diff --git a/docs/config_explanation.md b/docs/config_explanation.md new file mode 100644 index 0000000..1facd67 --- /dev/null +++ b/docs/config_explanation.md @@ -0,0 +1,81 @@ +``` +model: + channels: 32 # number of base channel for the backbone network + num_blocks: 7 # number of backbone blocks + semantic_classes: 20 # number of semantic classes + instance_classes: 18 # number of instance classes (semantic class can be less than instance classes) + sem2ins_classes: [] # class index to get instance directly from semantic. This trick is applied on S3DIS floor and ceil since 1 scene ussualy contain only 1 floor and 1 ceil. + semantic_only: False # If true, only the point-wise networks (semantic and offset) are trained. The top-down refinement stage is not taken into consideration. Set it to True ussualy using for pretraining the backbone. + ignore_label: -100 # Ignore label while training + grouping_cfg: + score_thr: 0.2 # soft score threshold using in softgroup. + radius: 0.04 # the search radius of K-nearest neighbor using for grouping. + mean_active: 300 # using to constrain the total size after K-NN + class_numpoint_mean: [-1., -1., 3917., 12056., 2303., + 8331., 3948., 3166., 5629., 11719., + 1003., 3317., 4912., 10221., 3889., + 4136., 2120., 945., 3967., 2589.] # the mean number of point per instance for each class. + npoint_thr: 0.05 # absolute if class_numpoint == -1, relative if class_numpoint != -1 # when grouping, if num_point[i] > npoint_thr * class_numpoint_mean[i], the cluster is consider as an instance, otherwise discarded. + ignore_classes: [0, 1] # classes will be ignored while perform grouping. + instance_voxel_cfg: + scale: 50 # scaling factor, voxel size = 1 / scale. In this case voxel_size = 1/50 = 0.02m + spatial_shape: 20 # the dimension of instance in terms of voxels, i.e., H, W, D of instance will be 20 voxels. + train_cfg: + max_proposal_num: 200 # if number of proposals > max_proposal_num while training, the number of propsoals will be truncated to reduce memory usage. + pos_iou_thr: 0.5 # intersection over union threshold to identify positive and negative samples. + test_cfg: + x4_split: False # whether divide the scene into 4 part then merge the results. This is used for S3DIS dataset since the scene is very big. + cls_score_thr: 0.001 # score threshold for postprocessing + mask_score_thr: -0.5 # threshold to classify background and foreground in segmentation + min_npoint: 100 # min number of points for each instance + fixed_modules: ['input_conv', 'unet', 'output_layer', 'semantic_linear', 'offset_linear'] # These module will not have gradient updates while training. + +data: + train: + type: 'scannetv2' # dataset type + data_root: 'dataset/scannetv2' # root path to your data + prefix: 'train' # data prefix + suffix: '_inst_nostuff.pth' # data suffix + training: True # training mode + repeat: 4 # repeat factor for the data. In case the dataset is small, using repeat to avoid data loading every epoch -> reduce loading time. + voxel_cfg: + scale: 50 # scaling factor, voxel size = 1 / scale. In this case voxel_size = 1/50 = 0.02m + spatial_shape: [128, 512] # min and max spatial shape of the whole scene after random crop + max_npoint: 250000 # max number of points after random crop + min_npoint: 5000 # min number of points after random crop + test: + type: 'scannetv2' # test data type + data_root: 'dataset/scannetv2' # test data root + prefix: 'val' # data prefix + suffix: '_inst_nostuff.pth' # data suffix + training: False # test mode + voxel_cfg: + scale: 50 # scaling factor, voxel size = 1 / scale. In this case voxel_size = 1/50 = 0.02m + spatial_shape: [128, 512] # no effect during testing + max_npoint: 250000 # no effect during testing + min_npoint: 5000 # no effect during testing + +dataloader: + train: + batch_size: 4 # train batch size + num_workers: 4 # train number of processes to load data + test: + batch_size: 1 # test batch size + num_workers: 1 # test number of processes to load data + +optimizer: + type: 'Adam' # optimizer type + lr: 0.004 # learning rate + +save_cfg: + semantic: True # weather saving semantic while evaluation + offset: True # weather saving offset while evaluation + instance: True # weather saving instance while evaluation + +fp16: False # Mix precision training +epochs: 128 # Number of total epochs +step_epoch: 50 # Epoch to step learning rate +save_freq: 4 # frequency to save model and perform validation +pretrain: './hais_ckpt_spconv2.pth' # pretrain model path +work_dir: '' # directory to save model and log +``` diff --git a/docs/train_logs/softgroup_s3dis_fold5_20220602_075350.log b/docs/train_logs/softgroup_s3dis_fold5_20220602_075350.log new file mode 100644 index 0000000..1e76edf --- /dev/null +++ b/docs/train_logs/softgroup_s3dis_fold5_20220602_075350.log @@ -0,0 +1,674 @@ +2022-06-02 07:53:50,374 - INFO - Config: +model: + channels: 32 + num_blocks: 7 + semantic_classes: 13 + instance_classes: 13 + sem2ins_classes: [0, 1] + semantic_only: False + ignore_label: -100 + grouping_cfg: + score_thr: 0.2 + radius: 0.04 + mean_active: 300 + class_numpoint_mean: [1823, 7457, 6189, 7424, 34229, 1724, 5439, + 6016, 39796, 5279, 5092, 12210, 10225] + npoint_thr: 0.05 # absolute if class_numpoint == -1, relative if class_numpoint != -1 + ignore_classes: [0, 1] + instance_voxel_cfg: + scale: 50 + spatial_shape: 20 + train_cfg: + max_proposal_num: 200 + pos_iou_thr: 0.5 + test_cfg: + x4_split: True + cls_score_thr: 0.001 + mask_score_thr: -0.5 + min_npoint: 100 + fixed_modules: ['input_conv', 'unet', 'output_layer', 'semantic_linear', 'offset_linear'] + +data: + train: + type: 's3dis' + data_root: 'dataset/s3dis/preprocess' + prefix: ['Area_1', 'Area_2', 'Area_3', 'Area_4', 'Area_6'] + suffix: '_inst_nostuff.pth' + repeat: 20 + training: True + voxel_cfg: + scale: 50 + spatial_shape: [128, 512] + max_npoint: 250000 + min_npoint: 5000 + test: + type: 's3dis' + data_root: 'dataset/s3dis/preprocess' + prefix: 'Area_5' + suffix: '_inst_nostuff.pth' + training: False + voxel_cfg: + scale: 50 + spatial_shape: [128, 512] + max_npoint: 250000 + min_npoint: 5000 + +dataloader: + train: + batch_size: 4 + num_workers: 4 + test: + batch_size: 1 + num_workers: 1 + +optimizer: + type: 'Adam' + lr: 0.004 + +save_cfg: + semantic: True + offset: True + instance: True + +fp16: False +epochs: 20 +step_epoch: 0 +save_freq: 2 +pretrain: 'work_dirs/softgroup_s3dis_backbone/latest.pth' +work_dir: '' + +2022-06-02 07:53:50,374 - INFO - Distributed: True +2022-06-02 07:53:50,374 - INFO - Mix precision training: False +2022-06-02 07:53:54,226 - INFO - Load train dataset: 4080 scans +2022-06-02 07:53:54,227 - INFO - Load test dataset: 68 scans +2022-06-02 07:53:54,229 - INFO - Load pretrain from work_dirs/softgroup_s3dis_backbone_sanity_aug1_org_xyz_middle_time2/latest.pth +2022-06-02 07:53:54,551 - INFO - missing keys in source state_dict: tiny_unet.blocks.block0.conv_branch.0.weight, tiny_unet.blocks.block0.conv_branch.0.bias, tiny_unet.blocks.block0.conv_branch.0.running_mean, tiny_unet.blocks.block0.conv_branch.0.running_var, tiny_unet.blocks.block0.conv_branch.2.weight, tiny_unet.blocks.block0.conv_branch.3.weight, tiny_unet.blocks.block0.conv_branch.3.bias, tiny_unet.blocks.block0.conv_branch.3.running_mean, tiny_unet.blocks.block0.conv_branch.3.running_var, tiny_unet.blocks.block0.conv_branch.5.weight, tiny_unet.blocks.block1.conv_branch.0.weight, tiny_unet.blocks.block1.conv_branch.0.bias, tiny_unet.blocks.block1.conv_branch.0.running_mean, tiny_unet.blocks.block1.conv_branch.0.running_var, tiny_unet.blocks.block1.conv_branch.2.weight, tiny_unet.blocks.block1.conv_branch.3.weight, tiny_unet.blocks.block1.conv_branch.3.bias, tiny_unet.blocks.block1.conv_branch.3.running_mean, tiny_unet.blocks.block1.conv_branch.3.running_var, tiny_unet.blocks.block1.conv_branch.5.weight, tiny_unet.conv.0.weight, tiny_unet.conv.0.bias, tiny_unet.conv.0.running_mean, tiny_unet.conv.0.running_var, tiny_unet.conv.2.weight, tiny_unet.u.blocks.block0.conv_branch.0.weight, tiny_unet.u.blocks.block0.conv_branch.0.bias, tiny_unet.u.blocks.block0.conv_branch.0.running_mean, tiny_unet.u.blocks.block0.conv_branch.0.running_var, tiny_unet.u.blocks.block0.conv_branch.2.weight, tiny_unet.u.blocks.block0.conv_branch.3.weight, tiny_unet.u.blocks.block0.conv_branch.3.bias, tiny_unet.u.blocks.block0.conv_branch.3.running_mean, tiny_unet.u.blocks.block0.conv_branch.3.running_var, tiny_unet.u.blocks.block0.conv_branch.5.weight, tiny_unet.u.blocks.block1.conv_branch.0.weight, tiny_unet.u.blocks.block1.conv_branch.0.bias, tiny_unet.u.blocks.block1.conv_branch.0.running_mean, tiny_unet.u.blocks.block1.conv_branch.0.running_var, tiny_unet.u.blocks.block1.conv_branch.2.weight, tiny_unet.u.blocks.block1.conv_branch.3.weight, tiny_unet.u.blocks.block1.conv_branch.3.bias, tiny_unet.u.blocks.block1.conv_branch.3.running_mean, tiny_unet.u.blocks.block1.conv_branch.3.running_var, tiny_unet.u.blocks.block1.conv_branch.5.weight, tiny_unet.deconv.0.weight, tiny_unet.deconv.0.bias, tiny_unet.deconv.0.running_mean, tiny_unet.deconv.0.running_var, tiny_unet.deconv.2.weight, tiny_unet.blocks_tail.block0.i_branch.0.weight, tiny_unet.blocks_tail.block0.conv_branch.0.weight, tiny_unet.blocks_tail.block0.conv_branch.0.bias, tiny_unet.blocks_tail.block0.conv_branch.0.running_mean, tiny_unet.blocks_tail.block0.conv_branch.0.running_var, tiny_unet.blocks_tail.block0.conv_branch.2.weight, tiny_unet.blocks_tail.block0.conv_branch.3.weight, tiny_unet.blocks_tail.block0.conv_branch.3.bias, tiny_unet.blocks_tail.block0.conv_branch.3.running_mean, tiny_unet.blocks_tail.block0.conv_branch.3.running_var, tiny_unet.blocks_tail.block0.conv_branch.5.weight, tiny_unet.blocks_tail.block1.conv_branch.0.weight, tiny_unet.blocks_tail.block1.conv_branch.0.bias, tiny_unet.blocks_tail.block1.conv_branch.0.running_mean, tiny_unet.blocks_tail.block1.conv_branch.0.running_var, tiny_unet.blocks_tail.block1.conv_branch.2.weight, tiny_unet.blocks_tail.block1.conv_branch.3.weight, tiny_unet.blocks_tail.block1.conv_branch.3.bias, tiny_unet.blocks_tail.block1.conv_branch.3.running_mean, tiny_unet.blocks_tail.block1.conv_branch.3.running_var, tiny_unet.blocks_tail.block1.conv_branch.5.weight, tiny_unet_outputlayer.0.weight, tiny_unet_outputlayer.0.bias, tiny_unet_outputlayer.0.running_mean, tiny_unet_outputlayer.0.running_var, cls_linear.weight, cls_linear.bias, mask_linear.0.weight, mask_linear.0.bias, mask_linear.2.weight, mask_linear.2.bias, iou_score_linear.weight, iou_score_linear.bias +2022-06-02 07:53:54,553 - INFO - Training +2022-06-02 07:54:28,126 - INFO - Epoch [1/20][10/255] lr: 0.004, eta: 4:44:40, mem: 1322, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1691, offset_loss: 0.5141, cls_loss: 2.0304, mask_loss: 0.4040, iou_score_loss: 0.1229, loss: 3.2406 +2022-06-02 07:55:01,141 - INFO - Epoch [1/20][20/255] lr: 0.004, eta: 4:41:50, mem: 1322, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1463, offset_loss: 0.5638, cls_loss: 1.5698, mask_loss: 0.2221, iou_score_loss: 0.0481, loss: 2.5502 +2022-06-02 07:55:22,872 - INFO - Epoch [1/20][30/255] lr: 0.004, eta: 4:08:43, mem: 1322, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1503, offset_loss: 0.5763, cls_loss: 1.2391, mask_loss: 0.2647, iou_score_loss: 0.0442, loss: 2.2745 +2022-06-02 07:55:37,794 - INFO - Epoch [1/20][40/255] lr: 0.004, eta: 3:37:38, mem: 1322, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1228, offset_loss: 0.5023, cls_loss: 0.9995, mask_loss: 0.1860, iou_score_loss: 0.0255, loss: 1.8360 +2022-06-02 07:55:56,677 - INFO - Epoch [1/20][50/255] lr: 0.004, eta: 3:25:34, mem: 1322, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1228, offset_loss: 0.5253, cls_loss: 1.0399, mask_loss: 0.1914, iou_score_loss: 0.0204, loss: 1.8999 +2022-06-02 07:56:21,713 - INFO - Epoch [1/20][60/255] lr: 0.004, eta: 3:26:01, mem: 1322, data_time: 0.00, iter_time: 7.09, semantic_loss: 0.1373, offset_loss: 0.5326, cls_loss: 0.8519, mask_loss: 0.2147, iou_score_loss: 0.0192, loss: 1.7557 +2022-06-02 07:56:41,668 - INFO - Epoch [1/20][70/255] lr: 0.004, eta: 3:20:08, mem: 1322, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1397, offset_loss: 0.4515, cls_loss: 0.6905, mask_loss: 0.2372, iou_score_loss: 0.0190, loss: 1.5378 +2022-06-02 07:57:02,590 - INFO - Epoch [1/20][80/255] lr: 0.004, eta: 3:16:38, mem: 1322, data_time: 3.43, iter_time: 4.61, semantic_loss: 0.1391, offset_loss: 0.5969, cls_loss: 0.6372, mask_loss: 0.2209, iou_score_loss: 0.0186, loss: 1.6127 +2022-06-02 07:57:16,920 - INFO - Epoch [1/20][90/255] lr: 0.004, eta: 3:07:44, mem: 1405, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1493, offset_loss: 0.5616, cls_loss: 0.7154, mask_loss: 0.2343, iou_score_loss: 0.0212, loss: 1.6819 +2022-06-02 07:57:40,266 - INFO - Epoch [1/20][100/255] lr: 0.004, eta: 3:08:05, mem: 1421, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1536, offset_loss: 0.6587, cls_loss: 0.6418, mask_loss: 0.2153, iou_score_loss: 0.0151, loss: 1.6845 +2022-06-02 07:58:05,128 - INFO - Epoch [1/20][110/255] lr: 0.004, eta: 3:09:26, mem: 1421, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1489, offset_loss: 0.4976, cls_loss: 0.6358, mask_loss: 0.2118, iou_score_loss: 0.0168, loss: 1.5109 +2022-06-02 07:58:20,415 - INFO - Epoch [1/20][120/255] lr: 0.004, eta: 3:03:52, mem: 1421, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1503, offset_loss: 0.5526, cls_loss: 0.5620, mask_loss: 0.1928, iou_score_loss: 0.0221, loss: 1.4798 +2022-06-02 07:58:45,423 - INFO - Epoch [1/20][130/255] lr: 0.004, eta: 3:05:18, mem: 1421, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1511, offset_loss: 0.5345, cls_loss: 0.5464, mask_loss: 0.2015, iou_score_loss: 0.0167, loss: 1.4502 +2022-06-02 07:59:04,546 - INFO - Epoch [1/20][140/255] lr: 0.004, eta: 3:03:01, mem: 1421, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1413, offset_loss: 0.4774, cls_loss: 0.4336, mask_loss: 0.1775, iou_score_loss: 0.0162, loss: 1.2460 +2022-06-02 07:59:29,162 - INFO - Epoch [1/20][150/255] lr: 0.004, eta: 3:04:01, mem: 1421, data_time: 0.00, iter_time: 3.79, semantic_loss: 0.1380, offset_loss: 0.4953, cls_loss: 0.4728, mask_loss: 0.2480, iou_score_loss: 0.0163, loss: 1.3705 +2022-06-02 07:59:48,083 - INFO - Epoch [1/20][160/255] lr: 0.004, eta: 3:01:55, mem: 1421, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1353, offset_loss: 0.4531, cls_loss: 0.4310, mask_loss: 0.2434, iou_score_loss: 0.0225, loss: 1.2853 +2022-06-02 08:00:05,622 - INFO - Epoch [1/20][170/255] lr: 0.004, eta: 2:59:20, mem: 1421, data_time: 0.00, iter_time: 2.03, semantic_loss: 0.1343, offset_loss: 0.5377, cls_loss: 0.4243, mask_loss: 0.2104, iou_score_loss: 0.0188, loss: 1.3255 +2022-06-02 08:00:24,929 - INFO - Epoch [1/20][180/255] lr: 0.004, eta: 2:57:50, mem: 1421, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1332, offset_loss: 0.5377, cls_loss: 0.4870, mask_loss: 0.2320, iou_score_loss: 0.0205, loss: 1.4103 +2022-06-02 08:00:45,215 - INFO - Epoch [1/20][190/255] lr: 0.004, eta: 2:56:51, mem: 1421, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1292, offset_loss: 0.5058, cls_loss: 0.3841, mask_loss: 0.2199, iou_score_loss: 0.0161, loss: 1.2551 +2022-06-02 08:01:04,502 - INFO - Epoch [1/20][200/255] lr: 0.004, eta: 2:55:33, mem: 1421, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1394, offset_loss: 0.5239, cls_loss: 0.3718, mask_loss: 0.1859, iou_score_loss: 0.0128, loss: 1.2338 +2022-06-02 08:01:29,231 - INFO - Epoch [1/20][210/255] lr: 0.004, eta: 2:56:27, mem: 1421, data_time: 4.90, iter_time: 5.75, semantic_loss: 0.1425, offset_loss: 0.5661, cls_loss: 0.4373, mask_loss: 0.1768, iou_score_loss: 0.0140, loss: 1.3367 +2022-06-02 08:01:48,551 - INFO - Epoch [1/20][220/255] lr: 0.004, eta: 2:55:13, mem: 1421, data_time: 0.00, iter_time: 1.44, semantic_loss: 0.1226, offset_loss: 0.5407, cls_loss: 0.4352, mask_loss: 0.2343, iou_score_loss: 0.0160, loss: 1.3488 +2022-06-02 08:02:11,060 - INFO - Epoch [1/20][230/255] lr: 0.004, eta: 2:55:12, mem: 1421, data_time: 1.30, iter_time: 2.03, semantic_loss: 0.1475, offset_loss: 0.5719, cls_loss: 0.5312, mask_loss: 0.2420, iou_score_loss: 0.0195, loss: 1.5120 +2022-06-02 08:02:36,160 - INFO - Epoch [1/20][240/255] lr: 0.004, eta: 2:56:02, mem: 1421, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1283, offset_loss: 0.4713, cls_loss: 0.3618, mask_loss: 0.1614, iou_score_loss: 0.0134, loss: 1.1362 +2022-06-02 08:03:00,286 - INFO - Epoch [1/20][250/255] lr: 0.004, eta: 2:56:27, mem: 1421, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1452, offset_loss: 0.5230, cls_loss: 0.3593, mask_loss: 0.2058, iou_score_loss: 0.0149, loss: 1.2482 +2022-06-02 08:03:14,242 - INFO - Validation +2022-06-02 08:06:08,539 - INFO - Evaluate instance segmentation +2022-06-02 08:06:59,930 - INFO - AP: 0.519. AP_50: 0.652. AP_25: 0.723 +2022-06-02 08:06:59,931 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 08:07:09,680 - INFO - Class-wise mIoU: 85.9 97.0 85.1 0.0 36.7 61.9 72.4 88.3 79.4 75.1 69.4 79.6 57.2 +2022-06-02 08:07:09,681 - INFO - mIoU: 68.3 +2022-06-02 08:07:12,267 - INFO - Acc: 89.3 +2022-06-02 08:07:20,683 - INFO - Offset MAE: 1.983 +2022-06-02 08:07:48,251 - INFO - Epoch [2/20][10/255] lr: 0.004, eta: 3:40:47, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1414, offset_loss: 0.4754, cls_loss: 0.4191, mask_loss: 0.1617, iou_score_loss: 0.0148, loss: 1.2123 +2022-06-02 08:08:11,460 - INFO - Epoch [2/20][20/255] lr: 0.004, eta: 3:23:29, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1447, offset_loss: 0.5136, cls_loss: 0.4352, mask_loss: 0.1858, iou_score_loss: 0.0134, loss: 1.2927 +2022-06-02 08:08:30,271 - INFO - Epoch [2/20][30/255] lr: 0.004, eta: 3:05:39, mem: 18341, data_time: 0.00, iter_time: 2.86, semantic_loss: 0.1460, offset_loss: 0.5058, cls_loss: 0.3776, mask_loss: 0.1828, iou_score_loss: 0.0113, loss: 1.2235 +2022-06-02 08:08:55,837 - INFO - Epoch [2/20][40/255] lr: 0.004, eta: 3:10:09, mem: 18341, data_time: 3.43, iter_time: 4.08, semantic_loss: 0.1556, offset_loss: 0.5771, cls_loss: 0.4085, mask_loss: 0.2040, iou_score_loss: 0.0158, loss: 1.3610 +2022-06-02 08:09:12,307 - INFO - Epoch [2/20][50/255] lr: 0.004, eta: 2:58:07, mem: 18341, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1232, offset_loss: 0.5477, cls_loss: 0.3270, mask_loss: 0.1571, iou_score_loss: 0.0114, loss: 1.1663 +2022-06-02 08:09:31,728 - INFO - Epoch [2/20][60/255] lr: 0.004, eta: 2:53:56, mem: 18341, data_time: 5.86, iter_time: 6.68, semantic_loss: 0.1318, offset_loss: 0.5181, cls_loss: 0.3404, mask_loss: 0.1802, iou_score_loss: 0.0121, loss: 1.1827 +2022-06-02 08:09:45,655 - INFO - Epoch [2/20][70/255] lr: 0.004, eta: 2:44:37, mem: 18341, data_time: 0.31, iter_time: 1.12, semantic_loss: 0.1306, offset_loss: 0.5041, cls_loss: 0.3251, mask_loss: 0.1821, iou_score_loss: 0.0120, loss: 1.1539 +2022-06-02 08:10:16,545 - INFO - Epoch [2/20][80/255] lr: 0.004, eta: 2:54:24, mem: 18341, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1480, offset_loss: 0.6821, cls_loss: 0.5540, mask_loss: 0.1745, iou_score_loss: 0.0156, loss: 1.5742 +2022-06-02 08:10:34,195 - INFO - Epoch [2/20][90/255] lr: 0.004, eta: 2:50:14, mem: 18341, data_time: 2.01, iter_time: 2.78, semantic_loss: 0.1212, offset_loss: 0.5872, cls_loss: 0.3645, mask_loss: 0.1680, iou_score_loss: 0.0144, loss: 1.2553 +2022-06-02 08:10:56,811 - INFO - Epoch [2/20][100/255] lr: 0.004, eta: 2:50:47, mem: 18341, data_time: 0.00, iter_time: 4.28, semantic_loss: 0.1649, offset_loss: 0.5307, cls_loss: 0.4087, mask_loss: 0.1867, iou_score_loss: 0.0155, loss: 1.3064 +2022-06-02 08:11:21,640 - INFO - Epoch [2/20][110/255] lr: 0.004, eta: 2:52:44, mem: 18341, data_time: 4.87, iter_time: 5.50, semantic_loss: 0.1349, offset_loss: 0.5347, cls_loss: 0.2803, mask_loss: 0.1904, iou_score_loss: 0.0114, loss: 1.1517 +2022-06-02 08:11:51,602 - INFO - Epoch [2/20][120/255] lr: 0.004, eta: 2:57:40, mem: 18341, data_time: 0.00, iter_time: 0.55, semantic_loss: 0.1181, offset_loss: 0.5221, cls_loss: 0.3324, mask_loss: 0.2054, iou_score_loss: 0.0131, loss: 1.1911 +2022-06-02 08:12:06,209 - INFO - Epoch [2/20][130/255] lr: 0.004, eta: 2:52:29, mem: 18341, data_time: 0.27, iter_time: 0.92, semantic_loss: 0.1356, offset_loss: 0.4822, cls_loss: 0.3625, mask_loss: 0.2052, iou_score_loss: 0.0146, loss: 1.2000 +2022-06-02 08:12:33,202 - INFO - Epoch [2/20][140/255] lr: 0.004, eta: 2:54:56, mem: 18341, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1730, offset_loss: 0.5251, cls_loss: 0.4322, mask_loss: 0.1908, iou_score_loss: 0.0149, loss: 1.3359 +2022-06-02 08:13:01,446 - INFO - Epoch [2/20][150/255] lr: 0.004, eta: 2:57:40, mem: 18341, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1359, offset_loss: 0.5937, cls_loss: 0.3360, mask_loss: 0.1632, iou_score_loss: 0.0109, loss: 1.2396 +2022-06-02 08:13:24,047 - INFO - Epoch [2/20][160/255] lr: 0.004, eta: 2:57:13, mem: 18341, data_time: 0.00, iter_time: 2.38, semantic_loss: 0.1634, offset_loss: 0.5468, cls_loss: 0.3971, mask_loss: 0.1819, iou_score_loss: 0.0104, loss: 1.2996 +2022-06-02 08:13:44,599 - INFO - Epoch [2/20][170/255] lr: 0.004, eta: 2:55:52, mem: 18341, data_time: 0.92, iter_time: 2.96, semantic_loss: 0.1560, offset_loss: 0.5881, cls_loss: 0.4277, mask_loss: 0.1895, iou_score_loss: 0.0125, loss: 1.3738 +2022-06-02 08:14:10,801 - INFO - Epoch [2/20][180/255] lr: 0.004, eta: 2:57:04, mem: 18341, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1501, offset_loss: 0.5814, cls_loss: 0.4080, mask_loss: 0.1501, iou_score_loss: 0.0130, loss: 1.3026 +2022-06-02 08:14:37,043 - INFO - Epoch [2/20][190/255] lr: 0.004, eta: 2:58:06, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1810, offset_loss: 0.5264, cls_loss: 0.4135, mask_loss: 0.2266, iou_score_loss: 0.0123, loss: 1.3598 +2022-06-02 08:14:57,819 - INFO - Epoch [2/20][200/255] lr: 0.004, eta: 2:56:52, mem: 18341, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1167, offset_loss: 0.6152, cls_loss: 0.3732, mask_loss: 0.1601, iou_score_loss: 0.0130, loss: 1.2782 +2022-06-02 08:15:15,616 - INFO - Epoch [2/20][210/255] lr: 0.004, eta: 2:54:38, mem: 18341, data_time: 0.00, iter_time: 4.54, semantic_loss: 0.1511, offset_loss: 0.5363, cls_loss: 0.3622, mask_loss: 0.2148, iou_score_loss: 0.0141, loss: 1.2786 +2022-06-02 08:15:33,949 - INFO - Epoch [2/20][220/255] lr: 0.004, eta: 2:52:45, mem: 18341, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1498, offset_loss: 0.4993, cls_loss: 0.3242, mask_loss: 0.1706, iou_score_loss: 0.0128, loss: 1.1568 +2022-06-02 08:15:56,878 - INFO - Epoch [2/20][230/255] lr: 0.004, eta: 2:52:34, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1405, offset_loss: 0.5180, cls_loss: 0.3526, mask_loss: 0.2314, iou_score_loss: 0.0162, loss: 1.2586 +2022-06-02 08:16:13,666 - INFO - Epoch [2/20][240/255] lr: 0.004, eta: 2:50:23, mem: 18341, data_time: 3.04, iter_time: 4.60, semantic_loss: 0.1500, offset_loss: 0.4715, cls_loss: 0.3445, mask_loss: 0.1915, iou_score_loss: 0.0107, loss: 1.1683 +2022-06-02 08:16:36,288 - INFO - Epoch [2/20][250/255] lr: 0.004, eta: 2:50:08, mem: 18341, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1380, offset_loss: 0.5050, cls_loss: 0.2533, mask_loss: 0.2058, iou_score_loss: 0.0095, loss: 1.1116 +2022-06-02 08:16:44,889 - INFO - Validation +2022-06-02 08:19:25,363 - INFO - Evaluate instance segmentation +2022-06-02 08:20:09,715 - INFO - AP: 0.524. AP_50: 0.652. AP_25: 0.721 +2022-06-02 08:20:09,715 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 08:20:19,605 - INFO - Class-wise mIoU: 85.9 97.0 85.1 0.0 36.7 61.9 72.4 88.3 79.4 75.1 69.4 79.6 57.2 +2022-06-02 08:20:19,605 - INFO - mIoU: 68.3 +2022-06-02 08:20:21,919 - INFO - Acc: 89.3 +2022-06-02 08:20:30,328 - INFO - Offset MAE: 1.983 +2022-06-02 08:20:59,862 - INFO - Epoch [3/20][10/255] lr: 0.0039, eta: 3:44:02, mem: 18341, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1376, offset_loss: 0.5331, cls_loss: 0.3284, mask_loss: 0.1468, iou_score_loss: 0.0113, loss: 1.1573 +2022-06-02 08:21:25,381 - INFO - Epoch [3/20][20/255] lr: 0.0039, eta: 3:28:56, mem: 18341, data_time: 4.19, iter_time: 4.87, semantic_loss: 0.1473, offset_loss: 0.5321, cls_loss: 0.3285, mask_loss: 0.1714, iou_score_loss: 0.0112, loss: 1.1906 +2022-06-02 08:21:39,754 - INFO - Epoch [3/20][30/255] lr: 0.0039, eta: 2:55:22, mem: 18341, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1752, offset_loss: 0.4985, cls_loss: 0.4224, mask_loss: 0.2296, iou_score_loss: 0.0154, loss: 1.3411 +2022-06-02 08:22:06,033 - INFO - Epoch [3/20][40/255] lr: 0.0039, eta: 