7641375epoch: 110 step: 195, loss is 0.8058852
-
- epoch time: 31543.194 ms, per step time: 161.760 ms
- ============== Starting Testing ==============
- epoch time: 31335.334 ms, per step time: 160.694 ms
- ============== Starting Testing ==============
- epoch time: 31407.343 ms, per step time: 161.063 ms
- ============== Starting Testing ==============
- epoch time: 31442.258 ms, per step time: 161.242 msepoch time: 31262.857 ms, per step time: 160.322 msepoch time: 31341.654 ms, per step time: 160.726 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ============================ Starting Testing ==============
-
- epoch time: 31645.969 ms, per step time: 162.287 ms
- ============== Starting Testing ==============
-
- epoch: 110 step: 195, loss is 0.73663425
- epoch time: 31855.791 ms, per step time: 163.363 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9758613782051282, 'loss': 0.6035141879931475}, use_time:18.287599325180054 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.6058385007274456, 'acc': 0.9741586538461539}, use_time:19.051862716674805 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.975761217948718, 'loss': 0.6044877414137889}, use_time:19.576877117156982 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9737580128205128, 'loss': 0.6063180076770294}, use_time:19.916343450546265 ==============
- The best acc is 0.9760616987179487
- ============== result:{'loss': 0.6041248041467789, 'acc': 0.9756610576923077}, use_time:20.226279735565186 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6050497708030236, 'acc': 0.9754607371794872}, use_time:20.424009084701538 ==============
- The best acc is 0.977363782051282
- ============== result:{'loss': 0.604203065045369, 'acc': 0.9756610576923077}, use_time:20.45256757736206 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6034649610519409, 'acc': 0.9758613782051282}, use_time:20.462190628051758 ==============
- The best acc is 0.9767628205128205
- epoch: 111 step: 195, loss is 0.7675254epoch: 111 step: 195, loss is 0.7237725
-
- epoch: 111 step: 195, loss is 0.59424776
- epoch: 111 step: 195, loss is 0.6441558
- epoch: 111 step: 195, loss is 0.8426416
- epoch: 111 step: 195, loss is 0.6836035
- epoch: 111 step: 195, loss is 0.79961646
- epoch: 111 step: 195, loss is 0.65961087
- epoch time: 32980.514 ms, per step time: 169.131 ms
- ============== Starting Testing ==============
- epoch time: 31351.509 ms, per step time: 160.777 ms
- ============== Starting Testing ==============
- epoch time: 31039.835 ms, per step time: 159.179 ms
- ============== Starting Testing ==============
- epoch time: 30818.309 ms, per step time: 158.043 msepoch time: 30844.550 ms, per step time: 158.177 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 30807.448 ms, per step time: 157.987 ms
- ============== Starting Testing ==============
- epoch time: 31694.948 ms, per step time: 162.538 ms
- ============== Starting Testing ==============
- epoch time: 32203.689 ms, per step time: 165.147 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.60718607233885, 'acc': 0.9752604166666666}, use_time:19.9483642578125 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6034254980010864, 'acc': 0.9774639423076923}, use_time:20.07943868637085 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9759615384615384, 'loss': 0.6048266324095237}, use_time:20.141699075698853 ==============
- The best acc is 0.9765625
- ============== result:{'acc': 0.9763621794871795, 'loss': 0.6046670682919331}, use_time:20.29910922050476 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.605223801273566, 'acc': 0.9758613782051282}, use_time:20.3502254486084 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6027092771270336, 'acc': 0.9758613782051282}, use_time:20.35621452331543 ==============
- The best acc is 0.9767628205128205
- ============== result:{'acc': 0.9758613782051282, 'loss': 0.6038271975822938}, use_time:20.393805503845215 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6038715331218182, 'acc': 0.9762620192307693}, use_time:20.474682807922363 ==============
- The best acc is 0.9767628205128205
- ==============save checkpoint finished===================
- The best acc is 0.9774639423076923
- ==============save checkpoint finished===================
- The best acc is 0.9763621794871795
- epoch: 112 step: 195, loss is 0.6314335
- epoch: 112 step: 195, loss is 0.8522257
- epoch: 112 step: 195, loss is 0.6015656epoch: 112 step: 195, loss is 0.65414226
- epoch: 112 step: 195, loss is 0.6640636epoch: 112 step: 195, loss is 0.715574
-
- epoch: 112 step: 195, loss is 0.6866932
-
- epoch: 112 step: 195, loss is 0.6590195
- epoch time: 35027.148 ms, per step time: 179.626 msepoch time: 30965.211 ms, per step time: 158.796 ms
- ============== Starting Testing ==============
- epoch time: 34632.382 ms, per step time: 177.602 msepoch time: 34507.756 ms, per step time: 176.963 msepoch time: 31144.705 ms, per step time: 159.716 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- epoch time: 34586.826 ms, per step time: 177.368 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 34630.985 ms, per step time: 177.595 ms
- ============== Starting Testing ==============
- epoch time: 34856.577 ms, per step time: 178.752 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9740584935897436, 'loss': 0.609350075515417}, use_time:18.236182689666748 ==============
- The best acc is 0.9765625
- ============== result:{'loss': 0.6079702809070929, 'acc': 0.9738581730769231}, use_time:19.088202953338623 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9750600961538461, 'loss': 0.6059243191893284}, use_time:19.60936164855957 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9737580128205128, 'loss': 0.6085848384178602}, use_time:19.929943799972534 ==============
- The best acc is 0.9763621794871795
- ============== result:{'loss': 0.6102374992691554, 'acc': 0.9722556089743589}, use_time:20.22710347175598 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6085783640543619, 'acc': 0.9740584935897436}, use_time:20.231822729110718 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.608775220429286, 'acc': 0.9737580128205128}, use_time:20.28475832939148 ==============
- The best acc is 0.9762620192307693
- ============== result:{'loss': 0.6088879698744187, 'acc': 0.9730568910256411}, use_time:20.437681913375854 ==============
- The best acc is 0.9774639423076923
- epoch: 113 step: 195, loss is 1.0437207epoch: 113 step: 195, loss is 0.6216674
-
- epoch: 113 step: 195, loss is 0.84559727
- epoch: 113 step: 195, loss is 0.77752364
- epoch: 113 step: 195, loss is 0.8583859epoch: 113 step: 195, loss is 0.77099144
-
- epoch: 113 step: 195, loss is 0.6871103
- epoch time: 33134.887 ms, per step time: 169.922 msepoch: 113 step: 195, loss is 0.68656784
-
- ============== Starting Testing ==============
- epoch time: 30945.568 ms, per step time: 158.695 ms
- ============== Starting Testing ==============
- epoch time: 31151.235 ms, per step time: 159.750 ms
- ============== Starting Testing ==============
- epoch time: 31155.327 ms, per step time: 159.771 ms
- ============== Starting Testing ==============
- epoch time: 31101.339 ms, per step time: 159.494 msepoch time: 31776.586 ms, per step time: 162.957 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 32301.601 ms, per step time: 165.649 ms
- ============== Starting Testing ==============
- epoch time: 31467.230 ms, per step time: 161.370 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6025385541411546, 'acc': 0.9767628205128205}, use_time:19.957597494125366 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6040004879618303, 'acc': 0.9764623397435898}, use_time:20.058932065963745 ==============
- The best acc is 0.9774639423076923
- ============== result:{'acc': 0.9763621794871795, 'loss': 0.6048785694516622}, use_time:20.191368103027344 ==============
- The best acc is 0.9763621794871795
- ============== result:{'loss': 0.6069722103002744, 'acc': 0.9749599358974359}, use_time:20.236314296722412 ==============
- The best acc is 0.9762620192307693
- ============== result:{'acc': 0.9761618589743589, 'loss': 0.6050142836876404}, use_time:20.245694160461426 ==============
- The best acc is 0.9765625
- ============== result:{'acc': 0.9746594551282052, 'loss': 0.6077490970492363}, use_time:20.324184894561768 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6064087387460929, 'acc': 0.9754607371794872}, use_time:20.40473461151123 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6068966207213891, 'acc': 0.9749599358974359}, use_time:20.451538562774658 ==============
- The best acc is 0.9767628205128205
- epoch: 114 step: 195, loss is 0.89827585
- epoch: 114 step: 195, loss is 0.78493834
- epoch: 114 step: 195, loss is 0.68946314
- epoch: 114 step: 195, loss is 0.72212267
- epoch: 114 step: 195, loss is 0.70066047
- epoch: 114 step: 195, loss is 0.80181
- epoch time: 31202.888 ms, per step time: 160.015 ms
- ============== Starting Testing ==============
- epoch time: 31123.021 ms, per step time: 159.605 ms
- epoch time: 31246.046 ms, per step time: 160.236 ms
- ============== Starting Testing ==============
- epoch time: 31211.493 ms, per step time: 160.059 ms============== Starting Testing ==============epoch time: 31391.913 ms, per step time: 160.984 msepoch time: 31045.324 ms, per step time: 159.207 ms
-
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch: 114 step: 195, loss is 0.8261145
- epoch: 114 step: 195, loss is 0.72324765
- epoch time: 31504.128 ms, per step time: 161.560 ms
- ============== Starting Testing ==============
- epoch time: 31020.017 ms, per step time: 159.077 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9775641025641025, 'loss': 0.6010145552647419}, use_time:18.261005401611328 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6028740914204181, 'acc': 0.9759615384615384}, use_time:19.06424379348755 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9761618589743589, 'loss': 0.6032813116908073}, use_time:19.591395139694214 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9769631410256411, 'loss': 0.6025934181152246}, use_time:19.883347272872925 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.5997388454583975, 'acc': 0.9778645833333334}, use_time:20.157594442367554 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.600005539946067, 'acc': 0.9778645833333334}, use_time:20.33430242538452 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6033307006343817, 'acc': 0.9766626602564102}, use_time:20.36068820953369 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6021238920780329, 'acc': 0.9766626602564102}, use_time:20.46881914138794 ==============
- The best acc is 0.9774639423076923
- ==============save checkpoint finished===================
- The best acc is 0.9775641025641025
- ==============save checkpoint finished===================
- The best acc is 0.9769631410256411
- ==============save checkpoint finished===================
- The best acc is 0.9778645833333334
- ==============save checkpoint finished===================
- The best acc is 0.9778645833333334
- epoch: 115 step: 195, loss is 0.8116807
- epoch: 115 step: 195, loss is 0.6198038epoch: 115 step: 195, loss is 0.70068914
