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train_20240122-213106.log
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2024-01-22 21:31:06,325 INFO **********************Start logging**********************
2024-01-22 21:31:06,325 INFO CUDA_VISIBLE_DEVICES=ALL
2024-01-22 21:31:06,325 INFO Training in distributed mode : total_batch_size: 8
2024-01-22 21:31:06,325 INFO cfg_file cfgs/kitti_models/pillar_m3_355swin_rdiou.yaml
2024-01-22 21:31:06,325 INFO batch_size 4
2024-01-22 21:31:06,325 INFO epochs 100
2024-01-22 21:31:06,325 INFO workers 4
2024-01-22 21:31:06,325 INFO extra_tag default
2024-01-22 21:31:06,325 INFO ckpt None
2024-01-22 21:31:06,325 INFO pretrained_model None
2024-01-22 21:31:06,325 INFO launcher pytorch
2024-01-22 21:31:06,325 INFO tcp_port 18888
2024-01-22 21:31:06,325 INFO sync_bn False
2024-01-22 21:31:06,325 INFO fix_random_seed False
2024-01-22 21:31:06,325 INFO ckpt_save_interval 1
2024-01-22 21:31:06,325 INFO local_rank 0
2024-01-22 21:31:06,325 INFO max_ckpt_save_num 20
2024-01-22 21:31:06,325 INFO merge_all_iters_to_one_epoch False
2024-01-22 21:31:06,325 INFO set_cfgs None
2024-01-22 21:31:06,325 INFO max_waiting_mins 0
2024-01-22 21:31:06,325 INFO start_epoch 0
2024-01-22 21:31:06,325 INFO num_epochs_to_eval 10
2024-01-22 21:31:06,325 INFO save_to_file False
2024-01-22 21:31:06,325 INFO use_tqdm_to_record False
2024-01-22 21:31:06,325 INFO logger_iter_interval 50
2024-01-22 21:31:06,325 INFO ckpt_save_time_interval 300
2024-01-22 21:31:06,325 INFO wo_gpu_stat False
2024-01-22 21:31:06,325 INFO use_amp False
2024-01-22 21:31:06,325 INFO cfg.ROOT_DIR: /home/kemove/tem/OpenPCDet-master
2024-01-22 21:31:06,325 INFO cfg.LOCAL_RANK: 0
2024-01-22 21:31:06,325 INFO cfg.CLASS_NAMES: ['Car']
2024-01-22 21:31:06,325 INFO ----------- DATA_CONFIG -----------
2024-01-22 21:31:06,325 INFO cfg.DATA_CONFIG.DATASET: KittiDataset
2024-01-22 21:31:06,325 INFO cfg.DATA_CONFIG.DATA_PATH: ../data/kitti
2024-01-22 21:31:06,325 INFO cfg.DATA_CONFIG.POINT_CLOUD_RANGE: [0, -39.68, -3, 69.12, 39.68, 1]
2024-01-22 21:31:06,325 INFO ----------- DATA_SPLIT -----------
2024-01-22 21:31:06,325 INFO cfg.DATA_CONFIG.DATA_SPLIT.train: train
2024-01-22 21:31:06,326 INFO cfg.DATA_CONFIG.DATA_SPLIT.test: val
2024-01-22 21:31:06,326 INFO ----------- INFO_PATH -----------
2024-01-22 21:31:06,326 INFO cfg.DATA_CONFIG.INFO_PATH.train: ['kitti_infos_train.pkl']
2024-01-22 21:31:06,326 INFO cfg.DATA_CONFIG.INFO_PATH.test: ['kitti_infos_val.pkl']
2024-01-22 21:31:06,326 INFO cfg.DATA_CONFIG.GET_ITEM_LIST: ['points']
2024-01-22 21:31:06,326 INFO cfg.DATA_CONFIG.FOV_POINTS_ONLY: True
2024-01-22 21:31:06,326 INFO ----------- DATA_AUGMENTOR -----------
2024-01-22 21:31:06,326 INFO cfg.DATA_CONFIG.DATA_AUGMENTOR.DISABLE_AUG_LIST: ['placeholder']
2024-01-22 21:31:06,326 INFO cfg.DATA_CONFIG.DATA_AUGMENTOR.AUG_CONFIG_LIST: [{'NAME': 'gt_sampling', 'USE_ROAD_PLANE': True, 'DB_INFO_PATH': ['kitti_dbinfos_train.pkl'], 'PREPARE': {'filter_by_min_points': ['Car:5', 'Pedestrian:5', 'Cyclist:5'], 'filter_by_difficulty': [-1]}, 'SAMPLE_GROUPS': ['Car:15', 'Pedestrian:15', 'Cyclist:15'], 'NUM_POINT_FEATURES': 4, 'DATABASE_WITH_FAKELIDAR': False, 'REMOVE_EXTRA_WIDTH': [0.0, 0.0, 0.0], 'LIMIT_WHOLE_SCENE': False}, {'NAME': 'random_world_flip', 'ALONG_AXIS_LIST': ['x']}, {'NAME': 'random_world_rotation', 'WORLD_ROT_ANGLE': [-0.78539816, 0.78539816]}, {'NAME': 'random_world_scaling', 'WORLD_SCALE_RANGE': [0.95, 1.05]}]
2024-01-22 21:31:06,326 INFO ----------- POINT_FEATURE_ENCODING -----------
2024-01-22 21:31:06,326 INFO cfg.DATA_CONFIG.POINT_FEATURE_ENCODING.encoding_type: absolute_coordinates_encoding
2024-01-22 21:31:06,326 INFO cfg.DATA_CONFIG.POINT_FEATURE_ENCODING.used_feature_list: ['x', 'y', 'z', 'intensity']
2024-01-22 21:31:06,326 INFO cfg.DATA_CONFIG.POINT_FEATURE_ENCODING.src_feature_list: ['x', 'y', 'z', 'intensity']
2024-01-22 21:31:06,326 INFO cfg.DATA_CONFIG.DATA_PROCESSOR: [{'NAME': 'mask_points_and_boxes_outside_range', 'REMOVE_OUTSIDE_BOXES': True}, {'NAME': 'shuffle_points', 'SHUFFLE_ENABLED': {'train': True, 'test': False}}, {'NAME': 'transform_points_to_voxels', 'VOXEL_SIZE': [0.16, 0.16, 4], 'MAX_POINTS_PER_VOXEL': 32, 'MAX_NUMBER_OF_VOXELS': {'train': 16000, 'test': 40000}}]
2024-01-22 21:31:06,326 INFO cfg.DATA_CONFIG._BASE_CONFIG_: cfgs/dataset_configs/kitti_dataset.yaml
2024-01-22 21:31:06,326 INFO ----------- MODEL -----------
2024-01-22 21:31:06,326 INFO cfg.MODEL.NAME: PointPillar
2024-01-22 21:31:06,326 INFO ----------- VFE -----------
2024-01-22 21:31:06,326 INFO cfg.MODEL.VFE.NAME: PillarVFE
2024-01-22 21:31:06,326 INFO cfg.MODEL.VFE.WITH_DISTANCE: False
2024-01-22 21:31:06,326 INFO cfg.MODEL.VFE.USE_ABSLOTE_XYZ: True
2024-01-22 21:31:06,326 INFO cfg.MODEL.VFE.USE_NORM: True
2024-01-22 21:31:06,326 INFO cfg.MODEL.VFE.NUM_FILTERS: [64]
2024-01-22 21:31:06,326 INFO ----------- MAP_TO_BEV -----------
2024-01-22 21:31:06,326 INFO cfg.MODEL.MAP_TO_BEV.NAME: PointPillarScatter
2024-01-22 21:31:06,326 INFO cfg.MODEL.MAP_TO_BEV.NUM_BEV_FEATURES: 64
2024-01-22 21:31:06,326 INFO ----------- BACKBONE_2D -----------
2024-01-22 21:31:06,326 INFO cfg.MODEL.BACKBONE_2D.NAME: MobileNetV3_Backbone_onecat_swin
2024-01-22 21:31:06,326 INFO cfg.MODEL.BACKBONE_2D.LAYER_NUMS: [3, 5, 5]
2024-01-22 21:31:06,326 INFO cfg.MODEL.BACKBONE_2D.LAYER_STRIDES: [2, 2, 2]
2024-01-22 21:31:06,326 INFO cfg.MODEL.BACKBONE_2D.NUM_FILTERS: [64, 128, 256]
2024-01-22 21:31:06,326 INFO cfg.MODEL.BACKBONE_2D.UPSAMPLE_STRIDES: [1, 2, 4]
2024-01-22 21:31:06,326 INFO cfg.MODEL.BACKBONE_2D.NUM_UPSAMPLE_FILTERS: [256, 256, 256]
2024-01-22 21:31:06,326 INFO ----------- DENSE_HEAD -----------
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.NAME: AnchorHeadRDIoU
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.CLASS_AGNOSTIC: False
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.USE_DIRECTION_CLASSIFIER: True
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.DIR_OFFSET: 0.78539
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.DIR_LIMIT_OFFSET: 0.0
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.NUM_DIR_BINS: 2
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.ANCHOR_GENERATOR_CONFIG: [{'class_name': 'Car', 'anchor_sizes': [[3.9, 1.6, 1.56]], 'anchor_rotations': [0, 1.57], 'anchor_bottom_heights': [-1.78], 'align_center': False, 'feature_map_stride': 2, 'matched_threshold': 0.6, 'unmatched_threshold': 0.45}]
2024-01-22 21:31:06,326 INFO ----------- TARGET_ASSIGNER_CONFIG -----------
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.TARGET_ASSIGNER_CONFIG.NAME: AxisAlignedTargetAssigner
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.TARGET_ASSIGNER_CONFIG.POS_FRACTION: -1.0
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.TARGET_ASSIGNER_CONFIG.SAMPLE_SIZE: 512
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.TARGET_ASSIGNER_CONFIG.NORM_BY_NUM_EXAMPLES: False
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.TARGET_ASSIGNER_CONFIG.MATCH_HEIGHT: False
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.TARGET_ASSIGNER_CONFIG.BOX_CODER: ResidualCoder
2024-01-22 21:31:06,326 INFO ----------- LOSS_CONFIG -----------
2024-01-22 21:31:06,326 INFO ----------- LOSS_WEIGHTS -----------
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.LOSS_CONFIG.LOSS_WEIGHTS.cls_weight: 1.0
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.LOSS_CONFIG.LOSS_WEIGHTS.loc_weight: 2.0
2024-01-22 21:31:06,326 INFO cfg.MODEL.DENSE_HEAD.LOSS_CONFIG.LOSS_WEIGHTS.dir_weight: 0.2
2024-01-22 21:31:06,326 INFO ----------- POST_PROCESSING -----------
2024-01-22 21:31:06,326 INFO cfg.MODEL.POST_PROCESSING.RECALL_THRESH_LIST: [0.3, 0.5, 0.7]
2024-01-22 21:31:06,326 INFO cfg.MODEL.POST_PROCESSING.SCORE_THRESH: 0.4
2024-01-22 21:31:06,326 INFO cfg.MODEL.POST_PROCESSING.OUTPUT_RAW_SCORE: False
2024-01-22 21:31:06,326 INFO cfg.MODEL.POST_PROCESSING.EVAL_METRIC: kitti
2024-01-22 21:31:06,326 INFO ----------- NMS_CONFIG -----------
2024-01-22 21:31:06,326 INFO cfg.MODEL.POST_PROCESSING.NMS_CONFIG.MULTI_CLASSES_NMS: False
2024-01-22 21:31:06,326 INFO cfg.MODEL.POST_PROCESSING.NMS_CONFIG.NMS_TYPE: nms_gpu
2024-01-22 21:31:06,326 INFO cfg.MODEL.POST_PROCESSING.NMS_CONFIG.NMS_THRESH: 0.01
2024-01-22 21:31:06,326 INFO cfg.MODEL.POST_PROCESSING.NMS_CONFIG.NMS_PRE_MAXSIZE: 4096
2024-01-22 21:31:06,326 INFO cfg.MODEL.POST_PROCESSING.NMS_CONFIG.NMS_POST_MAXSIZE: 500
2024-01-22 21:31:06,326 INFO ----------- OPTIMIZATION -----------
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.BATCH_SIZE_PER_GPU: 4
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.NUM_EPOCHS: 100
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.OPTIMIZER: adam_onecycle
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.LR: 0.003
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.WEIGHT_DECAY: 0.01
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.MOMENTUM: 0.9
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.MOMS: [0.95, 0.85]
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.PCT_START: 0.4
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.DIV_FACTOR: 10
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.DECAY_STEP_LIST: [35, 45]
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.LR_DECAY: 0.1
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.LR_CLIP: 1e-07
2024-01-22 21:31:06,326 INFO cfg.OPTIMIZATION.LR_WARMUP: False
2024-01-22 21:31:06,327 INFO cfg.OPTIMIZATION.WARMUP_EPOCH: 1
2024-01-22 21:31:06,327 INFO cfg.OPTIMIZATION.GRAD_NORM_CLIP: 10
2024-01-22 21:31:06,327 INFO cfg.TAG: pillar_m3_355swin_rdiou
2024-01-22 21:31:06,327 INFO cfg.EXP_GROUP_PATH: kitti_models
2024-01-22 21:31:06,334 INFO ----------- Create dataloader & network & optimizer -----------
2024-01-22 21:31:06,390 INFO Database filter by min points Car: 14357 => 13532
2024-01-22 21:31:06,399 INFO Database filter by difficulty Car: 13532 => 10759
2024-01-22 21:31:06,402 INFO Loading KITTI dataset
2024-01-22 21:31:06,446 INFO Total samples for KITTI dataset: 3712
2024-01-22 21:31:09,585 INFO ----------- Model PointPillar created, param count: 10003748 -----------
2024-01-22 21:31:09,585 INFO DistributedDataParallel(
(module): PointPillar(
(vfe): PillarVFE(
(pfn_layers): ModuleList(
(0): PFNLayer(
(linear): Linear(in_features=10, out_features=64, bias=False)
(norm): BatchNorm1d(64, eps=0.001, momentum=0.01, affine=True, track_running_stats=True)
)
)
)
(backbone_3d): None
(map_to_bev_module): PointPillarScatter()
(pfe): None
(backbone_2d): MobileNetV3_Backbone_onecat_swin(
(blocks): ModuleList(
(0): Sequential(
(0): ZeroPad2d(padding=(1, 1, 1, 1), value=0.0)
(1): Conv2d(64, 64, kernel_size=(3, 3), stride=(2, 2), bias=False)
(2): BatchNorm2d(64, eps=0.001, momentum=0.01, affine=True, track_running_stats=True)
(3): ReLU()
(4): Block(
(conv1): Conv2d(64, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)
(bn2): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(384, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
(5): Block(
(conv1): Conv2d(64, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)
(bn2): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(384, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
(6): Block(
(conv1): Conv2d(64, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)