3:01:05, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1450, offset_loss: 0.5366, cls_loss: 0.2954, mask_loss: 0.1807, iou_score_loss: 0.0128, loss: 1.1705 +2022-06-02 08:22:21,669 - INFO - Epoch [3/20][50/255] lr: 0.0039, eta: 2:48:12, mem: 18341, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1481, offset_loss: 0.6521, cls_loss: 0.3702, mask_loss: 0.1737, iou_score_loss: 0.0163, loss: 1.3605 +2022-06-02 08:22:40,796 - INFO - Epoch [3/20][60/255] lr: 0.0039, eta: 2:43:56, mem: 18341, data_time: 0.00, iter_time: 3.45, semantic_loss: 0.1590, offset_loss: 0.5198, cls_loss: 0.4532, mask_loss: 0.2208, iou_score_loss: 0.0170, loss: 1.3699 +2022-06-02 08:22:59,446 - INFO - Epoch [3/20][70/255] lr: 0.0039, eta: 2:40:16, mem: 18341, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1283, offset_loss: 0.5708, cls_loss: 0.3509, mask_loss: 0.2056, iou_score_loss: 0.0163, loss: 1.2720 +2022-06-02 08:23:16,825 - INFO - Epoch [3/20][80/255] lr: 0.0039, eta: 2:36:16, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1440, offset_loss: 0.4881, cls_loss: 0.3687, mask_loss: 0.1720, iou_score_loss: 0.0107, loss: 1.1834 +2022-06-02 08:23:34,578 - INFO - Epoch [3/20][90/255] lr: 0.0039, eta: 2:33:22, mem: 18341, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1349, offset_loss: 0.6021, cls_loss: 0.3414, mask_loss: 0.1552, iou_score_loss: 0.0120, loss: 1.2457 +2022-06-02 08:23:56,041 - INFO - Epoch [3/20][100/255] lr: 0.0039, eta: 2:33:48, mem: 18341, data_time: 0.00, iter_time: 4.56, semantic_loss: 0.1276, offset_loss: 0.6097, cls_loss: 0.3484, mask_loss: 0.2085, iou_score_loss: 0.0121, loss: 1.3063 +2022-06-02 08:24:13,580 - INFO - Epoch [3/20][110/255] lr: 0.0039, eta: 2:31:24, mem: 18341, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1474, offset_loss: 0.5618, cls_loss: 0.3711, mask_loss: 0.1855, iou_score_loss: 0.0137, loss: 1.2795 +2022-06-02 08:24:51,300 - INFO - Epoch [3/20][120/255] lr: 0.0039, eta: 2:41:54, mem: 18341, data_time: 0.00, iter_time: 0.60, semantic_loss: 0.1337, offset_loss: 0.4995, cls_loss: 0.3286, mask_loss: 0.1576, iou_score_loss: 0.0103, loss: 1.1297 +2022-06-02 08:25:07,883 - INFO - Epoch [3/20][130/255] lr: 0.0039, eta: 2:38:36, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1252, offset_loss: 0.5714, cls_loss: 0.3697, mask_loss: 0.1923, iou_score_loss: 0.0147, loss: 1.2733 +2022-06-02 08:25:27,515 - INFO - Epoch [3/20][140/255] lr: 0.0039, eta: 2:37:20, mem: 18341, data_time: 2.17, iter_time: 2.98, semantic_loss: 0.1381, offset_loss: 0.4798, cls_loss: 0.3527, mask_loss: 0.1444, iou_score_loss: 0.0125, loss: 1.1275 +2022-06-02 08:26:05,785 - INFO - Epoch [3/20][150/255] lr: 0.0039, eta: 2:45:24, mem: 18341, data_time: 0.00, iter_time: 8.48, semantic_loss: 0.1194, offset_loss: 0.4596, cls_loss: 0.2709, mask_loss: 0.1631, iou_score_loss: 0.0111, loss: 1.0241 +2022-06-02 08:26:20,896 - INFO - Epoch [3/20][160/255] lr: 0.0039, eta: 2:41:41, mem: 18341, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1489, offset_loss: 0.5166, cls_loss: 0.3247, mask_loss: 0.1886, iou_score_loss: 0.0124, loss: 1.1913 +2022-06-02 08:26:43,468 - INFO - Epoch [3/20][170/255] lr: 0.0039, eta: 2:41:35, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1348, offset_loss: 0.4902, cls_loss: 0.3280, mask_loss: 0.1882, iou_score_loss: 0.0095, loss: 1.1507 +2022-06-02 08:27:08,373 - INFO - Epoch [3/20][180/255] lr: 0.0039, eta: 2:42:27, mem: 18341, data_time: 0.00, iter_time: 4.85, semantic_loss: 0.1494, offset_loss: 0.5253, cls_loss: 0.3839, mask_loss: 0.2068, iou_score_loss: 0.0139, loss: 1.2793 +2022-06-02 08:27:26,123 - INFO - Epoch [3/20][190/255] lr: 0.0039, eta: 2:40:24, mem: 18341, data_time: 0.00, iter_time: 0.60, semantic_loss: 0.1325, offset_loss: 0.4970, cls_loss: 0.3685, mask_loss: 0.1851, iou_score_loss: 0.0133, loss: 1.1963 +2022-06-02 08:27:42,351 - INFO - Epoch [3/20][200/255] lr: 0.0039, eta: 2:37:58, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1289, offset_loss: 0.5330, cls_loss: 0.3102, mask_loss: 0.1765, iou_score_loss: 0.0114, loss: 1.1600 +2022-06-02 08:28:05,379 - INFO - Epoch [3/20][210/255] lr: 0.0039, eta: 2:38:07, mem: 18341, data_time: 6.74, iter_time: 7.45, semantic_loss: 0.1521, offset_loss: 0.6256, cls_loss: 0.4061, mask_loss: 0.2099, iou_score_loss: 0.0116, loss: 1.4052 +2022-06-02 08:28:37,208 - INFO - Epoch [3/20][220/255] lr: 0.0039, eta: 2:41:07, mem: 18341, data_time: 0.00, iter_time: 12.08, semantic_loss: 0.1407, offset_loss: 0.5343, cls_loss: 0.3580, mask_loss: 0.1961, iou_score_loss: 0.0107, loss: 1.2398 +2022-06-02 08:28:48,984 - INFO - Epoch [3/20][230/255] lr: 0.0039, eta: 2:37:28, mem: 18341, data_time: 0.00, iter_time: 2.37, semantic_loss: 0.1300, offset_loss: 0.5425, cls_loss: 0.3170, mask_loss: 0.1973, iou_score_loss: 0.0150, loss: 1.2018 +2022-06-02 08:29:12,809 - INFO - Epoch [3/20][240/255] lr: 0.0039, eta: 2:37:46, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1326, offset_loss: 0.5258, cls_loss: 0.3254, mask_loss: 0.1569, iou_score_loss: 0.0139, loss: 1.1545 +2022-06-02 08:29:39,004 - INFO - Epoch [3/20][250/255] lr: 0.0039, eta: 2:38:41, mem: 18341, data_time: 0.00, iter_time: 4.72, semantic_loss: 0.1726, offset_loss: 0.5475, cls_loss: 0.3673, mask_loss: 0.1425, iou_score_loss: 0.0097, loss: 1.2396 +2022-06-02 08:30:27,974 - INFO - Epoch [4/20][10/255] lr: 0.0038, eta: 3:54:18, mem: 18341, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1465, offset_loss: 0.5300, cls_loss: 0.3133, mask_loss: 0.1634, iou_score_loss: 0.0120, loss: 1.1652 +2022-06-02 08:30:49,291 - INFO - Epoch [4/20][20/255] lr: 0.0038, eta: 3:13:32, mem: 18341, data_time: 0.00, iter_time: 5.86, semantic_loss: 0.1154, offset_loss: 0.4724, cls_loss: 0.3308, mask_loss: 0.2116, iou_score_loss: 0.0140, loss: 1.1441 +2022-06-02 08:31:02,494 - INFO - Epoch [4/20][30/255] lr: 0.0038, eta: 2:40:19, mem: 18341, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1339, offset_loss: 0.5494, cls_loss: 0.3557, mask_loss: 0.1655, iou_score_loss: 0.0122, loss: 1.2167 +2022-06-02 08:31:20,960 - INFO - Epoch [4/20][40/255] lr: 0.0038, eta: 2:32:58, mem: 18341, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1488, offset_loss: 0.5298, cls_loss: 0.2515, mask_loss: 0.1993, iou_score_loss: 0.0112, loss: 1.1406 +2022-06-02 08:31:48,007 - INFO - Epoch [4/20][50/255] lr: 0.0038, eta: 2:40:44, mem: 18341, data_time: 0.00, iter_time: 13.64, semantic_loss: 0.1355, offset_loss: 0.5078, cls_loss: 0.3464, mask_loss: 0.1697, iou_score_loss: 0.0138, loss: 1.1732 +2022-06-02 08:32:12,159 - INFO - Epoch [4/20][60/255] lr: 0.0038, eta: 2:42:19, mem: 18341, data_time: 0.00, iter_time: 4.88, semantic_loss: 0.1418, offset_loss: 0.5987, cls_loss: 0.3541, mask_loss: 0.1661, iou_score_loss: 0.0117, loss: 1.2724 +2022-06-02 08:32:26,161 - INFO - Epoch [4/20][70/255] lr: 0.0038, eta: 2:33:01, mem: 18341, data_time: 0.00, iter_time: 2.26, semantic_loss: 0.1548, offset_loss: 0.4978, cls_loss: 0.3533, mask_loss: 0.1533, iou_score_loss: 0.0091, loss: 1.1683 +2022-06-02 08:32:49,743 - INFO - Epoch [4/20][80/255] lr: 0.0038, eta: 2:34:29, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1312, offset_loss: 0.5854, cls_loss: 0.3821, mask_loss: 0.2303, iou_score_loss: 0.0103, loss: 1.3393 +2022-06-02 08:33:07,327 - INFO - Epoch [4/20][90/255] lr: 0.0038, eta: 2:30:49, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1346, offset_loss: 0.4882, cls_loss: 0.3211, mask_loss: 0.1568, iou_score_loss: 0.0087, loss: 1.1094 +2022-06-02 08:33:29,695 - INFO - Epoch [4/20][100/255] lr: 0.0038, eta: 2:31:11, mem: 18341, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1289, offset_loss: 0.5000, cls_loss: 0.3652, mask_loss: 0.2041, iou_score_loss: 0.0167, loss: 1.2149 +2022-06-02 08:33:47,037 - INFO - Epoch [4/20][110/255] lr: 0.0038, eta: 2:28:14, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1297, offset_loss: 0.6644, cls_loss: 0.3548, mask_loss: 0.1823, iou_score_loss: 0.0123, loss: 1.3436 +2022-06-02 08:34:07,576 - INFO - Epoch [4/20][120/255] lr: 0.0038, eta: 2:27:35, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1428, offset_loss: 0.6065, cls_loss: 0.3607, mask_loss: 0.1983, iou_score_loss: 0.0104, loss: 1.3187 +2022-06-02 08:34:28,127 - INFO - Epoch [4/20][130/255] lr: 0.0038, eta: 2:26:59, mem: 18341, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1399, offset_loss: 0.5317, cls_loss: 0.3544, mask_loss: 0.1721, iou_score_loss: 0.0106, loss: 1.2088 +2022-06-02 08:34:52,623 - INFO - Epoch [4/20][140/255] lr: 0.0038, eta: 2:28:24, mem: 18341, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1352, offset_loss: 0.6140, cls_loss: 0.3843, mask_loss: 0.2112, iou_score_loss: 0.0102, loss: 1.3549 +2022-06-02 08:35:12,653 - INFO - Epoch [4/20][150/255] lr: 0.0038, eta: 2:27:29, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1280, offset_loss: 0.5213, cls_loss: 0.2749, mask_loss: 0.1755, iou_score_loss: 0.0109, loss: 1.1105 +2022-06-02 08:35:28,605 - INFO - Epoch [4/20][160/255] lr: 0.0038, eta: 2:24:52, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1193, offset_loss: 0.4941, cls_loss: 0.3041, mask_loss: 0.1996, iou_score_loss: 0.0098, loss: 1.1270 +2022-06-02 08:35:48,739 - INFO - Epoch [4/20][170/255] lr: 0.0038, eta: 2:24:14, mem: 18341, data_time: 0.37, iter_time: 1.21, semantic_loss: 0.1397, offset_loss: 0.5688, cls_loss: 0.3133, mask_loss: 0.1420, iou_score_loss: 0.0112, loss: 1.1751 +2022-06-02 08:36:15,819 - INFO - Epoch [4/20][180/255] lr: 0.0038, eta: 2:26:19, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1328, offset_loss: 0.6269, cls_loss: 0.5048, mask_loss: 0.1564, iou_score_loss: 0.0141, loss: 1.4349 +2022-06-02 08:36:36,670 - INFO - Epoch [4/20][190/255] lr: 0.0038, eta: 2:25:52, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1386, offset_loss: 0.5489, cls_loss: 0.3721, mask_loss: 0.1731, iou_score_loss: 0.0128, loss: 1.2454 +2022-06-02 08:36:50,534 - INFO - Epoch [4/20][200/255] lr: 0.0038, eta: 2:23:01, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1416, offset_loss: 0.4914, cls_loss: 0.3512, mask_loss: 0.1825, iou_score_loss: 0.0099, loss: 1.1765 +2022-06-02 08:37:11,871 - INFO - Epoch [4/20][210/255] lr: 0.0038, eta: 2:22:52, mem: 18341, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1444, offset_loss: 0.5101, cls_loss: 0.3487, mask_loss: 0.1661, iou_score_loss: 0.0130, loss: 1.1824 +2022-06-02 08:37:25,518 - INFO - Epoch [4/20][220/255] lr: 0.0038, eta: 2:20:17, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1435, offset_loss: 0.5488, cls_loss: 0.3102, mask_loss: 0.1764, iou_score_loss: 0.0107, loss: 1.1897 +2022-06-02 08:37:47,052 - INFO - Epoch [4/20][230/255] lr: 0.0038, eta: 2:20:16, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1472, offset_loss: 0.5332, cls_loss: 0.3818, mask_loss: 0.1853, iou_score_loss: 0.0147, loss: 1.2623 +2022-06-02 08:38:19,701 - INFO - Epoch [4/20][240/255] lr: 0.0038, eta: 2:23:23, mem: 18341, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1433, offset_loss: 0.5050, cls_loss: 0.4027, mask_loss: 0.1852, iou_score_loss: 0.0109, loss: 1.2471 +2022-06-02 08:38:39,495 - INFO - Epoch [4/20][250/255] lr: 0.0038, eta: 2:22:42, mem: 18341, data_time: 0.00, iter_time: 0.63, semantic_loss: 0.1334, offset_loss: 0.5121, cls_loss: 0.3514, mask_loss: 0.1544, iou_score_loss: 0.0091, loss: 1.1604 +2022-06-02 08:38:56,699 - INFO - Validation +2022-06-02 08:41:27,117 - INFO - Evaluate instance segmentation +2022-06-02 08:42:06,986 - INFO - AP: 0.529. AP_50: 0.664. AP_25: 0.737 +2022-06-02 08:42:06,986 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 08:42:17,263 - INFO - Class-wise mIoU: 85.9 97.0 85.1 0.0 36.7 61.9 72.4 88.3 79.4 75.1 69.4 79.6 57.2 +2022-06-02 08:42:17,263 - INFO - mIoU: 68.3 +2022-06-02 08:42:19,715 - INFO - Acc: 89.3 +2022-06-02 08:42:28,070 - INFO - Offset MAE: 1.983 +2022-06-02 08:42:50,286 - INFO - Epoch [5/20][10/255] lr: 0.0036, eta: 2:29:24, mem: 18341, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1389, offset_loss: 0.4854, cls_loss: 0.2750, mask_loss: 0.1630, iou_score_loss: 0.0084, loss: 1.0707 +2022-06-02 08:43:11,394 - INFO - Epoch [5/20][20/255] lr: 0.0036, eta: 2:25:59, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1496, offset_loss: 0.5257, cls_loss: 0.3046, mask_loss: 0.1673, iou_score_loss: 0.0111, loss: 1.1584 +2022-06-02 08:43:29,574 - INFO - Epoch [5/20][30/255] lr: 0.0036, eta: 2:17:59, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1219, offset_loss: 0.5711, cls_loss: 0.2768, mask_loss: 0.2018, iou_score_loss: 0.0095, loss: 1.1811 +2022-06-02 08:43:50,845 - INFO - Epoch [5/20][40/255] lr: 0.0036, eta: 2:19:01, mem: 18341, data_time: 0.93, iter_time: 1.80, semantic_loss: 0.1228, offset_loss: 0.4988, cls_loss: 0.3528, mask_loss: 0.1760, iou_score_loss: 0.0121, loss: 1.1625 +2022-06-02 08:44:12,842 - INFO - Epoch [5/20][50/255] lr: 0.0036, eta: 2:20:30, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1393, offset_loss: 0.5802, cls_loss: 0.3842, mask_loss: 0.2195, iou_score_loss: 0.0148, loss: 1.3380 +2022-06-02 08:44:39,176 - INFO - Epoch [5/20][60/255] lr: 0.0036, eta: 2:26:11, mem: 18341, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1444, offset_loss: 0.5376, cls_loss: 0.2873, mask_loss: 0.1794, iou_score_loss: 0.0103, loss: 1.1590 +2022-06-02 08:44:53,532 - INFO - Epoch [5/20][70/255] lr: 0.0036, eta: 2:18:41, mem: 18341, data_time: 1.49, iter_time: 2.21, semantic_loss: 0.1289, offset_loss: 0.4447, cls_loss: 0.2484, mask_loss: 0.1505, iou_score_loss: 0.0105, loss: 0.9830 +2022-06-02 08:45:15,934 - INFO - Epoch [5/20][80/255] lr: 0.0036, eta: 2:19:44, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1545, offset_loss: 0.5120, cls_loss: 0.3926, mask_loss: 0.1618, iou_score_loss: 0.0111, loss: 1.2320 +2022-06-02 08:45:41,104 - INFO - Epoch [5/20][90/255] lr: 0.0036, eta: 2:22:29, mem: 18341, data_time: 3.45, iter_time: 4.14, semantic_loss: 0.1572, offset_loss: 0.5262, cls_loss: 0.3625, mask_loss: 0.2122, iou_score_loss: 0.0105, loss: 1.2686 +2022-06-02 08:46:07,390 - INFO - Epoch [5/20][100/255] lr: 0.0036, eta: 2:25:21, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1489, offset_loss: 0.4860, cls_loss: 0.3223, mask_loss: 0.1999, iou_score_loss: 0.0093, loss: 1.1664 +2022-06-02 08:46:24,639 - INFO - Epoch [5/20][110/255] lr: 0.0036, eta: 2:22:11, mem: 18341, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1435, offset_loss: 0.4765, cls_loss: 0.2785, mask_loss: 0.1605, iou_score_loss: 0.0118, loss: 1.0709 +2022-06-02 08:46:46,327 - INFO - Epoch [5/20][120/255] lr: 0.0036, eta: 2:21:56, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1576, offset_loss: 0.4690, cls_loss: 0.3278, mask_loss: 0.1881, iou_score_loss: 0.0119, loss: 1.1543 +2022-06-02 08:47:13,712 - INFO - Epoch [5/20][130/255] lr: 0.0036, eta: 2:24:33, mem: 18341, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1339, offset_loss: 0.5954, cls_loss: 0.3669, mask_loss: 0.1386, iou_score_loss: 0.0094, loss: 1.2443 +2022-06-02 08:47:29,424 - INFO - Epoch [5/20][140/255] lr: 0.0036, eta: 2:21:16, mem: 18341, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1393, offset_loss: 0.5530, cls_loss: 0.3012, mask_loss: 0.1842, iou_score_loss: 0.0111, loss: 1.1887 +2022-06-02 08:47:52,907 - INFO - Epoch [5/20][150/255] lr: 0.0036, eta: 2:21:45, mem: 18341, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1197, offset_loss: 0.5216, cls_loss: 0.2166, mask_loss: 0.1491, iou_score_loss: 0.0082, loss: 1.0152 +2022-06-02 08:48:12,256 - INFO - Epoch [5/20][160/255] lr: 0.0036, eta: 2:20:28, mem: 18341, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1500, offset_loss: 0.5718, cls_loss: 0.4001, mask_loss: 0.1655, iou_score_loss: 0.0108, loss: 1.2981 +2022-06-02 08:48:30,609 - INFO - Epoch [5/20][170/255] lr: 0.0036, eta: 2:18:54, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1380, offset_loss: 0.4798, cls_loss: 0.3332, mask_loss: 0.1725, iou_score_loss: 0.0109, loss: 1.1344 +2022-06-02 08:48:54,676 - INFO - Epoch [5/20][180/255] lr: 0.0036, eta: 2:19:32, mem: 18341, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1329, offset_loss: 0.5593, cls_loss: 0.2738, mask_loss: 0.1666, iou_score_loss: 0.0080, loss: 1.1406 +2022-06-02 08:49:17,128 - INFO - Epoch [5/20][190/255] lr: 0.0036, eta: 2:19:31, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1456, offset_loss: 0.4833, cls_loss: 0.3399, mask_loss: 0.1957, iou_score_loss: 0.0109, loss: 1.1755 +2022-06-02 08:49:35,183 - INFO - Epoch [5/20][200/255] lr: 0.0036, eta: 2:18:02, mem: 18341, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1383, offset_loss: 0.5419, cls_loss: 0.2562, mask_loss: 0.1752, iou_score_loss: 0.0084, loss: 1.1201 +2022-06-02 08:49:59,890 - INFO - Epoch [5/20][210/255] lr: 0.0036, eta: 2:18:43, mem: 18341, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1427, offset_loss: 0.4816, cls_loss: 0.2879, mask_loss: 0.1886, iou_score_loss: 0.0097, loss: 1.1105 +2022-06-02 08:50:15,062 - INFO - Epoch [5/20][220/255] lr: 0.0036, eta: 2:16:30, mem: 18341, data_time: 1.13, iter_time: 4.05, semantic_loss: 0.1605, offset_loss: 0.5088, cls_loss: 0.3341, mask_loss: 0.1608, iou_score_loss: 0.0106, loss: 1.1748 +2022-06-02 08:50:35,982 - INFO - Epoch [5/20][230/255] lr: 0.0036, eta: 2:16:04, mem: 18341, data_time: 6.37, iter_time: 7.15, semantic_loss: 0.1215, offset_loss: 0.5072, cls_loss: 0.4183, mask_loss: 0.1614, iou_score_loss: 0.0108, loss: 1.2192 +2022-06-02 08:50:48,937 - INFO - Epoch [5/20][240/255] lr: 0.0036, eta: 2:13:31, mem: 18341, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1275, offset_loss: 0.5076, cls_loss: 0.2703, mask_loss: 0.1437, iou_score_loss: 0.0113, loss: 1.0604 +2022-06-02 08:51:11,653 - INFO - Epoch [5/20][250/255] lr: 0.0036, eta: 2:13:38, mem: 18341, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1451, offset_loss: 0.4684, cls_loss: 0.3244, mask_loss: 0.1348, iou_score_loss: 0.0105, loss: 1.0833 +2022-06-02 08:51:50,342 - INFO - Epoch [6/20][10/255] lr: 0.0034, eta: 2:58:55, mem: 18341, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1353, offset_loss: 0.5152, cls_loss: 0.2518, mask_loss: 0.1961, iou_score_loss: 0.0093, loss: 1.1078 +2022-06-02 08:52:13,179 - INFO - Epoch [6/20][20/255] lr: 0.0034, eta: 2:41:36, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1291, offset_loss: 0.6075, cls_loss: 0.3404, mask_loss: 0.1907, iou_score_loss: 0.0115, loss: 1.2792 +2022-06-02 08:52:37,420 - INFO - Epoch [6/20][30/255] lr: 0.0034, eta: 2:38:37, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1487, offset_loss: 0.6312, cls_loss: 0.3044, mask_loss: 0.1722, iou_score_loss: 0.0110, loss: 1.2675 +2022-06-02 08:52:58,460 - INFO - Epoch [6/20][40/255] lr: 0.0034, eta: 2:31:49, mem: 18341, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1325, offset_loss: 0.5444, cls_loss: 0.2918, mask_loss: 0.1990, iou_score_loss: 0.0112, loss: 1.1788 +2022-06-02 08:53:19,069 - INFO - Epoch [6/20][50/255] lr: 0.0034, eta: 2:27:04, mem: 18341, data_time: 0.63, iter_time: 1.36, semantic_loss: 0.1716, offset_loss: 0.5022, cls_loss: 0.3441, mask_loss: 0.1789, iou_score_loss: 0.0110, loss: 1.2076 +2022-06-02 08:53:39,787 - INFO - Epoch [6/20][60/255] lr: 0.0034, eta: 2:23:54, mem: 18341, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1498, offset_loss: 0.4954, cls_loss: 0.2920, mask_loss: 0.1492, iou_score_loss: 0.0095, loss: 1.0959 +2022-06-02 08:53:53,241 - INFO - Epoch [6/20][70/255] lr: 0.0034, eta: 2:15:02, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1411, offset_loss: 0.4757, cls_loss: 0.2804, mask_loss: 0.1579, iou_score_loss: 0.0087, loss: 1.0637 +2022-06-02 08:54:16,824 - INFO - Epoch [6/20][80/255] lr: 0.0034, eta: 2:16:15, mem: 18341, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1828, offset_loss: 0.6916, cls_loss: 0.4279, mask_loss: 0.1771, iou_score_loss: 0.0118, loss: 1.4913 +2022-06-02 08:54:39,928 - INFO - Epoch [6/20][90/255] lr: 0.0034, eta: 2:16:45, mem: 18341, data_time: 0.00, iter_time: 5.34, semantic_loss: 0.1494, offset_loss: 0.4901, cls_loss: 0.3801, mask_loss: 0.1693, iou_score_loss: 0.0130, loss: 1.2018 +2022-06-02 08:54:55,560 - INFO - Epoch [6/20][100/255] lr: 0.0034, eta: 2:12:28, mem: 18341, data_time: 0.00, iter_time: 2.91, semantic_loss: 0.1318, offset_loss: 0.6036, cls_loss: 0.3381, mask_loss: 0.1707, iou_score_loss: 0.0086, loss: 1.2528 +2022-06-02 08:55:13,820 - INFO - Epoch [6/20][110/255] lr: 0.0034, eta: 2:10:22, mem: 18341, data_time: 0.00, iter_time: 6.42, semantic_loss: 0.1267, offset_loss: 0.5320, cls_loss: 0.3514, mask_loss: 0.1524, iou_score_loss: 0.0117, loss: 1.1742 +2022-06-02 08:55:38,125 - INFO - Epoch [6/20][120/255] lr: 0.0034, eta: 2:11:42, mem: 18341, data_time: 2.20, iter_time: 4.97, semantic_loss: 0.1665, offset_loss: 0.5369, cls_loss: 0.3452, mask_loss: 0.1731, iou_score_loss: 0.0103, loss: 1.2321 +2022-06-02 08:56:03,862 - INFO - Epoch [6/20][130/255] lr: 0.0034, eta: 2:13:26, mem: 18341, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1429, offset_loss: 0.4773, cls_loss: 0.2726, mask_loss: 0.1492, iou_score_loss: 0.0092, loss: 1.0511 +2022-06-02 08:56:28,963 - INFO - Epoch [6/20][140/255] lr: 0.0034, eta: 2:14:34, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1324, offset_loss: 0.5267, cls_loss: 0.3345, mask_loss: 0.1519, iou_score_loss: 0.0093, loss: 1.1548 +2022-06-02 08:56:52,882 - INFO - Epoch [6/20][150/255] lr: 0.0034, eta: 2:15:01, mem: 18341, data_time: 0.00, iter_time: 10.75, semantic_loss: 0.1483, offset_loss: 0.4956, cls_loss: 0.2865, mask_loss: 0.1714, iou_score_loss: 0.0101, loss: 1.1119 +2022-06-02 08:57:15,590 - INFO - Epoch [6/20][160/255] lr: 0.0034, eta: 2:14:55, mem: 18341, data_time: 0.00, iter_time: 0.55, semantic_loss: 0.1459, offset_loss: 0.5211, cls_loss: 0.3500, mask_loss: 0.2108, iou_score_loss: 0.0117, loss: 1.2396 +2022-06-02 08:57:32,507 - INFO - Epoch [6/20][170/255] lr: 0.0034, eta: 2:12:41, mem: 18341, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1289, offset_loss: 0.5288, cls_loss: 0.3245, mask_loss: 0.1435, iou_score_loss: 0.0110, loss: 1.1366 +2022-06-02 08:57:59,736 - INFO - Epoch [6/20][180/255] lr: 0.0034, eta: 2:14:10, mem: 18341, data_time: 9.72, iter_time: 10.35, semantic_loss: 0.1314, offset_loss: 0.4911, cls_loss: 0.3858, mask_loss: 0.1853, iou_score_loss: 0.0116, loss: 1.2050 +2022-06-02 08:58:19,587 - INFO - Epoch [6/20][190/255] lr: 0.0034, eta: 2:13:05, mem: 18341, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1319, offset_loss: 0.5387, cls_loss: 0.2882, mask_loss: 0.1639, iou_score_loss: 0.0106, loss: 1.1334 +2022-06-02 08:58:34,511 - INFO - Epoch [6/20][200/255] lr: 0.0034, eta: 2:10:35, mem: 18341, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1384, offset_loss: 0.6346, cls_loss: 0.3828, mask_loss: 0.1707, iou_score_loss: 0.0105, loss: 1.3370 +2022-06-02 08:58:49,504 - INFO - Epoch [6/20][210/255] lr: 0.0034, eta: 2:08:20, mem: 18341, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1312, offset_loss: 0.5047, cls_loss: 0.2669, mask_loss: 0.1894, iou_score_loss: 0.0110, loss: 1.1032 +2022-06-02 08:59:16,872 - INFO - Epoch [6/20][220/255] lr: 0.0034, eta: 2:09:38, mem: 18341, data_time: 0.00, iter_time: 4.16, semantic_loss: 0.1415, offset_loss: 0.6096, cls_loss: 0.3141, mask_loss: 0.1712, iou_score_loss: 0.0102, loss: 1.2466 +2022-06-02 08:59:45,931 - INFO - Epoch [6/20][230/255] lr: 0.0034, eta: 2:11:13, mem: 18341, data_time: 10.49, iter_time: 11.18, semantic_loss: 0.1421, offset_loss: 0.5318, cls_loss: 0.3018, mask_loss: 0.1802, iou_score_loss: 0.0097, loss: 1.1656 +2022-06-02 09:00:00,271 - INFO - Epoch [6/20][240/255] lr: 0.0034, eta: 2:08:58, mem: 18341, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1466, offset_loss: 0.4870, cls_loss: 0.3109, mask_loss: 0.1546, iou_score_loss: 0.0092, loss: 1.1082 +2022-06-02 09:00:31,154 - INFO - Epoch [6/20][250/255] lr: 0.0034, eta: 2:10:50, mem: 18341, data_time: 14.58, iter_time: 15.24, semantic_loss: 0.1177, offset_loss: 0.5158, cls_loss: 0.3287, mask_loss: 0.1600, iou_score_loss: 0.0100, loss: 1.1322 +2022-06-02 09:00:36,747 - INFO - Validation +2022-06-02 09:03:07,538 - INFO - Evaluate instance segmentation +2022-06-02 09:03:45,784 - INFO - AP: 0.533. AP_50: 0.666. AP_25: 0.734 +2022-06-02 09:03:45,785 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 09:03:57,072 - INFO - Class-wise mIoU: 85.9 97.0 85.1 0.0 36.7 61.9 72.4 88.3 79.4 75.1 69.4 79.6 57.2 +2022-06-02 09:03:57,073 - INFO - mIoU: 68.3 +2022-06-02 09:03:59,549 - INFO - Acc: 89.3 +2022-06-02 09:04:07,917 - INFO - Offset MAE: 1.983 +2022-06-02 09:04:27,891 - INFO - Epoch [7/20][10/255] lr: 0.0032, eta: 1:57:25, mem: 