- epoch: 115 step: 195, loss is 0.725549epoch: 115 step: 195, loss is 0.7995074
-
- epoch: 115 step: 195, loss is 0.6381765epoch: 115 step: 195, loss is 0.6137768
-
- epoch time: 30890.064 ms, per step time: 158.411 ms
- epoch time: 34315.821 ms, per step time: 175.979 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 34826.352 ms, per step time: 178.597 ms
- ============== Starting Testing ==============
- epoch: 115 step: 195, loss is 0.6920643epoch time: 33439.198 ms, per step time: 171.483 ms
-
- ============== Starting Testing ==============
- epoch time: 32991.070 ms, per step time: 169.185 ms
- ============== Starting Testing ==============
- epoch time: 33551.668 ms, per step time: 172.060 ms
- ============== Starting Testing ==============
-
- epoch time: 31066.372 ms, per step time: 159.315 ms
- ============== Starting Testing ==============
- epoch time: 30713.459 ms, per step time: 157.505 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6031436434923074, 'acc': 0.9756610576923077}, use_time:19.93476176261902 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6059761215478946, 'acc': 0.9743589743589743}, use_time:19.970348834991455 ==============
- The best acc is 0.9774639423076923
- ============== result:{'acc': 0.9730568910256411, 'loss': 0.6081287360344177}, use_time:20.17000460624695 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6054369358298106}, use_time:20.26664400100708 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6057484088799893, 'acc': 0.9746594551282052}, use_time:20.31746482849121 ==============
- The best acc is 0.9778645833333334
- ============== result:{'acc': 0.9744591346153846, 'loss': 0.6044991759535594}, use_time:20.403363943099976 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6044314362299748, 'acc': 0.975761217948718}, use_time:20.410657167434692 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6061574004781551, 'acc': 0.9742588141025641}, use_time:20.486180305480957 ==============
- The best acc is 0.9778645833333334
- epoch: 116 step: 195, loss is 0.67613167
- epoch: 116 step: 195, loss is 0.78262144epoch: 116 step: 195, loss is 0.9291546
- epoch: 116 step: 195, loss is 0.7397641
- epoch: 116 step: 195, loss is 0.6273869
-
- epoch: 116 step: 195, loss is 0.7098812
- epoch time: 31061.286 ms, per step time: 159.289 ms
- ============== Starting Testing ==============
- epoch time: 31302.109 ms, per step time: 160.524 ms
- ============== Starting Testing ==============
- epoch time: 30834.911 ms, per step time: 158.128 ms
- ============== Starting Testing ==============
- epoch time: 30752.123 ms, per step time: 157.703 ms
- ============== Starting Testing ==============epoch time: 31266.565 ms, per step time: 160.341 ms
- ============== Starting Testing ==============
-
- epoch time: 30892.698 ms, per step time: 158.424 ms
- ============== Starting Testing ==============
- epoch: 116 step: 195, loss is 0.5988153epoch: 116 step: 195, loss is 0.8435256
-
- epoch time: 30846.374 ms, per step time: 158.187 ms
- ============== Starting Testing ==============
- epoch time: 30981.691 ms, per step time: 158.880 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9740584935897436, 'loss': 0.6099753236541381}, use_time:18.190864324569702 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6098765696470554, 'acc': 0.9741586538461539}, use_time:19.053487539291382 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9753605769230769, 'loss': 0.6078052280040888}, use_time:19.607651948928833 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9746594551282052, 'loss': 0.6085722704346364}, use_time:19.897919416427612 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6070404765315545, 'acc': 0.9746594551282052}, use_time:20.14295721054077 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6116075318975326, 'acc': 0.9728565705128205}, use_time:20.23823881149292 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6041468867124655, 'acc': 0.9761618589743589}, use_time:20.304155826568604 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6105944158939215, 'acc': 0.9738581730769231}, use_time:20.496492624282837 ==============
- The best acc is 0.9774639423076923
- epoch: 117 step: 195, loss is 0.5763178
- epoch: 117 step: 195, loss is 0.8120742
- epoch: 117 step: 195, loss is 0.89694595
- epoch: 117 step: 195, loss is 0.7862769
- epoch: 117 step: 195, loss is 0.91370463
- epoch: 117 step: 195, loss is 0.89479053
- epoch: 117 step: 195, loss is 0.83614016
- epoch time: 33430.512 ms, per step time: 171.439 ms
- ============== Starting Testing ==============
- epoch time: 32567.275 ms, per step time: 167.012 msepoch time: 31695.889 ms, per step time: 162.543 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31315.910 ms, per step time: 160.594 ms
- ============== Starting Testing ==============
- epoch time: 31360.054 ms, per step time: 160.821 ms
- ============== Starting Testing ==============
- epoch: 117 step: 195, loss is 0.7134069
- epoch time: 31131.036 ms, per step time: 159.646 ms
- ============== Starting Testing ==============
- epoch time: 31489.969 ms, per step time: 161.487 ms
- ============== Starting Testing ==============
- epoch time: 32034.227 ms, per step time: 164.278 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6086833368127162, 'acc': 0.9731570512820513}, use_time:19.883519649505615 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6029976529952807, 'acc': 0.9760616987179487}, use_time:20.003023386001587 ==============
- The best acc is 0.9774639423076923
- ============== result:{'acc': 0.9750600961538461, 'loss': 0.604350654169535}, use_time:20.19206714630127 ==============
- The best acc is 0.9769631410256411
- ============== result:{'acc': 0.9744591346153846, 'loss': 0.6043529179997933}, use_time:20.23053479194641 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9742588141025641, 'loss': 0.606817673987303}, use_time:20.288604259490967 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.605197145579717, 'acc': 0.9747596153846154}, use_time:20.30051350593567 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6067907642095517, 'acc': 0.9731570512820513}, use_time:20.360743284225464 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6036831537882487, 'acc': 0.9759615384615384}, use_time:20.510101556777954 ==============
- The best acc is 0.9767628205128205
- epoch: 118 step: 195, loss is 0.8539374
- epoch: 118 step: 195, loss is 0.6618366
- epoch: 118 step: 195, loss is 0.6989558
- epoch: 118 step: 195, loss is 0.7453525
- epoch: 118 step: 195, loss is 0.6478598
- epoch: 118 step: 195, loss is 0.8734937
- epoch: 118 step: 195, loss is 0.81555843
- epoch time: 31325.260 ms, per step time: 160.642 ms
- ============== Starting Testing ==============
- epoch time: 31363.899 ms, per step time: 160.841 msepoch time: 31245.848 ms, per step time: 160.235 ms
- ============== Starting Testing ==============
-
- epoch time: 31673.055 ms, per step time: 162.426 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31547.280 ms, per step time: 161.781 ms
- ============== Starting Testing ==============
- epoch time: 31202.323 ms, per step time: 160.012 ms
- ============== Starting Testing ==============
- epoch: 118 step: 195, loss is 0.8869666
- epoch time: 31265.828 ms, per step time: 160.338 ms
- ============== Starting Testing ==============
- epoch time: 31074.013 ms, per step time: 159.354 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6087552736967038}, use_time:18.16461706161499 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6097337861473744, 'acc': 0.9735576923076923}, use_time:19.111292600631714 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9745592948717948, 'loss': 0.6090142961878043}, use_time:19.546610593795776 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9736578525641025, 'loss': 0.6106574579309194}, use_time:19.855149269104004 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6093539757988392, 'acc': 0.9743589743589743}, use_time:20.160098552703857 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6097678771385779, 'acc': 0.9732572115384616}, use_time:20.254510164260864 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.611915977146381, 'acc': 0.9728565705128205}, use_time:20.25812864303589 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6122051645547916, 'acc': 0.9727564102564102}, use_time:20.530340909957886 ==============
- The best acc is 0.9774639423076923
- epoch: 119 step: 195, loss is 0.99505633
- epoch: 119 step: 195, loss is 0.73341787
- epoch: 119 step: 195, loss is 0.70261884
- epoch: 119 step: 195, loss is 0.66989887
- epoch time: 31893.087 ms, per step time: 163.554 msepoch time: 31152.349 ms, per step time: 159.756 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch: 119 step: 195, loss is 0.795824
- epoch: 119 step: 195, loss is 0.8376005
- epoch: 119 step: 195, loss is 0.7001525
- epoch: 119 step: 195, loss is 0.77311635
- epoch time: 32340.176 ms, per step time: 165.847 ms
- ============== Starting Testing ==============
- epoch time: 31600.917 ms, per step time: 162.056 ms
- ============== Starting Testing ==============
- epoch time: 33300.438 ms, per step time: 170.771 ms
- ============== Starting Testing ==============
- epoch time: 31280.185 ms, per step time: 160.411 ms
- ============== Starting Testing ==============
- epoch time: 31204.305 ms, per step time: 160.022 ms
- ============== Starting Testing ==============
- epoch time: 30938.544 ms, per step time: 158.659 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6104558694821137, 'acc': 0.9738581730769231}, use_time:19.88657855987549 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6127019264759161, 'acc': 0.9724559294871795}, use_time:20.054601430892944 ==============
- The best acc is 0.9774639423076923
- ============== result:{'acc': 0.9744591346153846, 'loss': 0.6109333676405442}, use_time:20.236287355422974 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6108280714505758, 'acc': 0.9731570512820513}, use_time:20.25723886489868 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6090393887880521, 'acc': 0.9737580128205128}, use_time:20.280206441879272 ==============
- The best acc is 0.9778645833333334
- ============== result:{'acc': 0.9732572115384616, 'loss': 0.6104074359322206}, use_time:20.300660610198975 ==============
- The best acc is 0.9769631410256411
- ============== result:{'acc': 0.973457532051282, 'loss': 0.611072508761516}, use_time:20.377447605133057 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6102741056909928, 'acc': 0.9744591346153846}, use_time:20.491806268692017 ==============
- The best acc is 0.9767628205128205
- epoch: 120 step: 195, loss is 0.69816
- epoch: 120 step: 195, loss is 0.7122853epoch: 120 step: 195, loss is 0.7383497epoch: 120 step: 195, loss is 0.78687245
-
-
- epoch: 120 step: 195, loss is 0.80413795epoch: 120 step: 195, loss is 0.7881116
-
- epoch: 120 step: 195, loss is 0.81299347
- epoch time: 31439.104 ms, per step time: 161.226 ms
- ============== Starting Testing ==============
- epoch time: 31802.022 ms, per step time: 163.087 msepoch time: 31323.124 ms, per step time: 160.631 ms
- ============== Starting Testing ==============