(bn2): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(384, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
)
(1): Sequential(
(0): ZeroPad2d(padding=(1, 1, 1, 1), value=0.0)
(1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), bias=False)
(2): BatchNorm2d(128, eps=0.001, momentum=0.01, affine=True, track_running_stats=True)
(3): ReLU()
(4): Block(
(conv1): Conv2d(128, 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=768, bias=False)
(bn2): BatchNorm2d(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(768, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
(5): Block(
(conv1): Conv2d(128, 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=768, bias=False)
(bn2): BatchNorm2d(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(768, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
(6): Block(
(conv1): Conv2d(128, 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=768, bias=False)
(bn2): BatchNorm2d(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(768, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
(7): Block(
(conv1): Conv2d(128, 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=768, bias=False)
(bn2): BatchNorm2d(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(768, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
(8): Block(
(conv1): Conv2d(128, 768, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=768, bias=False)
(bn2): BatchNorm2d(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(768, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
)
(2): Sequential(
(0): ZeroPad2d(padding=(1, 1, 1, 1), value=0.0)
(1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), bias=False)
(2): BatchNorm2d(256, eps=0.001, momentum=0.01, affine=True, track_running_stats=True)
(3): ReLU()
(4): Block(
(conv1): Conv2d(256, 1536, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(1536, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1536, bias=False)
(bn2): BatchNorm2d(1536, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(1536, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
(5): Block(
(conv1): Conv2d(256, 1536, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(1536, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1536, bias=False)
(bn2): BatchNorm2d(1536, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(1536, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
(6): Block(
(conv1): Conv2d(256, 1536, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(1536, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1536, bias=False)
(bn2): BatchNorm2d(1536, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(1536, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
(7): Block(
(conv1): Conv2d(256, 1536, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(1536, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1536, bias=False)
(bn2): BatchNorm2d(1536, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(1536, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
(8): Block(
(conv1): Conv2d(256, 1536, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn1): BatchNorm2d(1536, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act1): ReLU(inplace=True)
(conv2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=1536, bias=False)
(bn2): BatchNorm2d(1536, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act2): ReLU(inplace=True)
(se): Identity()
(conv3): Conv2d(1536, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
(bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(act3): ReLU(inplace=True)
)
)
)
(deblocks): ModuleList(
(0): Sequential(
(0): ConvTranspose2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
(1): BatchNorm2d(256, eps=0.001, momentum=0.01, affine=True, track_running_stats=True)
(2): ReLU()
)
(1): Sequential(
(0): ConvTranspose2d(128, 256, kernel_size=(2, 2), stride=(2, 2), bias=False)
(1): BatchNorm2d(256, eps=0.001, momentum=0.01, affine=True, track_running_stats=True)
(2): ReLU()
)
(2): Sequential(
(0): ConvTranspose2d(256, 256, kernel_size=(4, 4), stride=(4, 4), bias=False)
(1): BatchNorm2d(256, eps=0.001, momentum=0.01, affine=True, track_running_stats=True)
(2): ReLU()
)
)
(swin): SwinTransformer(
(layers): ModuleList(
(0): BasicLayer(
(blocks): ModuleList(
(0): SwinTransformerBlock(
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(attn): WindowAttention(
(qkv): Linear(in_features=256, out_features=768, bias=True)
(attn_drop): Dropout(p=0.0, inplace=False)
(proj): Linear(in_features=256, out_features=256, bias=True)
(proj_drop): Dropout(p=0.0, inplace=False)
(softmax): Softmax(dim=-1)
)
(drop_path): Identity()
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(mlp): Mlp(
(fc1): Linear(in_features=256, out_features=1024, bias=True)
(act): GELU()
(fc2): Linear(in_features=1024, out_features=256, bias=True)
(drop): Dropout(p=0.0, inplace=False)
)
)
(1): SwinTransformerBlock(
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(attn): WindowAttention(
(qkv): Linear(in_features=256, out_features=768, bias=True)
(attn_drop): Dropout(p=0.0, inplace=False)
(proj): Linear(in_features=256, out_features=256, bias=True)
(proj_drop): Dropout(p=0.0, inplace=False)
(softmax): Softmax(dim=-1)
)
(drop_path): DropPath(drop_prob=0.067)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(mlp): Mlp(
(fc1): Linear(in_features=256, out_features=1024, bias=True)
(act): GELU()
(fc2): Linear(in_features=1024, out_features=256, bias=True)
(drop): Dropout(p=0.0, inplace=False)
)
)
(2): SwinTransformerBlock(
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(attn): WindowAttention(
(qkv): Linear(in_features=256, out_features=768, bias=True)
(attn_drop): Dropout(p=0.0, inplace=False)
(proj): Linear(in_features=256, out_features=256, bias=True)
(proj_drop): Dropout(p=0.0, inplace=False)
(softmax): Softmax(dim=-1)
)
(drop_path): DropPath(drop_prob=0.133)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(mlp): Mlp(
(fc1): Linear(in_features=256, out_features=1024, bias=True)
(act): GELU()
(fc2): Linear(in_features=1024, out_features=256, bias=True)
(drop): Dropout(p=0.0, inplace=False)
)
)
(3): SwinTransformerBlock(
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(attn): WindowAttention(
(qkv): Linear(in_features=256, out_features=768, bias=True)
(attn_drop): Dropout(p=0.0, inplace=False)
(proj): Linear(in_features=256, out_features=256, bias=True)
(proj_drop): Dropout(p=0.0, inplace=False)
(softmax): Softmax(dim=-1)
)
(drop_path): DropPath(drop_prob=0.200)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(mlp): Mlp(
(fc1): Linear(in_features=256, out_features=1024, bias=True)
(act): GELU()
(fc2): Linear(in_features=1024, out_features=256, bias=True)
(drop): Dropout(p=0.0, inplace=False)
)
)
)
)
)
(norm0): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
)
(dense_head): AnchorHeadRDIoU(
(cls_loss_func): SigmoidQualityFocalClassificationLoss()
(dir_loss_func): WeightedCrossEntropyLoss()
(conv_cls): Conv2d(256, 2, kernel_size=(1, 1), stride=(1, 1))
(conv_box): Conv2d(256, 14, kernel_size=(1, 1), stride=(1, 1))
(conv_dir_cls): Conv2d(256, 4, kernel_size=(1, 1), stride=(1, 1))
)
(point_head): None
(roi_head): None
)
)
2024-01-22 21:31:09,587 INFO **********************Start training kitti_models/pillar_m3_355swin_rdiou(default)**********************
2024-01-22 21:31:22,335 INFO Train: 1/100 ( 1%) [ 0/464 ( 0%)] Loss: 1.681 (1.68) LR: 3.000e-04 Time cost: 00:00/04:10 [00:12/6:57:40] Acc_iter 1 Data time: 0.12(0.12) Forward time: 0.42(0.42) Batch time: 0.54(0.54)
2024-01-22 21:31:39,232 INFO Train: 1/100 ( 1%) [ 49/464 ( 11%)] Loss: 1.635 (1.69) LR: 3.000e-04 Time cost: 00:17/02:24 [00:29/4:29:24] Acc_iter 50 Data time: 0.00(0.00) Forward time: 0.35(0.34) Batch time: 0.35(0.35)
2024-01-22 21:31:56,440 INFO Train: 1/100 ( 1%) [ 99/464 ( 21%)] Loss: 1.619 (1.64) LR: 3.002e-04 Time cost: 00:34/02:06 [00:46/4:27:21] Acc_iter 100 Data time: 0.00(0.00) Forward time: 0.34(0.34) Batch time: 0.34(0.35)
2024-01-22 21:32:13,721 INFO Train: 1/100 ( 1%) [ 149/464 ( 32%)] Loss: 1.563 (1.60) LR: 3.004e-04 Time cost: 00:51/01:49 [01:04/4:26:51] Acc_iter 150 Data time: 0.00(0.00) Forward time: 0.35(0.34) Batch time: 0.35(0.35)
2024-01-22 21:32:14,079 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:32:14 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 55°C, 100 % | 16400 / 24576 MB | kemove(16228M) root(102M)
[1] NVIDIA GeForce RTX 3090 | 53°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:32:31,339 INFO Train: 1/100 ( 1%) [ 199/464 ( 43%)] Loss: 1.281 (1.56) LR: 3.008e-04 Time cost: 01:09/01:32 [01:21/4:27:45] Acc_iter 200 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:32:48,695 INFO Train: 1/100 ( 1%) [ 249/464 ( 54%)] Loss: 1.523 (1.53) LR: 3.012e-04 Time cost: 01:26/01:14 [01:39/4:27:22] Acc_iter 250 Data time: 0.00(0.00) Forward time: 0.36(0.35) Batch time: 0.36(0.35)
2024-01-22 21:33:06,080 INFO Train: 1/100 ( 1%) [ 299/464 ( 64%)] Loss: 1.353 (1.50) LR: 3.017e-04 Time cost: 01:44/00:57 [01:56/4:27:05] Acc_iter 300 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:33:06,441 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:33:06 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 60°C, 97 % | 16400 / 24576 MB | kemove(16228M) root(102M)
[1] NVIDIA GeForce RTX 3090 | 57°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:33:23,888 INFO Train: 1/100 ( 1%) [ 349/464 ( 75%)] Loss: 1.210 (1.48) LR: 3.024e-04 Time cost: 02:02/00:40 [02:14/4:27:44] Acc_iter 350 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:33:41,305 INFO Train: 1/100 ( 1%) [ 399/464 ( 86%)] Loss: 1.186 (1.45) LR: 3.031e-04 Time cost: 02:19/00:22 [02:31/4:27:24] Acc_iter 400 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:33:58,593 INFO Train: 1/100 ( 1%) [ 449/464 ( 97%)] Loss: 1.166 (1.43) LR: 3.039e-04 Time cost: 02:36/00:05 [02:49/4:26:51] Acc_iter 450 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:33:58,954 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:33:58 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 62°C, 61 % | 16400 / 24576 MB | kemove(16228M) root(102M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:34:03,810 INFO Train: 1/100 ( 1%) [ 463/464 (100%)] Loss: 1.159 (1.43) LR: 3.041e-04 Time cost: 02:42/00:00 [02:54/4:27:19] Acc_iter 464 Data time: 0.01(0.00) Forward time: 0.35(0.35) Batch time: 0.36(0.35)
2024-01-22 21:34:10,885 INFO Train: 2/100 ( 2%) [ 0/464 ( 0%)] Loss: 1.373 (1.37) LR: 3.042e-04 Time cost: 00:00/03:47 [03:01/6:15:02] Acc_iter 465 Data time: 0.14(0.14) Forward time: 0.35(0.35) Batch time: 0.49(0.49)
2024-01-22 21:34:23,038 INFO Train: 2/100 ( 2%) [ 35/464 ( 8%)] Loss: 1.233 (1.26) LR: 3.048e-04 Time cost: 00:12/02:30 [03:13/4:28:40] Acc_iter 500 Data time: 0.00(0.01) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:34:40,311 INFO Train: 2/100 ( 2%) [ 85/464 ( 18%)] Loss: 1.068 (1.20) LR: 3.058e-04 Time cost: 00:29/02:11 [03:30/4:25:50] Acc_iter 550 Data time: 0.00(0.00) Forward time: 0.34(0.34) Batch time: 0.34(0.35)