18341, data_time: 1.38, iter_time: 2.15, semantic_loss: 0.1397, offset_loss: 0.5183, cls_loss: 0.3201, mask_loss: 0.1767, iou_score_loss: 0.0109, loss: 1.1656 +2022-06-02 09:04:55,232 - INFO - Epoch [7/20][20/255] lr: 0.0032, eta: 2:19:25, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1340, offset_loss: 0.5058, cls_loss: 0.2621, mask_loss: 0.1914, iou_score_loss: 0.0106, loss: 1.1039 +2022-06-02 09:05:19,397 - INFO - Epoch [7/20][30/255] lr: 0.0032, eta: 2:20:13, mem: 18341, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1443, offset_loss: 0.5452, cls_loss: 0.2956, mask_loss: 0.1317, iou_score_loss: 0.0111, loss: 1.1279 +2022-06-02 09:05:36,282 - INFO - Epoch [7/20][40/255] lr: 0.0032, eta: 2:09:42, mem: 18341, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1506, offset_loss: 0.5443, cls_loss: 0.3445, mask_loss: 0.1487, iou_score_loss: 0.0098, loss: 1.1979 +2022-06-02 09:06:01,473 - INFO - Epoch [7/20][50/255] lr: 0.0032, eta: 2:13:00, mem: 18341, data_time: 8.89, iter_time: 9.50, semantic_loss: 0.1276, offset_loss: 0.5140, cls_loss: 0.4155, mask_loss: 0.1496, iou_score_loss: 0.0089, loss: 1.2155 +2022-06-02 09:06:26,866 - INFO - Epoch [7/20][60/255] lr: 0.0032, eta: 2:15:17, mem: 18341, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1417, offset_loss: 0.5420, cls_loss: 0.3357, mask_loss: 0.1769, iou_score_loss: 0.0117, loss: 1.2081 +2022-06-02 09:06:51,191 - INFO - Epoch [7/20][70/255] lr: 0.0032, eta: 2:15:54, mem: 18341, data_time: 5.35, iter_time: 6.15, semantic_loss: 0.1371, offset_loss: 0.5762, cls_loss: 0.2759, mask_loss: 0.1661, iou_score_loss: 0.0093, loss: 1.1646 +2022-06-02 09:07:08,902 - INFO - Epoch [7/20][80/255] lr: 0.0032, eta: 2:11:27, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1391, offset_loss: 0.5548, cls_loss: 0.3163, mask_loss: 0.1740, iou_score_loss: 0.0105, loss: 1.1946 +2022-06-02 09:07:25,080 - INFO - Epoch [7/20][90/255] lr: 0.0032, eta: 2:06:55, mem: 18341, data_time: 1.33, iter_time: 2.32, semantic_loss: 0.1413, offset_loss: 0.5712, cls_loss: 0.3606, mask_loss: 0.1664, iou_score_loss: 0.0105, loss: 1.2499 +2022-06-02 09:07:43,493 - INFO - Epoch [7/20][100/255] lr: 0.0032, eta: 2:04:33, mem: 18341, data_time: 0.00, iter_time: 1.48, semantic_loss: 0.1188, offset_loss: 0.5584, cls_loss: 0.3162, mask_loss: 0.1581, iou_score_loss: 0.0108, loss: 1.1623 +2022-06-02 09:08:03,934 - INFO - Epoch [7/20][110/255] lr: 0.0032, eta: 2:03:38, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1670, offset_loss: 0.5397, cls_loss: 0.2994, mask_loss: 0.1688, iou_score_loss: 0.0098, loss: 1.1847 +2022-06-02 09:08:22,148 - INFO - Epoch [7/20][120/255] lr: 0.0032, eta: 2:01:43, mem: 18341, data_time: 0.00, iter_time: 3.34, semantic_loss: 0.1725, offset_loss: 0.5241, cls_loss: 0.3630, mask_loss: 0.1546, iou_score_loss: 0.0100, loss: 1.2242 +2022-06-02 09:08:42,756 - INFO - Epoch [7/20][130/255] lr: 0.0032, eta: 2:01:07, mem: 18341, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1519, offset_loss: 0.6012, cls_loss: 0.3682, mask_loss: 0.2086, iou_score_loss: 0.0115, loss: 1.3413 +2022-06-02 09:09:02,191 - INFO - Epoch [7/20][140/255] lr: 0.0032, eta: 2:00:05, mem: 18341, data_time: 0.00, iter_time: 3.47, semantic_loss: 0.1476, offset_loss: 0.7480, cls_loss: 0.3617, mask_loss: 0.2415, iou_score_loss: 0.0110, loss: 1.5098 +2022-06-02 09:09:30,585 - INFO - Epoch [7/20][150/255] lr: 0.0032, eta: 2:02:32, mem: 18341, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1331, offset_loss: 0.5812, cls_loss: 0.3699, mask_loss: 0.1363, iou_score_loss: 0.0107, loss: 1.2312 +2022-06-02 09:09:48,700 - INFO - Epoch [7/20][160/255] lr: 0.0032, eta: 2:00:58, mem: 18341, data_time: 0.00, iter_time: 3.28, semantic_loss: 0.1495, offset_loss: 0.5321, cls_loss: 0.3252, mask_loss: 0.1922, iou_score_loss: 0.0110, loss: 1.2100 +2022-06-02 09:10:07,049 - INFO - Epoch [7/20][170/255] lr: 0.0032, eta: 1:59:38, mem: 18341, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1561, offset_loss: 0.5071, cls_loss: 0.2665, mask_loss: 0.2152, iou_score_loss: 0.0088, loss: 1.1538 +2022-06-02 09:10:31,890 - INFO - Epoch [7/20][180/255] lr: 0.0032, eta: 2:00:28, mem: 18341, data_time: 1.92, iter_time: 9.29, semantic_loss: 0.1408, offset_loss: 0.5521, cls_loss: 0.2755, mask_loss: 0.1653, iou_score_loss: 0.0097, loss: 1.1434 +2022-06-02 09:10:55,330 - INFO - Epoch [7/20][190/255] lr: 0.0032, eta: 2:00:44, mem: 18341, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1284, offset_loss: 0.7109, cls_loss: 0.2877, mask_loss: 0.1662, iou_score_loss: 0.0097, loss: 1.3028 +2022-06-02 09:11:07,839 - INFO - Epoch [7/20][200/255] lr: 0.0032, eta: 1:57:52, mem: 18341, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1385, offset_loss: 0.5435, cls_loss: 0.3162, mask_loss: 0.1837, iou_score_loss: 0.0092, loss: 1.1911 +2022-06-02 09:11:27,478 - INFO - Epoch [7/20][210/255] lr: 0.0032, eta: 1:57:09, mem: 18341, data_time: 1.96, iter_time: 2.80, semantic_loss: 0.1392, offset_loss: 0.4730, cls_loss: 0.2692, mask_loss: 0.1606, iou_score_loss: 0.0080, loss: 1.0500 +2022-06-02 09:12:02,710 - INFO - Epoch [7/20][220/255] lr: 0.0032, eta: 2:00:27, mem: 18341, data_time: 0.00, iter_time: 15.08, semantic_loss: 0.1916, offset_loss: 0.5341, cls_loss: 0.3859, mask_loss: 0.1834, iou_score_loss: 0.0123, loss: 1.3073 +2022-06-02 09:12:12,332 - INFO - Epoch [7/20][230/255] lr: 0.0032, eta: 1:57:11, mem: 18341, data_time: 0.00, iter_time: 1.70, semantic_loss: 0.1350, offset_loss: 0.4700, cls_loss: 0.2798, mask_loss: 0.1356, iou_score_loss: 0.0078, loss: 1.0282 +2022-06-02 09:12:37,081 - INFO - Epoch [7/20][240/255] lr: 0.0032, eta: 1:57:42, mem: 18341, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1456, offset_loss: 0.5239, cls_loss: 0.2831, mask_loss: 0.2203, iou_score_loss: 0.0097, loss: 1.1826 +2022-06-02 09:12:56,037 - INFO - Epoch [7/20][250/255] lr: 0.0032, eta: 1:56:51, mem: 18341, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1465, offset_loss: 0.6160, cls_loss: 0.3557, mask_loss: 0.1517, iou_score_loss: 0.0080, loss: 1.2779 +2022-06-02 09:14:00,302 - INFO - Epoch [8/20][10/255] lr: 0.0029, eta: 4:19:39, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1589, offset_loss: 0.5393, cls_loss: 0.2993, mask_loss: 0.1584, iou_score_loss: 0.0121, loss: 1.1680 +2022-06-02 09:14:20,491 - INFO - Epoch [8/20][20/255] lr: 0.0029, eta: 3:04:52, mem: 18341, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1569, offset_loss: 0.5047, cls_loss: 0.2912, mask_loss: 0.1564, iou_score_loss: 0.0091, loss: 1.1181 +2022-06-02 09:14:40,022 - INFO - Epoch [8/20][30/255] lr: 0.0029, eta: 2:38:31, mem: 18341, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1462, offset_loss: 0.4992, cls_loss: 0.3124, mask_loss: 0.1556, iou_score_loss: 0.0102, loss: 1.1236 +2022-06-02 09:14:58,139 - INFO - Epoch [8/20][40/255] lr: 0.0029, eta: 2:23:14, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1435, offset_loss: 0.4716, cls_loss: 0.2964, mask_loss: 0.1745, iou_score_loss: 0.0095, loss: 1.0954 +2022-06-02 09:15:17,327 - INFO - Epoch [8/20][50/255] lr: 0.0029, eta: 2:15:05, mem: 18341, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1269, offset_loss: 0.4939, cls_loss: 0.2909, mask_loss: 0.1831, iou_score_loss: 0.0101, loss: 1.1049 +2022-06-02 09:15:45,717 - INFO - Epoch [8/20][60/255] lr: 0.0029, eta: 2:17:56, mem: 18341, data_time: 12.67, iter_time: 13.30, semantic_loss: 0.1289, offset_loss: 0.4901, cls_loss: 0.3563, mask_loss: 0.2009, iou_score_loss: 0.0115, loss: 1.1877 +2022-06-02 09:16:02,643 - INFO - Epoch [8/20][70/255] lr: 0.0029, eta: 2:10:56, mem: 18341, data_time: 0.00, iter_time: 2.34, semantic_loss: 0.1239, offset_loss: 0.4691, cls_loss: 0.3000, mask_loss: 0.1462, iou_score_loss: 0.0105, loss: 1.0497 +2022-06-02 09:16:33,567 - INFO - Epoch [8/20][80/255] lr: 0.0029, eta: 2:15:03, mem: 18341, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1336, offset_loss: 0.4988, cls_loss: 0.2634, mask_loss: 0.1641, iou_score_loss: 0.0090, loss: 1.0690 +2022-06-02 09:16:47,437 - INFO - Epoch [8/20][90/255] lr: 0.0029, eta: 2:07:58, mem: 18341, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1507, offset_loss: 0.5187, cls_loss: 0.2561, mask_loss: 0.1607, iou_score_loss: 0.0089, loss: 1.0952 +2022-06-02 09:17:08,518 - INFO - Epoch [8/20][100/255] lr: 0.0029, eta: 2:06:06, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1554, offset_loss: 0.5611, cls_loss: 0.4102, mask_loss: 0.2078, iou_score_loss: 0.0123, loss: 1.3468 +2022-06-02 09:17:37,115 - INFO - Epoch [8/20][110/255] lr: 0.0029, eta: 2:08:10, mem: 18341, data_time: 0.00, iter_time: 6.72, semantic_loss: 0.1461, offset_loss: 0.5518, cls_loss: 0.3648, mask_loss: 0.2180, iou_score_loss: 0.0124, loss: 1.2931 +2022-06-02 09:18:03,123 - INFO - Epoch [8/20][120/255] lr: 0.0029, eta: 2:08:40, mem: 18341, data_time: 0.00, iter_time: 2.33, semantic_loss: 0.1428, offset_loss: 0.5590, cls_loss: 0.3027, mask_loss: 0.1631, iou_score_loss: 0.0108, loss: 1.1784 +2022-06-02 09:18:22,547 - INFO - Epoch [8/20][130/255] lr: 0.0029, eta: 2:06:19, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1319, offset_loss: 0.5352, cls_loss: 0.3073, mask_loss: 0.1531, iou_score_loss: 0.0117, loss: 1.1393 +2022-06-02 09:18:42,845 - INFO - Epoch [8/20][140/255] lr: 0.0029, eta: 2:04:36, mem: 18341, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1450, offset_loss: 0.5253, cls_loss: 0.3061, mask_loss: 0.1567, iou_score_loss: 0.0107, loss: 1.1438 +2022-06-02 09:19:05,615 - INFO - Epoch [8/20][150/255] lr: 0.0029, eta: 2:03:56, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1365, offset_loss: 0.5226, cls_loss: 0.3124, mask_loss: 0.1369, iou_score_loss: 0.0105, loss: 1.1189 +2022-06-02 09:19:30,354 - INFO - Epoch [8/20][160/255] lr: 0.0029, eta: 2:03:57, mem: 18341, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1427, offset_loss: 0.4732, cls_loss: 0.2593, mask_loss: 0.1530, iou_score_loss: 0.0085, loss: 1.0367 +2022-06-02 09:19:44,573 - INFO - Epoch [8/20][170/255] lr: 0.0029, eta: 2:00:41, mem: 18341, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1395, offset_loss: 0.4972, cls_loss: 0.2713, mask_loss: 0.1909, iou_score_loss: 0.0110, loss: 1.1099 +2022-06-02 09:20:08,122 - INFO - Epoch [8/20][180/255] lr: 0.0029, eta: 2:00:27, mem: 18341, data_time: 0.00, iter_time: 3.65, semantic_loss: 0.1555, offset_loss: 0.5587, cls_loss: 0.3409, mask_loss: 0.1976, iou_score_loss: 0.0116, loss: 1.2643 +2022-06-02 09:20:27,389 - INFO - Epoch [8/20][190/255] lr: 0.0029, eta: 1:59:01, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1468, offset_loss: 0.5153, cls_loss: 0.3311, mask_loss: 0.1633, iou_score_loss: 0.0085, loss: 1.1649 +2022-06-02 09:20:52,042 - INFO - Epoch [8/20][200/255] lr: 0.0029, eta: 1:59:06, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1356, offset_loss: 0.5063, cls_loss: 0.3113, mask_loss: 0.1648, iou_score_loss: 0.0110, loss: 1.1290 +2022-06-02 09:21:06,186 - INFO - Epoch [8/20][210/255] lr: 0.0029, eta: 1:56:33, mem: 18341, data_time: 0.00, iter_time: 2.26, semantic_loss: 0.1391, offset_loss: 0.4975, cls_loss: 0.3666, mask_loss: 0.1876, iou_score_loss: 0.0084, loss: 1.1992 +2022-06-02 09:21:21,865 - INFO - Epoch [8/20][220/255] lr: 0.0029, eta: 1:54:35, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1322, offset_loss: 0.5482, cls_loss: 0.3166, mask_loss: 0.1840, iou_score_loss: 0.0100, loss: 1.1909 +2022-06-02 09:21:50,159 - INFO - Epoch [8/20][230/255] lr: 0.0029, eta: 1:55:34, mem: 18341, data_time: 0.00, iter_time: 2.88, semantic_loss: 0.1262, offset_loss: 0.5612, cls_loss: 0.3059, mask_loss: 0.1730, iou_score_loss: 0.0101, loss: 1.1764 +2022-06-02 09:22:13,232 - INFO - Epoch [8/20][240/255] lr: 0.0029, eta: 1:55:19, mem: 18341, data_time: 0.00, iter_time: 0.53, semantic_loss: 0.1589, offset_loss: 0.5114, cls_loss: 0.2916, mask_loss: 0.1992, iou_score_loss: 0.0113, loss: 1.1724 +2022-06-02 09:22:28,055 - INFO - Epoch [8/20][250/255] lr: 0.0029, eta: 1:53:22, mem: 18341, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1530, offset_loss: 0.6058, cls_loss: 0.3863, mask_loss: 0.1703, iou_score_loss: 0.0111, loss: 1.3266 +2022-06-02 09:22:38,866 - INFO - Validation +2022-06-02 09:25:04,585 - INFO - Evaluate instance segmentation +2022-06-02 09:25:41,663 - INFO - AP: 0.531. AP_50: 0.664. AP_25: 0.738 +2022-06-02 09:25:41,664 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 09:25:51,331 - INFO - Class-wise mIoU: 85.9 97.0 85.1 0.0 36.7 61.9 72.4 88.3 79.4 75.1 69.4 79.6 57.2 +2022-06-02 09:25:51,331 - INFO - mIoU: 68.3 +2022-06-02 09:25:53,823 - INFO - Acc: 89.3 +2022-06-02 09:26:02,230 - INFO - Offset MAE: 1.983 +2022-06-02 09:26:27,815 - INFO - Epoch [9/20][10/255] lr: 0.0026, eta: 2:09:07, mem: 18341, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1653, offset_loss: 0.5934, cls_loss: 0.4058, mask_loss: 0.2189, iou_score_loss: 0.0109, loss: 1.3945 +2022-06-02 09:26:57,964 - INFO - Epoch [9/20][20/255] lr: 0.0026, eta: 2:20:43, mem: 18341, data_time: 10.60, iter_time: 11.40, semantic_loss: 0.1323, offset_loss: 0.5266, cls_loss: 0.2290, mask_loss: 0.1393, iou_score_loss: 0.0111, loss: 1.0383 +2022-06-02 09:27:18,718 - INFO - Epoch [9/20][30/255] lr: 0.0026, eta: 2:08:26, mem: 18341, data_time: 1.22, iter_time: 2.02, semantic_loss: 0.1377, offset_loss: 0.5339, cls_loss: 0.3717, mask_loss: 0.1826, iou_score_loss: 0.0124, loss: 1.2383 +2022-06-02 09:27:33,066 - INFO - Epoch [9/20][40/255] lr: 0.0026, eta: 1:54:04, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1390, offset_loss: 0.5329, cls_loss: 0.3092, mask_loss: 0.1799, iou_score_loss: 0.0100, loss: 1.1711 +2022-06-02 09:27:59,677 - INFO - Epoch [9/20][50/255] lr: 0.0026, eta: 1:57:39, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1421, offset_loss: 0.4369, cls_loss: 0.2905, mask_loss: 0.1663, iou_score_loss: 0.0089, loss: 1.0446 +2022-06-02 09:28:23,092 - INFO - Epoch [9/20][60/255] lr: 0.0026, eta: 1:57:12, mem: 18341, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1212, offset_loss: 0.5330, cls_loss: 0.3433, mask_loss: 0.1805, iou_score_loss: 0.0101, loss: 1.1882 +2022-06-02 09:28:39,921 - INFO - Epoch [9/20][70/255] lr: 0.0026, eta: 1:52:07, mem: 18341, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1386, offset_loss: 0.4462, cls_loss: 0.3099, mask_loss: 0.1760, iou_score_loss: 0.0117, loss: 1.0825 +2022-06-02 09:28:59,874 - INFO - Epoch [9/20][80/255] lr: 0.0026, eta: 1:50:10, mem: 18341, data_time: 0.00, iter_time: 0.63, semantic_loss: 0.1719, offset_loss: 0.4632, cls_loss: 0.3175, mask_loss: 0.2096, iou_score_loss: 0.0107, loss: 1.1728 +2022-06-02 09:29:19,997 - INFO - Epoch [9/20][90/255] lr: 0.0026, eta: 1:48:38, mem: 18341, data_time: 0.00, iter_time: 3.68, semantic_loss: 0.1426, offset_loss: 0.5051, cls_loss: 0.2986, mask_loss: 0.1860, iou_score_loss: 0.0122, loss: 1.1444 +2022-06-02 09:29:39,076 - INFO - Epoch [9/20][100/255] lr: 0.0026, eta: 1:46:53, mem: 18341, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1453, offset_loss: 0.5151, cls_loss: 0.3364, mask_loss: 0.1601, iou_score_loss: 0.0101, loss: 1.1671 +2022-06-02 09:30:06,704 - INFO - Epoch [9/20][110/255] lr: 0.0026, eta: 1:49:11, mem: 18341, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1431, offset_loss: 0.5682, cls_loss: 0.2695, mask_loss: 0.1654, iou_score_loss: 0.0115, loss: 1.1575 +2022-06-02 09:30:25,951 - INFO - Epoch [9/20][120/255] lr: 0.0026, eta: 1:47:36, mem: 18341, data_time: 0.00, iter_time: 5.69, semantic_loss: 0.1512, offset_loss: 0.5683, cls_loss: 0.4196, mask_loss: 0.1733, iou_score_loss: 0.0099, loss: 1.3223 +2022-06-02 09:30:40,498 - INFO - Epoch [9/20][130/255] lr: 0.0026, eta: 1:44:26, mem: 18341, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1466, offset_loss: 0.5118, cls_loss: 0.2341, mask_loss: 0.1631, iou_score_loss: 0.0098, loss: 1.0654 +2022-06-02 09:31:09,660 - INFO - Epoch [9/20][140/255] lr: 0.0026, eta: 1:46:48, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1444, offset_loss: 0.5684, cls_loss: 0.3615, mask_loss: 0.2166, iou_score_loss: 0.0122, loss: 1.3030 +2022-06-02 09:31:32,736 - INFO - Epoch [9/20][150/255] lr: 0.0026, eta: 1:46:48, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1565, offset_loss: 0.6169, cls_loss: 0.3740, mask_loss: 0.1694, iou_score_loss: 0.0100, loss: 1.3269 +2022-06-02 09:31:49,407 - INFO - Epoch [9/20][160/255] lr: 0.0026, eta: 1:44:48, mem: 18341, data_time: 0.00, iter_time: 0.63, semantic_loss: 0.1492, offset_loss: 0.4596, cls_loss: 0.3362, mask_loss: 0.1547, iou_score_loss: 0.0098, loss: 1.1094 +2022-06-02 09:32:16,371 - INFO - Epoch [9/20][170/255] lr: 0.0026, eta: 1:45:57, mem: 18341, data_time: 0.61, iter_time: 13.95, semantic_loss: 0.1496, offset_loss: 0.5818, cls_loss: 0.3746, mask_loss: 0.2237, iou_score_loss: 0.0134, loss: 1.3430 +2022-06-02 09:32:37,497 - INFO - Epoch [9/20][180/255] lr: 0.0026, eta: 1:45:21, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1435, offset_loss: 0.5636, cls_loss: 0.3267, mask_loss: 0.1742, iou_score_loss: 0.0110, loss: 1.2190 +2022-06-02 09:32:59,953 - INFO - Epoch [9/20][190/255] lr: 0.0026, eta: 1:45:06, mem: 18341, data_time: 0.00, iter_time: 5.33, semantic_loss: 0.1270, offset_loss: 0.4830, cls_loss: 0.2507, mask_loss: 0.1917, iou_score_loss: 0.0114, loss: 1.0639 +2022-06-02 09:33:17,938 - INFO - Epoch [9/20][200/255] lr: 0.0026, eta: 1:43:47, mem: 18341, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1251, offset_loss: 0.4856, cls_loss: 0.2264, mask_loss: 0.1339, iou_score_loss: 0.0085, loss: 0.9795 +2022-06-02 09:33:36,184 - INFO - Epoch [9/20][210/255] lr: 0.0026, eta: 1:42:38, mem: 18341, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1584, offset_loss: 0.6140, cls_loss: 0.3500, mask_loss: 0.1757, iou_score_loss: 0.0098, loss: 1.3080 +2022-06-02 09:33:57,450 - INFO - Epoch [9/20][220/255] lr: 0.0026, eta: 1:42:12, mem: 18341, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1333, offset_loss: 0.4702, cls_loss: 0.2560, mask_loss: 0.1556, iou_score_loss: 0.0098, loss: 1.0249 +2022-06-02 09:34:19,625 - INFO - Epoch [9/20][230/255] lr: 0.0026, eta: 1:41:57, mem: 18341, data_time: 2.70, iter_time: 3.54, semantic_loss: 0.1453, offset_loss: 0.5696, cls_loss: 0.2560, mask_loss: 0.2084, iou_score_loss: 0.0090, loss: 1.1881 +2022-06-02 09:34:47,557 - INFO - Epoch [9/20][240/255] lr: 0.0026, eta: 1:42:50, mem: 18341, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1459, offset_loss: 0.6454, cls_loss: 0.2635, mask_loss: 0.1693, iou_score_loss: 0.0106, loss: 1.2347 +2022-06-02 09:35:11,875 - INFO - Epoch [9/20][250/255] lr: 0.0026, eta: 1:42:55, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1559, offset_loss: 0.5605, cls_loss: 0.3391, mask_loss: 0.1864, iou_score_loss: 0.0109, loss: 1.2528 +2022-06-02 09:35:52,056 - INFO - Epoch [10/20][10/255] lr: 0.0023, eta: 2:16:09, mem: 18341, data_time: 0.00, iter_time: 1.56, semantic_loss: 0.1572, offset_loss: 0.4991, cls_loss: 0.2799, mask_loss: 0.1788, iou_score_loss: 0.0089, loss: 1.1239 +2022-06-02 09:36:08,047 - INFO - Epoch [10/20][20/255] lr: 0.0023, eta: 1:44:59, mem: 18341, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1382, offset_loss: 0.6005, cls_loss: 0.2677, mask_loss: 0.1630, iou_score_loss: 0.0095, loss: 1.1790 +2022-06-02 09:36:27,371 - INFO - Epoch [10/20][30/255] lr: 0.0023, eta: 1:39:32, mem: 18341, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1518, offset_loss: 0.4991, cls_loss: 0.2861, mask_loss: 0.1287, iou_score_loss: 0.0100, loss: 1.0757 +2022-06-02 09:36:52,203 - INFO - Epoch [10/20][40/255] lr: 0.0023, eta: 1:42:58, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1227, offset_loss: 0.4644, cls_loss: 0.2335, mask_loss: 0.1264, iou_score_loss: 0.0072, loss: 0.9541 +2022-06-02 09:37:08,615 - INFO - Epoch [10/20][50/255] lr: 0.0023, eta: 1:37:09, mem: 18341, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1298, offset_loss: 0.6242, cls_loss: 0.2236, mask_loss: 0.1532, iou_score_loss: 0.0102, loss: 1.1410 +2022-06-02 09:37:41,437 - INFO - Epoch [10/20][60/255] lr: 0.0023, eta: 1:45:41, mem: 18341, data_time: 0.00, iter_time: 6.42, semantic_loss: 0.1318, offset_loss: 0.4875, cls_loss: 0.2775, mask_loss: 0.1577, iou_score_loss: 0.0092, loss: 1.0637 +2022-06-02 09:37:55,173 - INFO - Epoch [10/20][70/255] lr: 0.0023, eta: 1:39:13, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1645, offset_loss: 0.4740, cls_loss: 0.2908, mask_loss: 0.1933, iou_score_loss: 0.0100, loss: 1.1327 +2022-06-02 09:38:21,781 - INFO - Epoch [10/20][80/255] lr: 0.0023, eta: 1:41:35, mem: 18341, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1499, offset_loss: 0.5465, cls_loss: 0.3194, mask_loss: 0.1886, iou_score_loss: 0.0100, loss: 1.2143 +2022-06-02 09:38:43,563 - INFO - Epoch [10/20][90/255] lr: 0.0023, eta: 1:40:55, mem: 18341, data_time: 3.39, iter_time: 4.18, semantic_loss: 0.1279, offset_loss: 0.4999, cls_loss: 0.3007, mask_loss: 0.1473, iou_score_loss: 0.0103, loss: 1.0862 +2022-06-02 09:39:08,196 - INFO - Epoch [10/20][100/255] lr: 0.0023, eta: 1:41:36, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1275, offset_loss: 0.7790, cls_loss: 0.3574, mask_loss: 0.1759, iou_score_loss: 0.0088, loss: 1.4486 +2022-06-02 09:39:31,755 - INFO - Epoch [10/20][110/255] lr: 0.0023, eta: 1:41:38, mem: 18341, data_time: 4.16, iter_time: 5.02, semantic_loss: 0.1610, offset_loss: 0.5766, cls_loss: 0.3876, mask_loss: 0.1831, iou_score_loss: 0.0107, loss: 1.3190 +2022-06-02 09:39:55,913 - INFO - Epoch [10/20][120/255] lr: 0.0023, eta: 1:41:50, mem: 18341, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1215, offset_loss: 0.5041, cls_loss: 0.2546, mask_loss: 0.1473, iou_score_loss: 0.0085, loss: 1.0360 +2022-06-02 09:40:14,354 - INFO - Epoch [10/20][130/255] lr: 0.0023, eta: 1:39:59, mem: 18341, data_time: 0.00, iter_time: 3.19, semantic_loss: 0.1521, offset_loss: 0.5751, cls_loss: 0.3264, mask_loss: 0.1629, iou_score_loss: 0.0103, loss: 1.2268 +2022-06-02 09:40:29,970 - INFO - Epoch [10/20][140/255] lr: 0.0023, eta: 1:37:26, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1550, offset_loss: 0.5059, cls_loss: 0.2796, mask_loss: 0.1636, iou_score_loss: 0.0111, loss: 1.1152 +2022-06-02 09:40:55,912 - INFO - Epoch [10/20][150/255] lr: 0.0023, eta: 1:38:16, mem: 18341, data_time: 0.00, iter_time: 12.43, semantic_loss: 0.1400, offset_loss: 0.4860, cls_loss: 0.3293, mask_loss: 0.1623, iou_score_loss: 0.0101, loss: 1.1277 +2022-06-02 09:41:09,353 - INFO - Epoch [10/20][160/255] lr: 0.0023, eta: 1:35:28, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1473, offset_loss: 0.5544, cls_loss: 0.3665, mask_loss: 0.1735, iou_score_loss: 0.0107, loss: 1.2524 +2022-06-02 09:41:39,827 - INFO - Epoch [10/20][170/255] lr: 0.0023, eta: 1:37:23, mem: 18341, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1137, offset_loss: 0.4857, cls_loss: 0.3019, mask_loss: 0.1254, iou_score_loss: 0.0107, loss: 1.0374 +2022-06-02 09:41:59,928 - INFO - Epoch [10/20][180/255] lr: 0.0023, eta: 1:36:31, mem: 18341, data_time: 0.00, iter_time: 2.67, semantic_loss: 0.1111, offset_loss: 0.5514, cls_loss: 0.3005, mask_loss: 0.1544, iou_score_loss: 0.0100, loss: 1.1275 +2022-06-02 09:42:17,742 - INFO - Epoch [10/20][190/255] lr: 0.0023, eta: 1:35:10, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1451, offset_loss: 0.5069, cls_loss: 0.3236, mask_loss: 0.1474, iou_score_loss: 0.0107, loss: 1.1337 +2022-06-02 09:42:44,460 - INFO - Epoch [10/20][200/255] lr: 0.0023, eta: 1:35:52, mem: 18341, data_time: 0.00, iter_time: 10.41, semantic_loss: 0.1550, offset_loss: 0.6061, cls_loss: 0.2982, mask_loss: 0.1503, iou_score_loss: 0.0097, loss: 1.2193 +2022-06-02 09:42:59,547 - INFO - Epoch [10/20][210/255] lr: 0.0023, eta: 1:34:03, mem: 18341, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1325, offset_loss: 0.5446, cls_loss: 0.2934, mask_loss: 0.1751, iou_score_loss: 0.0109, loss: 1.1565 +2022-06-02 09:43:30,632 - INFO - Epoch [10/20][220/255] lr: 0.0023, eta: 1:35:31, mem: 18341, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1566, offset_loss: 0.5159, cls_loss: 0.2782, mask_loss: 0.1901, iou_score_loss: 0.0087, loss: 1.1494 +2022-06-02 09:43:56,649 - INFO - Epoch [10/20][230/255] lr: 0.0023, eta: 1:35:52, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1452, offset_loss: 0.5928, cls_loss: 0.2814, mask_loss: 0.2006, iou_score_loss: 0.0115, loss: 1.2315 +2022-06-02 09:44:21,359 - INFO - Epoch [10/20][240/255] lr: 0.0023, eta: 1:35:55, mem: 18341, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1496, offset_loss: 0.4978, cls_loss: 0.3849, mask_loss: 0.1812, iou_score_loss: 0.0092, loss: 1.2227 +2022-06-02 09:44:43,991 - INFO - Epoch [10/20][250/255] lr: 0.0023, eta: 1:35:35, mem: 18341, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1521, offset_loss: 0.5268, cls_loss: 0.3103, mask_loss: 0.1925, iou_score_loss: 0.0086, loss: 1.1902 +2022-06-02 09:44:52,332 - INFO - Validation +2022-06-02 09:47:18,429 - INFO - Evaluate instance segmentation +2022-06-02 09:47:55,369 - INFO - AP: 0.527. AP_50: 0.661. AP_25: 0.732 +2022-06-02 09:47:55,370 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 09:48:05,951 - INFO - Class-wise mIoU: 85.9 97.0 85.1 0.0 36.7 61.9 72.4 88.3 79.4 75.1 69.4 79.6 57.2 +2022-06-02 09:48:05,951 - INFO - mIoU: 68.3 +2022-06-02 09:48:08,389 - INFO - Acc: 89.3 +2022-06-02 09:48:16,758 - INFO - Offset MAE: 1.983 +2022-06-02 09:48:45,707 - INFO - Epoch [11/20][10/255] lr: 0.002, eta: 2:01:45, mem: 18341, data_time: 4.31, iter_time: 5.12, semantic_loss: 0.1359, offset_loss: 0.5483, cls_loss: 0.3453, mask_loss: 0.1535, iou_score_loss: 0.0082, loss: 1.1912 +2022-06-02 09:49:09,165 - INFO - Epoch [11/20][20/255] lr: 0.002, eta: 1:50:06, mem: 18341, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1479, offset_loss: 0.6562, cls_loss: 0.3469, mask_loss: 0.1968, iou_score_loss: 0.0111, loss: 1.3589 +2022-06-02 09:49:26,396 - INFO - Epoch [11/20][30/255] lr: 0.002, eta: 1:37:14, mem: 18341, data_time: 0.18, iter_time: 1.09, semantic_loss: 0.1675, offset_loss: 0.5487, cls_loss: 0.2902, mask_loss: 0.1838, iou_score_loss: 0.0107, loss: 1.2008 +2022-06-02 09:49:50,624 - INFO - Epoch [11/20][40/255] lr: 0.002, eta: 1:37:58, mem: 18341, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1356, offset_loss: 0.5803, cls_loss: 0.2751, mask_loss: 0.1726, iou_score_loss: 0.0094, loss: 1.1730 +2022-06-02 09:50:10,958 - INFO - Epoch [11/20][50/255] lr: 0.002, eta: 1:35:01, mem: 18341, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1616, offset_loss: 0.5135, cls_loss: 0.3601, mask_loss: 0.1835, iou_score_loss: 0.0103, loss: 1.2289 +2022-06-02 09:50:38,926 - INFO - Epoch [11/20][60/255] lr: 0.002, eta: 1:38:12, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1556, offset_loss: 0.5373, cls_loss: 0.2619, mask_loss: 0.1742, iou_score_loss: 0.0077, loss: 1.1367 +2022-06-02 09:51:02,596 - INFO - Epoch [11/20][70/255] lr: 0.002, eta: 1:37:48, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1414, offset_loss: 0.4926, cls_loss: 0.2602, mask_loss: 0.1716, iou_score_loss: 0.0094, loss: 1.0753 +2022-06-02 09:51:25,481 - INFO - Epoch [11/20][80/255] lr: 0.002, eta: 1:37:01, mem: 18341, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1649, offset_loss: 0.4693, cls_loss: 0.2556, mask_loss: 0.1723, iou_score_loss: 0.0087, loss: 1.0708 +2022-06-02 09:51:50,945 - INFO - Epoch [11/20][90/255] lr: 0.002, eta: 1:37:29, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1777, offset_loss: 0.5595, cls_loss: 0.2450, mask_loss: 0.1615, iou_score_loss: 0.0078, loss: 1.1515 +2022-06-02 09:52:11,152 - INFO - Epoch [11/20][100/255] lr: 0.002, eta: 1:35:38, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1258, offset_loss: 0.6166, cls_loss: 0.2690, mask_loss: 0.1953, iou_score_loss: 0.0102, loss: 1.2169 +2022-06-02 09:52:32,166 - INFO - Epoch [11/20][110/255] lr: 0.002, eta: 1:34:21, mem: 18341, data_time: 0.00, iter_time: 3.68, semantic_loss: 0.1509, offset_loss: 0.5100, cls_loss: 0.3064, mask_loss: 0.1634, iou_score_loss: 0.0086, loss: 1.1394 +2022-06-02 09:52:48,217 - INFO - Epoch [11/20][120/255] lr: 0.002, eta: 1:31:33, mem: 18341, data_time: 0.00, iter_time: 0.62, semantic_loss: 0.1319, offset_loss: 0.5471, cls_loss: 0.3308, mask_loss: 0.1484, iou_score_loss: 0.0094, loss: 1.1677 +2022-06-02 09:53:08,400 - INFO - Epoch [11/20][130/255] lr: 0.002, eta: 1:30:25, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1512, offset_loss: 0.4920, cls_loss: 0.2802, mask_loss: 0.1719, iou_score_loss: 0.0091, loss: 1.1045 +2022-06-02 09:53:31,609 - INFO - Epoch [11/20][140/255] lr: 0.002, eta: 1:30:16, mem: 18341, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1415, offset_loss: 0.5400, cls_loss: 0.3809, mask_loss: 0.1960, iou_score_loss: 0.0112, loss: 1.2697 +2022-06-02 09:53:51,472 - INFO - Epoch [11/20][150/255] lr: 0.002, eta: 1:29:12, mem: 18341, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1453, offset_loss: 0.6063, cls_loss: 0.2975, mask_loss: 0.1386, iou_score_loss: 0.0093, loss: 1.1970 +2022-06-02 09:54:10,796 - INFO - Epoch [11/20][160/255] lr: 0.002, eta: 1:28:05, mem: 18341, data_time: 0.41, iter_time: 1.19, semantic_loss: 0.1636, offset_loss: 0.5892, cls_loss: 0.3648, mask_loss: 0.1692, iou_score_loss: 0.0098, loss: 1.2966 +2022-06-02 09:54:30,882 - INFO - Epoch [11/20][170/255] lr: 0.002, eta: 1:27:15, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1278, offset_loss: 0.5032, cls_loss: 0.2548, mask_loss: 0.1358, iou_score_loss: 0.0088, loss: 1.0305 +2022-06-02 09:54:49,151 - INFO - Epoch [11/20][180/255] lr: 0.002, eta: 1:26:04, mem: 18341, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1469, offset_loss: 0.5096, cls_loss: 0.3104, mask_loss: 0.1849, iou_score_loss: 0.0101, loss: 1.1618 +2022-06-02 09:55:19,467 - INFO - Epoch [11/20][190/255] lr: 0.002, eta: 1:27:28, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1419, offset_loss: 0.4925, cls_loss: 0.2835, mask_loss: 0.1458, iou_score_loss: 0.0083, loss: 1.0720 +2022-06-02 09:55:36,582 - INFO - Epoch [11/20][200/255] lr: 0.002, eta: 1:26:05, mem: 18341, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1286, offset_loss: 0.5454, cls_loss: 0.2593, mask_loss: 0.1414, iou_score_loss: 0.0106, loss: 1.0853 +2022-06-02 09:55:59,472 - INFO - Epoch [11/20][210/255] lr: 0.002, eta: 1:25:53, mem: 18341, data_time: 0.00, iter_time: 5.39, semantic_loss: 0.1876, offset_loss: 0.5105, cls_loss: 0.2579, mask_loss: 0.1527, iou_score_loss: 0.0089, loss: 1.1176 +2022-06-02 09:56:25,794 - INFO - Epoch [11/20][220/255] lr: 0.002, eta: 1:26:17, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1616, offset_loss: 0.5095, cls_loss: 0.2928, mask_loss: 0.1798, iou_score_loss: 0.0089, loss: 1.1525 +2022-06-02 09:56:51,885 - INFO - Epoch [11/20][230/255] lr: 0.002, eta: 1:26:34, mem: 18341, data_time: 0.00, iter_time: 4.40, semantic_loss: 0.1432, offset_loss: 0.5655, cls_loss: 0.2501, mask_loss: 0.1471, iou_score_loss: 0.0098, loss: 1.1158 +2022-06-02 09:57:09,371 - INFO - Epoch [11/20][240/255] lr: 0.002, eta: 1:25:24, mem: 18341, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1179, offset_loss: 0.4673, cls_loss: 0.1988, mask_loss: 0.1692, iou_score_loss: 0.0092, loss: 0.9623 +2022-06-02 09:57:27,037 - INFO - Epoch [11/20][250/255] lr: 0.002, eta: 1:24:20, mem: 18341, data_time: 2.05, iter_time: 2.91, semantic_loss: 0.1278, offset_loss: 0.5402, cls_loss: 0.2512, mask_loss: 0.1830, iou_score_loss: 0.0084, loss: 1.1105 +2022-06-02 09:58:14,449 - INFO - Epoch [12/20][10/255] lr: 0.0017, eta: 1:54:56, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1321, offset_loss: 0.5064, cls_loss: 0.2653, mask_loss: 0.1619, iou_score_loss: 0.0085, loss: 1.0742 +2022-06-02 09:58:31,409 - INFO - Epoch [12/20][20/255] lr: 0.0017, eta: 1:29:22, mem: 18341, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1481, offset_loss: 0.5768, cls_loss: 0.3271, mask_loss: 0.1642, iou_score_loss: 0.0082, loss: 1.2243 +2022-06-02 09:58:52,342 - INFO - Epoch [12/20][30/255] lr: 0.0017, eta: 1:25:40, mem: 18341, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1296, offset_loss: 0.5894, cls_loss: 0.2868, mask_loss: 0.1365, iou_score_loss: 0.0083, loss: 1.1506 +2022-06-02 09:59:06,679 - INFO - Epoch [12/20][40/255] lr: 0.0017, eta: 1:17:25, mem: 18341, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1557, offset_loss: 0.4773, cls_loss: 0.2461, mask_loss: 0.1443, iou_score_loss: 0.0070, loss: 1.0304 +2022-06-02 09:59:30,171 - INFO - Epoch [12/20][50/255] lr: 0.0017, eta: 1:19:15, mem: 18341, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1638, offset_loss: 0.5204, cls_loss: 0.2853, mask_loss: 0.2013, iou_score_loss: 0.0104, loss: 1.1814 +2022-06-02 09:59:51,135 - INFO - Epoch [12/20][60/255] lr: 0.0017, eta: 1:18:45, mem: 18341, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1370, offset_loss: 0.4922, cls_loss: 0.2563, mask_loss: 0.1575, iou_score_loss: 0.0085, loss: 1.0515 +2022-06-02 10:00:12,851 - INFO - Epoch [12/20][70/255] lr: 0.0017, eta: 1:18:43, mem: 18341, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1371, offset_loss: 0.4927, cls_loss: 0.3176, mask_loss: 0.1542, iou_score_loss: 0.0081, loss: 1.1097 +2022-06-02 10:00:28,516 - INFO - Epoch [12/20][80/255] lr: 0.0017, eta: 1:15:47, mem: 18341, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1465, offset_loss: 0.5052, cls_loss: 0.2945, mask_loss: 0.1777, iou_score_loss: 0.0079, loss: 1.1318 +2022-06-02 10:00:52,896 - INFO - Epoch [12/20][90/255] lr: 0.0017, eta: 1:17:01, mem: 18341, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1505, offset_loss: 0.4721, cls_loss: 0.2585, mask_loss: 0.1767, iou_score_loss: 0.0077, loss: 1.0655 +2022-06-02 10:01:11,266 - INFO - Epoch [12/20][100/255] lr: 0.0017, eta: 1:15:43, mem: 18341, data_time: 3.95, iter_time: 4.66, semantic_loss: 0.1347, offset_loss: 0.5250, cls_loss: 0.3045, mask_loss: 0.1700, iou_score_loss: 0.0091, loss: 1.1433 +2022-06-02 10:01:38,864 - INFO - Epoch [12/20][110/255] lr: 0.0017, eta: 1:17:39, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1344, offset_loss: 0.5682, cls_loss: 0.2901, mask_loss: 0.1371, iou_score_loss: 0.0094, loss: 1.1392 +2022-06-02 10:02:04,271 - INFO - Epoch [12/20][120/255] lr: 0.0017, eta: 1:18:32, mem: 18341, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1359, offset_loss: 0.5071, cls_loss: 0.2839, mask_loss: 0.1681, iou_score_loss: 0.0101, loss: 1.1051 +2022-06-02 10:02:29,355 - INFO - Epoch [12/20][130/255] lr: 0.0017, eta: 1:19:07, mem: 18341, data_time: 0.00, iter_time: 1.86, semantic_loss: 0.1520, offset_loss: 0.5513, cls_loss: 0.2875, mask_loss: 0.1875, iou_score_loss: 0.0109, loss: 1.1892 +2022-06-02 10:02:54,544 - INFO - Epoch [12/20][140/255] lr: 0.0017, eta: 1:19:36, mem: 18341, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1362, offset_loss: 0.5262, cls_loss: 0.2336, mask_loss: 0.1391, iou_score_loss: 0.0087, loss: 1.0439 +2022-06-02 10:03:13,240 - INFO - Epoch [12/20][150/255] lr: 0.0017, eta: 1:18:24, mem: 18341, data_time: 0.00, iter_time: 1.77, semantic_loss: 0.1453, offset_loss: 0.5853, cls_loss: 0.2895, mask_loss: 0.1646, iou_score_loss: 0.0098, loss: 1.1945 +2022-06-02 10:03:33,052 - INFO - Epoch [12/20][160/255] lr: 0.0017, eta: 1:17:34, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1264, offset_loss: 0.5189, cls_loss: 0.3082, mask_loss: 0.1747, iou_score_loss: 0.0103, loss: 1.1385 +2022-06-02 10:03:52,383 - INFO - Epoch [12/20][170/255] lr: 0.0017, eta: 1:16:41, mem: 18341, data_time: 0.00, iter_time: 8.36, semantic_loss: 0.1493, offset_loss: 0.5246, cls_loss: 0.2811, mask_loss: 0.1419, iou_score_loss: 0.0081, loss: 1.1050 +2022-06-02 10:04:16,459 - INFO - Epoch [12/20][180/255] lr: 0.0017, eta: 1:16:48, mem: 18341, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1221, offset_loss: 0.6497, cls_loss: 0.2676, mask_loss: 0.1338, iou_score_loss: 0.0092, loss: 1.1824 +2022-06-02 10:04:34,899 - INFO - Epoch [12/20][190/255] lr: 0.0017, eta: 1:15:49, mem: 18341, data_time: 0.00, iter_time: 2.08, semantic_loss: 0.1552, offset_loss: 0.5220, cls_loss: 0.3212, mask_loss: 0.1904, iou_score_loss: 0.0091, loss: 1.1980 +2022-06-02 10:04:54,634 - INFO - Epoch [12/20][200/255] lr: 0.0017, eta: 1:15:08, mem: 18341, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1557, offset_loss: 0.5502, cls_loss: 0.3142, mask_loss: 0.1564, iou_score_loss: 0.0083, loss: 1.1847 +2022-06-02 10:05:10,786 - INFO - Epoch [12/20][210/255] lr: 0.0017, eta: 1:13:53, mem: 18341, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1491, offset_loss: 0.4803, cls_loss: 0.2610, mask_loss: 0.1906, iou_score_loss: 0.0088, loss: 1.0899 +2022-06-02 10:05:28,887 - INFO - Epoch [12/20][220/255] lr: 0.0017, eta: 1:13:02, mem: 18341, data_time: 0.00, iter_time: 3.99, semantic_loss: 0.1864, offset_loss: 0.5536, cls_loss: 0.3899, mask_loss: 0.1819, iou_score_loss: 0.0090, loss: 1.3208 +2022-06-02 10:05:50,379 - INFO - Epoch [12/20][230/255] lr: 0.0017, eta: 1:12:44, mem: 18341, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1216, offset_loss: 0.6225, cls_loss: 0.3043, mask_loss: 0.1422, iou_score_loss: 0.0096, loss: 1.2002 +2022-06-02 10:06:11,221 - INFO - Epoch [12/20][240/255] lr: 0.0017, eta: 1:12:20, mem: 18341, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1605, offset_loss: 0.5256, cls_loss: 0.2649, mask_loss: 0.1375, iou_score_loss: 0.0095, loss: 1.0980 +2022-06-02 10:06:28,381 - INFO - Epoch [12/20][250/255] lr: 0.0017, eta: 1:11:27, mem: 18341, data_time: 3.49, iter_time: 4.06, semantic_loss: 0.1489, offset_loss: 0.4816, cls_loss: 0.2951, mask_loss: 0.1639, iou_score_loss: 0.0084, loss: 1.0979 +2022-06-02 10:06:40,412 - INFO - Validation +2022-06-02 10:09:06,912 - INFO - Evaluate instance segmentation +2022-06-02 10:09:47,562 - INFO - AP: 0.527. AP_50: 0.659. AP_25: 0.735 +2022-06-02 10:09:47,562 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 10:09:59,088 - INFO - Class-wise mIoU: 85.9 97.0 85.1 0.0 36.7 61.9 72.4 88.3 79.4 75.1 69.4 79.6 57.2 +2022-06-02 10:09:59,088 - INFO - mIoU: 68.3 +2022-06-02 10:10:01,572 - INFO - Acc: 89.3 +2022-06-02 10:10:10,043 - INFO - Offset MAE: 1.983 +2022-06-02 10:10:36,482 - INFO - Epoch [13/20][10/255] lr: 0.0014, eta: 1:28:50, mem: 18341, data_time: 0.00, iter_time: 5.97, semantic_loss: 0.1602, offset_loss: 0.5430, cls_loss: 0.2916, mask_loss: 0.1809, iou_score_loss: 0.0095, loss: 1.1852 +2022-06-02 10:10:59,302 - INFO - Epoch [13/20][20/255] lr: 0.0014, eta: 1:22:35, mem: 18341, data_time: 5.05, iter_time: 5.84, semantic_loss: 0.1489, offset_loss: 0.5011, cls_loss: 0.2780, mask_loss: 0.1748, iou_score_loss: 0.0076, loss: 1.1103 +2022-06-02 10:11:16,097 - INFO - Epoch [13/20][30/255] lr: 0.0014, eta: 1:13:33, mem: 18341, data_time: 0.00, iter_time: 0.62, semantic_loss: 0.1617, offset_loss: 0.5649, cls_loss: 0.3108, mask_loss: 0.1704, iou_score_loss: 0.0098, loss: 1.2177 +2022-06-02 10:11:47,646 - INFO - Epoch [13/20][40/255] lr: 0.0014, eta: 1:21:10, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1245, offset_loss: 0.5293, cls_loss: 0.2632, mask_loss: 0.1272, iou_score_loss: 0.0084, loss: 1.0526 +2022-06-02 10:12:09,920 - INFO - Epoch [13/20][50/255] lr: 0.0014, eta: 1:19:23, mem: 18341, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1314, offset_loss: 0.5828, cls_loss: 0.2359, mask_loss: 0.1459, iou_score_loss: 0.0074, loss: 1.1035 +2022-06-02 10:12:33,571 - INFO - Epoch [13/20][60/255] lr: 0.0014, eta: 1:18:50, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1477, offset_loss: 0.5499, cls_loss: 0.3280, mask_loss: 0.1677, iou_score_loss: 0.0092, loss: 1.2024 +2022-06-02 10:13:02,337 - INFO - Epoch [13/20][70/255] lr: 0.0014, eta: 1:20:43, mem: 18341, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1699, offset_loss: 0.4999, cls_loss: 0.3616, mask_loss: 0.1736, iou_score_loss: 0.0092, loss: 1.2141 +2022-06-02 10:13:24,475 - INFO - Epoch [13/20][80/255] lr: 0.0014, eta: 1:19:19, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1270, offset_loss: 0.5216, cls_loss: 0.2742, mask_loss: 0.1519, iou_score_loss: 0.0095, loss: 1.0842 +2022-06-02 10:13:40,888 - INFO - Epoch [13/20][90/255] lr: 0.0014, eta: 1:16:03, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1462, offset_loss: 0.4985, cls_loss: 0.2809, mask_loss: 0.1364, iou_score_loss: 0.0080, loss: 1.0700 +2022-06-02 10:14:05,477 - INFO - Epoch [13/20][100/255] lr: 0.0014, eta: 1:16:03, mem: 18341, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1328, offset_loss: 0.6938, cls_loss: 0.2625, mask_loss: 0.1333, iou_score_loss: 0.0079, loss: 1.2303 +2022-06-02 10:14:36,759 - INFO - Epoch [13/20][110/255] lr: 0.0014, eta: 1:17:56, mem: 18341, data_time: 2.81, iter_time: 3.59, semantic_loss: 0.1216, offset_loss: 0.5166, cls_loss: 0.2881, mask_loss: 0.1174, iou_score_loss: 0.0081, loss: 1.0517 +2022-06-02 10:14:56,265 - INFO - Epoch [13/20][120/255] lr: 0.0014, eta: 1:16:16, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1488, offset_loss: 0.5042, cls_loss: 0.3247, mask_loss: 0.2268, iou_score_loss: 0.0113, loss: 1.2157 +2022-06-02 10:15:15,374 - INFO - Epoch [13/20][130/255] lr: 0.0014, eta: 1:14:43, mem: 18341, data_time: 0.00, iter_time: 1.44, semantic_loss: 0.1315, offset_loss: 0.5071, cls_loss: 0.2977, mask_loss: 0.1649, iou_score_loss: 0.0085, loss: 1.1097 +2022-06-02 10:15:42,325 - INFO - Epoch [13/20][140/255] lr: 0.0014, eta: 1:15:07, mem: 18341, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1542, offset_loss: 0.4819, cls_loss: 0.2982, mask_loss: 0.1471, iou_score_loss: 0.0081, loss: 1.0895 +2022-06-02 10:16:03,626 - INFO - Epoch [13/20][150/255] lr: 0.0014, eta: 1:14:12, mem: 18341, data_time: 0.00, iter_time: 8.32, semantic_loss: 0.1197, offset_loss: 0.5480, cls_loss: 0.3353, mask_loss: 0.1389, iou_score_loss: 0.0094, loss: 1.1513 +2022-06-02 10:16:22,597 - INFO - Epoch [13/20][160/255] lr: 0.0014, eta: 1:12:55, mem: 18341, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1607, offset_loss: 0.5369, cls_loss: 0.2525, mask_loss: 0.1686, iou_score_loss: 0.0078, loss: 1.1266 +2022-06-02 10:16:46,657 - INFO - Epoch [13/20][170/255] lr: 0.0014, eta: 1:12:40, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1274, offset_loss: 0.5274, cls_loss: 0.2575, mask_loss: 0.1674, iou_score_loss: 0.0106, loss: 1.0903 +2022-06-02 10:17:12,384 - INFO - Epoch [13/20][180/255] lr: 0.0014, eta: 1:12:42, mem: 18341, data_time: 0.00, iter_time: 1.61, semantic_loss: 0.1157, offset_loss: 0.5230, cls_loss: 0.2458, mask_loss: 0.1516, iou_score_loss: 0.0081, loss: 1.0441 +2022-06-02 10:17:32,971 - INFO - Epoch [13/20][190/255] lr: 0.0014, eta: 1:11:50, mem: 18341, data_time: 6.80, iter_time: 7.49, semantic_loss: 0.1258, offset_loss: 0.5957, cls_loss: 0.3213, mask_loss: 0.1681, iou_score_loss: 0.0095, loss: 1.2204 +2022-06-02 10:17:44,225 - INFO - Epoch [13/20][200/255] lr: 0.0014, eta: 1:09:36, mem: 18341, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1215, offset_loss: 0.5602, cls_loss: 0.2804, mask_loss: 0.1798, iou_score_loss: 0.0090, loss: 1.1510 +2022-06-02 10:18:03,806 - INFO - Epoch [13/20][210/255] lr: 0.0014, eta: 1:08:46, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1212, offset_loss: 0.5011, cls_loss: 0.2401, mask_loss: 0.1610, iou_score_loss: 0.0094, loss: 1.0328 +2022-06-02 10:18:21,910 - INFO - Epoch [13/20][220/255] lr: 0.0014, eta: 1:07:47, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1350, offset_loss: 0.5396, cls_loss: 0.3395, mask_loss: 0.1925, iou_score_loss: 0.0079, loss: 1.2145 +2022-06-02 10:18:42,411 - INFO - Epoch [13/20][230/255] lr: 0.0014, eta: 1:07:10, mem: 18341, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1788, offset_loss: 0.5416, cls_loss: 0.2800, mask_loss: 0.1704, iou_score_loss: 0.0089, loss: 1.1798 +2022-06-02 10:19:11,330 - INFO - Epoch [13/20][240/255] lr: 0.0014, eta: 1:07:38, mem: 18341, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1499, offset_loss: 0.5306, cls_loss: 0.2299, mask_loss: 0.1725, iou_score_loss: 0.0086, loss: 1.0914 +2022-06-02 10:19:26,160 - INFO - Epoch [13/20][250/255] lr: 0.0014, eta: 1:06:20, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1416, offset_loss: 0.4697, cls_loss: 0.2462, mask_loss: 0.1914, iou_score_loss: 0.0077, loss: 1.0567 +2022-06-02 10:20:02,969 - INFO - Epoch [14/20][10/255] lr: 0.0011, eta: 1:22:28, mem: 18341, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1174, offset_loss: 0.4881, cls_loss: 0.2464, mask_loss: 0.1702, iou_score_loss: 0.0096, loss: 1.0317 +2022-06-02 10:20:30,089 - INFO - Epoch [14/20][20/255] lr: 0.0011, eta: 1:20:52, mem: 18341, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1501, offset_loss: 0.5541, cls_loss: 0.3039, mask_loss: 0.1573, iou_score_loss: 0.0086, loss: 1.1741 +2022-06-02 10:20:50,521 - INFO - Epoch [14/20][30/255] lr: 0.0011, eta: 1:13:32, mem: 18341, data_time: 0.00, iter_time: 0.60, semantic_loss: 0.1333, offset_loss: 0.4821, cls_loss: 0.2540, mask_loss: 0.1354, iou_score_loss: 0.0093, loss: 1.0141 +2022-06-02 10:21:07,854 - INFO - Epoch [14/20][40/255] lr: 0.0011, eta: 1:07:27, mem: 18341, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1295, offset_loss: 0.4937, cls_loss: 0.2676, mask_loss: 0.1500, iou_score_loss: 0.0076, loss: 1.0484 +2022-06-02 10:21:45,620 - INFO - Epoch [14/20][50/255] lr: 0.0011, eta: 1:15:29, mem: 18341, data_time: 8.87, iter_time: 9.71, semantic_loss: 0.1730, offset_loss: 0.5660, cls_loss: 0.3710, mask_loss: 0.1765, iou_score_loss: 0.0112, loss: 1.2977 +2022-06-02 10:22:07,087 - INFO - Epoch [14/20][60/255] lr: 0.0011, eta: 1:12:50, mem: 18341, data_time: 0.00, iter_time: 5.95, semantic_loss: 0.1503, offset_loss: 0.4915, cls_loss: 0.2962, mask_loss: 0.1465, iou_score_loss: 0.0103, loss: 1.0948 +2022-06-02 10:22:21,792 - INFO - Epoch [14/20][70/255] lr: 0.0011, eta: 1:08:03, mem: 18341, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1611, offset_loss: 0.4794, cls_loss: 0.3317, mask_loss: 0.1742, iou_score_loss: 0.0081, loss: 1.1545 +2022-06-02 10:22:44,455 - INFO - Epoch [14/20][80/255] lr: 0.0011, eta: 1:07:15, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1376, offset_loss: 0.4842, cls_loss: 0.2130, mask_loss: 0.1358, iou_score_loss: 0.0067, loss: 0.9773 +2022-06-02 10:23:06,295 - INFO - Epoch [14/20][90/255] lr: 0.0011, eta: 1:06:17, mem: 18341, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1497, offset_loss: 0.5250, cls_loss: 0.3416, mask_loss: 0.1691, iou_score_loss: 0.0079, loss: 1.1933 +2022-06-02 10:23:19,137 - INFO - Epoch [14/20][100/255] lr: 0.0011, eta: 1:02:55, mem: 18341, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1443, offset_loss: 0.5145, cls_loss: 0.3567, mask_loss: 0.1594, iou_score_loss: 0.0090, loss: 1.1838 +2022-06-02 10:23:39,091 - INFO - Epoch [14/20][110/255] lr: 0.0011, eta: 1:01:55, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1428, offset_loss: 0.5353, cls_loss: 0.2717, mask_loss: 0.1728, iou_score_loss: 0.0086, loss: 1.1312 +2022-06-02 10:24:14,086 - INFO - Epoch [14/20][120/255] lr: 0.0011, eta: 1:04:31, mem: 18341, data_time: 0.00, iter_time: 7.14, semantic_loss: 0.1248, offset_loss: 0.5052, cls_loss: 0.3141, mask_loss: 0.1571, iou_score_loss: 0.0104, loss: 1.1116 +2022-06-02 10:24:27,519 - INFO - Epoch [14/20][130/255] lr: 0.0011, eta: 1:02:02, mem: 18341, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1261, offset_loss: 0.6672, cls_loss: 0.2660, mask_loss: 0.1513, iou_score_loss: 0.0071, loss: 1.2176 +2022-06-02 10:24:50,595 - INFO - Epoch [14/20][140/255] lr: 0.0011, eta: 1:01:47, mem: 18341, data_time: 1.09, iter_time: 1.93, semantic_loss: 0.1455, offset_loss: 0.5176, cls_loss: 0.2763, mask_loss: 0.1660, iou_score_loss: 0.0074, loss: 1.1129 +2022-06-02 10:25:04,743 - INFO - Epoch [14/20][150/255] lr: 0.0011, eta: 0:59:53, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1591, offset_loss: 0.5198, cls_loss: 0.2419, mask_loss: 0.1715, iou_score_loss: 0.0072, loss: 1.0995 +2022-06-02 10:25:30,358 - INFO - Epoch [14/20][160/255] lr: 0.0011, eta: 1:00:08, mem: 18341, data_time: 0.00, iter_time: 2.61, semantic_loss: 0.1409, offset_loss: 0.4933, cls_loss: 0.2846, mask_loss: 0.1589, iou_score_loss: 0.0089, loss: 1.0866 +2022-06-02 10:25:57,241 - INFO - Epoch [14/20][170/255] lr: 0.0011, eta: 1:00:30, mem: 18341, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1307, offset_loss: 0.5600, cls_loss: 0.2547, mask_loss: 0.1712, iou_score_loss: 0.0087, loss: 1.1253 +2022-06-02 10:26:18,575 - INFO - Epoch [14/20][180/255] lr: 0.0011, eta: 0:59:57, mem: 18341, data_time: 0.00, iter_time: 6.06, semantic_loss: 0.1191, offset_loss: 0.5848, cls_loss: 0.2482, mask_loss: 0.1693, iou_score_loss: 0.0079, loss: 1.1293 +2022-06-02 10:26:39,413 - INFO - Epoch [14/20][190/255] lr: 0.0011, eta: 0:59:22, mem: 18341, data_time: 5.27, iter_time: 5.94, semantic_loss: 0.1382, offset_loss: 0.5494, cls_loss: 0.2267, mask_loss: 0.1639, iou_score_loss: 0.0101, loss: 1.0884 +2022-06-02 10:26:58,442 - INFO - Epoch [14/20][200/255] lr: 0.0011, eta: 0:58:33, mem: 18341, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1362, offset_loss: 0.5065, cls_loss: 0.2443, mask_loss: 0.1425, iou_score_loss: 0.0073, loss: 1.0367 +2022-06-02 10:27:21,870 - INFO - Epoch [14/20][210/255] lr: 0.0011, eta: 0:58:20, mem: 18341, data_time: 0.00, iter_time: 6.87, semantic_loss: 0.1315, offset_loss: 