- epoch time: 31209.369 ms, per step time: 160.048 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31418.004 ms, per step time: 161.118 ms
- ============== Starting Testing ==============
- epoch time: 31399.248 ms, per step time: 161.022 ms
- ============== Starting Testing ==============
- epoch time: 31620.032 ms, per step time: 162.154 ms
- ============== Starting Testing ==============
- epoch: 120 step: 195, loss is 0.78610307
- epoch time: 31406.296 ms, per step time: 161.058 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9731570512820513, 'loss': 0.610672091635374}, use_time:18.234980821609497 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6133361055682867, 'acc': 0.9728565705128205}, use_time:19.046123266220093 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9714543269230769, 'loss': 0.6148563461043896}, use_time:19.5846688747406 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9736578525641025, 'loss': 0.6112722437351178}, use_time:20.003647089004517 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6093973223215494, 'acc': 0.9740584935897436}, use_time:20.136765956878662 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6141867314775785, 'acc': 0.9728565705128205}, use_time:20.23976707458496 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6103994922760205, 'acc': 0.9733573717948718}, use_time:20.275029182434082 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6126548506510563, 'acc': 0.9720552884615384}, use_time:20.484933137893677 ==============
- The best acc is 0.9774639423076923
- epoch: 121 step: 195, loss is 0.7598014
- epoch: 121 step: 195, loss is 0.82781124
- epoch: 121 step: 195, loss is 0.7452793
- epoch: 121 step: 195, loss is 0.69300056
- epoch: 121 step: 195, loss is 0.6468537
- epoch: 121 step: 195, loss is 0.78535163epoch: 121 step: 195, loss is 0.72841215
-
- epoch: 121 step: 195, loss is 0.7327254
- epoch time: 33293.968 ms, per step time: 170.738 ms
- ============== Starting Testing ==============
- epoch time: 32481.579 ms, per step time: 166.572 ms
- ============== Starting Testing ==============
- epoch time: 31944.771 ms, per step time: 163.819 msepoch time: 31289.530 ms, per step time: 160.459 ms
- ============== Starting Testing ==============
-
- epoch time: 31042.172 ms, per step time: 159.191 msepoch time: 31391.910 ms, per step time: 160.984 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31257.230 ms, per step time: 160.293 ms
- ============== Starting Testing ==============
- epoch time: 31508.764 ms, per step time: 161.583 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6115648916516548, 'acc': 0.9729567307692307}, use_time:19.889743089675903 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6105002382626901, 'acc': 0.9733573717948718}, use_time:20.063445806503296 ==============
- The best acc is 0.9774639423076923
- ============== result:{'loss': 0.6096829107174506, 'acc': 0.9736578525641025}, use_time:20.242847442626953 ==============
- The best acc is 0.9778645833333334
- ============== result:{'acc': 0.9737580128205128, 'loss': 0.6093764280279478}, use_time:20.305986166000366 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9735576923076923, 'loss': 0.60989598910778}, use_time:20.322968006134033 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9717548076923077, 'loss': 0.6120800780944335}, use_time:20.337803840637207 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6088351282553796, 'acc': 0.9741586538461539}, use_time:20.34744954109192 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.61102538727797, 'acc': 0.973457532051282}, use_time:20.37725067138672 ==============
- The best acc is 0.9767628205128205
- epoch: 122 step: 195, loss is 0.7527716epoch: 122 step: 195, loss is 0.64208865epoch: 122 step: 195, loss is 0.8345638
-
-
- epoch: 122 step: 195, loss is 0.84789366
- epoch: 122 step: 195, loss is 0.8012446
- epoch: 122 step: 195, loss is 0.7551408
- epoch: 122 step: 195, loss is 0.58788407
- epoch: 122 step: 195, loss is 0.6795119epoch time: 31047.564 ms, per step time: 159.218 ms
-
- ============== Starting Testing ==============
- epoch time: 31103.532 ms, per step time: 159.505 ms
- ============== Starting Testing ==============
- epoch time: 31464.343 ms, per step time: 161.356 ms
- ============== Starting Testing ==============
- epoch time: 31009.259 ms, per step time: 159.022 msepoch time: 30975.784 ms, per step time: 158.850 ms
- epoch time: 31287.468 ms, per step time: 160.449 ms============== Starting Testing ==============
-
-
- ============== Starting Testing ============================ Starting Testing ==============
-
- epoch time: 31039.300 ms, per step time: 159.176 ms
- ============== Starting Testing ==============
- epoch time: 31015.425 ms, per step time: 159.053 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9754607371794872, 'loss': 0.6074608761148576}, use_time:18.270959854125977 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6072130873799324, 'acc': 0.9753605769230769}, use_time:19.104399919509888 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9744591346153846, 'loss': 0.6092053821835762}, use_time:19.621444940567017 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9751602564102564, 'loss': 0.6065909016208771}, use_time:19.830514907836914 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6072226902231191, 'acc': 0.9751602564102564}, use_time:20.288591384887695 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6066799419812667, 'acc': 0.9753605769230769}, use_time:20.301016330718994 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6069566962810663, 'acc': 0.9756610576923077}, use_time:20.3520929813385 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.608023362664076, 'acc': 0.9752604166666666}, use_time:20.427004098892212 ==============
- The best acc is 0.9774639423076923
- epoch: 123 step: 195, loss is 0.7971965
- epoch: 123 step: 195, loss is 0.7119171
- epoch: 123 step: 195, loss is 0.7852305
- epoch: 123 step: 195, loss is 0.801335
- epoch: 123 step: 195, loss is 0.8473318
- epoch time: 33376.341 ms, per step time: 171.161 ms
- epoch time: 31814.540 ms, per step time: 163.151 ms============== Starting Testing ==============
- ============== Starting Testing ==============
-
- epoch time: 32541.631 ms, per step time: 166.880 ms
- epoch: 123 step: 195, loss is 0.7930651epoch time: 31343.740 ms, per step time: 160.737 ms============== Starting Testing ==============
-
-
- ============== Starting Testing ==============
- epoch: 123 step: 195, loss is 0.70667696
- epoch time: 31365.642 ms, per step time: 160.849 msepoch: 123 step: 195, loss is 0.80946195
-
- ============== Starting Testing ==============
- epoch time: 31233.930 ms, per step time: 160.174 ms
- ============== Starting Testing ==============
- epoch time: 32033.600 ms, per step time: 164.275 ms
- ============== Starting Testing ==============
- epoch time: 31303.471 ms, per step time: 160.531 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6071295579656576, 'acc': 0.9751602564102564}, use_time:19.917582988739014 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6116590828467638, 'acc': 0.973457532051282}, use_time:20.07615613937378 ==============
- The best acc is 0.9774639423076923
- ============== result:{'acc': 0.9738581730769231, 'loss': 0.6105809670228225}, use_time:20.249347925186157 ==============
- The best acc is 0.9769631410256411
- ============== result:{'acc': 0.9740584935897436, 'loss': 0.6113525493404804}, use_time:20.268214464187622 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9742588141025641, 'loss': 0.6096334807001628}, use_time:20.3038969039917 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6073884564714555, 'acc': 0.9750600961538461}, use_time:20.315446615219116 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6078111321116105, 'acc': 0.9751602564102564}, use_time:20.33116841316223 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6080617102292868, 'acc': 0.9746594551282052}, use_time:20.35178565979004 ==============
- The best acc is 0.9767628205128205
- epoch: 124 step: 195, loss is 0.93120956
- epoch: 124 step: 195, loss is 0.6503756
- epoch: 124 step: 195, loss is 0.81254584
- epoch: 124 step: 195, loss is 0.7187874
- epoch: 124 step: 195, loss is 0.63488686
- epoch: 124 step: 195, loss is 0.9376029
- epoch time: 30693.241 ms, per step time: 157.401 ms
- ============== Starting Testing ==============
- epoch: 124 step: 195, loss is 0.76237667epoch: 124 step: 195, loss is 1.0296421
- epoch time: 30637.030 ms, per step time: 157.113 msepoch time: 30713.198 ms, per step time: 157.504 ms
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 30610.121 ms, per step time: 156.975 msepoch time: 30871.426 ms, per step time: 158.315 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 30627.726 ms, per step time: 157.065 ms
- ============== Starting Testing ==============
- epoch time: 31057.282 ms, per step time: 159.268 ms
- ============== Starting Testing ==============
- epoch time: 30639.151 ms, per step time: 157.124 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9746594551282052, 'loss': 0.6115410230480708}, use_time:18.174634218215942 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6133712010505872, 'acc': 0.9737580128205128}, use_time:19.056617736816406 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9743589743589743, 'loss': 0.6116619045153643}, use_time:19.585960865020752 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9724559294871795, 'loss': 0.6131059473905808}, use_time:19.818936347961426 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6126121343710483, 'acc': 0.9733573717948718}, use_time:20.205039501190186 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6109832838559762, 'acc': 0.9740584935897436}, use_time:20.205288887023926 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.611605086005651, 'acc': 0.9743589743589743}, use_time:20.318618297576904 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6113616537589294, 'acc': 0.9737580128205128}, use_time:20.46742010116577 ==============
- The best acc is 0.9774639423076923
- epoch: 125 step: 195, loss is 0.73550755
- epoch: 125 step: 195, loss is 0.8477235
- epoch: 125 step: 195, loss is 0.78336275epoch: 125 step: 195, loss is 0.6638724epoch: 125 step: 195, loss is 0.79237056
-
-
- epoch: 125 step: 195, loss is 0.92248523
- epoch: 125 step: 195, loss is 0.7127373
- epoch time: 33347.718 ms, per step time: 171.014 ms
- ============== Starting Testing ==============
- epoch time: 32452.774 ms, per step time: 166.424 msepoch time: 31704.839 ms, per step time: 162.589 ms
- ============== Starting Testing ==============
- epoch time: 31317.475 ms, per step time: 160.602 msepoch time: 31938.027 ms, per step time: 163.785 ms
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31202.784 ms, per step time: 160.014 msepoch time: 31056.081 ms, per step time: 159.262 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch: 125 step: 195, loss is 0.84544504
- epoch time: 31331.778 ms, per step time: 160.676 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6066105843354495, 'acc': 0.9753605769230769}, use_time:19.99789810180664 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6055913817806121, 'acc': 0.9754607371794872}, use_time:20.05235195159912 ==============