2024-01-22 21:34:57,647 INFO Train: 2/100 ( 2%) [ 135/464 ( 29%)] Loss: 1.214 (1.19) LR: 3.069e-04 Time cost: 00:47/01:54 [03:48/4:25:13] Acc_iter 600 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:34:58,006 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:34:58 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 94 % | 16409 / 24576 MB | kemove(16228M) root(107M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:35:15,335 INFO Train: 2/100 ( 2%) [ 185/464 ( 40%)] Loss: 1.098 (1.19) LR: 3.081e-04 Time cost: 01:04/01:37 [04:05/4:26:13] Acc_iter 650 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:35:32,634 INFO Train: 2/100 ( 2%) [ 235/464 ( 51%)] Loss: 1.234 (1.18) LR: 3.094e-04 Time cost: 01:22/01:19 [04:23/4:25:25] Acc_iter 700 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:35:49,917 INFO Train: 2/100 ( 2%) [ 285/464 ( 61%)] Loss: 1.114 (1.16) LR: 3.108e-04 Time cost: 01:39/01:02 [04:40/4:24:45] Acc_iter 750 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:35:50,307 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:35:50 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 38 % | 16409 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 59°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:36:07,964 INFO Train: 2/100 ( 2%) [ 335/464 ( 72%)] Loss: 1.156 (1.16) LR: 3.123e-04 Time cost: 01:57/00:45 [04:58/4:25:56] Acc_iter 800 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:36:25,311 INFO Train: 2/100 ( 2%) [ 385/464 ( 83%)] Loss: 1.088 (1.15) LR: 3.139e-04 Time cost: 02:14/00:27 [05:15/4:25:21] Acc_iter 850 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:36:42,595 INFO Train: 2/100 ( 2%) [ 435/464 ( 94%)] Loss: 1.044 (1.14) LR: 3.156e-04 Time cost: 02:32/00:10 [05:33/4:24:43] Acc_iter 900 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:36:42,956 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:36:42 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 65°C, 84 % | 16408 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 59°C, 100 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:36:52,768 INFO Train: 2/100 ( 2%) [ 463/464 (100%)] Loss: 1.001 (1.14) LR: 3.166e-04 Time cost: 02:42/00:00 [05:43/4:25:12] Acc_iter 928 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:36:59,799 INFO Train: 3/100 ( 3%) [ 0/464 ( 0%)] Loss: 1.262 (1.26) LR: 3.166e-04 Time cost: 00:00/03:56 [05:50/6:26:47] Acc_iter 929 Data time: 0.11(0.11) Forward time: 0.38(0.38) Batch time: 0.48(0.48)
2024-01-22 21:37:07,099 INFO Train: 3/100 ( 3%) [ 21/464 ( 5%)] Loss: 1.121 (1.08) LR: 3.174e-04 Time cost: 00:07/02:37 [05:57/4:28:57] Acc_iter 950 Data time: 0.00(0.01) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 21:37:24,514 INFO Train: 3/100 ( 3%) [ 71/464 ( 15%)] Loss: 1.038 (1.06) LR: 3.193e-04 Time cost: 00:25/02:17 [06:14/4:25:06] Acc_iter 1000 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:37:42,573 INFO Train: 3/100 ( 3%) [ 121/464 ( 26%)] Loss: 1.295 (1.06) LR: 3.212e-04 Time cost: 00:43/02:01 [06:32/4:28:10] Acc_iter 1050 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 21:37:42,934 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:37:42 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 82 % | 16408 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 100 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:38:00,241 INFO Train: 3/100 ( 3%) [ 171/464 ( 37%)] Loss: 1.059 (1.07) LR: 3.233e-04 Time cost: 01:00/01:43 [06:50/4:27:33] Acc_iter 1100 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:38:17,536 INFO Train: 3/100 ( 3%) [ 221/464 ( 48%)] Loss: 1.039 (1.07) LR: 3.255e-04 Time cost: 01:18/01:25 [07:07/4:25:49] Acc_iter 1150 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:38:34,894 INFO Train: 3/100 ( 3%) [ 271/464 ( 58%)] Loss: 0.9941 (1.06) LR: 3.277e-04 Time cost: 01:35/01:07 [07:25/4:24:47] Acc_iter 1200 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:38:35,258 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:38:35 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 49 % | 16408 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 59°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:38:52,533 INFO Train: 3/100 ( 3%) [ 321/464 ( 69%)] Loss: 1.060 (1.06) LR: 3.301e-04 Time cost: 01:53/00:50 [07:42/4:24:39] Acc_iter 1250 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 21:39:09,838 INFO Train: 3/100 ( 3%) [ 371/464 ( 80%)] Loss: 0.9201 (1.06) LR: 3.325e-04 Time cost: 02:10/00:32 [08:00/4:23:47] Acc_iter 1300 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:39:27,181 INFO Train: 3/100 ( 3%) [ 421/464 ( 91%)] Loss: 0.9822 (1.05) LR: 3.350e-04 Time cost: 02:27/00:15 [08:17/4:23:08] Acc_iter 1350 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:39:27,542 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:39:27 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 65°C, 99 % | 16408 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 59°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:39:42,091 INFO Train: 3/100 ( 3%) [ 463/464 (100%)] Loss: 1.009 (1.05) LR: 3.372e-04 Time cost: 02:42/00:00 [08:32/4:23:12] Acc_iter 1392 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:39:49,139 INFO Train: 4/100 ( 4%) [ 0/464 ( 0%)] Loss: 1.066 (1.07) LR: 3.373e-04 Time cost: 00:00/03:33 [08:39/5:44:40] Acc_iter 1393 Data time: 0.11(0.11) Forward time: 0.40(0.40) Batch time: 0.51(0.51)
2024-01-22 21:39:51,549 INFO Train: 4/100 ( 4%) [ 7/464 ( 2%)] Loss: 0.9970 (1.02) LR: 3.377e-04 Time cost: 00:02/02:43 [08:41/4:29:01] Acc_iter 1400 Data time: 0.00(0.01) Forward time: 0.34(0.35) Batch time: 0.34(0.36)
2024-01-22 21:40:08,873 INFO Train: 4/100 ( 4%) [ 57/464 ( 12%)] Loss: 1.166 (1.00) LR: 3.404e-04 Time cost: 00:20/02:21 [08:59/4:20:50] Acc_iter 1450 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:40:26,202 INFO Train: 4/100 ( 4%) [ 107/464 ( 23%)] Loss: 1.010 (1.00) LR: 3.432e-04 Time cost: 00:37/02:04 [09:16/4:20:00] Acc_iter 1500 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:40:26,564 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:40:26 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 100 % | 16408 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:40:43,849 INFO Train: 4/100 ( 4%) [ 157/464 ( 34%)] Loss: 0.9512 (0.998) LR: 3.461e-04 Time cost: 00:55/01:47 [09:34/4:21:00] Acc_iter 1550 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:41:01,205 INFO Train: 4/100 ( 4%) [ 207/464 ( 45%)] Loss: 1.035 (0.990) LR: 3.491e-04 Time cost: 01:12/01:29 [09:51/4:20:21] Acc_iter 1600 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:41:18,513 INFO Train: 4/100 ( 4%) [ 257/464 ( 55%)] Loss: 0.8747 (0.986) LR: 3.522e-04 Time cost: 01:29/01:12 [10:08/4:19:41] Acc_iter 1650 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:41:18,875 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:41:18 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 65°C, 83 % | 16408 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 59°C, 100 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:41:36,192 INFO Train: 4/100 ( 4%) [ 307/464 ( 66%)] Loss: 0.9586 (0.986) LR: 3.554e-04 Time cost: 01:47/00:54 [10:26/4:20:03] Acc_iter 1700 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 21:41:53,536 INFO Train: 4/100 ( 4%) [ 357/464 ( 77%)] Loss: 0.9525 (0.980) LR: 3.587e-04 Time cost: 02:04/00:37 [10:43/4:19:32] Acc_iter 1750 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:42:10,882 INFO Train: 4/100 ( 4%) [ 407/464 ( 88%)] Loss: 1.060 (0.980) LR: 3.621e-04 Time cost: 02:22/00:19 [11:01/4:19:05] Acc_iter 1800 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 21:42:11,243 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:42:11 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 65°C, 76 % | 16404 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 59°C, 100 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:42:28,555 INFO Train: 4/100 ( 4%) [ 457/464 ( 98%)] Loss: 0.9738 (0.979) LR: 3.656e-04 Time cost: 02:39/00:02 [11:18/4:19:11] Acc_iter 1850 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:42:30,609 INFO Train: 4/100 ( 4%) [ 463/464 (100%)] Loss: 0.9852 (0.979) LR: 3.660e-04 Time cost: 02:41/00:00 [11:21/4:19:05] Acc_iter 1856 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:42:37,644 INFO Train: 5/100 ( 5%) [ 0/464 ( 0%)] Loss: 0.9140 (0.914) LR: 3.661e-04 Time cost: 00:00/03:48 [11:28/6:04:48] Acc_iter 1857 Data time: 0.10(0.10) Forward time: 0.39(0.39) Batch time: 0.49(0.49)
2024-01-22 21:42:52,518 INFO Train: 5/100 ( 5%) [ 43/464 ( 9%)] Loss: 0.8545 (0.940) LR: 3.691e-04 Time cost: 00:15/02:27 [11:42/4:19:00] Acc_iter 1900 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 21:43:09,836 INFO Train: 5/100 ( 5%) [ 93/464 ( 20%)] Loss: 0.9855 (0.949) LR: 3.728e-04 Time cost: 00:32/02:08 [12:00/4:17:35] Acc_iter 1950 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:43:10,198 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:43:10 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 62 % | 16404 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:43:27,502 INFO Train: 5/100 ( 5%) [ 143/464 ( 31%)] Loss: 0.9229 (0.953) LR: 3.765e-04 Time cost: 00:50/01:52 [12:17/4:18:44] Acc_iter 2000 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:43:44,835 INFO Train: 5/100 ( 5%) [ 193/464 ( 42%)] Loss: 0.9556 (0.951) LR: 3.804e-04 Time cost: 01:07/01:34 [12:35/4:17:53] Acc_iter 2050 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:44:02,177 INFO Train: 5/100 ( 5%) [ 243/464 ( 52%)] Loss: 0.9534 (0.953) LR: 3.843e-04 Time cost: 01:25/01:17 [12:52/4:17:17] Acc_iter 2100 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:44:02,538 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:44:02 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 41 % | 16404 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 59°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:44:19,833 INFO Train: 5/100 ( 5%) [ 293/464 ( 63%)] Loss: 1.026 (0.954) LR: 3.883e-04 Time cost: 01:42/00:59 [13:10/4:17:34] Acc_iter 2150 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:44:37,189 INFO Train: 5/100 ( 5%) [ 343/464 ( 74%)] Loss: 0.9220 (0.952) LR: 3.924e-04 Time cost: 02:00/00:42 [13:27/4:17:03] Acc_iter 2200 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:44:54,528 INFO Train: 5/100 ( 5%) [ 393/464 ( 85%)] Loss: 0.9311 (0.947) LR: 3.966e-04 Time cost: 02:17/00:24 [13:44/4:16:34] Acc_iter 2250 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:44:54,891 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:44:54 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 65°C, 99 % | 16404 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:45:12,262 INFO Train: 5/100 ( 5%) [ 443/464 ( 95%)] Loss: 0.9745 (0.946) LR: 4.009e-04 Time cost: 02:35/00:07 [14:02/4:16:46] Acc_iter 2300 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:45:19,188 INFO Train: 5/100 ( 5%) [ 463/464 (100%)] Loss: 0.8126 (0.945) LR: 4.027e-04 Time cost: 02:42/00:00 [14:09/4:16:33] Acc_iter 2320 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:45:26,192 INFO Train: 6/100 ( 6%) [ 0/464 ( 0%)] Loss: 0.9280 (0.928) LR: 4.028e-04 Time cost: 00:00/03:31 [14:16/5:34:32] Acc_iter 2321 Data time: 0.10(0.10) Forward time: 0.38(0.38) Batch time: 0.48(0.48)