0.4637, cls_loss: 0.2646, mask_loss: 0.1614, iou_score_loss: 0.0087, loss: 1.0299 +2022-06-02 10:27:41,590 - INFO - Epoch [14/20][220/255] lr: 0.0011, eta: 0:57:40, mem: 18341, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1424, offset_loss: 0.4897, cls_loss: 0.3242, mask_loss: 0.1927, iou_score_loss: 0.0102, loss: 1.1593 +2022-06-02 10:28:04,692 - INFO - Epoch [14/20][230/255] lr: 0.0011, eta: 0:57:25, mem: 18341, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1343, offset_loss: 0.5618, cls_loss: 0.2319, mask_loss: 0.1345, iou_score_loss: 0.0102, loss: 1.0726 +2022-06-02 10:28:25,853 - INFO - Epoch [14/20][240/255] lr: 0.0011, eta: 0:56:56, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1499, offset_loss: 0.5975, cls_loss: 0.2496, mask_loss: 0.1509, iou_score_loss: 0.0089, loss: 1.1567 +2022-06-02 10:28:40,685 - INFO - Epoch [14/20][250/255] lr: 0.0011, eta: 0:55:49, mem: 18341, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1543, offset_loss: 0.5347, cls_loss: 0.2916, mask_loss: 0.1758, iou_score_loss: 0.0091, loss: 1.1654 +2022-06-02 10:28:49,941 - INFO - Validation +2022-06-02 10:31:17,139 - INFO - Evaluate instance segmentation +2022-06-02 10:31:54,449 - INFO - AP: 0.525. AP_50: 0.660. AP_25: 0.735 +2022-06-02 10:31:54,449 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 10:32:05,998 - INFO - Class-wise mIoU: 85.9 97.0 85.1 0.0 36.7 61.9 72.4 88.3 79.4 75.1 69.4 79.6 57.2 +2022-06-02 10:32:05,998 - INFO - mIoU: 68.3 +2022-06-02 10:32:08,636 - INFO - Acc: 89.3 +2022-06-02 10:32:17,090 - INFO - Offset MAE: 1.983 +2022-06-02 10:32:45,626 - INFO - Epoch [15/20][10/255] lr: 0.00083, eta: 1:11:56, mem: 18341, data_time: 0.00, iter_time: 7.20, semantic_loss: 0.1462, offset_loss: 0.5283, cls_loss: 0.3089, mask_loss: 0.1440, iou_score_loss: 0.0073, loss: 1.1347 +2022-06-02 10:33:00,355 - INFO - Epoch [15/20][20/255] lr: 0.00083, eta: 0:54:15, mem: 18341, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1659, offset_loss: 0.4966, cls_loss: 0.2568, mask_loss: 0.1746, iou_score_loss: 0.0084, loss: 1.1023 +2022-06-02 10:33:30,360 - INFO - Epoch [15/20][30/255] lr: 0.00083, eta: 1:00:56, mem: 18341, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1307, offset_loss: 0.5130, cls_loss: 0.2402, mask_loss: 0.1236, iou_score_loss: 0.0069, loss: 1.0144 +2022-06-02 10:33:49,622 - INFO - Epoch [15/20][40/255] lr: 0.00083, eta: 0:57:21, mem: 18341, data_time: 0.53, iter_time: 3.33, semantic_loss: 0.1599, offset_loss: 0.5585, cls_loss: 0.3069, mask_loss: 0.1591, iou_score_loss: 0.0093, loss: 1.1937 +2022-06-02 10:34:09,408 - INFO - Epoch [15/20][50/255] lr: 0.00083, eta: 0:55:20, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1450, offset_loss: 0.5475, cls_loss: 0.3303, mask_loss: 0.2019, iou_score_loss: 0.0108, loss: 1.2355 +2022-06-02 10:34:28,836 - INFO - Epoch [15/20][60/255] lr: 0.00083, eta: 0:53:44, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1501, offset_loss: 0.4943, cls_loss: 0.2691, mask_loss: 0.1468, iou_score_loss: 0.0098, loss: 1.0702 +2022-06-02 10:34:51,256 - INFO - Epoch [15/20][70/255] lr: 0.00083, eta: 0:53:32, mem: 18341, data_time: 0.00, iter_time: 2.75, semantic_loss: 0.1292, offset_loss: 0.5289, cls_loss: 0.2562, mask_loss: 0.1969, iou_score_loss: 0.0077, loss: 1.1189 +2022-06-02 10:35:08,517 - INFO - Epoch [15/20][80/255] lr: 0.00083, eta: 0:51:44, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1670, offset_loss: 0.5416, cls_loss: 0.3485, mask_loss: 0.2031, iou_score_loss: 0.0095, loss: 1.2696 +2022-06-02 10:35:44,514 - INFO - Epoch [15/20][90/255] lr: 0.00083, eta: 0:55:16, mem: 18341, data_time: 0.00, iter_time: 6.82, semantic_loss: 0.1304, offset_loss: 0.4608, cls_loss: 0.2923, mask_loss: 0.1503, iou_score_loss: 0.0075, loss: 1.0413 +2022-06-02 10:36:02,138 - INFO - Epoch [15/20][100/255] lr: 0.00083, eta: 0:53:36, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1475, offset_loss: 0.5849, cls_loss: 0.3070, mask_loss: 0.1548, iou_score_loss: 0.0085, loss: 1.2027 +2022-06-02 10:36:20,991 - INFO - Epoch [15/20][110/255] lr: 0.00083, eta: 0:52:26, mem: 18341, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1425, offset_loss: 0.5596, cls_loss: 0.2882, mask_loss: 0.1427, iou_score_loss: 0.0083, loss: 1.1412 +2022-06-02 10:36:53,012 - INFO - Epoch [15/20][120/255] lr: 0.00083, eta: 0:54:00, mem: 18341, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1391, offset_loss: 0.6092, cls_loss: 0.3244, mask_loss: 0.1473, iou_score_loss: 0.0109, loss: 1.2309 +2022-06-02 10:37:15,491 - INFO - Epoch [15/20][130/255] lr: 0.00083, eta: 0:53:32, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1469, offset_loss: 0.5256, cls_loss: 0.2724, mask_loss: 0.1825, iou_score_loss: 0.0108, loss: 1.1382 +2022-06-02 10:37:35,720 - INFO - Epoch [15/20][140/255] lr: 0.00083, eta: 0:52:42, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1357, offset_loss: 0.5035, cls_loss: 0.2036, mask_loss: 0.1434, iou_score_loss: 0.0075, loss: 0.9937 +2022-06-02 10:37:54,122 - INFO - Epoch [15/20][150/255] lr: 0.00083, eta: 0:51:39, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1294, offset_loss: 0.5541, cls_loss: 0.2466, mask_loss: 0.1398, iou_score_loss: 0.0087, loss: 1.0786 +2022-06-02 10:38:16,786 - INFO - Epoch [15/20][160/255] lr: 0.00083, eta: 0:51:18, mem: 18341, data_time: 0.00, iter_time: 4.63, semantic_loss: 0.1593, offset_loss: 0.5015, cls_loss: 0.2736, mask_loss: 0.1720, iou_score_loss: 0.0087, loss: 1.1151 +2022-06-02 10:38:35,539 - INFO - Epoch [15/20][170/255] lr: 0.00083, eta: 0:50:26, mem: 18341, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1757, offset_loss: 0.4473, cls_loss: 0.2789, mask_loss: 0.1471, iou_score_loss: 0.0079, loss: 1.0569 +2022-06-02 10:39:00,407 - INFO - Epoch [15/20][180/255] lr: 0.00083, eta: 0:50:23, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1416, offset_loss: 0.5560, cls_loss: 0.2918, mask_loss: 0.1571, iou_score_loss: 0.0088, loss: 1.1552 +2022-06-02 10:39:20,517 - INFO - Epoch [15/20][190/255] lr: 0.00083, eta: 0:49:45, mem: 18341, data_time: 3.51, iter_time: 5.17, semantic_loss: 0.1269, offset_loss: 0.5436, cls_loss: 0.3269, mask_loss: 0.2002, iou_score_loss: 0.0109, loss: 1.2084 +2022-06-02 10:39:36,224 - INFO - Epoch [15/20][200/255] lr: 0.00083, eta: 0:48:39, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1484, offset_loss: 0.5199, cls_loss: 0.2541, mask_loss: 0.1528, iou_score_loss: 0.0085, loss: 1.0837 +2022-06-02 10:40:05,287 - INFO - Epoch [15/20][210/255] lr: 0.00083, eta: 0:49:02, mem: 18341, data_time: 0.92, iter_time: 10.55, semantic_loss: 0.1261, offset_loss: 0.5446, cls_loss: 0.2201, mask_loss: 0.1439, iou_score_loss: 0.0075, loss: 1.0422 +2022-06-02 10:40:22,401 - INFO - Epoch [15/20][220/255] lr: 0.00083, eta: 0:48:08, mem: 18341, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1561, offset_loss: 0.5448, cls_loss: 0.3131, mask_loss: 0.1592, iou_score_loss: 0.0080, loss: 1.1812 +2022-06-02 10:40:38,136 - INFO - Epoch [15/20][230/255] lr: 0.00083, eta: 0:47:11, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1696, offset_loss: 0.4817, cls_loss: 0.2444, mask_loss: 0.1946, iou_score_loss: 0.0078, loss: 1.0982 +2022-06-02 10:40:57,837 - INFO - Epoch [15/20][240/255] lr: 0.00083, eta: 0:46:38, mem: 18341, data_time: 0.00, iter_time: 4.27, semantic_loss: 0.1511, offset_loss: 0.5255, cls_loss: 0.3345, mask_loss: 0.2036, iou_score_loss: 0.0100, loss: 1.2247 +2022-06-02 10:41:14,464 - INFO - Epoch [15/20][250/255] lr: 0.00083, eta: 0:45:50, mem: 18341, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1506, offset_loss: 0.6546, cls_loss: 0.3184, mask_loss: 0.1711, iou_score_loss: 0.0095, loss: 1.3042 +2022-06-02 10:41:48,443 - INFO - Epoch [16/20][10/255] lr: 0.00059, eta: 0:53:36, mem: 18341, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1533, offset_loss: 0.5783, cls_loss: 0.2971, mask_loss: 0.1464, iou_score_loss: 0.0075, loss: 1.1826 +2022-06-02 10:42:13,645 - INFO - Epoch [16/20][20/255] lr: 0.00059, eta: 0:52:56, mem: 18341, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1371, offset_loss: 0.5796, cls_loss: 0.2409, mask_loss: 0.1582, iou_score_loss: 0.0084, loss: 1.1242 +2022-06-02 10:42:34,796 - INFO - Epoch [16/20][30/255] lr: 0.00059, eta: 0:49:38, mem: 18341, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1620, offset_loss: 0.5609, cls_loss: 0.3036, mask_loss: 0.1606, iou_score_loss: 0.0085, loss: 1.1956 +2022-06-02 10:42:54,437 - INFO - Epoch [16/20][40/255] lr: 0.00059, eta: 0:47:02, mem: 18341, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1449, offset_loss: 0.5381, cls_loss: 0.2602, mask_loss: 0.1435, iou_score_loss: 0.0073, loss: 1.0939 +2022-06-02 10:43:15,521 - INFO - Epoch [16/20][50/255] lr: 0.00059, eta: 0:45:56, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1399, offset_loss: 0.5640, cls_loss: 0.2560, mask_loss: 0.1549, iou_score_loss: 0.0071, loss: 1.1219 +2022-06-02 10:43:35,892 - INFO - Epoch [16/20][60/255] lr: 0.00059, eta: 0:44:50, mem: 18341, data_time: 0.00, iter_time: 5.76, semantic_loss: 0.1500, offset_loss: 0.4858, cls_loss: 0.2974, mask_loss: 0.1743, iou_score_loss: 0.0071, loss: 1.1146 +2022-06-02 10:43:55,403 - INFO - Epoch [16/20][70/255] lr: 0.00059, eta: 0:43:43, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1482, offset_loss: 0.5105, cls_loss: 0.3312, mask_loss: 0.1569, iou_score_loss: 0.0098, loss: 1.1566 +2022-06-02 10:44:17,645 - INFO - Epoch [16/20][80/255] lr: 0.00059, eta: 0:43:28, mem: 18341, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1485, offset_loss: 0.5286, cls_loss: 0.2448, mask_loss: 0.1630, iou_score_loss: 0.0095, loss: 1.0945 +2022-06-02 10:44:35,061 - INFO - Epoch [16/20][90/255] lr: 0.00059, eta: 0:42:08, mem: 18341, data_time: 1.44, iter_time: 2.20, semantic_loss: 0.1353, offset_loss: 0.5882, cls_loss: 0.2455, mask_loss: 0.1540, iou_score_loss: 0.0064, loss: 1.1295 +2022-06-02 10:45:09,419 - INFO - Epoch [16/20][100/255] lr: 0.00059, eta: 0:44:20, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1436, offset_loss: 0.5696, cls_loss: 0.2025, mask_loss: 0.1476, iou_score_loss: 0.0086, loss: 1.0718 +2022-06-02 10:45:21,592 - INFO - Epoch [16/20][110/255] lr: 0.00059, eta: 0:42:06, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1442, offset_loss: 0.5079, cls_loss: 0.2989, mask_loss: 0.1533, iou_score_loss: 0.0097, loss: 1.1140 +2022-06-02 10:45:46,482 - INFO - Epoch [16/20][120/255] lr: 0.00059, eta: 0:42:15, mem: 18341, data_time: 0.00, iter_time: 3.40, semantic_loss: 0.1268, offset_loss: 0.4598, cls_loss: 0.2681, mask_loss: 0.1492, iou_score_loss: 0.0088, loss: 1.0128 +2022-06-02 10:46:09,872 - INFO - Epoch [16/20][130/255] lr: 0.00059, eta: 0:42:06, mem: 18341, data_time: 0.00, iter_time: 9.86, semantic_loss: 0.1169, offset_loss: 0.6140, cls_loss: 0.2608, mask_loss: 0.1472, iou_score_loss: 0.0091, loss: 1.1481 +2022-06-02 10:46:36,332 - INFO - Epoch [16/20][140/255] lr: 0.00059, eta: 0:42:20, mem: 18341, data_time: 0.00, iter_time: 6.16, semantic_loss: 0.1206, offset_loss: 0.5575, cls_loss: 0.2380, mask_loss: 0.1468, iou_score_loss: 0.0077, loss: 1.0707 +2022-06-02 10:47:01,350 - INFO - Epoch [16/20][150/255] lr: 0.00059, eta: 0:42:17, mem: 18341, data_time: 0.00, iter_time: 0.54, semantic_loss: 0.1545, offset_loss: 0.4876, cls_loss: 0.3182, mask_loss: 0.1338, iou_score_loss: 0.0072, loss: 1.1013 +2022-06-02 10:47:18,820 - INFO - Epoch [16/20][160/255] lr: 0.00059, eta: 0:41:19, mem: 18341, data_time: 0.00, iter_time: 4.17, semantic_loss: 0.1537, offset_loss: 0.5899, cls_loss: 0.3165, mask_loss: 0.1537, iou_score_loss: 0.0093, loss: 1.2231 +2022-06-02 10:47:46,192 - INFO - Epoch [16/20][170/255] lr: 0.00059, eta: 0:41:30, mem: 18341, data_time: 0.00, iter_time: 8.50, semantic_loss: 0.1292, offset_loss: 0.5946, cls_loss: 0.2585, mask_loss: 0.1842, iou_score_loss: 0.0103, loss: 1.1768 +2022-06-02 10:48:04,849 - INFO - Epoch [16/20][180/255] lr: 0.00059, eta: 0:40:44, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1214, offset_loss: 0.5145, cls_loss: 0.2154, mask_loss: 0.1789, iou_score_loss: 0.0068, loss: 1.0371 +2022-06-02 10:48:21,151 - INFO - Epoch [16/20][190/255] lr: 0.00059, eta: 0:39:47, mem: 18341, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1288, offset_loss: 0.5078, cls_loss: 0.1762, mask_loss: 0.1662, iou_score_loss: 0.0068, loss: 0.9858 +2022-06-02 10:48:41,568 - INFO - Epoch [16/20][200/255] lr: 0.00059, eta: 0:39:17, mem: 18341, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1413, offset_loss: 0.4994, cls_loss: 0.2261, mask_loss: 0.1828, iou_score_loss: 0.0086, loss: 1.0581 +2022-06-02 10:49:00,166 - INFO - Epoch [16/20][210/255] lr: 0.00059, eta: 0:38:38, mem: 18341, data_time: 0.00, iter_time: 4.06, semantic_loss: 0.1550, offset_loss: 0.5082, cls_loss: 0.3130, mask_loss: 0.1610, iou_score_loss: 0.0070, loss: 1.1443 +2022-06-02 10:49:32,827 - INFO - Epoch [16/20][220/255] lr: 0.00059, eta: 0:39:08, mem: 18341, data_time: 0.00, iter_time: 14.89, semantic_loss: 0.1106, offset_loss: 0.6043, cls_loss: 0.2719, mask_loss: 0.1436, iou_score_loss: 0.0087, loss: 1.1392 +2022-06-02 10:49:55,514 - INFO - Epoch [16/20][230/255] lr: 0.00059, eta: 0:38:48, mem: 18341, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1519, offset_loss: 0.5623, cls_loss: 0.2597, mask_loss: 0.1451, iou_score_loss: 0.0069, loss: 1.1259 +2022-06-02 10:50:13,151 - INFO - Epoch [16/20][240/255] lr: 0.00059, eta: 0:38:06, mem: 18341, data_time: 0.00, iter_time: 1.86, semantic_loss: 0.1333, offset_loss: 0.6365, cls_loss: 0.1669, mask_loss: 0.1298, iou_score_loss: 0.0068, loss: 1.0733 +2022-06-02 10:50:37,046 - INFO - Epoch [16/20][250/255] lr: 0.00059, eta: 0:37:51, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1474, offset_loss: 0.5544, cls_loss: 0.2821, mask_loss: 0.1448, iou_score_loss: 0.0082, loss: 1.1369 +2022-06-02 10:50:44,070 - INFO - Validation +2022-06-02 10:53:09,264 - INFO - Evaluate instance segmentation +2022-06-02 10:53:47,378 - INFO - AP: 0.525. AP_50: 0.660. AP_25: 0.734 +2022-06-02 10:53:47,378 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 10:53:58,495 - INFO - Class-wise mIoU: 85.9 97.0 85.1 0.0 36.7 61.9 72.4 88.3 79.4 75.1 69.4 79.6 57.2 +2022-06-02 10:53:58,495 - INFO - mIoU: 68.3 +2022-06-02 10:54:00,992 - INFO - Acc: 89.3 +2022-06-02 10:54:09,554 - INFO - Offset MAE: 1.983 +2022-06-02 10:54:35,107 - INFO - Epoch [17/20][10/255] lr: 0.00038, eta: 0:42:40, mem: 18341, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1117, offset_loss: 0.5797, cls_loss: 0.2425, mask_loss: 0.1627, iou_score_loss: 0.0096, loss: 1.1062 +2022-06-02 10:54:55,488 - INFO - Epoch [17/20][20/255] lr: 0.00038, eta: 0:38:07, mem: 18341, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1575, offset_loss: 0.5637, cls_loss: 0.2254, mask_loss: 0.1433, iou_score_loss: 0.0071, loss: 1.0970 +2022-06-02 10:55:12,117 - INFO - Epoch [17/20][30/255] lr: 0.00038, eta: 0:34:18, mem: 18341, data_time: 4.02, iter_time: 4.73, semantic_loss: 0.1494, offset_loss: 0.5718, cls_loss: 0.2992, mask_loss: 0.1463, iou_score_loss: 0.0102, loss: 1.1768 +2022-06-02 10:55:33,187 - INFO - Epoch [17/20][40/255] lr: 0.00038, eta: 0:34:04, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1307, offset_loss: 0.6028, cls_loss: 0.2021, mask_loss: 0.1322, iou_score_loss: 0.0079, loss: 1.0756 +2022-06-02 10:55:49,626 - INFO - Epoch [17/20][50/255] lr: 0.00038, eta: 0:32:17, mem: 18341, data_time: 0.00, iter_time: 1.69, semantic_loss: 0.1578, offset_loss: 0.7090, cls_loss: 0.2493, mask_loss: 0.1705, iou_score_loss: 0.0083, loss: 1.2950 +2022-06-02 10:56:23,515 - INFO - Epoch [17/20][60/255] lr: 0.00038, eta: 0:35:40, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1428, offset_loss: 0.5195, cls_loss: 0.2633, mask_loss: 0.1554, iou_score_loss: 0.0083, loss: 1.0894 +2022-06-02 10:56:42,978 - INFO - Epoch [17/20][70/255] lr: 0.00038, eta: 0:34:39, mem: 18341, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1497, offset_loss: 0.5471, cls_loss: 0.2682, mask_loss: 0.2178, iou_score_loss: 0.0091, loss: 1.1920 +2022-06-02 10:57:02,857 - INFO - Epoch [17/20][80/255] lr: 0.00038, eta: 0:33:53, mem: 18341, data_time: 0.09, iter_time: 0.79, semantic_loss: 0.1238, offset_loss: 0.5260, cls_loss: 0.2206, mask_loss: 0.1459, iou_score_loss: 0.0074, loss: 1.0237 +2022-06-02 10:57:24,173 - INFO - Epoch [17/20][90/255] lr: 0.00038, eta: 0:33:29, mem: 18341, data_time: 0.02, iter_time: 0.78, semantic_loss: 0.1116, offset_loss: 0.5701, cls_loss: 0.2454, mask_loss: 0.1352, iou_score_loss: 0.0092, loss: 1.0715 +2022-06-02 10:57:41,633 - INFO - Epoch [17/20][100/255] lr: 0.00038, eta: 0:32:29, mem: 18341, data_time: 0.00, iter_time: 3.61, semantic_loss: 0.1158, offset_loss: 0.5044, cls_loss: 0.2265, mask_loss: 0.1327, iou_score_loss: 0.0070, loss: 0.9864 +2022-06-02 10:57:57,614 - INFO - Epoch [17/20][110/255] lr: 0.00038, eta: 0:31:25, mem: 18341, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1372, offset_loss: 0.5064, cls_loss: 0.2847, mask_loss: 0.1413, iou_score_loss: 0.0093, loss: 1.0788 +2022-06-02 10:58:18,506 - INFO - Epoch [17/20][120/255] lr: 0.00038, eta: 0:31:05, mem: 18341, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1225, offset_loss: 0.4874, cls_loss: 0.2560, mask_loss: 0.1408, iou_score_loss: 0.0093, loss: 1.0159 +2022-06-02 10:58:35,540 - INFO - Epoch [17/20][130/255] lr: 0.00038, eta: 0:30:19, mem: 18341, data_time: 0.00, iter_time: 3.43, semantic_loss: 0.1401, offset_loss: 0.5400, cls_loss: 0.2301, mask_loss: 0.1249, iou_score_loss: 0.0072, loss: 1.0423 +2022-06-02 10:58:50,859 - INFO - Epoch [17/20][140/255] lr: 0.00038, eta: 0:29:27, mem: 18341, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1603, offset_loss: 0.5354, cls_loss: 0.3016, mask_loss: 0.1694, iou_score_loss: 0.0097, loss: 1.1765 +2022-06-02 10:59:19,557 - INFO - Epoch [17/20][150/255] lr: 0.00038, eta: 0:29:56, mem: 18341, data_time: 0.00, iter_time: 4.58, semantic_loss: 0.1349, offset_loss: 0.5269, cls_loss: 0.2734, mask_loss: 0.1579, iou_score_loss: 0.0095, loss: 1.1025 +2022-06-02 10:59:33,867 - INFO - Epoch [17/20][160/255] lr: 0.00038, eta: 0:29:02, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1377, offset_loss: 0.5746, cls_loss: 0.3105, mask_loss: 0.1625, iou_score_loss: 0.0090, loss: 1.1943 +2022-06-02 11:00:09,625 - INFO - Epoch [17/20][170/255] lr: 0.00038, eta: 0:29:59, mem: 18341, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1159, offset_loss: 0.5060, cls_loss: 0.2542, mask_loss: 0.1340, iou_score_loss: 0.0104, loss: 1.0205 +2022-06-02 11:00:36,141 - INFO - Epoch [17/20][180/255] lr: 0.00038, eta: 0:30:03, mem: 18341, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1493, offset_loss: 0.5689, cls_loss: 0.3132, mask_loss: 0.1522, iou_score_loss: 0.0073, loss: 1.1909 +2022-06-02 11:01:03,496 - INFO - Epoch [17/20][190/255] lr: 0.00038, eta: 0:30:07, mem: 18341, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1529, offset_loss: 0.5016, cls_loss: 0.2178, mask_loss: 0.1560, iou_score_loss: 0.0084, loss: 1.0367 +2022-06-02 11:01:28,236 - INFO - Epoch [17/20][200/255] lr: 0.00038, eta: 0:29:57, mem: 18341, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1408, offset_loss: 0.5077, cls_loss: 0.2532, mask_loss: 0.1427, iou_score_loss: 0.0083, loss: 1.0527 +2022-06-02 11:01:46,848 - INFO - Epoch [17/20][210/255] lr: 0.00038, eta: 0:29:23, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1529, offset_loss: 0.5881, cls_loss: 0.2659, mask_loss: 0.1489, iou_score_loss: 0.0069, loss: 1.1627 +2022-06-02 11:02:07,077 - INFO - Epoch [17/20][220/255] lr: 0.00038, eta: 0:28:55, mem: 18341, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1740, offset_loss: 0.5475, cls_loss: 0.2990, mask_loss: 0.2052, iou_score_loss: 0.0095, loss: 1.2352 +2022-06-02 11:02:30,927 - INFO - Epoch [17/20][230/255] lr: 0.00038, eta: 0:28:41, mem: 18341, data_time: 5.72, iter_time: 6.40, semantic_loss: 0.1419, offset_loss: 0.4924, cls_loss: 0.2427, mask_loss: 0.1474, iou_score_loss: 0.0075, loss: 1.0318 +2022-06-02 11:02:50,249 - INFO - Epoch [17/20][240/255] lr: 0.00038, eta: 0:28:11, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1346, offset_loss: 0.5023, cls_loss: 0.2341, mask_loss: 0.1624, iou_score_loss: 0.0086, loss: 1.0421 +2022-06-02 11:03:05,029 - INFO - Epoch [17/20][250/255] lr: 0.00038, eta: 0:27:28, mem: 18341, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1296, offset_loss: 0.5194, cls_loss: 0.2218, mask_loss: 0.1509, iou_score_loss: 0.0098, loss: 1.0315 +2022-06-02 11:03:46,622 - INFO - Epoch [18/20][10/255] lr: 0.00022, eta: 0:35:40, mem: 18341, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1360, offset_loss: 0.6054, cls_loss: 0.2460, mask_loss: 0.1311, iou_score_loss: 0.0081, loss: 1.1267 +2022-06-02 11:04:10,635 - INFO - Epoch [18/20][20/255] lr: 0.00022, eta: 0:32:30, mem: 18341, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1220, offset_loss: 0.6060, cls_loss: 0.2673, mask_loss: 0.1474, iou_score_loss: 0.0090, loss: 1.1517 +2022-06-02 11:04:41,816 - INFO - Epoch [18/20][30/255] lr: 0.00022, eta: 0:34:06, mem: 18341, data_time: 0.00, iter_time: 15.16, semantic_loss: 0.1193, offset_loss: 0.5873, cls_loss: 0.3089, mask_loss: 0.1538, iou_score_loss: 0.0088, loss: 1.1781 +2022-06-02 11:04:59,627 - INFO - Epoch [18/20][40/255] lr: 0.00022, eta: 0:30:36, mem: 18341, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1325, offset_loss: 0.5266, cls_loss: 0.2428, mask_loss: 0.1601, iou_score_loss: 0.0083, loss: 1.0704 +2022-06-02 11:05:17,915 - INFO - Epoch [18/20][50/255] lr: 0.00022, eta: 0:28:30, mem: 18341, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1437, offset_loss: 0.6671, cls_loss: 0.2896, mask_loss: 0.1521, iou_score_loss: 0.0082, loss: 1.2607 +2022-06-02 11:05:36,439 - INFO - Epoch [18/20][60/255] lr: 0.00022, eta: 0:27:03, mem: 18341, data_time: 0.00, iter_time: 1.93, semantic_loss: 0.1129, offset_loss: 0.6156, cls_loss: 0.2484, mask_loss: 0.1541, iou_score_loss: 0.0088, loss: 1.1398 +2022-06-02 11:06:10,318 - INFO - Epoch [18/20][70/255] lr: 0.00022, eta: 0:28:28, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1457, offset_loss: 0.5098, cls_loss: 0.2270, mask_loss: 0.1867, iou_score_loss: 0.0075, loss: 1.0767 +2022-06-02 11:06:34,212 - INFO - Epoch [18/20][80/255] lr: 0.00022, eta: 0:27:57, mem: 18341, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1797, offset_loss: 0.4922, cls_loss: 0.3226, mask_loss: 0.1885, iou_score_loss: 0.0086, loss: 1.1916 +2022-06-02 11:06:56,006 - INFO - Epoch [18/20][90/255] lr: 0.00022, eta: 0:27:13, mem: 18341, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1400, offset_loss: 0.6636, cls_loss: 0.3350, mask_loss: 0.2164, iou_score_loss: 0.0086, loss: 1.3636 +2022-06-02 11:07:17,169 - INFO - Epoch [18/20][100/255] lr: 0.00022, eta: 0:26:28, mem: 18341, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1540, offset_loss: 0.5289, cls_loss: 0.2815, mask_loss: 0.1824, iou_score_loss: 0.0087, loss: 1.1556 +2022-06-02 11:07:44,623 - INFO - Epoch [18/20][110/255] lr: 0.00022, eta: 0:26:26, mem: 18341, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1728, offset_loss: 0.5595, cls_loss: 0.2862, mask_loss: 0.1522, iou_score_loss: 0.0085, loss: 1.1792 +2022-06-02 11:08:01,763 - INFO - Epoch [18/20][120/255] lr: 0.00022, eta: 0:25:23, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1515, offset_loss: 0.6161, cls_loss: 0.2320, mask_loss: 0.1321, iou_score_loss: 0.0071, loss: 1.1388 +2022-06-02 11:08:23,292 - INFO - Epoch [18/20][130/255] lr: 0.00022, eta: 0:24:49, mem: 18341, data_time: 0.00, iter_time: 4.68, semantic_loss: 0.1520, offset_loss: 0.4911, cls_loss: 0.2707, mask_loss: 0.1438, iou_score_loss: 0.0077, loss: 1.0653 +2022-06-02 11:08:36,362 - INFO - Epoch [18/20][140/255] lr: 0.00022, eta: 0:23:40, mem: 18341, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1362, offset_loss: 0.4959, cls_loss: 0.2553, mask_loss: 0.1496, iou_score_loss: 0.0083, loss: 1.0452 +2022-06-02 11:08:58,829 - INFO - Epoch [18/20][150/255] lr: 0.00022, eta: 0:23:16, mem: 18341, data_time: 0.00, iter_time: 2.91, semantic_loss: 0.1621, offset_loss: 0.5330, cls_loss: 0.2914, mask_loss: 0.1465, iou_score_loss: 0.0077, loss: 1.1409 +2022-06-02 11:09:19,427 - INFO - Epoch [18/20][160/255] lr: 0.00022, eta: 0:22:45, mem: 18341, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1435, offset_loss: 0.5094, cls_loss: 0.2491, mask_loss: 0.1537, iou_score_loss: 0.0084, loss: 1.0641 +2022-06-02 11:09:44,534 - INFO - Epoch [18/20][170/255] lr: 0.00022, eta: 0:22:31, mem: 18341, data_time: 2.46, iter_time: 3.30, semantic_loss: 0.1360, offset_loss: 0.4995, cls_loss: 0.2365, mask_loss: 