- The best acc is 0.9774639423076923
- ============== result:{'acc': 0.9746594551282052, 'loss': 0.6057501316834719}, use_time:20.326664924621582 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6063143246066875}, use_time:20.346598148345947 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6041834495770626, 'acc': 0.9753605769230769}, use_time:20.387531280517578 ==============
- The best acc is 0.9778645833333334
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6076978145119472}, use_time:20.4130916595459 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6078096994986901, 'acc': 0.9736578525641025}, use_time:20.466506958007812 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6048313851157824, 'acc': 0.9756610576923077}, use_time:20.451147317886353 ==============
- The best acc is 0.9778645833333334
- epoch: 126 step: 195, loss is 0.6973653
- epoch: 126 step: 195, loss is 1.0329918
- epoch: 126 step: 195, loss is 0.6679956
- epoch: 126 step: 195, loss is 0.75321907
- epoch: 126 step: 195, loss is 0.7841227
- epoch time: 31470.465 ms, per step time: 161.387 ms
- ============== Starting Testing ==============
- epoch time: 31317.162 ms, per step time: 160.601 ms
- ============== Starting Testing ==============
- epoch time: 31408.880 ms, per step time: 161.071 ms
- ============== Starting Testing ==============
- epoch time: 31744.913 ms, per step time: 162.794 ms
- ============== Starting Testing ==============
- epoch: 126 step: 195, loss is 0.79240316epoch: 126 step: 195, loss is 0.7828432
-
- epoch: 126 step: 195, loss is 0.9866211
- epoch time: 31807.928 ms, per step time: 163.118 ms
- ============== Starting Testing ==============
- epoch time: 31347.846 ms, per step time: 160.758 ms
- ============== Starting Testing ==============
- epoch time: 31469.894 ms, per step time: 161.384 ms
- ============== Starting Testing ==============
- epoch time: 31401.632 ms, per step time: 161.034 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9770633012820513, 'loss': 0.6048684211877676}, use_time:18.129257678985596 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6089624957396433, 'acc': 0.9748597756410257}, use_time:19.053834676742554 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9748597756410257, 'loss': 0.6082046031951904}, use_time:19.551790714263916 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9759615384615384, 'loss': 0.6050027992862922}, use_time:19.863523483276367 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6069363124477558, 'acc': 0.9754607371794872}, use_time:20.231775522232056 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6062561216262671, 'acc': 0.9750600961538461}, use_time:20.265331745147705 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6079946903464122, 'acc': 0.9742588141025641}, use_time:20.315658807754517 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6078732166534815, 'acc': 0.9747596153846154}, use_time:20.433896780014038 ==============
- The best acc is 0.9774639423076923
- epoch: 127 step: 195, loss is 0.6954032epoch: 127 step: 195, loss is 0.6781634
-
- epoch: 127 step: 195, loss is 0.8379565epoch: 127 step: 195, loss is 0.80816203
-
- epoch: 127 step: 195, loss is 0.5832142epoch: 127 step: 195, loss is 0.70851874
-
- epoch: 127 step: 195, loss is 0.7433151
- epoch: 127 step: 195, loss is 0.701602
- epoch time: 33294.307 ms, per step time: 170.740 ms
- ============== Starting Testing ==============epoch time: 31539.321 ms, per step time: 161.740 ms
-
- epoch time: 32360.967 ms, per step time: 165.954 ms============== Starting Testing ==============
- epoch time: 31140.759 ms, per step time: 159.696 ms
- ============== Starting Testing ==============
- epoch time: 31192.769 ms, per step time: 159.963 ms
- epoch time: 30988.863 ms, per step time: 158.917 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31111.292 ms, per step time: 159.545 ms
- ============== Starting Testing ==============
- epoch time: 31860.317 ms, per step time: 163.386 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.604310271067497, 'acc': 0.9754607371794872}, use_time:19.87251043319702 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.601784847676754, 'acc': 0.9775641025641025}, use_time:20.137595891952515 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.9740584935897436, 'loss': 0.6066510096574441}, use_time:20.28484010696411 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9752604166666666, 'loss': 0.6037018327758863}, use_time:20.287779331207275 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6035069718192785, 'acc': 0.975761217948718}, use_time:20.324915409088135 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.606222394376229, 'acc': 0.975761217948718}, use_time:20.345491647720337 ==============
- The best acc is 0.9778645833333334
- ============== result:{'acc': 0.9754607371794872, 'loss': 0.603622688123813}, use_time:20.35518527030945 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6031656504059449, 'acc': 0.975761217948718}, use_time:20.437893867492676 ==============
- The best acc is 0.9767628205128205
- ==============save checkpoint finished===================
- The best acc is 0.9775641025641025
- epoch: 128 step: 195, loss is 0.8687289
- epoch: 128 step: 195, loss is 0.6135777epoch: 128 step: 195, loss is 0.8851489
-
- epoch: 128 step: 195, loss is 0.7576778
- epoch: 128 step: 195, loss is 0.77061284
- epoch: 128 step: 195, loss is 0.693569
- epoch: 128 step: 195, loss is 0.6337266
- epoch time: 34562.702 ms, per step time: 177.245 ms
- ============== Starting Testing ==============
- epoch time: 34975.308 ms, per step time: 179.361 ms
- ============== Starting Testing ==============
- epoch time: 34410.459 ms, per step time: 176.464 msepoch time: 34561.564 ms, per step time: 177.239 ms
- ============== Starting Testing ==============
- epoch time: 34502.753 ms, per step time: 176.937 msepoch time: 34520.249 ms, per step time: 177.027 ms
- ============== Starting Testing ==============
-
-
- ============== Starting Testing ==============epoch time: 34483.301 ms, per step time: 176.837 ms
- ============== Starting Testing ==============
- epoch: 128 step: 195, loss is 0.71991193
- ============== Starting Testing ==============
-
- epoch time: 31103.851 ms, per step time: 159.507 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9743589743589743, 'loss': 0.608445678001795}, use_time:18.187928199768066 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6077277967945124, 'acc': 0.9744591346153846}, use_time:19.065484523773193 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9733573717948718, 'loss': 0.6088985995604441}, use_time:19.57752227783203 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9746594551282052, 'loss': 0.6041701139929967}, use_time:19.884958028793335 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6080264718486712, 'acc': 0.9739583333333334}, use_time:20.265779972076416 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6062465178278776, 'acc': 0.9753605769230769}, use_time:20.298095703125 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6074443686849031, 'acc': 0.9746594551282052}, use_time:20.341919898986816 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6087874284921548, 'acc': 0.9748597756410257}, use_time:20.4875750541687 ==============
- The best acc is 0.9775641025641025
- epoch: 129 step: 195, loss is 0.7051587
- epoch: 129 step: 195, loss is 0.67354274epoch: 129 step: 195, loss is 0.5791472epoch: 129 step: 195, loss is 0.86194855
-
- epoch: 129 step: 195, loss is 0.70342976
- epoch: 129 step: 195, loss is 0.8236761
-
- epoch: 129 step: 195, loss is 0.74027514
- epoch time: 33132.227 ms, per step time: 169.909 ms
- ============== Starting Testing ==============
- epoch time: 31434.487 ms, per step time: 161.202 msepoch time: 32255.734 ms, per step time: 165.414 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch: 129 step: 195, loss is 0.7826666
- epoch time: 30815.591 ms, per step time: 158.029 ms
- ============== Starting Testing ==============
- epoch time: 31020.758 ms, per step time: 159.081 ms
- ============== Starting Testing ==============
- epoch time: 30980.538 ms, per step time: 158.875 ms
- ============== Starting Testing ==============
- epoch time: 31753.116 ms, per step time: 162.836 ms
- ============== Starting Testing ==============
- epoch time: 31067.316 ms, per step time: 159.320 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6072175439733726, 'acc': 0.9767628205128205}, use_time:19.936635494232178 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6028480631036636, 'acc': 0.9780649038461539}, use_time:20.018534660339355 ==============
- =================save checkpoint....====================
- ============== result:{'acc': 0.975761217948718, 'loss': 0.6083853651697819}, use_time:20.177172899246216 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9768629807692307, 'loss': 0.605675784823222}, use_time:20.298090934753418 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6068914083716197, 'acc': 0.9762620192307693}, use_time:20.325520277023315 ==============
- The best acc is 0.9778645833333334
- ============== result:{'acc': 0.9762620192307693, 'loss': 0.6080883922867286}, use_time:20.346543550491333 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6064014480664179, 'acc': 0.9766626602564102}, use_time:20.374400854110718 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6070574604165859, 'acc': 0.9764623397435898}, use_time:20.389209270477295 ==============
- The best acc is 0.9778645833333334
- ==============save checkpoint finished===================
- The best acc is 0.9780649038461539
- epoch: 130 step: 195, loss is 0.7628658
- epoch: 130 step: 195, loss is 0.70845497
- epoch: 130 step: 195, loss is 0.80200434
- epoch: 130 step: 195, loss is 0.7496443epoch: 130 step: 195, loss is 0.7501695epoch: 130 step: 195, loss is 0.7107295
- epoch: 130 step: 195, loss is 0.85580623
-
- epoch: 130 step: 195, loss is 1.0025336
-
- epoch time: 34205.734 ms, per step time: 175.414 ms
- ============== Starting Testing ==============
- epoch time: 34445.930 ms, per step time: 176.646 ms
- ============== Starting Testing ==============
- epoch time: 34023.746 ms, per step time: 174.481 msepoch time: 34085.550 ms, per step time: 174.798 ms
- epoch time: 33993.767 ms, per step time: 174.327 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31304.931 ms, per step time: 160.538 ms
- ============== Starting Testing ==============
- epoch time: 33991.481 ms, per step time: 174.315 ms
- ============== Starting Testing ==============
- epoch time: 34084.739 ms, per step time: 174.794 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9759615384615384, 'loss': 0.6055698406237823}, use_time:18.200304985046387 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6052554635665356, 'acc': 0.975761217948718}, use_time:19.089958667755127 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9749599358974359, 'loss': 0.606924125017264}, use_time:19.591636896133423 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9751602564102564, 'loss': 0.6066236314483178}, use_time:19.9032723903656 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6032479399671922, 'acc': 0.9762620192307693}, use_time:20.205235719680786 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6051397239550566, 'acc': 0.9753605769230769}, use_time:20.23688507080078 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6040403361503894, 'acc': 0.9762620192307693}, use_time:20.276625633239746 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6076552487718754, 'acc': 0.9748597756410257}, use_time:20.446544647216797 ==============