2024-01-22 21:45:36,235 INFO Train: 6/100 ( 6%) [ 29/464 ( 6%)] Loss: 0.8282 (0.900) LR: 4.053e-04 Time cost: 00:10/02:32 [14:26/4:16:55] Acc_iter 2350 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:45:53,541 INFO Train: 6/100 ( 6%) [ 79/464 ( 17%)] Loss: 0.8767 (0.899) LR: 4.098e-04 Time cost: 00:27/02:13 [14:43/4:14:52] Acc_iter 2400 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:45:53,909 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:45:53 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 44 % | 16404 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:46:11,179 INFO Train: 6/100 ( 6%) [ 129/464 ( 28%)] Loss: 0.9504 (0.905) LR: 4.143e-04 Time cost: 00:45/01:57 [15:01/4:16:03] Acc_iter 2450 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:46:28,482 INFO Train: 6/100 ( 6%) [ 179/464 ( 39%)] Loss: 0.9698 (0.906) LR: 4.190e-04 Time cost: 01:02/01:39 [15:18/4:15:03] Acc_iter 2500 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:46:45,789 INFO Train: 6/100 ( 6%) [ 229/464 ( 49%)] Loss: 0.8977 (0.909) LR: 4.237e-04 Time cost: 01:20/01:21 [15:36/4:14:22] Acc_iter 2550 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:46:46,151 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:46:46 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 79 % | 16404 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 100 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:47:03,455 INFO Train: 6/100 ( 6%) [ 279/464 ( 60%)] Loss: 1.024 (0.912) LR: 4.285e-04 Time cost: 01:37/01:04 [15:53/4:14:46] Acc_iter 2600 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 21:47:20,773 INFO Train: 6/100 ( 6%) [ 329/464 ( 71%)] Loss: 0.8895 (0.908) LR: 4.335e-04 Time cost: 01:55/00:47 [16:11/4:14:11] Acc_iter 2650 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:47:38,070 INFO Train: 6/100 ( 6%) [ 379/464 ( 82%)] Loss: 0.8513 (0.909) LR: 4.384e-04 Time cost: 02:12/00:29 [16:28/4:13:38] Acc_iter 2700 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:47:38,433 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:47:38 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 30 % | 16397 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:47:55,747 INFO Train: 6/100 ( 6%) [ 429/464 ( 92%)] Loss: 0.8341 (0.907) LR: 4.435e-04 Time cost: 02:30/00:12 [16:46/4:13:48] Acc_iter 2750 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 21:48:07,531 INFO Train: 6/100 ( 6%) [ 463/464 (100%)] Loss: 0.9276 (0.905) LR: 4.470e-04 Time cost: 02:41/00:00 [16:57/4:13:29] Acc_iter 2784 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:48:14,599 INFO Train: 7/100 ( 7%) [ 0/464 ( 0%)] Loss: 0.8752 (0.875) LR: 4.471e-04 Time cost: 00:00/03:55 [17:05/6:09:27] Acc_iter 2785 Data time: 0.15(0.15) Forward time: 0.36(0.36) Batch time: 0.52(0.52)
2024-01-22 21:48:19,788 INFO Train: 7/100 ( 7%) [ 15/464 ( 3%)] Loss: 0.7488 (0.907) LR: 4.487e-04 Time cost: 00:05/02:39 [17:10/4:18:46] Acc_iter 2800 Data time: 0.00(0.01) Forward time: 0.34(0.35) Batch time: 0.35(0.36)
2024-01-22 21:48:37,120 INFO Train: 7/100 ( 7%) [ 65/464 ( 14%)] Loss: 0.9156 (0.916) LR: 4.540e-04 Time cost: 00:23/02:19 [17:27/4:13:16] Acc_iter 2850 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:48:37,483 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:48:37 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 67 % | 16397 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 57°C, 100 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:48:54,773 INFO Train: 7/100 ( 7%) [ 115/464 ( 25%)] Loss: 0.9086 (0.904) LR: 4.593e-04 Time cost: 00:40/02:02 [17:45/4:14:16] Acc_iter 2900 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:49:12,146 INFO Train: 7/100 ( 7%) [ 165/464 ( 36%)] Loss: 0.8527 (0.896) LR: 4.647e-04 Time cost: 00:58/01:44 [18:02/4:13:15] Acc_iter 2950 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:49:29,493 INFO Train: 7/100 ( 7%) [ 215/464 ( 46%)] Loss: 0.9221 (0.906) LR: 4.702e-04 Time cost: 01:15/01:26 [18:19/4:12:30] Acc_iter 3000 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:49:29,854 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:49:29 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 63 % | 16397 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:49:47,154 INFO Train: 7/100 ( 7%) [ 265/464 ( 57%)] Loss: 0.9319 (0.903) LR: 4.758e-04 Time cost: 01:33/01:09 [18:37/4:12:46] Acc_iter 3050 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 21:50:04,502 INFO Train: 7/100 ( 7%) [ 315/464 ( 68%)] Loss: 0.9195 (0.900) LR: 4.815e-04 Time cost: 01:50/00:52 [18:54/4:12:09] Acc_iter 3100 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:50:21,800 INFO Train: 7/100 ( 7%) [ 365/464 ( 79%)] Loss: 0.8826 (0.901) LR: 4.873e-04 Time cost: 02:07/00:34 [19:12/4:11:31] Acc_iter 3150 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:50:22,163 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:50:22 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 99 % | 16397 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:50:39,489 INFO Train: 7/100 ( 7%) [ 415/464 ( 89%)] Loss: 1.000 (0.900) LR: 4.931e-04 Time cost: 02:25/00:17 [19:29/4:11:39] Acc_iter 3200 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:50:56,114 INFO Train: 7/100 ( 7%) [ 463/464 (100%)] Loss: 0.8010 (0.896) LR: 4.988e-04 Time cost: 02:42/00:00 [19:46/4:11:08] Acc_iter 3248 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:51:03,170 INFO Train: 8/100 ( 8%) [ 0/464 ( 0%)] Loss: 0.7590 (0.759) LR: 4.989e-04 Time cost: 00:00/04:08 [19:53/6:25:32] Acc_iter 3249 Data time: 0.15(0.15) Forward time: 0.38(0.38) Batch time: 0.53(0.53)
2024-01-22 21:51:03,518 INFO Train: 8/100 ( 8%) [ 1/464 ( 0%)] Loss: 1.030 (0.895) LR: 4.991e-04 Time cost: 00:00/03:24 [19:53/5:17:52] Acc_iter 3250 Data time: 0.01(0.08) Forward time: 0.35(0.37) Batch time: 0.35(0.44)
2024-01-22 21:51:20,788 INFO Train: 8/100 ( 8%) [ 51/464 ( 11%)] Loss: 0.9099 (0.873) LR: 5.051e-04 Time cost: 00:18/02:24 [20:11/4:10:47] Acc_iter 3300 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:51:21,159 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:51:21 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 32 % | 16397 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 57°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:51:38,520 INFO Train: 8/100 ( 8%) [ 101/464 ( 22%)] Loss: 0.7952 (0.871) LR: 5.112e-04 Time cost: 00:35/02:07 [20:28/4:12:26] Acc_iter 3350 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:51:55,848 INFO Train: 8/100 ( 8%) [ 151/464 ( 33%)] Loss: 0.8613 (0.870) LR: 5.173e-04 Time cost: 00:53/01:49 [20:46/4:10:54] Acc_iter 3400 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:52:13,173 INFO Train: 8/100 ( 8%) [ 201/464 ( 43%)] Loss: 0.8699 (0.865) LR: 5.236e-04 Time cost: 01:10/01:31 [21:03/4:09:58] Acc_iter 3450 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:52:13,543 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:52:13 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 34 % | 16397 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:52:30,859 INFO Train: 8/100 ( 8%) [ 251/464 ( 54%)] Loss: 0.8634 (0.862) LR: 5.299e-04 Time cost: 01:28/01:14 [21:21/4:10:19] Acc_iter 3500 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:52:48,192 INFO Train: 8/100 ( 8%) [ 301/464 ( 65%)] Loss: 0.8714 (0.862) LR: 5.364e-04 Time cost: 01:45/00:56 [21:38/4:09:37] Acc_iter 3550 Data time: 0.00(0.00) Forward time: 0.36(0.35) Batch time: 0.36(0.35)
2024-01-22 21:53:05,499 INFO Train: 8/100 ( 8%) [ 351/464 ( 76%)] Loss: 0.7449 (0.864) LR: 5.429e-04 Time cost: 02:02/00:39 [21:55/4:08:59] Acc_iter 3600 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:53:05,863 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:53:05 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 65°C, 100 % | 16397 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16081 / 24576 MB | kemove(16064M) root(4M)
2024-01-22 21:53:23,209 INFO Train: 8/100 ( 8%) [ 401/464 ( 86%)] Loss: 0.8134 (0.861) LR: 5.494e-04 Time cost: 02:20/00:22 [22:13/4:09:09] Acc_iter 3650 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:53:40,561 INFO Train: 8/100 ( 8%) [ 451/464 ( 97%)] Loss: 0.7547 (0.860) LR: 5.561e-04 Time cost: 02:37/00:04 [22:30/4:08:39] Acc_iter 3700 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:53:44,722 INFO Train: 8/100 ( 8%) [ 463/464 (100%)] Loss: 0.7841 (0.859) LR: 5.577e-04 Time cost: 02:42/00:00 [22:35/4:08:32] Acc_iter 3712 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:53:51,767 INFO Train: 9/100 ( 9%) [ 0/464 ( 0%)] Loss: 0.8514 (0.851) LR: 5.578e-04 Time cost: 00:00/03:40 [22:42/5:38:28] Acc_iter 3713 Data time: 0.10(0.10) Forward time: 0.40(0.40) Batch time: 0.50(0.50)
2024-01-22 21:54:04,562 INFO Train: 9/100 ( 9%) [ 37/464 ( 8%)] Loss: 0.9199 (0.859) LR: 5.628e-04 Time cost: 00:13/02:29 [22:54/4:08:14] Acc_iter 3750 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:54:04,923 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:54:04 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 62°C, 48 % | 16397 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 57°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 21:54:22,201 INFO Train: 9/100 ( 9%) [ 87/464 ( 19%)] Loss: 0.8896 (0.866) LR: 5.696e-04 Time cost: 00:30/02:12 [23:12/4:09:23] Acc_iter 3800 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:54:39,515 INFO Train: 9/100 ( 9%) [ 137/464 ( 30%)] Loss: 0.8269 (0.853) LR: 5.765e-04 Time cost: 00:48/01:54 [23:29/4:07:49] Acc_iter 3850 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:54:56,890 INFO Train: 9/100 ( 9%) [ 187/464 ( 40%)] Loss: 0.8623 (0.857) LR: 5.835e-04 Time cost: 01:05/01:36 [23:47/4:07:09] Acc_iter 3900 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:54:57,250 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:54:57 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 100 % | 16397 / 24576 MB | kemove(16228M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 21:55:14,551 INFO Train: 9/100 ( 9%) [ 237/464 ( 51%)] Loss: 0.7299 (0.853) LR: 5.905e-04 Time cost: 01:23/01:19 [24:04/4:07:30] Acc_iter 3950 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:55:31,923 INFO Train: 9/100 ( 9%) [ 287/464 ( 62%)] Loss: 0.8793 (0.852) LR: 5.976e-04 Time cost: 01:40/01:01 [24:22/4:06:55] Acc_iter 4000 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:55:49,230 INFO Train: 9/100 ( 9%) [ 337/464 ( 73%)] Loss: 0.8666 (0.851) LR: 6.048e-04 Time cost: 01:57/00:44 [24:39/4:06:17] Acc_iter 4050 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:55:49,590 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:55:49 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 65°C, 99 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 21:56:06,929 INFO Train: 9/100 ( 9%) [ 387/464 ( 83%)] Loss: 0.8508 (0.849) LR: 6.121e-04 Time cost: 02:15/00:26 [24:57/4:06:27] Acc_iter 4100 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 21:56:24,314 INFO Train: 9/100 ( 9%) [ 437/464 ( 94%)] Loss: 0.8389 (0.848) LR: 6.195e-04 Time cost: 02:33/00:09 [25:14/4:06:01] Acc_iter 4150 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:56:33,313 INFO Train: 9/100 ( 9%) [ 463/464 (100%)] Loss: 0.9268 (0.848) LR: 6.233e-04 Time cost: 02:42/00:00 [25:23/4:05:44] Acc_iter 4176 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:56:40,346 INFO Train: 10/100 ( 10%) [ 0/464 ( 0%)] Loss: 0.8517 (0.852) LR: 6.235e-04 Time cost: 00:00/04:12 [25:30/6:23:23] Acc_iter 4177 Data time: 0.14(0.14) Forward time: 0.39(0.39) Batch time: 0.53(0.53)