0.1405, iou_score_loss: 0.0073, loss: 1.0199 +2022-06-02 11:10:02,654 - INFO - Epoch [18/20][180/255] lr: 0.00022, eta: 0:21:54, mem: 18341, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1600, offset_loss: 0.5224, cls_loss: 0.2592, mask_loss: 0.1714, iou_score_loss: 0.0085, loss: 1.1215 +2022-06-02 11:10:25,694 - INFO - Epoch [18/20][190/255] lr: 0.00022, eta: 0:21:33, mem: 18341, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1401, offset_loss: 0.5608, cls_loss: 0.2350, mask_loss: 0.1720, iou_score_loss: 0.0093, loss: 1.1173 +2022-06-02 11:10:54,298 - INFO - Epoch [18/20][200/255] lr: 0.00022, eta: 0:21:28, mem: 18341, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1533, offset_loss: 0.4931, cls_loss: 0.2229, mask_loss: 0.1586, iou_score_loss: 0.0092, loss: 1.0371 +2022-06-02 11:11:16,326 - INFO - Epoch [18/20][210/255] lr: 0.00022, eta: 0:21:03, mem: 18341, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1651, offset_loss: 0.5376, cls_loss: 0.2832, mask_loss: 0.1624, iou_score_loss: 0.0085, loss: 1.1568 +2022-06-02 11:11:40,510 - INFO - Epoch [18/20][220/255] lr: 0.00022, eta: 0:20:44, mem: 18341, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1857, offset_loss: 0.6186, cls_loss: 0.3470, mask_loss: 0.2008, iou_score_loss: 0.0107, loss: 1.3628 +2022-06-02 11:11:58,297 - INFO - Epoch [18/20][230/255] lr: 0.00022, eta: 0:20:09, mem: 18341, data_time: 0.00, iter_time: 3.02, semantic_loss: 0.1373, offset_loss: 0.5608, cls_loss: 0.2413, mask_loss: 0.1569, iou_score_loss: 0.0082, loss: 1.1046 +2022-06-02 11:12:20,819 - INFO - Epoch [18/20][240/255] lr: 0.00022, eta: 0:19:46, mem: 18341, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1841, offset_loss: 0.5741, cls_loss: 0.3558, mask_loss: 0.2356, iou_score_loss: 0.0092, loss: 1.3588 +2022-06-02 11:12:44,801 - INFO - Epoch [18/20][250/255] lr: 0.00022, eta: 0:19:27, mem: 18341, data_time: 0.00, iter_time: 3.85, semantic_loss: 0.1397, offset_loss: 0.5289, cls_loss: 0.2447, mask_loss: 0.1623, iou_score_loss: 0.0093, loss: 1.0849 +2022-06-02 11:12:52,959 - INFO - Validation +2022-06-02 11:15:18,706 - INFO - Evaluate instance segmentation +2022-06-02 11:15:59,268 - INFO - AP: 0.528. AP_50: 0.662. AP_25: 0.737 +2022-06-02 11:15:59,268 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 11:16:10,774 - INFO - Class-wise mIoU: 85.9 97.0 85.1 0.0 36.7 61.9 72.4 88.3 79.4 75.1 69.4 79.6 57.2 +2022-06-02 11:16:10,774 - INFO - mIoU: 68.3 +2022-06-02 11:16:13,310 - INFO - Acc: 89.3 +2022-06-02 11:16:21,845 - INFO - Offset MAE: 1.983 +2022-06-02 11:16:49,030 - INFO - Epoch [19/20][10/255] lr: 9.9e-05, eta: 0:22:29, mem: 18341, data_time: 9.82, iter_time: 10.52, semantic_loss: 0.1493, offset_loss: 0.5857, cls_loss: 0.2745, mask_loss: 0.1312, iou_score_loss: 0.0083, loss: 1.1491 +2022-06-02 11:17:08,395 - INFO - Epoch [19/20][20/255] lr: 9.9e-05, eta: 0:18:55, mem: 18341, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1441, offset_loss: 0.5361, cls_loss: 0.3501, mask_loss: 0.1739, iou_score_loss: 0.0085, loss: 1.2127 +2022-06-02 11:17:24,788 - INFO - Epoch [19/20][30/255] lr: 9.9e-05, eta: 0:16:43, mem: 18341, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1239, offset_loss: 0.6784, cls_loss: 0.2479, mask_loss: 0.1786, iou_score_loss: 0.0084, loss: 1.2373 +2022-06-02 11:17:40,952 - INFO - Epoch [19/20][40/255] lr: 9.9e-05, eta: 0:15:27, mem: 18341, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1576, offset_loss: 0.5959, cls_loss: 0.2912, mask_loss: 0.1756, iou_score_loss: 0.0086, loss: 1.2288 +2022-06-02 11:18:06,899 - INFO - Epoch [19/20][50/255] lr: 9.9e-05, eta: 0:16:04, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1254, offset_loss: 0.4650, cls_loss: 0.2661, mask_loss: 0.1708, iou_score_loss: 0.0080, loss: 1.0353 +2022-06-02 11:18:26,378 - INFO - Epoch [19/20][60/255] lr: 9.9e-05, eta: 0:15:32, mem: 18341, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1359, offset_loss: 0.5022, cls_loss: 0.2234, mask_loss: 0.1665, iou_score_loss: 0.0081, loss: 1.0361 +2022-06-02 11:18:49,519 - INFO - Epoch [19/20][70/255] lr: 9.9e-05, eta: 0:15:27, mem: 18341, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1230, offset_loss: 0.4414, cls_loss: 0.1730, mask_loss: 0.1530, iou_score_loss: 0.0079, loss: 0.8984 +2022-06-02 11:19:11,834 - INFO - Epoch [19/20][80/255] lr: 9.9e-05, eta: 0:15:12, mem: 18341, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1397, offset_loss: 0.5389, cls_loss: 0.2488, mask_loss: 0.1356, iou_score_loss: 0.0067, loss: 1.0697 +2022-06-02 11:19:42,746 - INFO - Epoch [19/20][90/255] lr: 9.9e-05, eta: 0:15:36, mem: 18341, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1473, offset_loss: 0.4515, cls_loss: 0.3015, mask_loss: 0.1613, iou_score_loss: 0.0084, loss: 1.0701 +2022-06-02 11:20:03,091 - INFO - Epoch [19/20][100/255] lr: 9.9e-05, eta: 0:15:06, mem: 18341, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1614, offset_loss: 0.5166, cls_loss: 0.2344, mask_loss: 0.1514, iou_score_loss: 0.0086, loss: 1.0724 +2022-06-02 11:20:27,816 - INFO - Epoch [19/20][110/255] lr: 9.9e-05, eta: 0:14:53, mem: 18341, data_time: 0.00, iter_time: 4.05, semantic_loss: 0.1413, offset_loss: 0.5064, cls_loss: 0.2921, mask_loss: 0.1710, iou_score_loss: 0.0085, loss: 1.1192 +2022-06-02 11:20:47,407 - INFO - Epoch [19/20][120/255] lr: 9.9e-05, eta: 0:14:22, mem: 18341, data_time: 0.00, iter_time: 7.79, semantic_loss: 0.1446, offset_loss: 0.5044, cls_loss: 0.2366, mask_loss: 0.1602, iou_score_loss: 0.0076, loss: 1.0534 +2022-06-02 11:21:15,530 - INFO - Epoch [19/20][130/255] lr: 9.9e-05, eta: 0:14:17, mem: 18341, data_time: 0.00, iter_time: 2.69, semantic_loss: 0.1685, offset_loss: 0.4939, cls_loss: 0.2853, mask_loss: 0.1734, iou_score_loss: 0.0082, loss: 1.1293 +2022-06-02 11:21:32,950 - INFO - Epoch [19/20][140/255] lr: 9.9e-05, eta: 0:13:41, mem: 18341, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1361, offset_loss: 0.4514, cls_loss: 0.2117, mask_loss: 0.1518, iou_score_loss: 0.0070, loss: 0.9580 +2022-06-02 11:21:48,405 - INFO - Epoch [19/20][150/255] lr: 9.9e-05, eta: 0:13:03, mem: 18341, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1431, offset_loss: 0.4755, cls_loss: 0.2821, mask_loss: 0.1461, iou_score_loss: 0.0094, loss: 1.0562 +2022-06-02 11:22:09,651 - INFO - Epoch [19/20][160/255] lr: 9.9e-05, eta: 0:12:40, mem: 18341, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1550, offset_loss: 0.5892, cls_loss: 0.3040, mask_loss: 0.1829, iou_score_loss: 0.0075, loss: 1.2387 +2022-06-02 11:22:24,110 - INFO - Epoch [19/20][170/255] lr: 9.9e-05, eta: 0:12:04, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1426, offset_loss: 0.4613, cls_loss: 0.2197, mask_loss: 0.1151, iou_score_loss: 0.0067, loss: 0.9454 +2022-06-02 11:22:45,536 - INFO - Epoch [19/20][180/255] lr: 9.9e-05, eta: 0:11:43, mem: 18341, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1639, offset_loss: 0.5061, cls_loss: 0.2710, mask_loss: 0.1671, iou_score_loss: 0.0080, loss: 1.1161 +2022-06-02 11:23:08,544 - INFO - Epoch [19/20][190/255] lr: 9.9e-05, eta: 0:11:24, mem: 18341, data_time: 0.00, iter_time: 5.37, semantic_loss: 0.1514, offset_loss: 0.5211, cls_loss: 0.3368, mask_loss: 0.1647, iou_score_loss: 0.0086, loss: 1.1827 +2022-06-02 11:23:24,592 - INFO - Epoch [19/20][200/255] lr: 9.9e-05, eta: 0:10:54, mem: 18341, data_time: 0.00, iter_time: 4.61, semantic_loss: 0.1370, offset_loss: 0.4828, cls_loss: 0.2670, mask_loss: 0.2102, iou_score_loss: 0.0070, loss: 1.1040 +2022-06-02 11:23:44,989 - INFO - Epoch [19/20][210/255] lr: 9.9e-05, eta: 0:10:32, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1551, offset_loss: 0.4667, cls_loss: 0.2815, mask_loss: 0.1796, iou_score_loss: 0.0087, loss: 1.0916 +2022-06-02 11:24:02,990 - INFO - Epoch [19/20][220/255] lr: 9.9e-05, eta: 0:10:07, mem: 18341, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1399, offset_loss: 0.5003, cls_loss: 0.2176, mask_loss: 0.1394, iou_score_loss: 0.0085, loss: 1.0057 +2022-06-02 11:24:23,609 - INFO - Epoch [19/20][230/255] lr: 9.9e-05, eta: 0:09:46, mem: 18341, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1171, offset_loss: 0.6109, cls_loss: 0.2275, mask_loss: 0.1709, iou_score_loss: 0.0083, loss: 1.1347 +2022-06-02 11:24:54,508 - INFO - Epoch [19/20][240/255] lr: 9.9e-05, eta: 0:09:36, mem: 18341, data_time: 1.53, iter_time: 2.46, semantic_loss: 0.1390, offset_loss: 0.5708, cls_loss: 0.2785, mask_loss: 0.1586, iou_score_loss: 0.0077, loss: 1.1546 +2022-06-02 11:25:11,051 - INFO - Epoch [19/20][250/255] lr: 9.9e-05, eta: 0:09:10, mem: 18341, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1504, offset_loss: 0.4931, cls_loss: 0.2889, mask_loss: 0.1653, iou_score_loss: 0.0076, loss: 1.1052 +2022-06-02 11:25:55,083 - INFO - Epoch [20/20][10/255] lr: 2.6e-05, eta: 0:11:56, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1556, offset_loss: 0.5256, cls_loss: 0.3176, mask_loss: 0.1840, iou_score_loss: 0.0093, loss: 1.1921 +2022-06-02 11:26:16,620 - INFO - Epoch [20/20][20/255] lr: 2.6e-05, eta: 0:09:56, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1674, offset_loss: 0.5563, cls_loss: 0.3182, mask_loss: 0.2018, iou_score_loss: 0.0104, loss: 1.2541 +2022-06-02 11:26:34,363 - INFO - Epoch [20/20][30/255] lr: 2.6e-05, eta: 0:08:34, mem: 18341, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1361, offset_loss: 0.6577, cls_loss: 0.2391, mask_loss: 0.1262, iou_score_loss: 0.0063, loss: 1.1653 +2022-06-02 11:26:57,852 - INFO - Epoch [20/20][40/255] lr: 2.6e-05, eta: 0:08:14, mem: 18341, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1391, offset_loss: 0.5465, cls_loss: 0.2501, mask_loss: 0.1567, iou_score_loss: 0.0085, loss: 1.1009 +2022-06-02 11:27:23,805 - INFO - Epoch [20/20][50/255] lr: 2.6e-05, eta: 0:08:03, mem: 18341, data_time: 0.00, iter_time: 5.85, semantic_loss: 0.1467, offset_loss: 0.5136, cls_loss: 0.2068, mask_loss: 0.1211, iou_score_loss: 0.0069, loss: 0.9951 +2022-06-02 11:27:42,606 - INFO - Epoch [20/20][60/255] lr: 2.6e-05, eta: 0:07:24, mem: 18341, data_time: 0.00, iter_time: 3.30, semantic_loss: 0.1425, offset_loss: 0.4836, cls_loss: 0.2562, mask_loss: 0.1812, iou_score_loss: 0.0074, loss: 1.0708 +2022-06-02 11:28:04,961 - INFO - Epoch [20/20][70/255] lr: 2.6e-05, eta: 0:07:00, mem: 18341, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1381, offset_loss: 0.5377, cls_loss: 0.2850, mask_loss: 0.1451, iou_score_loss: 0.0082, loss: 1.1141 +2022-06-02 11:28:18,685 - INFO - Epoch [20/20][80/255] lr: 2.6e-05, eta: 0:06:18, mem: 18341, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1143, offset_loss: 0.4920, cls_loss: 0.2518, mask_loss: 0.1367, iou_score_loss: 0.0069, loss: 1.0018 +2022-06-02 11:28:39,006 - INFO - Epoch [20/20][90/255] lr: 2.6e-05, eta: 0:05:54, mem: 18341, data_time: 0.00, iter_time: 4.01, semantic_loss: 0.1358, offset_loss: 0.4956, cls_loss: 0.2441, mask_loss: 0.1619, iou_score_loss: 0.0072, loss: 1.0447 +2022-06-02 11:29:09,868 - INFO - Epoch [20/20][100/255] lr: 2.6e-05, eta: 0:05:47, mem: 18341, data_time: 0.00, iter_time: 11.81, semantic_loss: 0.1460, offset_loss: 0.5696, cls_loss: 0.3243, mask_loss: 0.1659, iou_score_loss: 0.0099, loss: 1.2157 +2022-06-02 11:29:35,202 - INFO - Epoch [20/20][110/255] lr: 2.6e-05, eta: 0:05:28, mem: 18341, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1486, offset_loss: 0.5129, cls_loss: 0.2743, mask_loss: 0.1717, iou_score_loss: 0.0083, loss: 1.1158 +2022-06-02 11:29:51,090 - INFO - Epoch [20/20][120/255] lr: 2.6e-05, eta: 0:04:58, mem: 18341, data_time: 0.00, iter_time: 1.85, semantic_loss: 0.1356, offset_loss: 0.5116, cls_loss: 0.1918, mask_loss: 0.1493, iou_score_loss: 0.0077, loss: 0.9959 +2022-06-02 11:30:12,144 - INFO - Epoch [20/20][130/255] lr: 2.6e-05, eta: 0:04:35, mem: 18341, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1160, offset_loss: 0.5993, cls_loss: 0.2289, mask_loss: 0.1461, iou_score_loss: 0.0063, loss: 1.0964 +2022-06-02 11:30:32,051 - INFO - Epoch [20/20][140/255] lr: 2.6e-05, eta: 0:04:11, mem: 18341, data_time: 0.00, iter_time: 2.28, semantic_loss: 0.1457, offset_loss: 0.4755, cls_loss: 0.2943, mask_loss: 0.1530, iou_score_loss: 0.0071, loss: 1.0757 +2022-06-02 11:30:53,393 - INFO - Epoch [20/20][150/255] lr: 2.6e-05, eta: 0:03:49, mem: 18341, data_time: 0.00, iter_time: 2.73, semantic_loss: 0.1469, offset_loss: 0.5533, cls_loss: 0.2626, mask_loss: 0.1601, iou_score_loss: 0.0078, loss: 1.1307 +2022-06-02 11:31:20,669 - INFO - Epoch [20/20][160/255] lr: 2.6e-05, eta: 0:03:30, mem: 18341, data_time: 0.00, iter_time: 0.60, semantic_loss: 0.1089, offset_loss: 0.5264, cls_loss: 0.2541, mask_loss: 0.1345, iou_score_loss: 0.0071, loss: 1.0310 +2022-06-02 11:31:34,707 - INFO - Epoch [20/20][170/255] lr: 2.6e-05, eta: 0:03:04, mem: 18341, data_time: 0.00, iter_time: 1.65, semantic_loss: 0.1167, offset_loss: 0.5210, cls_loss: 0.2332, mask_loss: 0.1609, iou_score_loss: 0.0091, loss: 1.0409 +2022-06-02 11:31:57,042 - INFO - Epoch [20/20][180/255] lr: 2.6e-05, eta: 0:02:42, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1531, offset_loss: 0.5166, cls_loss: 0.2397, mask_loss: 0.1464, iou_score_loss: 0.0068, loss: 1.0627 +2022-06-02 11:32:21,506 - INFO - Epoch [20/20][190/255] lr: 2.6e-05, eta: 0:02:22, mem: 18341, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1621, offset_loss: 0.5912, cls_loss: 0.2392, mask_loss: 0.1497, iou_score_loss: 0.0080, loss: 1.1502 +2022-06-02 11:32:38,215 - INFO - Epoch [20/20][200/255] lr: 2.6e-05, eta: 0:01:58, mem: 18341, data_time: 0.00, iter_time: 0.62, semantic_loss: 0.1366, offset_loss: 0.5507, cls_loss: 0.2845, mask_loss: 0.1488, iou_score_loss: 0.0094, loss: 1.1300 +2022-06-02 11:33:00,916 - INFO - Epoch [20/20][210/255] lr: 2.6e-05, eta: 0:01:37, mem: 18341, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1301, offset_loss: 0.5196, cls_loss: 0.1971, mask_loss: 0.1698, iou_score_loss: 0.0082, loss: 1.0247 +2022-06-02 11:33:33,620 - INFO - Epoch [20/20][220/255] lr: 2.6e-05, eta: 0:01:17, mem: 18341, data_time: 14.68, iter_time: 15.41, semantic_loss: 0.1166, offset_loss: 0.5671, cls_loss: 0.2475, mask_loss: 0.1452, iou_score_loss: 0.0083, loss: 1.0846 +2022-06-02 11:33:52,925 - INFO - Epoch [20/20][230/255] lr: 2.6e-05, eta: 0:00:55, mem: 18341, data_time: 0.00, iter_time: 4.00, semantic_loss: 0.1582, offset_loss: 0.5294, cls_loss: 0.2381, mask_loss: 0.1798, iou_score_loss: 0.0098, loss: 1.1153 +2022-06-02 11:34:23,242 - INFO - Epoch [20/20][240/255] lr: 2.6e-05, eta: 0:00:33, mem: 18341, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1428, offset_loss: 0.5675, cls_loss: 0.2929, mask_loss: 0.1744, iou_score_loss: 0.0103, loss: 1.1879 +2022-06-02 11:34:55,173 - INFO - Epoch [20/20][250/255] lr: 2.6e-05, eta: 0:00:11, mem: 18341, data_time: 0.00, iter_time: 3.84, semantic_loss: 0.1272, offset_loss: 0.5176, cls_loss: 0.2540, mask_loss: 0.1771, iou_score_loss: 0.0096, loss: 1.0856 +2022-06-02 11:35:08,190 - INFO - Validation +2022-06-02 11:37:32,425 - INFO - Evaluate instance segmentation +2022-06-02 11:38:08,779 - INFO - AP: 0.528. AP_50: 0.662. AP_25: 0.736 +2022-06-02 11:38:08,779 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 11:38:19,059 - INFO - Class-wise mIoU: 85.9 97.0 85.1 0.0 36.7 61.9 72.4 88.3 79.4 75.1 69.4 79.6 57.2 +2022-06-02 11:38:19,059 - INFO - mIoU: 68.3 +2022-06-02 11:38:21,419 - INFO - Acc: 89.3 +2022-06-02 11:38:29,990 - INFO - Offset MAE: 1.983 diff --git a/docs/train_logs/softgroup_scannet_20220602_120228.log b/docs/train_logs/softgroup_scannet_20220602_120228.log new file mode 100644 index 0000000..3a95f2d --- /dev/null +++ b/docs/train_logs/softgroup_scannet_20220602_120228.log @@ -0,0 +1,4201 @@ +2022-06-02 12:02:29,004 - INFO - Config: +model: + channels: 32 + num_blocks: 7 + semantic_classes: 20 + instance_classes: 18 + sem2ins_classes: [] + semantic_only: False + ignore_label: -100 + grouping_cfg: + score_thr: 0.2 + radius: 0.04 + mean_active: 300 + class_numpoint_mean: [-1., -1., 3917., 12056., 2303., + 8331., 3948., 3166., 5629., 11719., + 1003., 3317., 4912., 10221., 3889., + 4136., 2120., 945., 3967., 2589.] + npoint_thr: 0.05 # absolute if class_numpoint == -1, relative if class_numpoint != -1 + ignore_classes: [0, 1] + instance_voxel_cfg: + scale: 50 + spatial_shape: 20 + train_cfg: + max_proposal_num: 200 + pos_iou_thr: 0.5 + test_cfg: + x4_split: False + cls_score_thr: 0.001 + mask_score_thr: -0.5 + min_npoint: 100 + fixed_modules: ['input_conv', 'unet', 'output_layer', 'semantic_linear', 'offset_linear'] + +data: + train: + type: 'scannetv2' + data_root: 'dataset/scannetv2' + prefix: 'train' + suffix: '_inst_nostuff.pth' + training: True + repeat: 4 + voxel_cfg: + scale: 50 + spatial_shape: [128, 512] + max_npoint: 250000 + min_npoint: 5000 + test: + type: 'scannetv2' + data_root: 'dataset/scannetv2' + prefix: 'val' + suffix: '_inst_nostuff.pth' + training: False + voxel_cfg: + scale: 50 + spatial_shape: [128, 512] + max_npoint: 250000 + min_npoint: 5000 + +dataloader: + train: + batch_size: 4 + num_workers: 4 + test: + batch_size: 1 + num_workers: 1 + +optimizer: + type: 'Adam' + lr: 0.004 + +save_cfg: + semantic: True + offset: True + instance: True + +fp16: False +epochs: 128 +step_epoch: 50 +save_freq: 4 +pretrain: './checkpoint/hais_ckpt_spconv2.pth' +work_dir: '' + +2022-06-02 12:02:29,005 - INFO - Distributed: True +2022-06-02 12:02:29,005 - INFO - Mix precision training: False +2022-06-02 12:02:32,930 - INFO - Load train dataset: 4804 scans +2022-06-02 12:02:32,933 - INFO - Load test dataset: 312 scans +2022-06-02 12:02:32,936 - INFO - Load pretrain from ./checkpoint/hais_ckpt_spconv2.pth +2022-06-02 12:02:33,348 - INFO - removed keys in source state_dict due to size mismatch: iou_score_linear.weight, iou_score_linear.bias, mask_linear.2.weight, mask_linear.2.bias +2022-06-02 12:02:33,348 - INFO - missing keys in source state_dict: cls_linear.weight, cls_linear.bias, mask_linear.2.weight, mask_linear.2.bias, iou_score_linear.weight, iou_score_linear.bias +2022-06-02 12:02:33,350 - INFO - Training +2022-06-02 12:02:51,132 - INFO - Epoch [1/128][10/300] lr: 0.004, eta: 18:57:23, mem: 1102, data_time: 0.00, iter_time: 1.47, semantic_loss: 0.1627, offset_loss: 0.3745, cls_loss: 2.2159, mask_loss: 0.3859, iou_score_loss: 0.0664, loss: 3.2055 +2022-06-02 12:03:01,089 - INFO - Epoch [1/128][20/300] lr: 0.004, eta: 14:46:34, mem: 1132, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2354, offset_loss: 0.3827, cls_loss: 1.3157, mask_loss: 0.3310, iou_score_loss: 0.0441, loss: 2.3089 +2022-06-02 12:03:10,677 - INFO - Epoch [1/128][30/300] lr: 0.004, eta: 13:15:30, mem: 1261, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1954, offset_loss: 0.3535, cls_loss: 1.3804, mask_loss: 0.3384, iou_score_loss: 0.0754, loss: 2.3431 +2022-06-02 12:03:19,959 - INFO - Epoch [1/128][40/300] lr: 0.004, eta: 12:24:54, mem: 1261, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2077, offset_loss: 0.4065, cls_loss: 0.9195, mask_loss: 0.2933, iou_score_loss: 0.0247, loss: 1.8517 +2022-06-02 12:03:29,282 - INFO - Epoch [1/128][50/300] lr: 0.004, eta: 11:54:52, mem: 1261, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1710, offset_loss: 0.3845, cls_loss: 1.0360, mask_loss: 0.3715, iou_score_loss: 0.0254, loss: 1.9884 +2022-06-02 12:03:38,218 - INFO - Epoch [1/128][60/300] lr: 0.004, eta: 11:30:36, mem: 1261, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1456, offset_loss: 0.2973, cls_loss: 0.9571, mask_loss: 0.2369, iou_score_loss: 0.0278, loss: 1.6647 +2022-06-02 12:03:49,145 - INFO - Epoch [1/128][70/300] lr: 0.004, eta: 11:31:36, mem: 1261, data_time: 0.00, iter_time: 1.48, semantic_loss: 0.1760, offset_loss: 0.4575, cls_loss: 0.6823, mask_loss: 0.2627, iou_score_loss: 0.0196, loss: 1.5980 +2022-06-02 12:03:57,912 - INFO - Epoch [1/128][80/300] lr: 0.004, eta: 11:14:51, mem: 1261, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1376, offset_loss: 0.3703, cls_loss: 0.8731, mask_loss: 0.2376, iou_score_loss: 0.0175, loss: 1.6362 +2022-06-02 12:04:07,305 - INFO - Epoch [1/128][90/300] lr: 0.004, eta: 11:06:28, mem: 1261, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1466, offset_loss: 0.3376, cls_loss: 0.6832, mask_loss: 0.2509, iou_score_loss: 0.0139, loss: 1.4322 +2022-06-02 12:04:16,268 - INFO - Epoch [1/128][100/300] lr: 0.004, eta: 10:56:55, mem: 1261, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1630, offset_loss: 0.3801, cls_loss: 0.7731, mask_loss: 0.2895, iou_score_loss: 0.0198, loss: 1.6255 +2022-06-02 12:04:25,117 - INFO - Epoch [1/128][110/300] lr: 0.004, eta: 10:48:23, mem: 1261, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1558, offset_loss: 0.3739, cls_loss: 0.7396, mask_loss: 0.2548, iou_score_loss: 0.0187, loss: 1.5428 +2022-06-02 12:04:34,245 - INFO - Epoch [1/128][120/300] lr: 0.004, eta: 10:42:44, mem: 1261, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.2105, offset_loss: 0.4121, cls_loss: 0.6006, mask_loss: 0.3376, iou_score_loss: 0.0167, loss: 1.5775 +2022-06-02 12:04:42,975 - INFO - Epoch [1/128][130/300] lr: 0.004, eta: 10:35:57, mem: 1261, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1829, offset_loss: 0.3922, cls_loss: 0.5694, mask_loss: 0.3362, iou_score_loss: 0.0132, loss: 1.4939 +2022-06-02 12:04:52,022 - INFO - Epoch [1/128][140/300] lr: 0.004, eta: 10:31:34, mem: 1261, data_time: 0.00, iter_time: 0.63, semantic_loss: 0.1542, offset_loss: 0.4077, cls_loss: 0.5362, mask_loss: 0.3074, iou_score_loss: 0.0120, loss: 1.4174 +2022-06-02 12:05:00,949 - INFO - Epoch [1/128][150/300] lr: 0.004, eta: 10:27:14, mem: 1261, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1575, offset_loss: 0.3445, cls_loss: 0.5489, mask_loss: 0.3300, iou_score_loss: 0.0211, loss: 1.4020 +2022-06-02 12:05:09,776 - INFO - Epoch [1/128][160/300] lr: 0.004, eta: 10:23:01, mem: 1261, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1857, offset_loss: 0.3971, cls_loss: 0.5373, mask_loss: 0.2761, iou_score_loss: 0.0155, loss: 1.4118 +2022-06-02 12:05:19,221 - INFO - Epoch [1/128][170/300] lr: 0.004, eta: 10:21:39, mem: 1261, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1735, offset_loss: 0.4805, cls_loss: 0.4723, mask_loss: 0.2754, iou_score_loss: 0.0140, loss: 1.4158 +2022-06-02 12:05:28,277 - INFO - Epoch [1/128][180/300] lr: 0.004, eta: 10:19:01, mem: 1261, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1538, offset_loss: 0.3405, cls_loss: 0.5955, mask_loss: 0.3109, iou_score_loss: 0.0147, loss: 1.4155 +2022-06-02 12:05:37,438 - INFO - Epoch [1/128][190/300] lr: 0.004, eta: 10:16:56, mem: 1261, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1261, offset_loss: 0.3484, cls_loss: 0.4218, mask_loss: 0.2576, iou_score_loss: 0.0122, loss: 1.1661 +2022-06-02 12:05:47,232 - INFO - Epoch [1/128][200/300] lr: 0.004, eta: 10:17:09, mem: 1261, data_time: 0.00, iter_time: 1.39, semantic_loss: 0.1898, offset_loss: 0.4141, cls_loss: 0.4063, mask_loss: 0.2994, iou_score_loss: 0.0151, loss: 1.3247 +2022-06-02 12:05:57,702 - INFO - Epoch [1/128][210/300] lr: 0.004, eta: 10:19:21, mem: 1261, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1707, offset_loss: 0.3522, cls_loss: 0.3570, mask_loss: 0.2512, iou_score_loss: 0.0097, loss: 1.1408 +2022-06-02 12:06:07,683 - INFO - Epoch [1/128][220/300] lr: 0.004, eta: 10:19:53, mem: 1261, data_time: 0.00, iter_time: 1.39, semantic_loss: 0.1821, offset_loss: 0.4062, cls_loss: 0.3920, mask_loss: 0.3355, iou_score_loss: 0.0127, loss: 1.3284 +2022-06-02 12:06:16,358 - INFO - Epoch [1/128][230/300] lr: 0.004, eta: 10:16:47, mem: 1261, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1810, offset_loss: 0.3889, cls_loss: 0.3652, mask_loss: 0.3116, iou_score_loss: 0.0111, loss: 1.2578 +2022-06-02 12:06:24,413 - INFO - Epoch [1/128][240/300] lr: 0.004, eta: 10:12:15, mem: 1261, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1656, offset_loss: 0.3525, cls_loss: 0.3978, mask_loss: 0.2833, iou_score_loss: 0.0123, loss: 1.2115 +2022-06-02 12:06:33,273 - INFO - Epoch [1/128][250/300] lr: 0.004, eta: 10:10:09, mem: 1261, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1767, offset_loss: 0.3539, cls_loss: 0.4288, mask_loss: 0.3134, iou_score_loss: 0.0146, loss: 1.2874 +2022-06-02 12:06:43,414 - INFO - Epoch [1/128][260/300] lr: 0.004, eta: 10:11:20, mem: 1298, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.2485, offset_loss: 0.4383, cls_loss: 0.5037, mask_loss: 0.4412, iou_score_loss: 0.0154, loss: 1.6471 +2022-06-02 12:06:52,502 - INFO - Epoch [1/128][270/300] lr: 0.004, eta: 10:09:57, mem: 1298, data_time: 0.00, iter_time: 0.58, semantic_loss: 