- The best acc is 0.9780649038461539
- epoch: 131 step: 195, loss is 0.74606586
- epoch: 131 step: 195, loss is 0.8265368
- epoch: 131 step: 195, loss is 0.6642065epoch: 131 step: 195, loss is 0.7698468
-
- epoch: 131 step: 195, loss is 0.74680936
- epoch: 131 step: 195, loss is 0.84742177
- epoch: 131 step: 195, loss is 0.64793897
- epoch: 131 step: 195, loss is 0.6273055
- epoch time: 31974.723 ms, per step time: 163.973 ms
- ============== Starting Testing ==============
- epoch time: 30798.433 ms, per step time: 157.941 msepoch time: 31472.071 ms, per step time: 161.395 msepoch time: 31160.388 ms, per step time: 159.797 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 32867.348 ms, per step time: 168.551 ms
- ============== Starting Testing ==============
- epoch time: 30859.765 ms, per step time: 158.255 ms
- ============== Starting Testing ==============
- epoch time: 30619.661 ms, per step time: 157.024 ms
- ============== Starting Testing ==============
- epoch time: 30793.571 ms, per step time: 157.916 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6054281208377618, 'acc': 0.9749599358974359}, use_time:19.956825971603394 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6036942121692193, 'acc': 0.9755608974358975}, use_time:20.07476234436035 ==============
- The best acc is 0.9780649038461539
- ============== result:{'acc': 0.9743589743589743, 'loss': 0.60848895383951}, use_time:20.239161491394043 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9748597756410257, 'loss': 0.6066778160822697}, use_time:20.264460802078247 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6075874845951031, 'acc': 0.9740584935897436}, use_time:20.364482879638672 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.60731957700008, 'acc': 0.9750600961538461}, use_time:20.418176889419556 ==============
- The best acc is 0.9778645833333334
- ============== result:{'acc': 0.9749599358974359, 'loss': 0.6049685818262589}, use_time:20.42578363418579 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6072225148479143, 'acc': 0.9744591346153846}, use_time:20.44818115234375 ==============
- The best acc is 0.9767628205128205
- epoch: 132 step: 195, loss is 0.8450848
- epoch: 132 step: 195, loss is 0.5890793
- epoch: 132 step: 195, loss is 0.6605352epoch: 132 step: 195, loss is 0.97794324epoch: 132 step: 195, loss is 0.81969535
-
- epoch: 132 step: 195, loss is 0.852465epoch: 132 step: 195, loss is 0.6781796
-
-
- epoch: 132 step: 195, loss is 0.80740297
- epoch time: 31166.105 ms, per step time: 159.826 msepoch time: 30979.905 ms, per step time: 158.871 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
-
- epoch time: 31042.527 ms, per step time: 159.192 msepoch time: 31450.721 ms, per step time: 161.286 ms
- ============== Starting Testing ==============
- epoch time: 31142.573 ms, per step time: 159.706 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============epoch time: 30981.569 ms, per step time: 158.880 ms
- epoch time: 30958.004 ms, per step time: 158.759 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31333.941 ms, per step time: 160.687 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9755608974358975, 'loss': 0.6092813626313821}, use_time:18.237672328948975 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6147216503054668, 'acc': 0.9722556089743589}, use_time:19.025871753692627 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9723557692307693, 'loss': 0.6138746837774912}, use_time:19.582787036895752 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9725560897435898, 'loss': 0.6139567687343328}, use_time:19.868526935577393 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6097066927796755, 'acc': 0.9739583333333334}, use_time:20.270801305770874 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6109716897973647, 'acc': 0.9746594551282052}, use_time:20.284786462783813 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6128075128564467, 'acc': 0.9729567307692307}, use_time:20.316773414611816 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6096831002296546, 'acc': 0.9735576923076923}, use_time:20.458166360855103 ==============
- The best acc is 0.9780649038461539
- epoch: 133 step: 195, loss is 0.6968156epoch: 133 step: 195, loss is 0.7811713epoch: 133 step: 195, loss is 0.789708
-
- epoch: 133 step: 195, loss is 0.93879294
- epoch: 133 step: 195, loss is 0.70194453
-
- epoch: 133 step: 195, loss is 0.8199223
- epoch: 133 step: 195, loss is 0.79041797
- epoch time: 32998.653 ms, per step time: 169.224 ms
- ============== Starting Testing ==============
- epoch time: 32211.284 ms, per step time: 165.186 ms
- ============== Starting Testing ==============
- epoch time: 31368.598 ms, per step time: 160.865 ms
- ============== Starting Testing ==============
- epoch time: 30918.352 ms, per step time: 158.556 ms
- ============== Starting Testing ==============
- epoch time: 30952.864 ms, per step time: 158.733 ms
- ============== Starting Testing ==============
- epoch: 133 step: 195, loss is 0.7728735
- epoch time: 30972.405 ms, per step time: 158.833 ms
- ============== Starting Testing ==============
- epoch time: 31664.976 ms, per step time: 162.384 ms
- ============== Starting Testing ==============
- epoch time: 30795.606 ms, per step time: 157.926 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.60876382371554, 'acc': 0.9744591346153846}, use_time:19.88793420791626 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6091313178722675, 'acc': 0.9745592948717948}, use_time:20.207378387451172 ==============
- The best acc is 0.9780649038461539
- ============== result:{'acc': 0.9736578525641025, 'loss': 0.610842360708958}, use_time:20.260157108306885 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9744591346153846, 'loss': 0.6078813014886318}, use_time:20.26706075668335 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6096674410196451, 'acc': 0.9741586538461539}, use_time:20.342339515686035 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6075896196640455, 'acc': 0.9748597756410257}, use_time:20.367504119873047 ==============
- The best acc is 0.9778645833333334
- ============== result:{'acc': 0.9733573717948718, 'loss': 0.6107677718003591}, use_time:20.407296419143677 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6109806534189445, 'acc': 0.9739583333333334}, use_time:20.421019077301025 ==============
- The best acc is 0.9767628205128205
- epoch: 134 step: 195, loss is 0.65403134
- epoch: 134 step: 195, loss is 0.82071894
- epoch: 134 step: 195, loss is 0.70570964
- epoch: 134 step: 195, loss is 0.80502796epoch: 134 step: 195, loss is 0.7011274
-
- epoch: 134 step: 195, loss is 0.56660974
- epoch: 134 step: 195, loss is 0.62259793epoch time: 31135.780 ms, per step time: 159.671 msepoch time: 31128.773 ms, per step time: 159.635 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31022.956 ms, per step time: 159.092 msepoch time: 31054.464 ms, per step time: 159.254 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============epoch time: 31510.549 ms, per step time: 161.593 ms
-
- ============== Starting Testing ==============
- epoch time: 31169.222 ms, per step time: 159.842 ms
- ============== Starting Testing ==============
- epoch: 134 step: 195, loss is 0.72086537
-
- epoch time: 31006.707 ms, per step time: 159.009 ms
- ============== Starting Testing ==============
- epoch time: 31004.540 ms, per step time: 158.998 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6084945732966448}, use_time:18.189759254455566 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6085454032589228, 'acc': 0.9748597756410257}, use_time:19.08566927909851 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9764623397435898, 'loss': 0.6037548299019153}, use_time:19.539085626602173 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9754607371794872, 'loss': 0.6068008161890202}, use_time:19.913121461868286 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6093536917215738, 'acc': 0.9742588141025641}, use_time:20.28817081451416 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6089580236719205, 'acc': 0.9748597756410257}, use_time:20.345516681671143 ==============
- The best acc is 0.9767628205128205
- ============== result:{'loss': 0.6042382516540014, 'acc': 0.9761618589743589}, use_time:20.40601682662964 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6085541290350449, 'acc': 0.9752604166666666}, use_time:20.434738874435425 ==============
- The best acc is 0.9780649038461539
- epoch: 135 step: 195, loss is 0.9299425
- epoch: 135 step: 195, loss is 0.71736264epoch: 135 step: 195, loss is 1.1063447
-
- epoch: 135 step: 195, loss is 0.74127483
- epoch: 135 step: 195, loss is 0.6634957
- epoch time: 33005.254 ms, per step time: 169.258 ms
- ============== Starting Testing ==============
- epoch time: 31283.294 ms, per step time: 160.427 ms
- ============== Starting Testing ==============
- epoch: 135 step: 195, loss is 0.85738254epoch time: 30907.765 ms, per step time: 158.501 msepoch time: 30759.769 ms, per step time: 157.742 ms
- ============== Starting Testing ==============
-
-
- ============== Starting Testing ==============epoch time: 30790.503 ms, per step time: 157.900 ms
-
- ============== Starting Testing ==============
- epoch: 135 step: 195, loss is 0.638902
- epoch: 135 step: 195, loss is 0.72804946
- epoch time: 30838.274 ms, per step time: 158.145 ms
- epoch time: 31647.463 ms, per step time: 162.295 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 32136.124 ms, per step time: 164.801 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6068332888759099, 'acc': 0.9752604166666666}, use_time:19.906567573547363 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6076359764123574, 'acc': 0.9754607371794872}, use_time:20.16042160987854 ==============
- The best acc is 0.9780649038461539
- ============== result:{'acc': 0.9741586538461539, 'loss': 0.6083641793483343}, use_time:20.20314908027649 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6073124357140981, 'acc': 0.9746594551282052}, use_time:20.320096731185913 ==============
- The best acc is 0.9778645833333334
- ============== result:{'acc': 0.9760616987179487, 'loss': 0.6053958290662521}, use_time:20.3497371673584 ==============
- The best acc is 0.9769631410256411
- ============== result:{'acc': 0.9746594551282052, 'loss': 0.6064445238846999}, use_time:20.34654951095581 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6061888801363798, 'acc': 0.9749599358974359}, use_time:20.404890298843384 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6053416977326075, 'acc': 0.9756610576923077}, use_time:20.5444552898407 ==============
- The best acc is 0.9767628205128205