2024-01-22 21:56:48,270 INFO Train: 10/100 ( 10%) [ 23/464 ( 5%)] Loss: 0.8326 (0.843) LR: 6.269e-04 Time cost: 00:08/02:35 [25:38/4:08:10] Acc_iter 4200 Data time: 0.00(0.01) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:56:48,634 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:56:48 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 62°C, 32 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 56°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 21:57:05,897 INFO Train: 10/100 ( 10%) [ 73/464 ( 16%)] Loss: 0.8516 (0.841) LR: 6.344e-04 Time cost: 00:26/02:17 [25:56/4:07:44] Acc_iter 4250 Data time: 0.00(0.01) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:57:23,246 INFO Train: 10/100 ( 10%) [ 123/464 ( 27%)] Loss: 0.8753 (0.840) LR: 6.419e-04 Time cost: 00:43/01:59 [26:13/4:05:50] Acc_iter 4300 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:57:40,570 INFO Train: 10/100 ( 10%) [ 173/464 ( 37%)] Loss: 0.8056 (0.835) LR: 6.496e-04 Time cost: 01:00/01:41 [26:30/4:04:46] Acc_iter 4350 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:57:40,934 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:57:40 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 91 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 59°C, 100 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 21:57:58,238 INFO Train: 10/100 ( 10%) [ 223/464 ( 48%)] Loss: 0.9526 (0.838) LR: 6.573e-04 Time cost: 01:18/01:24 [26:48/4:05:07] Acc_iter 4400 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:58:15,581 INFO Train: 10/100 ( 10%) [ 273/464 ( 59%)] Loss: 0.8809 (0.841) LR: 6.650e-04 Time cost: 01:35/01:06 [27:05/4:04:24] Acc_iter 4450 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:58:32,896 INFO Train: 10/100 ( 10%) [ 323/464 ( 70%)] Loss: 0.7843 (0.838) LR: 6.729e-04 Time cost: 01:53/00:49 [27:23/4:03:45] Acc_iter 4500 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 21:58:33,259 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:58:33 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 63 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 21:58:50,606 INFO Train: 10/100 ( 10%) [ 373/464 ( 80%)] Loss: 0.8151 (0.837) LR: 6.808e-04 Time cost: 02:10/00:31 [27:41/4:03:57] Acc_iter 4550 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:59:07,919 INFO Train: 10/100 ( 10%) [ 423/464 ( 91%)] Loss: 0.7785 (0.839) LR: 6.888e-04 Time cost: 02:28/00:14 [27:58/4:03:22] Acc_iter 4600 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:59:21,828 INFO Train: 10/100 ( 10%) [ 463/464 (100%)] Loss: 0.7758 (0.837) LR: 6.952e-04 Time cost: 02:42/00:00 [28:12/4:03:02] Acc_iter 4640 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 21:59:28,852 INFO Train: 11/100 ( 11%) [ 0/464 ( 0%)] Loss: 0.7600 (0.760) LR: 6.954e-04 Time cost: 00:00/03:25 [28:19/5:08:26] Acc_iter 4641 Data time: 0.10(0.10) Forward time: 0.36(0.36) Batch time: 0.46(0.46)
2024-01-22 21:59:31,969 INFO Train: 11/100 ( 11%) [ 9/464 ( 2%)] Loss: 0.8201 (0.852) LR: 6.969e-04 Time cost: 00:03/02:41 [28:22/4:07:44] Acc_iter 4650 Data time: 0.00(0.01) Forward time: 0.35(0.35) Batch time: 0.35(0.36)
2024-01-22 21:59:32,331 INFO kemove-Z790-D-DDR4 Mon Jan 22 21:59:32 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 61°C, 100 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 55°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 21:59:49,641 INFO Train: 11/100 ( 11%) [ 59/464 ( 13%)] Loss: 0.7583 (0.837) LR: 7.050e-04 Time cost: 00:21/02:23 [28:40/4:05:57] Acc_iter 4700 Data time: 0.00(0.01) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:00:06,961 INFO Train: 11/100 ( 11%) [ 109/464 ( 23%)] Loss: 0.7070 (0.834) LR: 7.132e-04 Time cost: 00:38/02:04 [28:57/4:03:17] Acc_iter 4750 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:00:24,321 INFO Train: 11/100 ( 11%) [ 159/464 ( 34%)] Loss: 0.9191 (0.829) LR: 7.214e-04 Time cost: 00:55/01:46 [29:14/4:02:17] Acc_iter 4800 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:00:24,682 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:00:24 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 93 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 99 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:00:41,944 INFO Train: 11/100 ( 11%) [ 209/464 ( 45%)] Loss: 0.9143 (0.827) LR: 7.298e-04 Time cost: 01:13/01:29 [29:32/4:02:29] Acc_iter 4850 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:00:59,278 INFO Train: 11/100 ( 11%) [ 259/464 ( 56%)] Loss: 0.8181 (0.829) LR: 7.382e-04 Time cost: 01:30/01:11 [29:49/4:01:44] Acc_iter 4900 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:01:16,566 INFO Train: 11/100 ( 11%) [ 309/464 ( 67%)] Loss: 0.8248 (0.832) LR: 7.466e-04 Time cost: 01:48/00:54 [30:06/4:01:02] Acc_iter 4950 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:01:16,932 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:01:16 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 100 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:01:34,238 INFO Train: 11/100 ( 11%) [ 359/464 ( 77%)] Loss: 0.8110 (0.832) LR: 7.551e-04 Time cost: 02:05/00:36 [30:24/4:01:10] Acc_iter 5000 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:01:51,583 INFO Train: 11/100 ( 11%) [ 409/464 ( 88%)] Loss: 0.7334 (0.832) LR: 7.637e-04 Time cost: 02:23/00:19 [30:41/4:00:40] Acc_iter 5050 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:02:08,960 INFO Train: 11/100 ( 11%) [ 459/464 ( 99%)] Loss: 0.8160 (0.832) LR: 7.724e-04 Time cost: 02:40/00:01 [30:59/4:00:15] Acc_iter 5100 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:02:09,319 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:02:09 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 65°C, 33 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 99 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:02:10,688 INFO Train: 11/100 ( 11%) [ 463/464 (100%)] Loss: 0.8131 (0.832) LR: 7.731e-04 Time cost: 02:42/00:00 [31:01/4:00:43] Acc_iter 5104 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:02:17,732 INFO Train: 12/100 ( 12%) [ 0/464 ( 0%)] Loss: 0.8113 (0.811) LR: 7.732e-04 Time cost: 00:00/03:40 [31:08/5:27:14] Acc_iter 5105 Data time: 0.12(0.12) Forward time: 0.36(0.36) Batch time: 0.49(0.49)
2024-01-22 22:02:33,277 INFO Train: 12/100 ( 12%) [ 45/464 ( 10%)] Loss: 0.7399 (0.813) LR: 7.811e-04 Time cost: 00:16/02:25 [31:23/3:59:27] Acc_iter 5150 Data time: 0.00(0.00) Forward time: 0.34(0.34) Batch time: 0.34(0.35)
2024-01-22 22:02:50,607 INFO Train: 12/100 ( 12%) [ 95/464 ( 20%)] Loss: 0.8380 (0.817) LR: 7.899e-04 Time cost: 00:33/02:08 [31:41/3:58:33] Acc_iter 5200 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:03:07,933 INFO Train: 12/100 ( 12%) [ 145/464 ( 31%)] Loss: 0.8733 (0.819) LR: 7.987e-04 Time cost: 00:50/01:50 [31:58/3:58:03] Acc_iter 5250 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:03:08,313 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:03:08 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 29 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:03:25,642 INFO Train: 12/100 ( 12%) [ 195/464 ( 42%)] Loss: 0.7220 (0.819) LR: 8.076e-04 Time cost: 01:08/01:33 [32:16/3:59:00] Acc_iter 5300 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:03:42,945 INFO Train: 12/100 ( 12%) [ 245/464 ( 53%)] Loss: 0.7471 (0.821) LR: 8.166e-04 Time cost: 01:25/01:16 [32:33/3:58:19] Acc_iter 5350 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:04:00,260 INFO Train: 12/100 ( 12%) [ 295/464 ( 64%)] Loss: 0.7753 (0.820) LR: 8.256e-04 Time cost: 01:43/00:58 [32:50/3:57:47] Acc_iter 5400 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:04:00,623 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:04:00 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 99 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:04:17,937 INFO Train: 12/100 ( 12%) [ 345/464 ( 74%)] Loss: 0.8306 (0.821) LR: 8.347e-04 Time cost: 02:00/00:41 [33:08/3:58:03] Acc_iter 5450 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:04:35,233 INFO Train: 12/100 ( 12%) [ 395/464 ( 85%)] Loss: 0.7599 (0.821) LR: 8.438e-04 Time cost: 02:17/00:24 [33:25/3:57:30] Acc_iter 5500 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:04:52,517 INFO Train: 12/100 ( 12%) [ 445/464 ( 96%)] Loss: 0.7539 (0.821) LR: 8.530e-04 Time cost: 02:35/00:06 [33:42/3:57:00] Acc_iter 5550 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:04:52,880 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:04:52 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 65°C, 39 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:04:59,086 INFO Train: 12/100 ( 12%) [ 463/464 (100%)] Loss: 0.9053 (0.823) LR: 8.563e-04 Time cost: 02:41/00:00 [33:49/3:57:21] Acc_iter 5568 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:05:06,198 INFO Train: 13/100 ( 13%) [ 0/464 ( 0%)] Loss: 0.8862 (0.886) LR: 8.565e-04 Time cost: 00:00/03:47 [33:56/5:33:45] Acc_iter 5569 Data time: 0.11(0.11) Forward time: 0.37(0.37) Batch time: 0.48(0.48)
2024-01-22 22:05:16,916 INFO Train: 13/100 ( 13%) [ 31/464 ( 7%)] Loss: 0.7617 (0.845) LR: 8.622e-04 Time cost: 00:11/02:31 [34:07/3:58:10] Acc_iter 5600 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:05:34,205 INFO Train: 13/100 ( 13%) [ 81/464 ( 17%)] Loss: 0.8382 (0.819) LR: 8.715e-04 Time cost: 00:28/02:13 [34:24/3:56:02] Acc_iter 5650 Data time: 0.00(0.00) Forward time: 0.35(0.34) Batch time: 0.35(0.35)
2024-01-22 22:05:51,511 INFO Train: 13/100 ( 13%) [ 131/464 ( 28%)] Loss: 0.8277 (0.816) LR: 8.809e-04 Time cost: 00:45/01:55 [34:41/3:55:22] Acc_iter 5700 Data time: 0.00(0.00) Forward time: 0.35(0.34) Batch time: 0.35(0.35)
2024-01-22 22:05:51,876 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:05:51 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 46 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:06:09,217 INFO Train: 13/100 ( 13%) [ 181/464 ( 39%)] Loss: 0.8519 (0.816) LR: 8.903e-04 Time cost: 01:03/01:38 [34:59/3:56:25] Acc_iter 5750 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:06:26,526 INFO Train: 13/100 ( 13%) [ 231/464 ( 50%)] Loss: 0.8773 (0.814) LR: 8.998e-04 Time cost: 01:20/01:21 [35:16/3:55:43] Acc_iter 5800 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:06:43,827 INFO Train: 13/100 ( 13%) [ 281/464 ( 61%)] Loss: 0.7548 (0.812) LR: 9.093e-04 Time cost: 01:38/01:03 [35:34/3:55:09] Acc_iter 5850 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:06:44,191 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:06:44 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 100 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 59°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:07:01,505 INFO Train: 13/100 ( 13%) [ 331/464 ( 71%)] Loss: 0.9458 (0.815) LR: 9.189e-04 Time cost: 01:55/00:46 [35:51/3:55:26] Acc_iter 5900 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:07:18,849 INFO Train: 13/100 ( 13%) [ 381/464 ( 82%)] Loss: 0.8600 (0.815) LR: 9.285e-04 Time cost: 02:13/00:28 [36:09/3:54:58] Acc_iter 5950 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:07:36,216 INFO Train: 13/100 ( 13%) [ 431/464 ( 93%)] Loss: 0.8181 (0.816) LR: 9.382e-04 Time cost: 02:30/00:11 [36:26/3:54:35] Acc_iter 6000 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:07:36,579 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:07:36 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 100 % | 16399 / 24576 MB | kemove(16230M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:07:47,708 INFO Train: 13/100 ( 13%) [ 463/464 (100%)] Loss: 0.7231 (0.815) LR: 9.444e-04 Time cost: 02:42/00:00 [36:38/3:54:54] Acc_iter 6032 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:07:54,763 INFO Train: 14/100 ( 14%) [ 0/464 ( 0%)] Loss: 0.6888 (0.689) LR: 9.446e-04 Time cost: 00:00/03:48 [36:45/5:31:51] Acc_iter 6033 Data time: 0.12(0.12) Forward time: 0.38(0.38) Batch time: 0.49(0.49)