0.1522, offset_loss: 0.3355, cls_loss: 0.3153, mask_loss: 0.2852, iou_score_loss: 0.0127, loss: 1.1010 +2022-06-02 12:07:02,483 - INFO - Epoch [1/128][280/300] lr: 0.004, eta: 10:10:39, mem: 1298, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1748, offset_loss: 0.3577, cls_loss: 0.3578, mask_loss: 0.2950, iou_score_loss: 0.0132, loss: 1.1985 +2022-06-02 12:07:12,296 - INFO - Epoch [1/128][290/300] lr: 0.004, eta: 10:10:54, mem: 1298, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2093, offset_loss: 0.3956, cls_loss: 0.5224, mask_loss: 0.2825, iou_score_loss: 0.0136, loss: 1.4234 +2022-06-02 12:07:20,955 - INFO - Epoch [1/128][300/300] lr: 0.004, eta: 10:08:44, mem: 1298, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1685, offset_loss: 0.3486, cls_loss: 0.3103, mask_loss: 0.3562, iou_score_loss: 0.0146, loss: 1.1982 +2022-06-02 12:07:21,403 - INFO - Validation +2022-06-02 12:08:47,905 - INFO - Evaluate instance segmentation +2022-06-02 12:09:04,947 - INFO - AP: 0.422. AP_50: 0.635. AP_25: 0.757 +2022-06-02 12:09:04,948 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 12:09:11,996 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 12:09:11,997 - INFO - mIoU: 72.0 +2022-06-02 12:09:13,383 - INFO - Acc: 89.8 +2022-06-02 12:09:16,882 - INFO - Offset MAE: 0.442 +2022-06-02 12:09:31,176 - INFO - Epoch [2/128][10/300] lr: 0.004, eta: 14:54:17, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1906, offset_loss: 0.4259, cls_loss: 0.4659, mask_loss: 0.3248, iou_score_loss: 0.0153, loss: 1.4225 +2022-06-02 12:09:42,830 - INFO - Epoch [2/128][20/300] lr: 0.004, eta: 13:37:21, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1873, offset_loss: 0.4270, cls_loss: 0.3324, mask_loss: 0.3202, iou_score_loss: 0.0145, loss: 1.2814 +2022-06-02 12:09:52,567 - INFO - Epoch [2/128][30/300] lr: 0.004, eta: 12:30:36, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2103, offset_loss: 0.5083, cls_loss: 0.3767, mask_loss: 0.3645, iou_score_loss: 0.0112, loss: 1.4711 +2022-06-02 12:10:01,992 - INFO - Epoch [2/128][40/300] lr: 0.004, eta: 11:52:01, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1811, offset_loss: 0.4288, cls_loss: 0.3927, mask_loss: 0.3467, iou_score_loss: 0.0104, loss: 1.3597 +2022-06-02 12:10:10,544 - INFO - Epoch [2/128][50/300] lr: 0.004, eta: 11:17:51, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1642, offset_loss: 0.3872, cls_loss: 0.3343, mask_loss: 0.2712, iou_score_loss: 0.0122, loss: 1.1690 +2022-06-02 12:10:20,346 - INFO - Epoch [2/128][60/300] lr: 0.004, eta: 11:08:28, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1541, offset_loss: 0.3564, cls_loss: 0.3139, mask_loss: 0.3080, iou_score_loss: 0.0119, loss: 1.1443 +2022-06-02 12:10:28,995 - INFO - Epoch [2/128][70/300] lr: 0.004, eta: 10:51:09, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1479, offset_loss: 0.3700, cls_loss: 0.2813, mask_loss: 0.2471, iou_score_loss: 0.0126, loss: 1.0589 +2022-06-02 12:10:38,765 - INFO - Epoch [2/128][80/300] lr: 0.004, eta: 10:47:02, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1598, offset_loss: 0.3927, cls_loss: 0.2976, mask_loss: 0.3044, iou_score_loss: 0.0137, loss: 1.1681 +2022-06-02 12:10:47,934 - INFO - Epoch [2/128][90/300] lr: 0.004, eta: 10:39:33, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1695, offset_loss: 0.3241, cls_loss: 0.3039, mask_loss: 0.2914, iou_score_loss: 0.0111, loss: 1.0999 +2022-06-02 12:10:57,486 - INFO - Epoch [2/128][100/300] lr: 0.004, eta: 10:35:56, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.2070, offset_loss: 0.4581, cls_loss: 0.3279, mask_loss: 0.3012, iou_score_loss: 0.0099, loss: 1.3041 +2022-06-02 12:11:06,932 - INFO - Epoch [2/128][110/300] lr: 0.004, eta: 10:32:21, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1537, offset_loss: 0.3891, cls_loss: 0.3276, mask_loss: 0.2680, iou_score_loss: 0.0089, loss: 1.1472 +2022-06-02 12:11:15,295 - INFO - Epoch [2/128][120/300] lr: 0.004, eta: 10:23:36, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1933, offset_loss: 0.3834, cls_loss: 0.2750, mask_loss: 0.3035, iou_score_loss: 0.0098, loss: 1.1650 +2022-06-02 12:11:24,730 - INFO - Epoch [2/128][130/300] lr: 0.004, eta: 10:21:25, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1915, offset_loss: 0.3874, cls_loss: 0.3085, mask_loss: 0.2906, iou_score_loss: 0.0118, loss: 1.1898 +2022-06-02 12:11:35,138 - INFO - Epoch [2/128][140/300] lr: 0.004, eta: 10:23:51, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.2418, offset_loss: 0.3913, cls_loss: 0.2940, mask_loss: 0.2808, iou_score_loss: 0.0118, loss: 1.2196 +2022-06-02 12:11:45,214 - INFO - Epoch [2/128][150/300] lr: 0.004, eta: 10:24:35, mem: 9016, data_time: 0.00, iter_time: 1.43, semantic_loss: 0.1928, offset_loss: 0.4069, cls_loss: 0.3882, mask_loss: 0.3035, iou_score_loss: 0.0096, loss: 1.3010 +2022-06-02 12:11:54,847 - INFO - Epoch [2/128][160/300] lr: 0.004, eta: 10:23:29, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1979, offset_loss: 0.4800, cls_loss: 0.2765, mask_loss: 0.3003, iou_score_loss: 0.0122, loss: 1.2669 +2022-06-02 12:12:04,154 - INFO - Epoch [2/128][170/300] lr: 0.004, eta: 10:21:17, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1884, offset_loss: 0.3625, cls_loss: 0.3665, mask_loss: 0.3025, iou_score_loss: 0.0093, loss: 1.2292 +2022-06-02 12:12:14,181 - INFO - Epoch [2/128][180/300] lr: 0.004, eta: 10:21:47, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1686, offset_loss: 0.3574, cls_loss: 0.2354, mask_loss: 0.3274, iou_score_loss: 0.0141, loss: 1.1029 +2022-06-02 12:12:22,507 - INFO - Epoch [2/128][190/300] lr: 0.004, eta: 10:16:38, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1844, offset_loss: 0.3642, cls_loss: 0.3664, mask_loss: 0.2717, iou_score_loss: 0.0113, loss: 1.1980 +2022-06-02 12:12:31,184 - INFO - Epoch [2/128][200/300] lr: 0.004, eta: 10:13:04, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2121, offset_loss: 0.4035, cls_loss: 0.2877, mask_loss: 0.2894, iou_score_loss: 0.0102, loss: 1.2028 +2022-06-02 12:12:40,161 - INFO - Epoch [2/128][210/300] lr: 0.004, eta: 10:10:42, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1442, offset_loss: 0.3762, cls_loss: 0.2721, mask_loss: 0.2847, iou_score_loss: 0.0087, loss: 1.0859 +2022-06-02 12:12:49,730 - INFO - Epoch [2/128][220/300] lr: 0.004, eta: 10:10:13, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2002, offset_loss: 0.4187, cls_loss: 0.2793, mask_loss: 0.2816, iou_score_loss: 0.0088, loss: 1.1886 +2022-06-02 12:12:58,672 - INFO - Epoch [2/128][230/300] lr: 0.004, eta: 10:08:03, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1922, offset_loss: 0.4012, cls_loss: 0.3083, mask_loss: 0.3043, iou_score_loss: 0.0100, loss: 1.2161 +2022-06-02 12:13:08,715 - INFO - Epoch [2/128][240/300] lr: 0.004, eta: 10:08:57, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1353, offset_loss: 0.3248, cls_loss: 0.3378, mask_loss: 0.2755, iou_score_loss: 0.0101, loss: 1.0835 +2022-06-02 12:13:18,030 - INFO - Epoch [2/128][250/300] lr: 0.004, eta: 10:08:00, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1887, offset_loss: 0.3863, cls_loss: 0.3425, mask_loss: 0.2893, iou_score_loss: 0.0109, loss: 1.2177 +2022-06-02 12:13:26,911 - INFO - Epoch [2/128][260/300] lr: 0.004, eta: 10:06:00, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1350, offset_loss: 0.3941, cls_loss: 0.3157, mask_loss: 0.2797, iou_score_loss: 0.0102, loss: 1.1347 +2022-06-02 12:13:35,596 - INFO - Epoch [2/128][270/300] lr: 0.004, eta: 10:03:39, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.2003, offset_loss: 0.3483, cls_loss: 0.2706, mask_loss: 0.2993, iou_score_loss: 0.0104, loss: 1.1289 +2022-06-02 12:13:45,354 - INFO - Epoch [2/128][280/300] lr: 0.004, eta: 10:03:54, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1756, offset_loss: 0.3932, cls_loss: 0.2685, mask_loss: 0.2888, iou_score_loss: 0.0115, loss: 1.1377 +2022-06-02 12:13:54,298 - INFO - Epoch [2/128][290/300] lr: 0.004, eta: 10:02:21, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1309, offset_loss: 0.3077, cls_loss: 0.2598, mask_loss: 0.2689, iou_score_loss: 0.0101, loss: 0.9774 +2022-06-02 12:14:02,412 - INFO - Epoch [2/128][300/300] lr: 0.004, eta: 9:59:12, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1953, offset_loss: 0.4824, cls_loss: 0.2989, mask_loss: 0.2780, iou_score_loss: 0.0090, loss: 1.2637 +2022-06-02 12:14:03,299 - INFO - Validation +2022-06-02 12:15:21,783 - INFO - Evaluate instance segmentation +2022-06-02 12:15:35,658 - INFO - AP: 0.431. AP_50: 0.648. AP_25: 0.777 +2022-06-02 12:15:35,659 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 12:15:42,743 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 12:15:42,743 - INFO - mIoU: 72.0 +2022-06-02 12:15:44,086 - INFO - Acc: 89.8 +2022-06-02 12:15:47,542 - INFO - Offset MAE: 0.442 +2022-06-02 12:16:00,644 - INFO - Epoch [3/128][10/300] lr: 0.004, eta: 13:36:38, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1508, offset_loss: 0.4000, cls_loss: 0.2636, mask_loss: 0.3019, iou_score_loss: 0.0129, loss: 1.1292 +2022-06-02 12:16:10,698 - INFO - Epoch [3/128][20/300] lr: 0.004, eta: 12:04:30, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.2014, offset_loss: 0.4199, cls_loss: 0.2738, mask_loss: 0.2925, iou_score_loss: 0.0101, loss: 1.1977 +2022-06-02 12:16:20,692 - INFO - Epoch [3/128][30/300] lr: 0.004, eta: 11:32:27, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1709, offset_loss: 0.3565, cls_loss: 0.2855, mask_loss: 0.2945, iou_score_loss: 0.0127, loss: 1.1202 +2022-06-02 12:16:30,070 - INFO - Epoch [3/128][40/300] lr: 0.004, eta: 11:06:57, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1873, offset_loss: 0.4415, cls_loss: 0.2328, mask_loss: 0.2900, iou_score_loss: 0.0123, loss: 1.1639 +2022-06-02 12:16:40,951 - INFO - Epoch [3/128][50/300] lr: 0.004, eta: 11:10:05, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1991, offset_loss: 0.4430, cls_loss: 0.3099, mask_loss: 0.3219, iou_score_loss: 0.0162, loss: 1.2900 +2022-06-02 12:16:49,660 - INFO - Epoch [3/128][60/300] lr: 0.004, eta: 10:49:45, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1393, offset_loss: 0.3152, cls_loss: 0.2832, mask_loss: 0.2615, iou_score_loss: 0.0088, loss: 1.0079 +2022-06-02 12:16:58,974 - INFO - Epoch [3/128][70/300] lr: 0.004, eta: 10:40:18, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1789, offset_loss: 0.3708, cls_loss: 0.2522, mask_loss: 0.3173, iou_score_loss: 0.0081, loss: 1.1273 +2022-06-02 12:17:07,232 - INFO - Epoch [3/128][80/300] lr: 0.004, eta: 10:24:54, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1489, offset_loss: 0.3091, cls_loss: 0.3252, mask_loss: 0.2402, iou_score_loss: 0.0114, loss: 1.0347 +2022-06-02 12:17:16,166 - INFO - Epoch [3/128][90/300] lr: 0.004, eta: 10:17:55, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1957, offset_loss: 0.3644, cls_loss: 0.2123, mask_loss: 0.2958, iou_score_loss: 0.0107, loss: 1.0789 +2022-06-02 12:17:26,361 - INFO - Epoch [3/128][100/300] lr: 0.004, eta: 10:20:01, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1617, offset_loss: 0.3361, cls_loss: 0.1659, mask_loss: 0.2756, iou_score_loss: 0.0108, loss: 0.9502 +2022-06-02 12:17:35,810 - INFO - Epoch [3/128][110/300] lr: 0.004, eta: 10:17:24, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.2033, offset_loss: 0.3689, cls_loss: 0.3191, mask_loss: 0.2935, iou_score_loss: 0.0091, loss: 1.1940 +2022-06-02 12:17:45,827 - INFO - Epoch [3/128][120/300] lr: 0.004, eta: 10:18:12, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1997, offset_loss: 0.4013, cls_loss: 0.2779, mask_loss: 0.2939, iou_score_loss: 0.0088, loss: 1.1815 +2022-06-02 12:17:54,837 - INFO - Epoch [3/128][130/300] lr: 0.004, eta: 10:14:00, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1486, offset_loss: 0.3349, cls_loss: 0.3261, mask_loss: 0.2823, iou_score_loss: 0.0068, loss: 1.0987 +2022-06-02 12:18:04,270 - INFO - Epoch [3/128][140/300] lr: 0.004, eta: 10:12:22, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1568, offset_loss: 0.4455, cls_loss: 0.3344, mask_loss: 0.3011, iou_score_loss: 0.0151, loss: 1.2530 +2022-06-02 12:18:14,229 - INFO - Epoch [3/128][150/300] lr: 0.004, eta: 10:12:57, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1772, offset_loss: 0.4369, cls_loss: 0.3067, mask_loss: 0.2948, iou_score_loss: 0.0090, loss: 1.2246 +2022-06-02 12:18:23,009 - INFO - Epoch [3/128][160/300] lr: 0.004, eta: 10:08:56, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.2148, offset_loss: 0.3438, cls_loss: 0.4033, mask_loss: 0.3392, iou_score_loss: 0.0164, loss: 1.3175 +2022-06-02 12:18:32,258 - INFO - Epoch [3/128][170/300] lr: 0.004, eta: 10:07:03, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1968, offset_loss: 0.3539, cls_loss: 0.2831, mask_loss: 0.3143, iou_score_loss: 0.0113, loss: 1.1594 +2022-06-02 12:18:41,349 - INFO - Epoch [3/128][180/300] lr: 0.004, eta: 10:04:51, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1526, offset_loss: 0.3559, cls_loss: 0.2311, mask_loss: 0.2466, iou_score_loss: 0.0087, loss: 0.9949 +2022-06-02 12:18:51,055 - INFO - Epoch [3/128][190/300] lr: 0.004, eta: 10:04:57, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1729, offset_loss: 0.3331, cls_loss: 0.3672, mask_loss: 0.3174, iou_score_loss: 0.0101, loss: 1.2007 +2022-06-02 12:19:00,662 - INFO - Epoch [3/128][200/300] lr: 0.004, eta: 10:04:39, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.2329, offset_loss: 0.4736, cls_loss: 0.2962, mask_loss: 0.3505, iou_score_loss: 0.0130, loss: 1.3662 +2022-06-02 12:19:08,798 - INFO - Epoch [3/128][210/300] lr: 0.004, eta: 9:59:59, mem: 9016, data_time: 0.00, iter_time: 0.59, semantic_loss: 0.1561, offset_loss: 0.3417, cls_loss: 0.2994, mask_loss: 0.2543, iou_score_loss: 0.0091, loss: 1.0606 +2022-06-02 12:19:17,641 - INFO - Epoch [3/128][220/300] lr: 0.004, eta: 9:57:43, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2366, offset_loss: 0.4701, cls_loss: 0.3441, mask_loss: 0.3139, iou_score_loss: 0.0104, loss: 1.3750 +2022-06-02 12:19:26,356 - INFO - Epoch [3/128][230/300] lr: 0.004, eta: 9:55:18, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1742, offset_loss: 0.5159, cls_loss: 0.1963, mask_loss: 0.2531, iou_score_loss: 0.0096, loss: 1.1491 +2022-06-02 12:19:35,412 - INFO - Epoch [3/128][240/300] lr: 0.004, eta: 9:53:57, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1559, offset_loss: 0.3644, cls_loss: 0.3193, mask_loss: 0.2473, iou_score_loss: 0.0094, loss: 1.0962 +2022-06-02 12:19:44,113 - INFO - Epoch [3/128][250/300] lr: 0.004, eta: 9:51:51, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1840, offset_loss: 0.3646, cls_loss: 0.3267, mask_loss: 0.3378, iou_score_loss: 0.0121, loss: 1.2253 +2022-06-02 12:19:52,318 - INFO - Epoch [3/128][260/300] lr: 0.004, eta: 9:48:38, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1906, offset_loss: 0.4011, cls_loss: 0.2759, mask_loss: 0.2971, iou_score_loss: 0.0133, loss: 1.1780 +2022-06-02 12:20:00,733 - INFO - Epoch [3/128][270/300] lr: 0.004, eta: 9:46:13, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1810, offset_loss: 0.3160, cls_loss: 0.2987, mask_loss: 0.2864, iou_score_loss: 0.0086, loss: 1.0906 +2022-06-02 12:20:09,769 - INFO - Epoch [3/128][280/300] lr: 0.004, eta: 9:45:19, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1674, offset_loss: 0.3826, cls_loss: 0.3246, mask_loss: 0.2626, iou_score_loss: 0.0135, loss: 1.1508 +2022-06-02 12:20:17,972 - INFO - Epoch [3/128][290/300] lr: 0.004, eta: 9:42:40, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1851, offset_loss: 0.3823, cls_loss: 0.3889, mask_loss: 0.2999, iou_score_loss: 0.0096, loss: 1.2658 +2022-06-02 12:20:26,548 - INFO - Epoch [3/128][300/300] lr: 0.004, eta: 9:40:58, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1867, offset_loss: 0.4649, cls_loss: 0.2902, mask_loss: 0.2531, iou_score_loss: 0.0113, loss: 1.2062 +2022-06-02 12:20:41,859 - INFO - Epoch [4/128][10/300] lr: 0.004, eta: 14:58:31, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2256, offset_loss: 0.3791, cls_loss: 0.2203, mask_loss: 0.2564, iou_score_loss: 0.0096, loss: 1.0910 +2022-06-02 12:20:50,803 - INFO - Epoch [4/128][20/300] lr: 0.004, eta: 12:08:49, mem: 9016, data_time: 0.00, iter_time: 0.46, semantic_loss: 0.1500, offset_loss: 0.3425, cls_loss: 0.2982, mask_loss: 0.2660, iou_score_loss: 0.0087, loss: 1.0654 +2022-06-02 12:21:00,301 - INFO - Epoch [4/128][30/300] lr: 0.004, eta: 11:23:26, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1727, offset_loss: 0.3447, cls_loss: 0.2232, mask_loss: 0.3013, iou_score_loss: 0.0114, loss: 1.0533 +2022-06-02 12:21:10,017 - INFO - Epoch [4/128][40/300] lr: 0.004, eta: 11:04:05, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2028, offset_loss: 0.4414, cls_loss: 0.3308, mask_loss: 0.2781, iou_score_loss: 0.0126, loss: 1.2658 +2022-06-02 12:21:18,910 - INFO - Epoch [4/128][50/300] lr: 0.004, eta: 10:42:11, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1369, offset_loss: 0.3315, cls_loss: 0.2053, mask_loss: 0.2592, iou_score_loss: 0.0080, loss: 0.9409 +2022-06-02 12:21:27,879 - INFO - Epoch [4/128][60/300] lr: 0.004, eta: 10:28:01, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.2188, offset_loss: 0.3672, cls_loss: 0.2861, mask_loss: 0.3408, iou_score_loss: 0.0160, loss: 1.2288 +2022-06-02 12:21:36,416 - INFO - Epoch [4/128][70/300] lr: 0.004, eta: 10:14:28, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1857, offset_loss: 0.4014, cls_loss: 0.2614, mask_loss: 0.3184, iou_score_loss: 0.0106, loss: 1.1775 +2022-06-02 12:21:45,864 - INFO - Epoch [4/128][80/300] lr: 0.004, eta: 10:11:10, mem: 9016, data_time: 0.00, iter_time: 0.61, semantic_loss: 0.1519, offset_loss: 0.3814, cls_loss: 0.2688, mask_loss: 0.2468, iou_score_loss: 0.0101, loss: 1.0589 +2022-06-02 12:21:54,690 - INFO - Epoch [4/128][90/300] lr: 0.004, eta: 10:04:16, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1795, offset_loss: 0.4288, cls_loss: 0.2631, mask_loss: 0.2751, iou_score_loss: 0.0089, loss: 1.1554 +2022-06-02 12:22:05,400 - INFO - Epoch [4/128][100/300] lr: 0.004, eta: 10:10:23, mem: 9016, data_time: 0.00, iter_time: 1.56, semantic_loss: 0.2011, offset_loss: 0.4319, cls_loss: 0.2528, mask_loss: 0.2949, iou_score_loss: 0.0086, loss: 1.1894 +2022-06-02 12:22:14,728 - INFO - Epoch [4/128][110/300] lr: 0.004, eta: 10:07:36, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2240, offset_loss: 0.3522, cls_loss: 0.2465, mask_loss: 0.3233, iou_score_loss: 0.0127, loss: 1.1586 +2022-06-02 12:22:23,810 - INFO - Epoch [4/128][120/300] lr: 0.004, eta: 10:03:57, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1441, offset_loss: 0.3413, cls_loss: 0.2080, mask_loss: 0.2843, iou_score_loss: 0.0104, loss: 0.9881 +2022-06-02 12:22:32,320 - INFO - Epoch [4/128][130/300] lr: 0.004, eta: 9:58:10, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.2191, offset_loss: 0.3994, cls_loss: 0.3228, mask_loss: 0.2963, iou_score_loss: 0.0130, loss: 1.2506 +2022-06-02 12:22:42,249 - INFO - Epoch [4/128][140/300] lr: 0.004, eta: 9:59:27, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1920, offset_loss: 0.3836, cls_loss: 0.2587, mask_loss: 0.2783, iou_score_loss: 0.0089, loss: 1.1214 +2022-06-02 12:22:51,704 - INFO - Epoch [4/128][150/300] lr: 0.004, eta: 9:58:35, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1644, offset_loss: 0.3834, cls_loss: 0.3158, mask_loss: 0.2755, iou_score_loss: 0.0099, loss: 1.1490 +2022-06-02 12:23:00,460 - INFO - Epoch [4/128][160/300] lr: 0.004, eta: 9:54:58, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.2178, offset_loss: 0.3857, cls_loss: 0.3177, mask_loss: 0.3046, iou_score_loss: 0.0110, loss: 1.2367 +2022-06-02 12:23:10,095 - INFO - Epoch [4/128][170/300] lr: 0.004, eta: 9:55:10, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1623, offset_loss: 0.3589, cls_loss: 0.2132, mask_loss: 0.2496, iou_score_loss: 0.0111, loss: 0.9952 +2022-06-02 12:23:20,090 - INFO - Epoch [4/128][180/300] lr: 0.004, eta: 9:56:29, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1960, offset_loss: 0.4450, cls_loss: 0.2668, mask_loss: 0.3102, iou_score_loss: 0.0069, loss: 1.2250 +2022-06-02 12:23:29,551 - INFO - Epoch [4/128][190/300] lr: 0.004, eta: 9:55:55, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1472, offset_loss: 0.3839, cls_loss: 0.2444, mask_loss: 0.2531, iou_score_loss: 0.0123, loss: 1.0410 +2022-06-02 12:23:39,087 - INFO - Epoch [4/128][200/300] lr: 0.004, eta: 9:55:32, mem: 9016, data_time: 0.00, iter_time: 1.45, semantic_loss: 0.2319, offset_loss: 0.3945, cls_loss: 0.3228, mask_loss: 0.2800, iou_score_loss: 0.0088, loss: 1.2380 +2022-06-02 12:23:48,566 - INFO - Epoch [4/128][210/300] lr: 0.004, eta: 9:55:04, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1926, offset_loss: 0.3323, cls_loss: 0.3017, mask_loss: 0.2666, iou_score_loss: 0.0072, loss: 1.1005 +2022-06-02 12:23:58,860 - INFO - Epoch [4/128][220/300] lr: 0.004, eta: 9:56:57, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2094, offset_loss: 0.3812, cls_loss: 0.2387, mask_loss: 0.3040, iou_score_loss: 0.0090, loss: 1.1423 +2022-06-02 12:24:07,831 - INFO - Epoch [4/128][230/300] lr: 0.004, eta: 9:55:08, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1281, offset_loss: 0.3558, cls_loss: 0.2481, mask_loss: 0.2501, iou_score_loss: 0.0103, loss: 0.9923 +2022-06-02 12:24:17,539 - INFO - Epoch [4/128][240/300] lr: 0.004, eta: 9:55:15, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1683, offset_loss: 0.3510, cls_loss: 0.2474, mask_loss: 0.2556, iou_score_loss: 0.0115, loss: 1.0339 +2022-06-02 12:24:26,997 - INFO - Epoch [4/128][250/300] lr: 0.004, eta: 9:54:47, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1818, offset_loss: 0.4069, cls_loss: 0.2407, mask_loss: 0.2825, iou_score_loss: 0.0130, loss: 1.1250 +2022-06-02 12:24:36,845 - INFO - Epoch [4/128][260/300] lr: 0.004, eta: 9:55:17, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1758, offset_loss: 0.3984, cls_loss: 0.3124, mask_loss: 0.3033, iou_score_loss: 0.0136, loss: 1.2034 +2022-06-02 12:24:45,635 - INFO - Epoch [4/128][270/300] lr: 0.004, eta: 9:53:18, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1423, offset_loss: 0.3883, cls_loss: 0.2205, mask_loss: 0.2441, iou_score_loss: 0.0089, loss: 1.0041 +2022-06-02 12:24:55,013 - INFO - Epoch [4/128][280/300] lr: 0.004, eta: 9:52:39, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1814, offset_loss: 0.4099, cls_loss: 0.2626, mask_loss: 0.2954, iou_score_loss: 0.0112, loss: 1.1606 +2022-06-02 12:25:03,411 - INFO - Epoch [4/128][290/300] lr: 0.004, eta: 9:50:05, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1535, offset_loss: 0.3925, cls_loss: 0.2392, mask_loss: 0.2781, iou_score_loss: 0.0093, loss: 1.0726 +2022-06-02 12:25:11,767 - INFO - Epoch [4/128][300/300] lr: 0.004, eta: 9:47:32, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1564, offset_loss: 0.5436, cls_loss: 0.2401, mask_loss: 0.2937, iou_score_loss: 0.0144, loss: 1.2482 +2022-06-02 12:25:12,616 - INFO - Validation +2022-06-02 12:26:25,852 - INFO - Evaluate instance segmentation +2022-06-02 12:26:38,301 - INFO - AP: 0.443. AP_50: 0.661. AP_25: 0.789 +2022-06-02 12:26:38,302 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 12:26:44,807 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 12:26:44,807 - INFO - mIoU: 72.0 +2022-06-02 12:26:46,133 - INFO - Acc: 89.8 +2022-06-02 12:26:49,552 - INFO - Offset MAE: 0.442 +2022-06-02 12:27:02,491 - INFO - Epoch [5/128][10/300] lr: 0.004, eta: 13:14:21, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1514, offset_loss: 0.4041, cls_loss: 0.2450, mask_loss: 0.2612, iou_score_loss: 0.0146, loss: 1.0764 +2022-06-02 12:27:11,823 - INFO - Epoch [5/128][20/300] lr: 0.004, eta: 11:26:41, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1888, offset_loss: 0.3960, cls_loss: 0.3191, mask_loss: 0.2609, iou_score_loss: 0.0080, loss: 1.1729 +2022-06-02 12:27:20,585 - INFO - Epoch [5/128][30/300] lr: 0.004, eta: 10:38:17, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1400, offset_loss: 0.3259, cls_loss: 0.2477, mask_loss: 0.2237, iou_score_loss: 0.0101, loss: 0.9473 +2022-06-02 12:27:30,679 - INFO - Epoch [5/128][40/300] lr: 0.004, eta: 10:35:06, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1522, offset_loss: 0.3034, cls_loss: 0.3316, mask_loss: 0.2573, iou_score_loss: 0.0110, loss: 1.0554 +2022-06-02 12:27:40,547 - INFO - Epoch [5/128][50/300] lr: 0.004, eta: 10:29:57, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1406, offset_loss: 0.4293, cls_loss: 0.2445, mask_loss: 