- epoch: 136 step: 195, loss is 0.9515214
- epoch: 136 step: 195, loss is 0.72720534
- epoch: 136 step: 195, loss is 0.74164474
- epoch: 136 step: 195, loss is 0.5659289
- epoch: 136 step: 195, loss is 0.6813191epoch: 136 step: 195, loss is 0.7458381
-
- epoch: 136 step: 195, loss is 0.72116953
- epoch time: 31388.836 ms, per step time: 160.968 ms
- ============== Starting Testing ==============
- epoch time: 31003.851 ms, per step time: 158.994 msepoch time: 30762.959 ms, per step time: 157.759 ms
- epoch time: 31162.795 ms, per step time: 159.809 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 30975.440 ms, per step time: 158.848 msepoch time: 30919.708 ms, per step time: 158.563 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch: 136 step: 195, loss is 0.746464
- epoch time: 31138.850 ms, per step time: 159.686 ms
- ============== Starting Testing ==============
- epoch time: 30988.352 ms, per step time: 158.915 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9754607371794872, 'loss': 0.6078681437632977}, use_time:18.289612293243408 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6085023402403562, 'acc': 0.9749599358974359}, use_time:19.063815116882324 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9750600961538461, 'loss': 0.6093818151798004}, use_time:19.599614143371582 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9756610576923077, 'loss': 0.6073185585630245}, use_time:19.870272636413574 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6072483460108439, 'acc': 0.9752604166666666}, use_time:20.20674467086792 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6070229036685748, 'acc': 0.9770633012820513}, use_time:20.257291555404663 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6072132541583135, 'acc': 0.9758613782051282}, use_time:20.360968828201294 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6091391195853552, 'acc': 0.9755608974358975}, use_time:20.478569507598877 ==============
- The best acc is 0.9780649038461539
- ==============save checkpoint finished===================
- The best acc is 0.9770633012820513
- epoch: 137 step: 195, loss is 0.7815027
- epoch: 137 step: 195, loss is 0.8345124epoch: 137 step: 195, loss is 0.7447789
- epoch: 137 step: 195, loss is 0.97810495
- epoch: 137 step: 195, loss is 0.60892916
-
- epoch: 137 step: 195, loss is 0.8707481
- epoch: 137 step: 195, loss is 0.783852
- epoch time: 35552.540 ms, per step time: 182.321 ms
- ============== Starting Testing ==============
- epoch time: 34796.589 ms, per step time: 178.444 ms
- ============== Starting Testing ==============
- epoch time: 33987.936 ms, per step time: 174.297 ms
- ============== Starting Testing ==============epoch time: 34233.959 ms, per step time: 175.559 msepoch time: 33654.577 ms, per step time: 172.588 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- epoch time: 33382.128 ms, per step time: 171.190 ms
- ============== Starting Testing ==============
- epoch: 137 step: 195, loss is 0.7143018
- epoch time: 33508.980 ms, per step time: 171.841 ms
- ============== Starting Testing ==============
- epoch time: 30694.516 ms, per step time: 157.408 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6082247850986627, 'acc': 0.9742588141025641}, use_time:19.90873122215271 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6081932213826057, 'acc': 0.9748597756410257}, use_time:20.136398792266846 ==============
- The best acc is 0.9780649038461539
- ============== result:{'acc': 0.9744591346153846, 'loss': 0.6093653532174917}, use_time:20.149091720581055 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9750600961538461, 'loss': 0.606684091190497}, use_time:20.26019525527954 ==============
- The best acc is 0.9769631410256411
- ============== result:{'acc': 0.9736578525641025, 'loss': 0.6104984065661063}, use_time:20.314663410186768 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.608353693324786, 'acc': 0.9741586538461539}, use_time:20.34446930885315 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6082226316898297, 'acc': 0.9746594551282052}, use_time:20.373809576034546 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.60841771425345, 'acc': 0.9742588141025641}, use_time:20.464926719665527 ==============
- The best acc is 0.9770633012820513
- epoch: 138 step: 195, loss is 0.6390281
- epoch: 138 step: 195, loss is 0.65671265
- epoch: 138 step: 195, loss is 0.6633284
- epoch: 138 step: 195, loss is 0.83973545epoch: 138 step: 195, loss is 0.71982634epoch: 138 step: 195, loss is 0.71732765
-
- epoch: 138 step: 195, loss is 0.83574104
-
- epoch: 138 step: 195, loss is 0.7009274
- epoch time: 31646.580 ms, per step time: 162.290 ms
- ============== Starting Testing ==============
- epoch time: 31536.615 ms, per step time: 161.726 ms
- ============== Starting Testing ==============epoch time: 31442.931 ms, per step time: 161.246 ms
- epoch time: 31483.264 ms, per step time: 161.453 msepoch time: 31307.945 ms, per step time: 160.554 ms
- ============== Starting Testing ==============
- epoch time: 31891.137 ms, per step time: 163.544 ms
- ============== Starting Testing ==============
-
-
- epoch time: 31661.048 ms, per step time: 162.364 ms============== Starting Testing ==============
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31425.614 ms, per step time: 161.157 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9766626602564102, 'loss': 0.6033650344380965}, use_time:18.18728256225586 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6034027506143619, 'acc': 0.9760616987179487}, use_time:19.14873504638672 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9754607371794872, 'loss': 0.6049390305311252}, use_time:19.593257188796997 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9762620192307693, 'loss': 0.6038561444251965}, use_time:19.884355068206787 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6063570246482507, 'acc': 0.9747596153846154}, use_time:20.167428970336914 ==============
- The best acc is 0.9770633012820513
- ============== result:{'loss': 0.6059843681943722, 'acc': 0.9755608974358975}, use_time:20.219115734100342 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.60616717621302, 'acc': 0.9760616987179487}, use_time:20.26367449760437 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6045771957590029, 'acc': 0.9755608974358975}, use_time:20.484880447387695 ==============
- The best acc is 0.9780649038461539
- epoch: 139 step: 195, loss is 0.8598351
- epoch: 139 step: 195, loss is 0.7017858epoch: 139 step: 195, loss is 0.599622epoch: 139 step: 195, loss is 0.7506818epoch: 139 step: 195, loss is 0.727466
-
-
-
- epoch: 139 step: 195, loss is 0.64354193
- epoch: 139 step: 195, loss is 0.7285725
- epoch: 139 step: 195, loss is 0.6698167
- epoch time: 33029.409 ms, per step time: 169.382 ms
- ============== Starting Testing ==============
- epoch time: 32064.830 ms, per step time: 164.435 msepoch time: 30992.737 ms, per step time: 158.937 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============epoch time: 31620.559 ms, per step time: 162.157 ms
- epoch time: 30950.558 ms, per step time: 158.721 msepoch time: 31330.679 ms, per step time: 160.670 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31048.931 ms, per step time: 159.225 ms
- ============== Starting Testing ==============
- epoch time: 30738.316 ms, per step time: 157.632 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6073991056436148, 'acc': 0.9762620192307693}, use_time:19.88736057281494 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6100613555082908, 'acc': 0.9751602564102564}, use_time:20.013645887374878 ==============
- The best acc is 0.9780649038461539
- ============== result:{'acc': 0.975761217948718, 'loss': 0.6048386947084696}, use_time:20.198713779449463 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.607858589826486, 'acc': 0.9752604166666666}, use_time:20.30271053314209 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.606810712088377, 'acc': 0.9761618589743589}, use_time:20.306115865707397 ==============
- The best acc is 0.9778645833333334
- ============== result:{'acc': 0.9759615384615384, 'loss': 0.6080971285700798}, use_time:20.372267484664917 ==============
- The best acc is 0.9769631410256411
- ============== result:{'acc': 0.9750600961538461, 'loss': 0.6089497856222666}, use_time:20.372570991516113 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6064798937011988, 'acc': 0.9755608974358975}, use_time:20.43186068534851 ==============
- The best acc is 0.9770633012820513
- epoch: 140 step: 195, loss is 0.75210845
- epoch: 140 step: 195, loss is 0.78332615epoch: 140 step: 195, loss is 0.8344047
- epoch: 140 step: 195, loss is 0.7390397epoch: 140 step: 195, loss is 0.65204215
-
- epoch: 140 step: 195, loss is 0.7035719
-
- epoch: 140 step: 195, loss is 0.67004424
- epoch time: 31637.085 ms, per step time: 162.241 ms
- ============== Starting Testing ==============
- epoch time: 31499.782 ms, per step time: 161.537 msepoch time: 31218.178 ms, per step time: 160.093 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31223.426 ms, per step time: 160.120 msepoch time: 31091.403 ms, per step time: 159.443 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31153.913 ms, per step time: 159.764 ms
- ============== Starting Testing ==============
- epoch time: 31330.447 ms, per step time: 160.669 ms
- ============== Starting Testing ==============
- epoch: 140 step: 195, loss is 0.61386526
- epoch time: 31179.317 ms, per step time: 159.894 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9724559294871795, 'loss': 0.6149395110133367}, use_time:18.2206552028656 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.617559959873175, 'acc': 0.9714543269230769}, use_time:19.05530834197998 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9716546474358975, 'loss': 0.6168299794961245}, use_time:19.60795760154724 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9724559294871795, 'loss': 0.6160130741504523}, use_time:19.854153871536255 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6153237871252574, 'acc': 0.9725560897435898}, use_time:20.240922927856445 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6170288589902413, 'acc': 0.9714543269230769}, use_time:20.36351728439331 ==============
- The best acc is 0.9770633012820513
- ============== result:{'loss': 0.6141005796499741, 'acc': 0.9715544871794872}, use_time:20.40587282180786 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6129079023614908, 'acc': 0.9731570512820513}, use_time:20.415973663330078 ==============
- The best acc is 0.9780649038461539
- epoch: 141 step: 195, loss is 0.7270827
- epoch: 141 step: 195, loss is 0.6704252epoch: 141 step: 195, loss is 0.73149776
- epoch: 141 step: 195, loss is 0.70387614epoch: 141 step: 195, loss is 0.6394168
-
- epoch: 141 step: 195, loss is 0.80917525epoch: 141 step: 195, loss is 0.9564493
-
-
- epoch time: 33296.494 ms, per step time: 170.751 ms
- ============== Starting Testing ==============
- epoch time: 31886.300 ms, per step time: 163.519 ms
- ============== Starting Testing ==============
- epoch time: 31280.322 ms, per step time: 160.412 msepoch time: 31157.933 ms, per step time: 159.784 msepoch time: 31105.796 ms, per step time: 159.517 ms