2024-01-22 22:08:00,636 INFO Train: 14/100 ( 14%) [ 17/464 ( 4%)] Loss: 0.8689 (0.833) LR: 9.479e-04 Time cost: 00:06/02:38 [36:51/3:57:51] Acc_iter 6050 Data time: 0.00(0.01) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:08:17,926 INFO Train: 14/100 ( 14%) [ 67/464 ( 14%)] Loss: 0.7511 (0.812) LR: 9.577e-04 Time cost: 00:23/02:18 [37:08/3:53:39] Acc_iter 6100 Data time: 0.00(0.00) Forward time: 0.34(0.34) Batch time: 0.34(0.35)
2024-01-22 22:08:35,249 INFO Train: 14/100 ( 14%) [ 117/464 ( 25%)] Loss: 0.7572 (0.800) LR: 9.676e-04 Time cost: 00:40/02:00 [37:25/3:52:58] Acc_iter 6150 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:08:35,612 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:08:35 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 43 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:08:52,923 INFO Train: 14/100 ( 14%) [ 167/464 ( 36%)] Loss: 0.8685 (0.806) LR: 9.774e-04 Time cost: 00:58/01:43 [37:43/3:53:55] Acc_iter 6200 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:09:10,241 INFO Train: 14/100 ( 14%) [ 217/464 ( 47%)] Loss: 0.8479 (0.809) LR: 9.874e-04 Time cost: 01:15/01:26 [38:00/3:53:12] Acc_iter 6250 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:09:27,536 INFO Train: 14/100 ( 14%) [ 267/464 ( 58%)] Loss: 0.8107 (0.813) LR: 9.974e-04 Time cost: 01:33/01:08 [38:17/3:52:35] Acc_iter 6300 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:09:27,899 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:09:27 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 94 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 59°C, 99 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:09:45,214 INFO Train: 14/100 ( 14%) [ 317/464 ( 68%)] Loss: 0.7786 (0.811) LR: 1.007e-03 Time cost: 01:50/00:51 [38:35/3:52:53] Acc_iter 6350 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:10:02,532 INFO Train: 14/100 ( 14%) [ 367/464 ( 79%)] Loss: 0.7602 (0.811) LR: 1.017e-03 Time cost: 02:08/00:33 [38:52/3:52:21] Acc_iter 6400 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:10:19,837 INFO Train: 14/100 ( 14%) [ 417/464 ( 90%)] Loss: 0.8912 (0.811) LR: 1.028e-03 Time cost: 02:25/00:16 [39:10/3:51:52] Acc_iter 6450 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:10:20,199 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:10:20 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 54 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:10:36,128 INFO Train: 14/100 ( 14%) [ 463/464 (100%)] Loss: 0.8016 (0.810) LR: 1.037e-03 Time cost: 02:41/00:00 [39:26/3:52:00] Acc_iter 6496 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:10:43,248 INFO Train: 15/100 ( 15%) [ 0/464 ( 0%)] Loss: 0.7523 (0.752) LR: 1.037e-03 Time cost: 00:00/03:48 [39:33/5:27:54] Acc_iter 6497 Data time: 0.10(0.10) Forward time: 0.38(0.38) Batch time: 0.49(0.49)
2024-01-22 22:10:44,288 INFO Train: 15/100 ( 15%) [ 3/464 ( 1%)] Loss: 0.9048 (0.794) LR: 1.038e-03 Time cost: 00:01/02:56 [39:34/4:14:47] Acc_iter 6500 Data time: 0.00(0.03) Forward time: 0.35(0.35) Batch time: 0.35(0.38)
2024-01-22 22:11:01,583 INFO Train: 15/100 ( 15%) [ 53/464 ( 11%)] Loss: 0.8940 (0.816) LR: 1.048e-03 Time cost: 00:18/02:23 [39:51/3:51:34] Acc_iter 6550 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:11:18,911 INFO Train: 15/100 ( 15%) [ 103/464 ( 22%)] Loss: 0.9495 (0.815) LR: 1.058e-03 Time cost: 00:36/02:05 [40:09/3:50:36] Acc_iter 6600 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:11:19,278 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:11:19 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 99 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:11:36,595 INFO Train: 15/100 ( 15%) [ 153/464 ( 33%)] Loss: 0.8170 (0.807) LR: 1.068e-03 Time cost: 00:53/01:48 [40:27/3:51:37] Acc_iter 6650 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:11:53,896 INFO Train: 15/100 ( 15%) [ 203/464 ( 44%)] Loss: 0.8329 (0.806) LR: 1.079e-03 Time cost: 01:11/01:31 [40:44/3:50:44] Acc_iter 6700 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:12:11,246 INFO Train: 15/100 ( 15%) [ 253/464 ( 55%)] Loss: 0.6702 (0.808) LR: 1.089e-03 Time cost: 01:28/01:13 [41:01/3:50:13] Acc_iter 6750 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:12:11,612 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:12:11 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 77 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 59°C, 100 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:12:28,985 INFO Train: 15/100 ( 15%) [ 303/464 ( 65%)] Loss: 0.7644 (0.806) LR: 1.100e-03 Time cost: 01:46/00:56 [41:19/3:50:38] Acc_iter 6800 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:12:46,295 INFO Train: 15/100 ( 15%) [ 353/464 ( 76%)] Loss: 0.7858 (0.804) LR: 1.110e-03 Time cost: 02:03/00:38 [41:36/3:50:02] Acc_iter 6850 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:13:03,645 INFO Train: 15/100 ( 15%) [ 403/464 ( 87%)] Loss: 0.8561 (0.803) LR: 1.121e-03 Time cost: 02:20/00:21 [41:54/3:49:35] Acc_iter 6900 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:13:04,006 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:13:04 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 85 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 100 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:13:21,341 INFO Train: 15/100 ( 15%) [ 453/464 ( 98%)] Loss: 0.7035 (0.803) LR: 1.131e-03 Time cost: 02:38/00:03 [42:11/3:49:40] Acc_iter 6950 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:13:24,784 INFO Train: 15/100 ( 15%) [ 463/464 (100%)] Loss: 0.9146 (0.803) LR: 1.133e-03 Time cost: 02:42/00:00 [42:15/3:49:32] Acc_iter 6960 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:13:31,812 INFO Train: 16/100 ( 16%) [ 0/464 ( 0%)] Loss: 0.8454 (0.845) LR: 1.133e-03 Time cost: 00:00/03:37 [42:22/5:08:33] Acc_iter 6961 Data time: 0.10(0.10) Forward time: 0.41(0.41) Batch time: 0.51(0.51)
2024-01-22 22:13:45,343 INFO Train: 16/100 ( 16%) [ 39/464 ( 8%)] Loss: 0.7847 (0.801) LR: 1.142e-03 Time cost: 00:14/02:28 [42:35/3:49:50] Acc_iter 7000 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:14:02,681 INFO Train: 16/100 ( 16%) [ 89/464 ( 19%)] Loss: 0.7739 (0.814) LR: 1.152e-03 Time cost: 00:31/02:10 [42:53/3:48:22] Acc_iter 7050 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:14:03,046 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:14:03 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 100 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:14:20,372 INFO Train: 16/100 ( 16%) [ 139/464 ( 30%)] Loss: 0.7394 (0.808) LR: 1.163e-03 Time cost: 00:49/01:53 [43:10/3:49:23] Acc_iter 7100 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:14:37,711 INFO Train: 16/100 ( 16%) [ 189/464 ( 41%)] Loss: 0.7526 (0.804) LR: 1.174e-03 Time cost: 01:06/01:36 [43:28/3:48:30] Acc_iter 7150 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:14:55,102 INFO Train: 16/100 ( 16%) [ 239/464 ( 52%)] Loss: 0.7777 (0.804) LR: 1.184e-03 Time cost: 01:23/01:18 [43:45/3:48:01] Acc_iter 7200 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:14:55,466 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:14:55 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 33 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:15:12,779 INFO Train: 16/100 ( 16%) [ 289/464 ( 62%)] Loss: 0.8872 (0.803) LR: 1.195e-03 Time cost: 01:41/01:01 [44:03/3:48:14] Acc_iter 7250 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:15:30,100 INFO Train: 16/100 ( 16%) [ 339/464 ( 73%)] Loss: 0.7115 (0.802) LR: 1.206e-03 Time cost: 01:58/00:43 [44:20/3:47:37] Acc_iter 7300 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:15:47,430 INFO Train: 16/100 ( 16%) [ 389/464 ( 84%)] Loss: 0.7016 (0.800) LR: 1.217e-03 Time cost: 02:16/00:26 [44:37/3:47:06] Acc_iter 7350 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:15:47,794 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:15:47 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 100 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:16:05,110 INFO Train: 16/100 ( 16%) [ 439/464 ( 95%)] Loss: 0.7019 (0.797) LR: 1.227e-03 Time cost: 02:33/00:08 [44:55/3:47:09] Acc_iter 7400 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:16:13,402 INFO Train: 16/100 ( 16%) [ 463/464 (100%)] Loss: 0.8475 (0.797) LR: 1.233e-03 Time cost: 02:42/00:00 [45:03/3:46:53] Acc_iter 7424 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:16:20,411 INFO Train: 17/100 ( 17%) [ 0/464 ( 0%)] Loss: 0.8896 (0.890) LR: 1.233e-03 Time cost: 00:00/03:37 [45:10/5:05:05] Acc_iter 7425 Data time: 0.10(0.10) Forward time: 0.38(0.38) Batch time: 0.48(0.48)
2024-01-22 22:16:29,054 INFO Train: 17/100 ( 17%) [ 25/464 ( 5%)] Loss: 0.7853 (0.795) LR: 1.238e-03 Time cost: 00:09/02:33 [45:19/3:47:32] Acc_iter 7450 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:16:46,369 INFO Train: 17/100 ( 17%) [ 75/464 ( 16%)] Loss: 0.7729 (0.799) LR: 1.249e-03 Time cost: 00:26/02:15 [45:36/3:45:27] Acc_iter 7500 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:16:46,730 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:16:46 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 84 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 57°C, 100 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:17:04,011 INFO Train: 17/100 ( 17%) [ 125/464 ( 27%)] Loss: 0.7675 (0.781) LR: 1.260e-03 Time cost: 00:44/01:58 [45:54/3:46:28] Acc_iter 7550 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:17:21,343 INFO Train: 17/100 ( 17%) [ 175/464 ( 38%)] Loss: 0.7886 (0.780) LR: 1.271e-03 Time cost: 01:01/01:40 [46:11/3:45:36] Acc_iter 7600 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:17:38,685 INFO Train: 17/100 ( 17%) [ 225/464 ( 48%)] Loss: 0.7564 (0.784) LR: 1.282e-03 Time cost: 01:18/01:23 [46:29/3:45:01] Acc_iter 7650 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:17:39,047 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:17:39 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 51 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16083 / 24576 MB | kemove(16066M) root(4M)