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch time: 31666.480 ms, per step time: 162.392 ms
-
- ============== Starting Testing ==============
- epoch time: 31116.727 ms, per step time: 159.573 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch: 141 step: 195, loss is 0.7118232
- epoch time: 32485.714 ms, per step time: 166.593 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6087039369039047, 'acc': 0.9753605769230769}, use_time:19.91222071647644 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6059665771631094, 'acc': 0.975761217948718}, use_time:20.032634496688843 ==============
- The best acc is 0.9780649038461539
- ============== result:{'acc': 0.9761618589743589, 'loss': 0.6069915583118414}, use_time:20.244813680648804 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9750600961538461, 'loss': 0.607843721142182}, use_time:20.245007753372192 ==============
- The best acc is 0.9769631410256411
- ============== result:{'acc': 0.9756610576923077, 'loss': 0.6061286055124723}, use_time:20.328864097595215 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6048168421555788, 'acc': 0.9765625}, use_time:20.34093999862671 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.607265136944942, 'acc': 0.9754607371794872}, use_time:20.340791702270508 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6065666222801576, 'acc': 0.9753605769230769}, use_time:20.463728666305542 ==============
- The best acc is 0.9770633012820513
- epoch: 142 step: 195, loss is 0.8810336
- epoch: 142 step: 195, loss is 0.73799515epoch: 142 step: 195, loss is 0.8278041
-
- epoch: 142 step: 195, loss is 0.7101486epoch: 142 step: 195, loss is 0.69166625
-
- epoch: 142 step: 195, loss is 0.8414017
- epoch: 142 step: 195, loss is 0.5708899
- epoch: 142 step: 195, loss is 0.82115114
- epoch time: 31258.440 ms, per step time: 160.300 ms
- ============== Starting Testing ==============
- epoch time: 31571.882 ms, per step time: 161.907 ms
- ============== Starting Testing ==============
- epoch time: 31471.215 ms, per step time: 161.391 msepoch time: 31258.976 ms, per step time: 160.302 msepoch time: 31176.193 ms, per step time: 159.878 ms
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31041.265 ms, per step time: 159.186 ms
- ============== Starting Testing ==============
- epoch time: 31169.975 ms, per step time: 159.846 ms
- ============== Starting Testing ==============
- epoch time: 31173.311 ms, per step time: 159.863 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9763621794871795, 'loss': 0.6041875558021741}, use_time:18.24637508392334 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6079657171399165, 'acc': 0.9747596153846154}, use_time:19.080931425094604 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9751602564102564, 'loss': 0.6048779949927942}, use_time:19.61924433708191 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9740584935897436, 'loss': 0.6089585488423322}, use_time:19.828154802322388 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6055122294869179, 'acc': 0.9755608974358975}, use_time:20.269283533096313 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6075452757187378, 'acc': 0.9750600961538461}, use_time:20.31634783744812 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6046016193353213, 'acc': 0.9764623397435898}, use_time:20.34683871269226 ==============
- The best acc is 0.9770633012820513
- ============== result:{'loss': 0.6081552173082645, 'acc': 0.9748597756410257}, use_time:20.441535472869873 ==============
- The best acc is 0.9780649038461539
- epoch: 143 step: 195, loss is 0.7500708
- epoch: 143 step: 195, loss is 0.75396645
- epoch: 143 step: 195, loss is 0.7414886
- epoch: 143 step: 195, loss is 0.7945741epoch: 143 step: 195, loss is 0.68368095
- epoch: 143 step: 195, loss is 0.8258238epoch: 143 step: 195, loss is 0.6379752
-
-
- epoch: 143 step: 195, loss is 0.7823985
- epoch time: 33359.159 ms, per step time: 171.073 ms
- ============== Starting Testing ==============
- epoch time: 32523.432 ms, per step time: 166.787 msepoch time: 31775.229 ms, per step time: 162.950 ms
- ============== Starting Testing ==============epoch time: 31256.459 ms, per step time: 160.290 ms
-
- epoch time: 31329.293 ms, per step time: 160.663 ms============== Starting Testing ==============epoch time: 31278.376 ms, per step time: 160.402 ms
- ============== Starting Testing ==============
-
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31165.677 ms, per step time: 159.824 ms
- ============== Starting Testing ==============
- epoch time: 31995.113 ms, per step time: 164.078 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6107411640576828, 'acc': 0.9724559294871795}, use_time:19.87163019180298 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6077870902342674, 'acc': 0.9750600961538461}, use_time:20.141966342926025 ==============
- The best acc is 0.9780649038461539
- ============== result:{'loss': 0.6100072251298488, 'acc': 0.9729567307692307}, use_time:20.233869791030884 ==============
- The best acc is 0.9778645833333334
- ============== result:{'acc': 0.9753605769230769, 'loss': 0.6064770708863552}, use_time:20.25082778930664 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9741586538461539, 'loss': 0.6094753984839488}, use_time:20.261468172073364 ==============
- The best acc is 0.9769631410256411
- ============== result:{'acc': 0.9729567307692307, 'loss': 0.6129000727564861}, use_time:20.33228898048401 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6091279523112835, 'acc': 0.973457532051282}, use_time:20.358520030975342 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6090338889222878, 'acc': 0.9737580128205128}, use_time:20.423248529434204 ==============
- The best acc is 0.9770633012820513
- epoch: 144 step: 195, loss is 0.69730866
- epoch: 144 step: 195, loss is 0.6493546
- epoch: 144 step: 195, loss is 0.66777664
- epoch: 144 step: 195, loss is 0.6186881epoch: 144 step: 195, loss is 0.84358144epoch: 144 step: 195, loss is 0.80184495
-
-
- epoch: 144 step: 195, loss is 0.8207948
- epoch time: 31208.919 ms, per step time: 160.046 ms
- ============== Starting Testing ==============
- epoch: 144 step: 195, loss is 0.73644805
- epoch time: 31100.052 ms, per step time: 159.487 msepoch time: 31117.491 ms, per step time: 159.577 ms
- ============== Starting Testing ==============
-
- epoch time: 31314.704 ms, per step time: 160.588 ms============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31200.430 ms, per step time: 160.002 msepoch time: 31591.012 ms, per step time: 162.005 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31236.367 ms, per step time: 160.186 ms
- ============== Starting Testing ==============
- epoch time: 31047.993 ms, per step time: 159.220 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9746594551282052, 'loss': 0.6095214014252027}, use_time:18.234663486480713 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6091572252603678, 'acc': 0.9756610576923077}, use_time:19.048437356948853 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9746594551282052, 'loss': 0.6107874738100247}, use_time:19.46401357650757 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9750600961538461, 'loss': 0.6089169163352404}, use_time:19.865177631378174 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6072885285203273, 'acc': 0.9766626602564102}, use_time:20.178182363510132 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6083740867101229, 'acc': 0.9754607371794872}, use_time:20.290895223617554 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6076585419284992, 'acc': 0.9751602564102564}, use_time:20.32132339477539 ==============
- The best acc is 0.9770633012820513
- ============== result:{'loss': 0.6083886759021343, 'acc': 0.9760616987179487}, use_time:20.433959245681763 ==============
- The best acc is 0.9780649038461539
- epoch: 145 step: 195, loss is 0.7376974
- epoch: 145 step: 195, loss is 0.72639966epoch: 145 step: 195, loss is 0.7215164
- epoch: 145 step: 195, loss is 0.76797795epoch: 145 step: 195, loss is 0.7588617epoch: 145 step: 195, loss is 0.6746456
- epoch: 145 step: 195, loss is 0.6580894
-
-
-
- epoch time: 33219.363 ms, per step time: 170.356 ms
- ============== Starting Testing ==============
- epoch time: 32401.443 ms, per step time: 166.161 ms
- ============== Starting Testing ==============
- epoch time: 31249.561 ms, per step time: 160.254 msepoch time: 31989.527 ms, per step time: 164.049 msepoch time: 31118.845 ms, per step time: 159.584 ms
- ============== Starting Testing ==============
-
- epoch time: 31019.462 ms, per step time: 159.074 ms============== Starting Testing ==============
-
-
- ============== Starting Testing ============================ Starting Testing ==============epoch time: 31151.669 ms, per step time: 159.752 ms
-
-
- ============== Starting Testing ==============
- epoch: 145 step: 195, loss is 0.7198975
- epoch time: 31609.355 ms, per step time: 162.099 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6122082084035262, 'acc': 0.9739583333333334}, use_time:19.899860620498657 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6139777629421308, 'acc': 0.9728565705128205}, use_time:20.065674543380737 ==============
- The best acc is 0.9780649038461539
- ============== result:{'acc': 0.9722556089743589, 'loss': 0.6158554349572231}, use_time:20.24176788330078 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9752604166666666, 'loss': 0.6101779513634168}, use_time:20.2581045627594 ==============
- The best acc is 0.9769631410256411
- ============== result:{'acc': 0.973457532051282, 'loss': 0.6137029908788509}, use_time:20.326839208602905 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6165641794602076, 'acc': 0.9721554487179487}, use_time:20.368317365646362 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6121813714122161, 'acc': 0.9735576923076923}, use_time:20.43646478652954 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6113078622863843, 'acc': 0.9741586538461539}, use_time:20.462260723114014 ==============
- The best acc is 0.9770633012820513
- epoch: 146 step: 195, loss is 0.77987707
- epoch: 146 step: 195, loss is 0.69165295epoch: 146 step: 195, loss is 0.75129926epoch: 146 step: 195, loss is 0.8285142epoch: 146 step: 195, loss is 0.7224528
-
-
-
- epoch: 146 step: 195, loss is 0.8624474
- epoch: 146 step: 195, loss is 0.9060372
- epoch: 146 step: 195, loss is 0.6606116epoch time: 31055.573 ms, per step time: 159.259 ms
-
- ============== Starting Testing ==============
- epoch time: 30970.122 ms, per step time: 158.821 msepoch time: 30928.701 ms, per step time: 158.609 ms
- ============== Starting Testing ==============
- epoch time: 31015.799 ms, per step time: 159.055 msepoch time: 30836.000 ms, per step time: 158.133 msepoch time: 31232.574 ms, per step time: 160.167 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31400.080 ms, per step time: 161.026 ms
- ============== Starting Testing ==============
- epoch time: 30872.064 ms, per step time: 158.318 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6081003139798458}, use_time:18.2285578250885 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6111112941916172, 'acc': 0.9738581730769231}, use_time:19.06484818458557 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9729567307692307, 'loss': 0.6112923666070669}, use_time:19.61534023284912 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9738581730769231, 'loss': 0.6110403132744324}, use_time:19.899583339691162 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.609730374163542, 'acc': 0.9730568910256411}, use_time:20.266124725341797 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.613297334084144, 'acc': 0.9722556089743589}, use_time:20.358076333999634 ==============
- The best acc is 0.9770633012820513
- ============== result:{'loss': 0.610354303358457, 'acc': 0.9747596153846154}, use_time:20.371511697769165 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.611065363463683, 'acc': 0.9738581730769231}, use_time:20.462453603744507 ==============
- The best acc is 0.9780649038461539
- epoch: 147 step: 195, loss is 0.7248333epoch: 147 step: 195, loss is 0.7477426
-
- epoch: 147 step: 195, loss is 0.6824895epoch: 147 step: 195, loss is 0.62880707
-
- epoch: 147 step: 195, loss is 0.6103353
- epoch: 147 step: 195, loss is 0.6358081
- epoch: 147 step: 195, loss is 0.75669
- epoch time: 32401.495 ms, per step time: 166.162 msepoch time: 33242.325 ms, per step time: 170.473 ms
- ============== Starting Testing ==============
- epoch time: 31203.010 ms, per step time: 160.015 ms
- ============== Starting Testing ==============
- epoch time: 31086.926 ms, per step time: 159.420 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31007.621 ms, per step time: 159.013 msepoch time: 31111.946 ms, per step time: 159.548 ms
- epoch time: 31570.755 ms, per step time: 161.901 ms============== Starting Testing ==============
-
-
- ============== Starting Testing ==============
- ============== Starting Testing ==============
- epoch: 147 step: 195, loss is 0.9122729
- epoch time: 31853.279 ms, per step time: 163.350 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.605006027680177, 'acc': 0.9764623397435898}, use_time:19.908780336380005 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6071996499712651, 'acc': 0.9761618589743589}, use_time:20.03041100502014 ==============
- The best acc is 0.9780649038461539
- ============== result:{'acc': 0.9750600961538461, 'loss': 0.6089728300770124}, use_time:20.202598571777344 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9755608974358975, 'loss': 0.606240859398475}, use_time:20.245182275772095 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6049499609149419, 'acc': 0.9767628205128205}, use_time:20.299797296524048 ==============
- The best acc is 0.9778645833333334
- ============== result:{'acc': 0.9754607371794872, 'loss': 0.6080226426323255}, use_time:20.401543855667114 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.604108476294921, 'acc': 0.9777644230769231}, use_time:20.430052280426025 ==============
- =================save checkpoint....====================
- ============== result:{'loss': 0.6050325450606835, 'acc': 0.9764623397435898}, use_time:20.453364849090576 ==============
- The best acc is 0.9778645833333334
- ==============save checkpoint finished===================
- The best acc is 0.9777644230769231
- epoch: 148 step: 195, loss is 0.7899784
- epoch: 148 step: 195, loss is 0.7382797
- epoch: 148 step: 195, loss is 0.73652184epoch: 148 step: 195, loss is 0.6119479
-
- epoch: 148 step: 195, loss is 0.68920565
- epoch: 148 step: 195, loss is 0.6531789epoch time: 31151.463 ms, per step time: 159.751 ms
-
- epoch time: 34622.079 ms, per step time: 177.549 ms
- ============== Starting Testing ==============
- epoch time: 35044.628 ms, per step time: 179.716 ms============== Starting Testing ==============
-
- epoch time: 34776.397 ms, per step time: 178.340 ms============== Starting Testing ==============
- ============== Starting Testing ==============
-
- epoch time: 34876.982 ms, per step time: 178.856 ms
- ============== Starting Testing ==============
- epoch: 148 step: 195, loss is 0.6815002
- epoch: 148 step: 195, loss is 0.6229487
- epoch time: 34843.356 ms, per step time: 178.684 ms
- ============== Starting Testing ==============
- epoch time: 35190.953 ms, per step time: 180.466 ms
- ============== Starting Testing ==============
- epoch time: 34676.008 ms, per step time: 177.826 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9748597756410257, 'loss': 0.6047413060680414}, use_time:18.205281019210815 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6065896323476082, 'acc': 0.9742588141025641}, use_time:19.064725637435913 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9747596153846154, 'loss': 0.6060031308577611}, use_time:19.51994752883911 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9742588141025641, 'loss': 0.607894971775703}, use_time:19.905134201049805 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6055604647367429, 'acc': 0.9751602564102564}, use_time:20.280980348587036 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6050144374752656, 'acc': 0.9753605769230769}, use_time:20.350892305374146 ==============
- The best acc is 0.9777644230769231
- ============== result:{'loss': 0.606530296878937, 'acc': 0.9748597756410257}, use_time:20.36521005630493 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6049475625921519, 'acc': 0.9749599358974359}, use_time:20.482208490371704 ==============
- The best acc is 0.9780649038461539
- epoch: 149 step: 195, loss is 0.7877533
- epoch: 149 step: 195, loss is 0.6481953
- epoch: 149 step: 195, loss is 0.66302896epoch: 149 step: 195, loss is 0.6021811
-
- epoch: 149 step: 195, loss is 0.9117641
- epoch: 149 step: 195, loss is 0.74928105
- epoch: 149 step: 195, loss is 0.82892346
- epoch time: 33339.464 ms, per step time: 170.972 ms
- ============== Starting Testing ==============
- epoch time: 32459.922 ms, per step time: 166.461 msepoch time: 32002.445 ms, per step time: 164.115 ms
- ============== Starting Testing ==============
- epoch time: 31198.245 ms, per step time: 159.991 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 31269.712 ms, per step time: 160.357 ms
- ============== Starting Testing ==============
- epoch time: 31069.793 ms, per step time: 159.332 ms
- ============== Starting Testing ==============
- epoch: 149 step: 195, loss is 0.6192204
- epoch time: 31191.932 ms, per step time: 159.959 ms
- ============== Starting Testing ==============
- epoch time: 31649.273 ms, per step time: 162.304 ms
- ============== Starting Testing ==============
- ============== result:{'loss': 0.6085101597202129, 'acc': 0.9747596153846154}, use_time:19.971359729766846 ==============
- The best acc is 0.9776642628205128
- ============== result:{'loss': 0.6070778633539493, 'acc': 0.9758613782051282}, use_time:20.037176370620728 ==============
- The best acc is 0.9780649038461539
- ============== result:{'acc': 0.9748597756410257, 'loss': 0.609938151943378}, use_time:20.21817970275879 ==============
- The best acc is 0.9775641025641025
- ============== result:{'acc': 0.9763621794871795, 'loss': 0.6069999484297557}, use_time:20.24993062019348 ==============
- The best acc is 0.9769631410256411
- ============== result:{'acc': 0.9756610576923077, 'loss': 0.6073356158076189}, use_time:20.30070924758911 ==============
- The best acc is 0.9784655448717948
- ============== result:{'loss': 0.6090923308944091, 'acc': 0.9753605769230769}, use_time:20.322648286819458 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6067693842909275, 'acc': 0.9751602564102564}, use_time:20.416710376739502 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6103857092750378, 'acc': 0.9747596153846154}, use_time:20.451926946640015 ==============
- The best acc is 0.9777644230769231
- epoch: 150 step: 195, loss is 0.9384202epoch: 150 step: 195, loss is 0.8192463
-
- epoch: 150 step: 195, loss is 0.6068772epoch: 150 step: 195, loss is 0.69439685
-
- epoch: 150 step: 195, loss is 0.7673001epoch: 150 step: 195, loss is 0.560042
-
- epoch: 150 step: 195, loss is 0.69526935epoch: 150 step: 195, loss is 0.6404182
-
- epoch time: 29768.427 ms, per step time: 152.659 ms
- ============== Starting Testing ==============
- epoch time: 30012.554 ms, per step time: 153.911 ms
- ============== Starting Testing ==============
- epoch time: 29715.501 ms, per step time: 152.387 ms
- ============== Starting Testing ==============
- epoch time: 29684.911 ms, per step time: 152.230 msepoch time: 29660.387 ms, per step time: 152.105 ms
- ============== Starting Testing ==============
-
- ============== Starting Testing ==============
- epoch time: 29558.735 ms, per step time: 151.583 ms
- ============== Starting Testing ==============
- epoch time: 29533.783 ms, per step time: 151.455 ms
- ============== Starting Testing ==============
- epoch time: 29944.830 ms, per step time: 153.563 ms
- ============== Starting Testing ==============
- ============== result:{'acc': 0.9762620192307693, 'loss': 0.607038289308548}, use_time:18.326796054840088 ==============
- The best acc is 0.9775641025641025
- ============== result:{'loss': 0.6089495663077403, 'acc': 0.9759615384615384}, use_time:19.067920207977295 ==============
- The best acc is 0.9776642628205128
- ============== result:{'acc': 0.9760616987179487, 'loss': 0.607335955859759}, use_time:19.799471616744995 ==============
- The best acc is 0.9784655448717948
- ============== result:{'acc': 0.9756610576923077, 'loss': 0.606393501162529}, use_time:20.039816856384277 ==============
- The best acc is 0.9769631410256411
- ============== result:{'loss': 0.6084599282879096, 'acc': 0.9753605769230769}, use_time:20.32309079170227 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6054551876508273, 'acc': 0.9769631410256411}, use_time:20.358604907989502 ==============
- The best acc is 0.9777644230769231
- ============== result:{'loss': 0.6079380388061205, 'acc': 0.9759615384615384}, use_time:20.428539276123047 ==============
- The best acc is 0.9778645833333334
- ============== result:{'loss': 0.6069863685048543, 'acc': 0.9762620192307693}, use_time:20.442496061325073 ==============
- The best acc is 0.9780649038461539
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- [Modelarts Service Log]2021-11-30 16:43:14,603 - INFO - Begin destroy training processes
- [Modelarts Service Log]2021-11-30 16:43:14,604 - INFO - proc-rank-7-device-7 (pid: 117) has exited
- [Modelarts Service Log]2021-11-30 16:43:14,605 - INFO - proc-rank-6-device-6 (pid: 115) has exited
- [Modelarts Service Log]2021-11-30 16:43:14,605 - INFO - proc-rank-5-device-5 (pid: 113) has exited
- [Modelarts Service Log]2021-11-30 16:43:14,605 - INFO - proc-rank-4-device-4 (pid: 111) has exited
- [Modelarts Service Log]2021-11-30 16:43:14,605 - INFO - proc-rank-3-device-3 (pid: 109) has exited
- [Modelarts Service Log]2021-11-30 16:43:14,605 - INFO - proc-rank-2-device-2 (pid: 107) has exited
- [Modelarts Service Log]2021-11-30 16:43:14,605 - INFO - proc-rank-1-device-1 (pid: 105) has exited
- [Modelarts Service Log]2021-11-30 16:43:14,605 - INFO - proc-rank-0-device-0 (pid: 103) has exited
- [Modelarts Service Log]2021-11-30 16:43:14,606 - INFO - End destroy training processes
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