2024-01-22 22:17:56,381 INFO Train: 17/100 ( 17%) [ 275/464 ( 59%)] Loss: 0.7994 (0.785) LR: 1.293e-03 Time cost: 01:36/01:06 [46:46/3:45:22] Acc_iter 7700 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:18:13,728 INFO Train: 17/100 ( 17%) [ 325/464 ( 70%)] Loss: 0.7391 (0.784) LR: 1.304e-03 Time cost: 01:53/00:48 [47:04/3:44:50] Acc_iter 7750 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:18:31,077 INFO Train: 17/100 ( 17%) [ 375/464 ( 81%)] Loss: 0.7827 (0.784) LR: 1.315e-03 Time cost: 02:11/00:31 [47:21/3:44:22] Acc_iter 7800 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:18:31,442 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:18:31 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 56 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:18:48,771 INFO Train: 17/100 ( 17%) [ 425/464 ( 92%)] Loss: 0.7798 (0.783) LR: 1.326e-03 Time cost: 02:28/00:13 [47:39/3:44:28] Acc_iter 7850 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:19:01,885 INFO Train: 17/100 ( 17%) [ 463/464 (100%)] Loss: 0.7411 (0.782) LR: 1.335e-03 Time cost: 02:41/00:00 [47:52/3:44:01] Acc_iter 7888 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:19:08,922 INFO Train: 18/100 ( 18%) [ 0/464 ( 0%)] Loss: 0.7709 (0.771) LR: 1.335e-03 Time cost: 00:00/03:51 [47:59/5:20:07] Acc_iter 7889 Data time: 0.12(0.12) Forward time: 0.38(0.38) Batch time: 0.50(0.50)
2024-01-22 22:19:12,715 INFO Train: 18/100 ( 18%) [ 11/464 ( 2%)] Loss: 0.7450 (0.780) LR: 1.337e-03 Time cost: 00:04/02:42 [48:03/3:49:29] Acc_iter 7900 Data time: 0.00(0.01) Forward time: 0.34(0.35) Batch time: 0.34(0.36)
2024-01-22 22:19:30,004 INFO Train: 18/100 ( 18%) [ 61/464 ( 13%)] Loss: 0.8077 (0.770) LR: 1.348e-03 Time cost: 00:21/02:20 [48:20/3:43:03] Acc_iter 7950 Data time: 0.00(0.00) Forward time: 0.34(0.34) Batch time: 0.34(0.35)
2024-01-22 22:19:30,385 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:19:30 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 28 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 57°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:19:47,648 INFO Train: 18/100 ( 18%) [ 111/464 ( 24%)] Loss: 0.7746 (0.763) LR: 1.360e-03 Time cost: 00:39/02:03 [48:38/3:44:08] Acc_iter 8000 Data time: 0.00(0.00) Forward time: 0.36(0.35) Batch time: 0.36(0.35)
2024-01-22 22:20:04,984 INFO Train: 18/100 ( 18%) [ 161/464 ( 35%)] Loss: 0.7468 (0.771) LR: 1.371e-03 Time cost: 00:56/01:45 [48:55/3:43:09] Acc_iter 8050 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:20:22,260 INFO Train: 18/100 ( 18%) [ 211/464 ( 45%)] Loss: 0.7603 (0.773) LR: 1.382e-03 Time cost: 01:13/01:28 [49:12/3:42:19] Acc_iter 8100 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:20:22,622 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:20:22 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 64 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:20:39,964 INFO Train: 18/100 ( 18%) [ 261/464 ( 56%)] Loss: 0.7725 (0.771) LR: 1.393e-03 Time cost: 01:31/01:10 [49:30/3:42:44] Acc_iter 8150 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:20:57,318 INFO Train: 18/100 ( 18%) [ 311/464 ( 67%)] Loss: 0.6717 (0.773) LR: 1.404e-03 Time cost: 01:48/00:53 [49:47/3:42:12] Acc_iter 8200 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:21:14,683 INFO Train: 18/100 ( 18%) [ 361/464 ( 78%)] Loss: 0.7815 (0.773) LR: 1.416e-03 Time cost: 02:06/00:35 [50:05/3:41:46] Acc_iter 8250 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:21:15,053 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:21:15 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 83 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 100 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:21:32,385 INFO Train: 18/100 ( 18%) [ 411/464 ( 89%)] Loss: 0.7395 (0.773) LR: 1.427e-03 Time cost: 02:23/00:18 [50:22/3:41:53] Acc_iter 8300 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:21:49,718 INFO Train: 18/100 ( 18%) [ 461/464 ( 99%)] Loss: 0.8822 (0.772) LR: 1.438e-03 Time cost: 02:41/00:01 [50:40/3:41:24] Acc_iter 8350 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:21:50,412 INFO Train: 18/100 ( 18%) [ 463/464 (100%)] Loss: 0.7667 (0.772) LR: 1.439e-03 Time cost: 02:41/00:00 [50:40/3:41:23] Acc_iter 8352 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:21:57,471 INFO Train: 19/100 ( 19%) [ 0/464 ( 0%)] Loss: 0.7158 (0.716) LR: 1.439e-03 Time cost: 00:00/03:42 [50:47/5:04:32] Acc_iter 8353 Data time: 0.11(0.11) Forward time: 0.37(0.37) Batch time: 0.48(0.48)
2024-01-22 22:22:13,796 INFO Train: 19/100 ( 19%) [ 47/464 ( 10%)] Loss: 0.7276 (0.769) LR: 1.449e-03 Time cost: 00:16/02:25 [51:04/3:41:44] Acc_iter 8400 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:22:14,159 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:22:14 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 62°C, 49 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 57°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:22:31,462 INFO Train: 19/100 ( 19%) [ 97/464 ( 21%)] Loss: 0.7510 (0.766) LR: 1.461e-03 Time cost: 00:34/02:09 [51:21/3:42:29] Acc_iter 8450 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:22:48,790 INFO Train: 19/100 ( 19%) [ 147/464 ( 32%)] Loss: 0.7541 (0.768) LR: 1.472e-03 Time cost: 00:51/01:50 [51:39/3:41:05] Acc_iter 8500 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:23:06,139 INFO Train: 19/100 ( 19%) [ 197/464 ( 42%)] Loss: 0.7236 (0.765) LR: 1.483e-03 Time cost: 01:09/01:33 [51:56/3:40:18] Acc_iter 8550 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:23:06,520 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:23:06 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 28 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:23:23,825 INFO Train: 19/100 ( 19%) [ 247/464 ( 53%)] Loss: 0.6658 (0.763) LR: 1.495e-03 Time cost: 01:26/01:15 [52:14/3:40:35] Acc_iter 8600 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:23:41,149 INFO Train: 19/100 ( 19%) [ 297/464 ( 64%)] Loss: 0.8809 (0.762) LR: 1.506e-03 Time cost: 01:44/00:58 [52:31/3:39:54] Acc_iter 8650 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:23:58,487 INFO Train: 19/100 ( 19%) [ 347/464 ( 75%)] Loss: 0.7314 (0.761) LR: 1.517e-03 Time cost: 02:01/00:40 [52:48/3:39:22] Acc_iter 8700 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:23:58,851 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:23:58 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 100 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:24:16,171 INFO Train: 19/100 ( 19%) [ 397/464 ( 86%)] Loss: 0.8040 (0.761) LR: 1.529e-03 Time cost: 02:19/00:23 [53:06/3:39:26] Acc_iter 8750 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:24:33,484 INFO Train: 19/100 ( 19%) [ 447/464 ( 96%)] Loss: 0.8473 (0.760) LR: 1.540e-03 Time cost: 02:36/00:05 [53:23/3:38:54] Acc_iter 8800 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:24:39,028 INFO Train: 19/100 ( 19%) [ 463/464 (100%)] Loss: 0.8786 (0.761) LR: 1.544e-03 Time cost: 02:42/00:00 [53:29/3:38:45] Acc_iter 8816 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:24:46,112 INFO Train: 20/100 ( 20%) [ 0/464 ( 0%)] Loss: 0.7866 (0.787) LR: 1.544e-03 Time cost: 00:00/03:56 [53:36/5:19:10] Acc_iter 8817 Data time: 0.11(0.11) Forward time: 0.39(0.39) Batch time: 0.50(0.50)
2024-01-22 22:24:57,569 INFO Train: 20/100 ( 20%) [ 33/464 ( 7%)] Loss: 0.7338 (0.760) LR: 1.552e-03 Time cost: 00:11/02:31 [53:47/3:40:17] Acc_iter 8850 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:24:57,931 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:24:57 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 62°C, 61 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 56°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:25:15,231 INFO Train: 20/100 ( 20%) [ 83/464 ( 18%)] Loss: 0.8220 (0.753) LR: 1.563e-03 Time cost: 00:29/02:14 [54:05/3:40:27] Acc_iter 8900 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:25:32,596 INFO Train: 20/100 ( 20%) [ 133/464 ( 29%)] Loss: 0.8228 (0.755) LR: 1.574e-03 Time cost: 00:46/01:56 [54:23/3:38:54] Acc_iter 8950 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:25:49,953 INFO Train: 20/100 ( 20%) [ 183/464 ( 39%)] Loss: 0.6420 (0.750) LR: 1.586e-03 Time cost: 01:04/01:38 [54:40/3:38:00] Acc_iter 9000 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:25:50,321 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:25:50 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 61 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:26:07,621 INFO Train: 20/100 ( 20%) [ 233/464 ( 50%)] Loss: 0.7182 (0.748) LR: 1.597e-03 Time cost: 01:22/01:20 [54:58/3:38:11] Acc_iter 9050 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:26:25,006 INFO Train: 20/100 ( 20%) [ 283/464 ( 61%)] Loss: 0.7641 (0.750) LR: 1.609e-03 Time cost: 01:39/01:03 [55:15/3:37:35] Acc_iter 9100 Data time: 0.00(0.00) Forward time: 0.36(0.35) Batch time: 0.36(0.35)
2024-01-22 22:26:42,284 INFO Train: 20/100 ( 20%) [ 333/464 ( 72%)] Loss: 0.7883 (0.753) LR: 1.620e-03 Time cost: 01:56/00:45 [55:32/3:36:53] Acc_iter 9150 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:26:42,654 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:26:42 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 34 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:26:59,931 INFO Train: 20/100 ( 20%) [ 383/464 ( 83%)] Loss: 0.6634 (0.756) LR: 1.631e-03 Time cost: 02:14/00:28 [55:50/3:36:53] Acc_iter 9200 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:27:17,233 INFO Train: 20/100 ( 20%) [ 433/464 ( 93%)] Loss: 0.7495 (0.756) LR: 1.643e-03 Time cost: 02:31/00:10 [56:07/3:36:19] Acc_iter 9250 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:27:27,602 INFO Train: 20/100 ( 20%) [ 463/464 (100%)] Loss: 0.7000 (0.756) LR: 1.650e-03 Time cost: 02:41/00:00 [56:18/3:36:00] Acc_iter 9280 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:27:34,659 INFO Train: 21/100 ( 21%) [ 0/464 ( 0%)] Loss: 0.7511 (0.751) LR: 1.650e-03 Time cost: 00:00/03:38 [56:25/4:51:31] Acc_iter 9281 Data time: 0.10(0.10) Forward time: 0.41(0.41) Batch time: 0.50(0.50)
2024-01-22 22:27:41,246 INFO Train: 21/100 ( 21%) [ 19/464 ( 4%)] Loss: 0.6992 (0.772) LR: 1.654e-03 Time cost: 00:07/02:37 [56:31/3:38:13] Acc_iter 9300 Data time: 0.00(0.01) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:27:41,611 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:27:41 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 61°C, 100 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 55°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:27:58,890 INFO Train: 21/100 ( 21%) [ 69/464 ( 15%)] Loss: 0.7200 (0.771) LR: 1.666e-03 Time cost: 00:24/02:19 [56:49/3:37:54] Acc_iter 9350 Data time: 0.00(0.01) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:28:16,198 INFO Train: 21/100 ( 21%) [ 119/464 ( 26%)] Loss: 0.7462 (0.770) LR: 1.677e-03 Time cost: 00:42/02:00 [57:06/3:35:53] Acc_iter 9400 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:28:33,556 INFO Train: 21/100 ( 21%) [ 169/464 ( 36%)] Loss: 0.7872 (0.770) LR: 1.689e-03 Time cost: 00:59/01:43 [57:23/3:35:04] Acc_iter 9450 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:28:33,918 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:28:33 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 87 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 100 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:28:51,226 INFO Train: 21/100 ( 21%) [ 219/464 ( 47%)] Loss: 0.8455 (0.768) LR: 1.700e-03 Time cost: 01:17/01:25 [57:41/3:35:21] Acc_iter 9500 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:29:08,552 INFO Train: 21/100 ( 21%) [ 269/464 ( 58%)] Loss: 0.7145 (0.760) LR: 1.711e-03 Time cost: 01:34/01:08 [57:58/3:34:39] Acc_iter 9550 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:29:25,884 INFO Train: 21/100 ( 21%) [ 319/464 ( 69%)] Loss: 0.8583 (0.759) LR: 1.723e-03 Time cost: 01:51/00:50 [58:16/3:34:05] Acc_iter 9600 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:29:26,247 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:29:26 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 60 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:29:43,542 INFO Train: 21/100 ( 21%) [ 369/464 ( 80%)] Loss: 0.6886 (0.758) LR: 1.734e-03 Time cost: 02:09/00:33 [58:33/3:34:08] Acc_iter 9650 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:30:00,852 INFO Train: 21/100 ( 21%) [ 419/464 ( 90%)] Loss: 0.7394 (0.758) LR: 1.746e-03 Time cost: 02:26/00:15 [58:51/3:33:35] Acc_iter 9700 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:30:16,101 INFO Train: 21/100 ( 21%) [ 463/464 (100%)] Loss: 0.6741 (0.756) LR: 1.756e-03 Time cost: 02:41/00:00 [59:06/3:33:11] Acc_iter 9744 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:30:23,198 INFO Train: 22/100 ( 22%) [ 0/464 ( 0%)] Loss: 0.6354 (0.635) LR: 1.756e-03 Time cost: 00:00/03:55 [59:13/5:10:16] Acc_iter 9745 Data time: 0.13(0.13) Forward time: 0.37(0.37) Batch time: 0.50(0.50)
2024-01-22 22:30:24,925 INFO Train: 22/100 ( 22%) [ 5/464 ( 1%)] Loss: 0.6868 (0.697) LR: 1.757e-03 Time cost: 00:02/02:50 [59:15/3:47:34] Acc_iter 9750 Data time: 0.00(0.02) Forward time: 0.35(0.35) Batch time: 0.35(0.37)
2024-01-22 22:30:25,290 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:30:25 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 60°C, 90 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 54°C, 100 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:30:42,576 INFO Train: 22/100 ( 22%) [ 55/464 ( 12%)] Loss: 0.6651 (0.730) LR: 1.768e-03 Time cost: 00:19/02:25 [59:32/3:36:37] Acc_iter 9800 Data time: 0.00(0.01) Forward time: 0.34(0.35) Batch time: 0.35(0.36)
2024-01-22 22:30:59,867 INFO Train: 22/100 ( 22%) [ 105/464 ( 23%)] Loss: 0.6021 (0.733) LR: 1.780e-03 Time cost: 00:37/02:05 [59:50/3:33:39] Acc_iter 9850 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:31:17,219 INFO Train: 22/100 ( 22%) [ 155/464 ( 33%)] Loss: 0.7604 (0.738) LR: 1.791e-03 Time cost: 00:54/01:48 [1:00:07/3:32:38] Acc_iter 9900 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:31:17,582 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:31:17 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 45 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:31:34,884 INFO Train: 22/100 ( 22%) [ 205/464 ( 44%)] Loss: 0.7053 (0.739) LR: 1.803e-03 Time cost: 01:12/01:30 [1:00:25/3:32:54] Acc_iter 9950 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:31:52,208 INFO Train: 22/100 ( 22%) [ 255/464 ( 55%)] Loss: 0.7169 (0.741) LR: 1.814e-03 Time cost: 01:29/01:13 [1:00:42/3:32:08] Acc_iter 10000 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:32:09,531 INFO Train: 22/100 ( 22%) [ 305/464 ( 66%)] Loss: 0.8053 (0.742) LR: 1.825e-03 Time cost: 01:46/00:55 [1:00:59/3:31:32] Acc_iter 10050 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:32:09,896 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:32:09 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 100 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:32:27,204 INFO Train: 22/100 ( 22%) [ 355/464 ( 77%)] Loss: 0.8031 (0.741) LR: 1.837e-03 Time cost: 02:04/00:38 [1:01:17/3:31:36] Acc_iter 10100 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:32:44,517 INFO Train: 22/100 ( 22%) [ 405/464 ( 87%)] Loss: 0.7591 (0.741) LR: 1.848e-03 Time cost: 02:21/00:20 [1:01:34/3:31:03] Acc_iter 10150 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:33:01,874 INFO Train: 22/100 ( 22%) [ 455/464 ( 98%)] Loss: 0.7635 (0.744) LR: 1.859e-03 Time cost: 02:39/00:03 [1:01:52/3:30:37] Acc_iter 10200 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:33:02,235 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:33:02 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 89 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 100 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:33:05,004 INFO Train: 22/100 ( 22%) [ 463/464 (100%)] Loss: 0.6962 (0.744) LR: 1.861e-03 Time cost: 02:42/00:00 [1:01:55/3:31:00] Acc_iter 10208 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:33:12,019 INFO Train: 23/100 ( 23%) [ 0/464 ( 0%)] Loss: 0.7210 (0.721) LR: 1.861e-03 Time cost: 00:00/03:20 [1:02:02/4:21:07] Acc_iter 10209 Data time: 0.10(0.10) Forward time: 0.38(0.38) Batch time: 0.47(0.47)
2024-01-22 22:33:26,204 INFO Train: 23/100 ( 23%) [ 41/464 ( 9%)] Loss: 0.8149 (0.745) LR: 1.870e-03 Time cost: 00:14/02:27 [1:02:16/3:29:42] Acc_iter 10250 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:33:43,517 INFO Train: 23/100 ( 23%) [ 91/464 ( 20%)] Loss: 0.7518 (0.741) LR: 1.882e-03 Time cost: 00:31/02:09 [1:02:33/3:28:49] Acc_iter 10300 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.35(0.35)
2024-01-22 22:34:00,800 INFO Train: 23/100 ( 23%) [ 141/464 ( 30%)] Loss: 0.6953 (0.750) LR: 1.893e-03 Time cost: 00:49/01:51 [1:02:51/3:28:14] Acc_iter 10350 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:34:01,165 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:34:01 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 61 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:34:18,478 INFO Train: 23/100 ( 23%) [ 191/464 ( 41%)] Loss: 0.8445 (0.749) LR: 1.904e-03 Time cost: 01:06/01:35 [1:03:08/3:29:02] Acc_iter 10400 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:34:35,828 INFO Train: 23/100 ( 23%) [ 241/464 ( 52%)] Loss: 0.7730 (0.745) LR: 1.915e-03 Time cost: 01:24/01:17 [1:03:26/3:28:34] Acc_iter 10450 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:34:53,137 INFO Train: 23/100 ( 23%) [ 291/464 ( 63%)] Loss: 0.6782 (0.744) LR: 1.927e-03 Time cost: 01:41/01:00 [1:03:43/3:28:05] Acc_iter 10500 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:34:53,499 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:34:53 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 38 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:35:10,820 INFO Train: 23/100 ( 23%) [ 341/464 ( 73%)] Loss: 0.7612 (0.743) LR: 1.938e-03 Time cost: 01:59/00:42 [1:04:01/3:28:19] Acc_iter 10550 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:35:28,164 INFO Train: 23/100 ( 23%) [ 391/464 ( 84%)] Loss: 0.7226 (0.742) LR: 1.949e-03 Time cost: 02:16/00:25 [1:04:18/3:27:53] Acc_iter 10600 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:35:45,505 INFO Train: 23/100 ( 23%) [ 441/464 ( 95%)] Loss: 0.7596 (0.743) LR: 1.960e-03 Time cost: 02:33/00:08 [1:04:35/3:27:29] Acc_iter 10650 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:35:45,871 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:35:45 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 30 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:35:53,464 INFO Train: 23/100 ( 23%) [ 463/464 (100%)] Loss: 0.7796 (0.743) LR: 1.965e-03 Time cost: 02:41/00:00 [1:04:43/3:27:44] Acc_iter 10672 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:36:00,498 INFO Train: 24/100 ( 24%) [ 0/464 ( 0%)] Loss: 0.7293 (0.729) LR: 1.965e-03 Time cost: 00:00/03:31 [1:04:50/4:31:29] Acc_iter 10673 Data time: 0.09(0.09) Forward time: 0.37(0.37) Batch time: 0.46(0.46)
2024-01-22 22:36:09,826 INFO Train: 24/100 ( 24%) [ 27/464 ( 6%)] Loss: 0.8812 (0.741) LR: 1.971e-03 Time cost: 00:09/02:32 [1:05:00/3:27:54] Acc_iter 10700 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:36:27,152 INFO Train: 24/100 ( 24%) [ 77/464 ( 17%)] Loss: 0.6726 (0.746) LR: 1.982e-03 Time cost: 00:27/02:14 [1:05:17/3:26:31] Acc_iter 10750 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:36:44,484 INFO Train: 24/100 ( 24%) [ 127/464 ( 27%)] Loss: 0.7529 (0.740) LR: 1.993e-03 Time cost: 00:44/01:57 [1:05:34/3:26:00] Acc_iter 10800 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:36:44,862 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:36:44 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 30 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:37:02,140 INFO Train: 24/100 ( 24%) [ 177/464 ( 38%)] Loss: 0.6866 (0.737) LR: 2.004e-03 Time cost: 01:02/01:40 [1:05:52/3:26:42] Acc_iter 10850 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:37:19,467 INFO Train: 24/100 ( 24%) [ 227/464 ( 49%)] Loss: 0.7537 (0.739) LR: 2.015e-03 Time cost: 01:19/01:22 [1:06:09/3:26:07] Acc_iter 10900 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:37:36,851 INFO Train: 24/100 ( 24%) [ 277/464 ( 60%)] Loss: 0.8053 (0.738) LR: 2.026e-03 Time cost: 01:36/01:05 [1:06:27/3:25:45] Acc_iter 10950 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:37:37,214 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:37:37 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 100 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:37:54,515 INFO Train: 24/100 ( 24%) [ 327/464 ( 70%)] Loss: 0.7611 (0.736) LR: 2.037e-03 Time cost: 01:54/00:47 [1:06:44/3:25:55] Acc_iter 11000 Data time: 0.00(0.00) Forward time: 0.36(0.35) Batch time: 0.36(0.35)
2024-01-22 22:38:11,811 INFO Train: 24/100 ( 24%) [ 377/464 ( 81%)] Loss: 0.7738 (0.736) LR: 2.048e-03 Time cost: 02:11/00:30 [1:07:02/3:25:23] Acc_iter 11050 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:38:29,126 INFO Train: 24/100 ( 24%) [ 427/464 ( 92%)] Loss: 0.6805 (0.734) LR: 2.059e-03 Time cost: 02:29/00:12 [1:07:19/3:24:56] Acc_iter 11100 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:38:29,491 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:38:29 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 64°C, 68 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)
2024-01-22 22:38:41,904 INFO Train: 24/100 ( 24%) [ 463/464 (100%)] Loss: 0.7041 (0.733) LR: 2.067e-03 Time cost: 02:41/00:00 [1:07:32/3:25:01] Acc_iter 11136 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:38:48,935 INFO Train: 25/100 ( 25%) [ 0/464 ( 0%)] Loss: 0.6280 (0.628) LR: 2.067e-03 Time cost: 00:00/03:42 [1:07:39/4:42:08] Acc_iter 11137 Data time: 0.10(0.10) Forward time: 0.38(0.38) Batch time: 0.47(0.47)
2024-01-22 22:38:53,448 INFO Train: 25/100 ( 25%) [ 13/464 ( 3%)] Loss: 0.7376 (0.733) LR: 2.070e-03 Time cost: 00:04/02:40 [1:07:43/3:29:33] Acc_iter 11150 Data time: 0.00(0.01) Forward time: 0.35(0.35) Batch time: 0.35(0.36)
2024-01-22 22:39:10,789 INFO Train: 25/100 ( 25%) [ 63/464 ( 14%)] Loss: 0.6327 (0.743) LR: 2.081e-03 Time cost: 00:22/02:19 [1:08:01/3:24:44] Acc_iter 11200 Data time: 0.00(0.00) Forward time: 0.34(0.35) Batch time: 0.34(0.35)
2024-01-22 22:39:28,104 INFO Train: 25/100 ( 25%) [ 113/464 ( 24%)] Loss: 0.7189 (0.746) LR: 2.092e-03 Time cost: 00:39/02:02 [1:08:18/3:23:45] Acc_iter 11250 Data time: 0.00(0.00) Forward time: 0.35(0.35) Batch time: 0.35(0.35)
2024-01-22 22:39:28,467 INFO kemove-Z790-D-DDR4 Mon Jan 22 22:39:28 2024 535.54.03
[0] NVIDIA GeForce RTX 3090 | 63°C, 66 % | 16771 / 24576 MB | kemove(16602M) root(106M)
[1] NVIDIA GeForce RTX 3090 | 58°C, 98 % | 16455 / 24576 MB | kemove(16438M) root(4M)