0.2911, iou_score_loss: 0.0101, loss: 1.1157 +2022-06-02 12:27:49,990 - INFO - Epoch [5/128][60/300] lr: 0.004, eta: 10:22:18, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1817, offset_loss: 0.3532, cls_loss: 0.3249, mask_loss: 0.2516, iou_score_loss: 0.0088, loss: 1.1202 +2022-06-02 12:27:59,252 - INFO - Epoch [5/128][70/300] lr: 0.004, eta: 10:15:10, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1776, offset_loss: 0.3685, cls_loss: 0.3155, mask_loss: 0.2574, iou_score_loss: 0.0074, loss: 1.1264 +2022-06-02 12:28:09,200 - INFO - Epoch [5/128][80/300] lr: 0.004, eta: 10:15:03, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1210, offset_loss: 0.3524, cls_loss: 0.2401, mask_loss: 0.2522, iou_score_loss: 0.0084, loss: 0.9741 +2022-06-02 12:28:18,168 - INFO - Epoch [5/128][90/300] lr: 0.004, eta: 10:08:14, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1088, offset_loss: 0.4326, cls_loss: 0.2003, mask_loss: 0.2308, iou_score_loss: 0.0080, loss: 0.9805 +2022-06-02 12:28:28,559 - INFO - Epoch [5/128][100/300] lr: 0.004, eta: 10:11:31, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1644, offset_loss: 0.4765, cls_loss: 0.2854, mask_loss: 0.2661, iou_score_loss: 0.0085, loss: 1.2008 +2022-06-02 12:28:37,830 - INFO - Epoch [5/128][110/300] lr: 0.004, eta: 10:07:49, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1955, offset_loss: 0.3913, cls_loss: 0.2733, mask_loss: 0.2573, iou_score_loss: 0.0087, loss: 1.1260 +2022-06-02 12:28:47,460 - INFO - Epoch [5/128][120/300] lr: 0.004, eta: 10:06:34, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1852, offset_loss: 0.4150, cls_loss: 0.2255, mask_loss: 0.2695, iou_score_loss: 0.0102, loss: 1.1055 +2022-06-02 12:28:55,838 - INFO - Epoch [5/128][130/300] lr: 0.004, eta: 9:59:36, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1897, offset_loss: 0.3700, cls_loss: 0.2864, mask_loss: 0.2839, iou_score_loss: 0.0117, loss: 1.1418 +2022-06-02 12:29:05,273 - INFO - Epoch [5/128][140/300] lr: 0.004, eta: 9:58:15, mem: 9016, data_time: 0.00, iter_time: 1.44, semantic_loss: 0.1868, offset_loss: 0.3159, cls_loss: 0.2966, mask_loss: 0.2837, iou_score_loss: 0.0125, loss: 1.0955 +2022-06-02 12:29:15,148 - INFO - Epoch [5/128][150/300] lr: 0.004, eta: 9:58:55, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1549, offset_loss: 0.3874, cls_loss: 0.2588, mask_loss: 0.3003, iou_score_loss: 0.0096, loss: 1.1109 +2022-06-02 12:29:24,752 - INFO - Epoch [5/128][160/300] lr: 0.004, eta: 9:58:18, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1921, offset_loss: 0.4656, cls_loss: 0.2330, mask_loss: 0.2772, iou_score_loss: 0.0109, loss: 1.1788 +2022-06-02 12:29:34,588 - INFO - Epoch [5/128][170/300] lr: 0.004, eta: 9:58:37, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1947, offset_loss: 0.3970, cls_loss: 0.2746, mask_loss: 0.2871, iou_score_loss: 0.0075, loss: 1.1609 +2022-06-02 12:29:43,297 - INFO - Epoch [5/128][180/300] lr: 0.004, eta: 9:55:01, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1582, offset_loss: 0.3728, cls_loss: 0.2510, mask_loss: 0.2601, iou_score_loss: 0.0080, loss: 1.0502 +2022-06-02 12:29:53,456 - INFO - Epoch [5/128][190/300] lr: 0.004, eta: 9:56:40, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1635, offset_loss: 0.3991, cls_loss: 0.2627, mask_loss: 0.2603, iou_score_loss: 0.0092, loss: 1.0947 +2022-06-02 12:30:01,772 - INFO - Epoch [5/128][200/300] lr: 0.004, eta: 9:52:20, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1885, offset_loss: 0.4007, cls_loss: 0.2373, mask_loss: 0.2724, iou_score_loss: 0.0095, loss: 1.1085 +2022-06-02 12:30:10,407 - INFO - Epoch [5/128][210/300] lr: 0.004, eta: 9:49:18, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1997, offset_loss: 0.4313, cls_loss: 0.2511, mask_loss: 0.3122, iou_score_loss: 0.0117, loss: 1.2060 +2022-06-02 12:30:20,514 - INFO - Epoch [5/128][220/300] lr: 0.004, eta: 9:50:38, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1890, offset_loss: 0.3440, cls_loss: 0.2359, mask_loss: 0.2441, iou_score_loss: 0.0092, loss: 1.0222 +2022-06-02 12:30:30,674 - INFO - Epoch [5/128][230/300] lr: 0.004, eta: 9:52:05, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2061, offset_loss: 0.3768, cls_loss: 0.2420, mask_loss: 0.3339, iou_score_loss: 0.0117, loss: 1.1705 +2022-06-02 12:30:40,402 - INFO - Epoch [5/128][240/300] lr: 0.004, eta: 9:52:09, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2006, offset_loss: 0.3354, cls_loss: 0.2545, mask_loss: 0.3029, iou_score_loss: 0.0109, loss: 1.1043 +2022-06-02 12:30:49,282 - INFO - Epoch [5/128][250/300] lr: 0.004, eta: 9:50:10, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1403, offset_loss: 0.3945, cls_loss: 0.2344, mask_loss: 0.2537, iou_score_loss: 0.0078, loss: 1.0307 +2022-06-02 12:30:58,381 - INFO - Epoch [5/128][260/300] lr: 0.004, eta: 9:48:55, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1681, offset_loss: 0.4166, cls_loss: 0.3044, mask_loss: 0.2579, iou_score_loss: 0.0102, loss: 1.1571 +2022-06-02 12:31:06,938 - INFO - Epoch [5/128][270/300] lr: 0.004, eta: 9:46:29, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.2044, offset_loss: 0.4286, cls_loss: 0.3004, mask_loss: 0.3317, iou_score_loss: 0.0102, loss: 1.2753 +2022-06-02 12:31:16,636 - INFO - Epoch [5/128][280/300] lr: 0.004, eta: 9:46:42, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1388, offset_loss: 0.3566, cls_loss: 0.2765, mask_loss: 0.2633, iou_score_loss: 0.0091, loss: 1.0443 +2022-06-02 12:31:26,248 - INFO - Epoch [5/128][290/300] lr: 0.004, eta: 9:46:40, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1809, offset_loss: 0.3686, cls_loss: 0.2926, mask_loss: 0.2856, iou_score_loss: 0.0096, loss: 1.1373 +2022-06-02 12:31:34,562 - INFO - Epoch [5/128][300/300] lr: 0.004, eta: 9:44:02, mem: 9016, data_time: 0.00, iter_time: 0.53, semantic_loss: 0.1739, offset_loss: 0.3894, cls_loss: 0.2133, mask_loss: 0.3017, iou_score_loss: 0.0074, loss: 1.0856 +2022-06-02 12:31:52,464 - INFO - Epoch [6/128][10/300] lr: 0.004, eta: 17:23:23, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1522, offset_loss: 0.4194, cls_loss: 0.2357, mask_loss: 0.2330, iou_score_loss: 0.0111, loss: 1.0514 +2022-06-02 12:32:02,495 - INFO - Epoch [6/128][20/300] lr: 0.004, eta: 13:49:40, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1738, offset_loss: 0.4639, cls_loss: 0.2801, mask_loss: 0.2714, iou_score_loss: 0.0090, loss: 1.1982 +2022-06-02 12:32:12,300 - INFO - Epoch [6/128][30/300] lr: 0.004, eta: 12:33:51, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1858, offset_loss: 0.3620, cls_loss: 0.2541, mask_loss: 0.2860, iou_score_loss: 0.0100, loss: 1.0979 +2022-06-02 12:32:22,088 - INFO - Epoch [6/128][40/300] lr: 0.004, eta: 11:55:40, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1631, offset_loss: 0.3541, cls_loss: 0.3667, mask_loss: 0.2436, iou_score_loss: 0.0106, loss: 1.1381 +2022-06-02 12:32:31,403 - INFO - Epoch [6/128][50/300] lr: 0.004, eta: 11:26:44, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1976, offset_loss: 0.5019, cls_loss: 0.3675, mask_loss: 0.2372, iou_score_loss: 0.0095, loss: 1.3137 +2022-06-02 12:32:40,745 - INFO - Epoch [6/128][60/300] lr: 0.004, eta: 11:07:42, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1618, offset_loss: 0.3592, cls_loss: 0.2120, mask_loss: 0.2314, iou_score_loss: 0.0117, loss: 0.9761 +2022-06-02 12:32:50,292 - INFO - Epoch [6/128][70/300] lr: 0.004, eta: 10:55:57, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1952, offset_loss: 0.4071, cls_loss: 0.2591, mask_loss: 0.2965, iou_score_loss: 0.0065, loss: 1.1644 +2022-06-02 12:32:59,542 - INFO - Epoch [6/128][80/300] lr: 0.004, eta: 10:44:30, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1386, offset_loss: 0.3532, cls_loss: 0.2910, mask_loss: 0.2783, iou_score_loss: 0.0122, loss: 1.0732 +2022-06-02 12:33:08,388 - INFO - Epoch [6/128][90/300] lr: 0.004, eta: 10:33:07, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1712, offset_loss: 0.3239, cls_loss: 0.3405, mask_loss: 0.3029, iou_score_loss: 0.0085, loss: 1.1471 +2022-06-02 12:33:17,705 - INFO - Epoch [6/128][100/300] lr: 0.004, eta: 10:26:54, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2223, offset_loss: 0.4130, cls_loss: 0.2380, mask_loss: 0.2903, iou_score_loss: 0.0107, loss: 1.1745 +2022-06-02 12:33:26,863 - INFO - Epoch [6/128][110/300] lr: 0.004, eta: 10:20:45, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1852, offset_loss: 0.4269, cls_loss: 0.2652, mask_loss: 0.3010, iou_score_loss: 0.0101, loss: 1.1883 +2022-06-02 12:33:35,868 - INFO - Epoch [6/128][120/300] lr: 0.004, eta: 10:14:52, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1642, offset_loss: 0.3699, cls_loss: 0.3718, mask_loss: 0.2673, iou_score_loss: 0.0125, loss: 1.1857 +2022-06-02 12:33:45,685 - INFO - Epoch [6/128][130/300] lr: 0.004, eta: 10:13:42, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1799, offset_loss: 0.5166, cls_loss: 0.3555, mask_loss: 0.2767, iou_score_loss: 0.0126, loss: 1.3413 +2022-06-02 12:33:54,702 - INFO - Epoch [6/128][140/300] lr: 0.004, eta: 10:09:09, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1755, offset_loss: 0.4133, cls_loss: 0.2060, mask_loss: 0.2767, iou_score_loss: 0.0113, loss: 1.0827 +2022-06-02 12:34:03,523 - INFO - Epoch [6/128][150/300] lr: 0.004, eta: 10:04:23, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1761, offset_loss: 0.3780, cls_loss: 0.3045, mask_loss: 0.2932, iou_score_loss: 0.0134, loss: 1.1652 +2022-06-02 12:34:11,997 - INFO - Epoch [6/128][160/300] lr: 0.004, eta: 9:58:56, mem: 9016, data_time: 0.00, iter_time: 0.62, semantic_loss: 0.2391, offset_loss: 0.3652, cls_loss: 0.2937, mask_loss: 0.3100, iou_score_loss: 0.0133, loss: 1.2213 +2022-06-02 12:34:20,934 - INFO - Epoch [6/128][170/300] lr: 0.004, eta: 9:55:43, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1593, offset_loss: 0.4142, cls_loss: 0.2212, mask_loss: 0.2545, iou_score_loss: 0.0083, loss: 1.0576 +2022-06-02 12:34:30,634 - INFO - Epoch [6/128][180/300] lr: 0.004, eta: 9:55:29, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1715, offset_loss: 0.3591, cls_loss: 0.2755, mask_loss: 0.3007, iou_score_loss: 0.0100, loss: 1.1169 +2022-06-02 12:34:39,885 - INFO - Epoch [6/128][190/300] lr: 0.004, eta: 9:53:42, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1502, offset_loss: 0.3840, cls_loss: 0.2607, mask_loss: 0.2463, iou_score_loss: 0.0096, loss: 1.0508 +2022-06-02 12:34:48,804 - INFO - Epoch [6/128][200/300] lr: 0.004, eta: 9:51:12, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1581, offset_loss: 0.3884, cls_loss: 0.2322, mask_loss: 0.2697, iou_score_loss: 0.0089, loss: 1.0573 +2022-06-02 12:34:59,175 - INFO - Epoch [6/128][210/300] lr: 0.004, eta: 9:53:05, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1977, offset_loss: 0.3965, cls_loss: 0.2231, mask_loss: 0.3025, iou_score_loss: 0.0085, loss: 1.1282 +2022-06-02 12:35:08,465 - INFO - Epoch [6/128][220/300] lr: 0.004, eta: 9:51:48, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1473, offset_loss: 0.3970, cls_loss: 0.2586, mask_loss: 0.2867, iou_score_loss: 0.0107, loss: 1.1003 +2022-06-02 12:35:18,259 - INFO - Epoch [6/128][230/300] lr: 0.004, eta: 9:51:52, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1682, offset_loss: 0.3889, cls_loss: 0.2421, mask_loss: 0.2811, iou_score_loss: 0.0062, loss: 1.0865 +2022-06-02 12:35:27,972 - INFO - Epoch [6/128][240/300] lr: 0.004, eta: 9:51:51, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1704, offset_loss: 0.3897, cls_loss: 0.2679, mask_loss: 0.2678, iou_score_loss: 0.0090, loss: 1.1048 +2022-06-02 12:35:37,294 - INFO - Epoch [6/128][250/300] lr: 0.004, eta: 9:50:46, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1160, offset_loss: 0.2950, cls_loss: 0.2200, mask_loss: 0.2311, iou_score_loss: 0.0102, loss: 0.8723 +2022-06-02 12:35:47,110 - INFO - Epoch [6/128][260/300] lr: 0.004, eta: 9:50:57, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.2361, offset_loss: 0.3872, cls_loss: 0.2908, mask_loss: 0.3754, iou_score_loss: 0.0096, loss: 1.2990 +2022-06-02 12:35:56,336 - INFO - Epoch [6/128][270/300] lr: 0.004, eta: 9:49:46, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1517, offset_loss: 0.3575, cls_loss: 0.2676, mask_loss: 0.2763, iou_score_loss: 0.0122, loss: 1.0653 +2022-06-02 12:36:05,891 - INFO - Epoch [6/128][280/300] lr: 0.004, eta: 9:49:23, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1586, offset_loss: 0.3615, cls_loss: 0.2471, mask_loss: 0.3200, iou_score_loss: 0.0105, loss: 1.0976 +2022-06-02 12:36:15,619 - INFO - Epoch [6/128][290/300] lr: 0.004, eta: 9:49:21, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1692, offset_loss: 0.3903, cls_loss: 0.2123, mask_loss: 0.2639, iou_score_loss: 0.0128, loss: 1.0485 +2022-06-02 12:36:23,998 - INFO - Epoch [6/128][300/300] lr: 0.004, eta: 9:46:36, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1663, offset_loss: 0.3817, cls_loss: 0.2511, mask_loss: 0.2862, iou_score_loss: 0.0089, loss: 1.0941 +2022-06-02 12:36:39,042 - INFO - Epoch [7/128][10/300] lr: 0.004, eta: 14:21:19, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1805, offset_loss: 0.3400, cls_loss: 0.1987, mask_loss: 0.2663, iou_score_loss: 0.0102, loss: 0.9957 +2022-06-02 12:36:48,976 - INFO - Epoch [7/128][20/300] lr: 0.004, eta: 12:12:25, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1911, offset_loss: 0.4984, cls_loss: 0.2068, mask_loss: 0.3075, iou_score_loss: 0.0103, loss: 1.2141 +2022-06-02 12:36:58,725 - INFO - Epoch [7/128][30/300] lr: 0.004, eta: 11:26:37, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1622, offset_loss: 0.3386, cls_loss: 0.2120, mask_loss: 0.2467, iou_score_loss: 0.0112, loss: 0.9706 +2022-06-02 12:37:08,032 - INFO - Epoch [7/128][40/300] lr: 0.004, eta: 10:56:34, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1639, offset_loss: 0.3529, cls_loss: 0.2499, mask_loss: 0.2884, iou_score_loss: 0.0082, loss: 1.0633 +2022-06-02 12:37:18,891 - INFO - Epoch [7/128][50/300] lr: 0.004, eta: 10:57:33, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1801, offset_loss: 0.3934, cls_loss: 0.2599, mask_loss: 0.2813, iou_score_loss: 0.0091, loss: 1.1238 +2022-06-02 12:37:28,911 - INFO - Epoch [7/128][60/300] lr: 0.004, eta: 10:49:23, mem: 9016, data_time: 0.00, iter_time: 1.27, semantic_loss: 0.1936, offset_loss: 0.4894, cls_loss: 0.2656, mask_loss: 0.2918, iou_score_loss: 0.0104, loss: 1.2508 +2022-06-02 12:37:37,608 - INFO - Epoch [7/128][70/300] lr: 0.004, eta: 10:32:08, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1866, offset_loss: 0.5470, cls_loss: 0.2030, mask_loss: 0.2826, iou_score_loss: 0.0108, loss: 1.2300 +2022-06-02 12:37:46,653 - INFO - Epoch [7/128][80/300] lr: 0.004, eta: 10:21:51, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1862, offset_loss: 0.4231, cls_loss: 0.2726, mask_loss: 0.2994, iou_score_loss: 0.0077, loss: 1.1890 +2022-06-02 12:37:56,457 - INFO - Epoch [7/128][90/300] lr: 0.004, eta: 10:18:48, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1758, offset_loss: 0.3772, cls_loss: 0.2340, mask_loss: 0.3335, iou_score_loss: 0.0101, loss: 1.1306 +2022-06-02 12:38:05,712 - INFO - Epoch [7/128][100/300] lr: 0.004, eta: 10:13:06, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1472, offset_loss: 0.3529, cls_loss: 0.2334, mask_loss: 0.2920, iou_score_loss: 0.0089, loss: 1.0343 +2022-06-02 12:38:15,494 - INFO - Epoch [7/128][110/300] lr: 0.004, eta: 10:11:18, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1964, offset_loss: 0.4040, cls_loss: 0.2176, mask_loss: 0.3185, iou_score_loss: 0.0095, loss: 1.1461 +2022-06-02 12:38:25,664 - INFO - Epoch [7/128][120/300] lr: 0.004, eta: 10:11:44, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1337, offset_loss: 0.4131, cls_loss: 0.2481, mask_loss: 0.2773, iou_score_loss: 0.0098, loss: 1.0820 +2022-06-02 12:38:34,679 - INFO - Epoch [7/128][130/300] lr: 0.004, eta: 10:06:31, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1400, offset_loss: 0.3313, cls_loss: 0.2949, mask_loss: 0.2494, iou_score_loss: 0.0078, loss: 1.0233 +2022-06-02 12:38:44,067 - INFO - Epoch [7/128][140/300] lr: 0.004, eta: 10:03:57, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2047, offset_loss: 0.3609, cls_loss: 0.2401, mask_loss: 0.2848, iou_score_loss: 0.0117, loss: 1.1022 +2022-06-02 12:38:53,329 - INFO - Epoch [7/128][150/300] lr: 0.004, eta: 10:00:58, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1748, offset_loss: 0.3346, cls_loss: 0.2747, mask_loss: 0.3019, iou_score_loss: 0.0083, loss: 1.0942 +2022-06-02 12:39:02,311 - INFO - Epoch [7/128][160/300] lr: 0.004, eta: 9:57:25, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1510, offset_loss: 0.3886, cls_loss: 0.2409, mask_loss: 0.3038, iou_score_loss: 0.0090, loss: 1.0932 +2022-06-02 12:39:11,224 - INFO - Epoch [7/128][170/300] lr: 0.004, eta: 9:53:55, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1450, offset_loss: 0.3164, cls_loss: 0.2183, mask_loss: 0.2717, iou_score_loss: 0.0080, loss: 0.9593 +2022-06-02 12:39:21,156 - INFO - Epoch [7/128][180/300] lr: 0.004, eta: 9:54:13, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1823, offset_loss: 0.3576, cls_loss: 0.2558, mask_loss: 0.2525, iou_score_loss: 0.0116, loss: 1.0598 +2022-06-02 12:39:30,060 - INFO - Epoch [7/128][190/300] lr: 0.004, eta: 9:51:15, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1856, offset_loss: 0.4270, cls_loss: 0.2590, mask_loss: 0.2777, iou_score_loss: 0.0115, loss: 1.1608 +2022-06-02 12:39:38,587 - INFO - Epoch [7/128][200/300] lr: 0.004, eta: 9:47:27, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.2063, offset_loss: 0.4317, cls_loss: 0.2387, mask_loss: 0.2928, iou_score_loss: 0.0100, loss: 1.1795 +2022-06-02 12:39:47,644 - INFO - Epoch [7/128][210/300] lr: 0.004, eta: 9:45:28, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1487, offset_loss: 0.3451, cls_loss: 0.2863, mask_loss: 0.2463, iou_score_loss: 0.0102, loss: 1.0367 +2022-06-02 12:39:56,053 - INFO - Epoch [7/128][220/300] lr: 0.004, eta: 9:41:53, mem: 9016, data_time: 0.00, iter_time: 0.58, semantic_loss: 0.1489, offset_loss: 0.4054, cls_loss: 0.2724, mask_loss: 0.2809, iou_score_loss: 0.0121, loss: 1.1196 +2022-06-02 12:40:04,268 - INFO - Epoch [7/128][230/300] lr: 0.004, eta: 9:38:01, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1800, offset_loss: 0.3960, cls_loss: 0.2688, mask_loss: 0.3153, iou_score_loss: 0.0114, loss: 1.1715 +2022-06-02 12:40:13,715 - INFO - Epoch [7/128][240/300] lr: 0.004, eta: 9:37:42, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1294, offset_loss: 0.3645, cls_loss: 0.3684, mask_loss: 0.2349, iou_score_loss: 0.0061, loss: 1.1033 +2022-06-02 12:40:23,311 - INFO - Epoch [7/128][250/300] lr: 0.004, eta: 9:37:42, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1408, offset_loss: 0.3382, cls_loss: 0.2702, mask_loss: 0.3114, iou_score_loss: 0.0085, loss: 1.0691 +2022-06-02 12:40:32,650 - INFO - Epoch [7/128][260/300] lr: 0.004, eta: 9:37:04, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1730, offset_loss: 0.3507, cls_loss: 0.3168, mask_loss: 0.2624, iou_score_loss: 0.0080, loss: 1.1109 +2022-06-02 12:40:41,440 - INFO - Epoch [7/128][270/300] lr: 0.004, eta: 9:35:15, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1594, offset_loss: 0.4028, cls_loss: 0.3437, mask_loss: 0.2802, iou_score_loss: 0.0127, loss: 1.1987 +2022-06-02 12:40:51,448 - INFO - Epoch [7/128][280/300] lr: 0.004, eta: 9:36:11, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1928, offset_loss: 0.3910, cls_loss: 0.2713, mask_loss: 0.2862, iou_score_loss: 0.0117, loss: 1.1531 +2022-06-02 12:41:00,636 - INFO - Epoch [7/128][290/300] lr: 0.004, eta: 9:35:19, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1767, offset_loss: 0.4093, cls_loss: 0.2157, mask_loss: 0.2908, iou_score_loss: 0.0116, loss: 1.1042 +2022-06-02 12:41:09,352 - INFO - Epoch [7/128][300/300] lr: 0.004, eta: 9:33:34, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1829, offset_loss: 0.4200, cls_loss: 0.2177, mask_loss: 0.2881, iou_score_loss: 0.0101, loss: 1.1187 +2022-06-02 12:41:24,698 - INFO - Epoch [8/128][10/300] lr: 0.004, eta: 14:32:33, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1871, offset_loss: 0.3376, cls_loss: 0.3491, mask_loss: 0.2885, iou_score_loss: 0.0093, loss: 1.1715 +2022-06-02 12:41:34,090 - INFO - Epoch [8/128][20/300] lr: 0.004, eta: 12:00:05, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1642, offset_loss: 0.3512, cls_loss: 0.2125, mask_loss: 0.2819, iou_score_loss: 0.0093, loss: 1.0190 +2022-06-02 12:41:44,053 - INFO - Epoch [8/128][30/300] lr: 0.004, eta: 11:20:47, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.2047, offset_loss: 0.3896, cls_loss: 0.2226, mask_loss: 0.2315, iou_score_loss: 0.0086, loss: 1.0570 +2022-06-02 12:41:53,781 - INFO - Epoch [8/128][40/300] lr: 0.004, eta: 10:57:32, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1453, offset_loss: 0.3493, cls_loss: 0.2923, mask_loss: 0.2897, iou_score_loss: 0.0074, loss: 1.0840 +2022-06-02 12:42:03,418 - INFO - Epoch [8/128][50/300] lr: 0.004, eta: 10:42:19, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2374, offset_loss: 0.4684, cls_loss: 0.2730, mask_loss: 0.2911, iou_score_loss: 0.0115, loss: 1.2813 +2022-06-02 12:42:13,141 - INFO - Epoch [8/128][60/300] lr: 0.004, eta: 10:32:50, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1774, offset_loss: 0.4019, cls_loss: 0.2658, mask_loss: 0.2860, iou_score_loss: 0.0096, loss: 1.1407 +2022-06-02 12:42:21,840 - INFO - Epoch [8/128][70/300] lr: 0.004, eta: 10:17:29, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2014, offset_loss: 0.4032, cls_loss: 0.2296, mask_loss: 0.3146, iou_score_loss: 0.0113, loss: 1.1601 +2022-06-02 12:42:31,072 - INFO - Epoch [8/128][80/300] lr: 0.004, eta: 10:09:49, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1910, offset_loss: 0.4078, cls_loss: 0.3072, mask_loss: 0.3243, iou_score_loss: 0.0093, loss: 1.2396 +2022-06-02 12:42:40,665 - INFO - Epoch [8/128][90/300] lr: 0.004, eta: 10:06:14, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1933, offset_loss: 0.4082, cls_loss: 0.2970, mask_loss: 0.2751, iou_score_loss: 0.0184, loss: 1.1920 +2022-06-02 12:42:51,182 - INFO - Epoch [8/128][100/300] lr: 0.004, eta: 10:08:53, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1801, offset_loss: 0.4270, cls_loss: 0.2603, mask_loss: 0.3132, iou_score_loss: 0.0106, loss: 1.1912 +2022-06-02 12:42:59,946 - INFO - Epoch [8/128][110/300] lr: 0.004, eta: 10:01:28, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1895, offset_loss: 0.3787, cls_loss: 0.2586, mask_loss: 0.3010, iou_score_loss: 0.0085, loss: 1.1362 +2022-06-02 12:43:09,162 - INFO - Epoch [8/128][120/300] lr: 0.004, eta: 9:57:28, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1519, offset_loss: 0.3749, cls_loss: 0.2292, mask_loss: 0.3193, iou_score_loss: 0.0079, loss: 1.0832 +2022-06-02 12:43:16,998 - INFO - Epoch [8/128][130/300] lr: 0.004, eta: 9:47:43, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1832, offset_loss: 0.3623, cls_loss: 0.3144, mask_loss: 0.2644, iou_score_loss: 0.0109, loss: 1.1352 +2022-06-02 12:43:26,997 - INFO - Epoch [8/128][140/300] lr: 0.004, eta: 9:48:35, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1524, offset_loss: 0.3776, cls_loss: 0.2306, mask_loss: 0.2474, iou_score_loss: 0.0113, loss: 1.0193 +2022-06-02 12:43:36,039 - INFO - Epoch [8/128][150/300] lr: 0.004, eta: 9:45:33, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1779, offset_loss: 0.3458, cls_loss: 0.3015, mask_loss: 0.2841, iou_score_loss: 0.0108, loss: 1.1201 +2022-06-02 12:43:44,517 - INFO - Epoch [8/128][160/300] lr: 0.004, eta: 9:40:43, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.2004, offset_loss: 0.4001, cls_loss: 0.2308, mask_loss: 0.2849, iou_score_loss: 0.0096, loss: 1.1258 +2022-06-02 12:43:54,006 - INFO - Epoch [8/128][170/300] lr: 0.004, eta: 9:39:59, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1922, offset_loss: 0.3277, cls_loss: 0.2378, mask_loss: 0.3194, iou_score_loss: 0.0109, loss: 1.0880 +2022-06-02 12:44:04,310 - INFO - Epoch [8/128][180/300] lr: 0.004, eta: 9:42:04, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1760, offset_loss: 0.4594, cls_loss: 0.2479, mask_loss: 0.3026, iou_score_loss: 0.0124, loss: 1.1983 +2022-06-02 12:44:14,246 - INFO - Epoch [8/128][190/300] lr: 0.004, eta: 9:42:47, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1591, offset_loss: 0.4042, cls_loss: 0.2780, mask_loss: 0.2824, iou_score_loss: 0.0085, loss: 1.1322 +2022-06-02 12:44:22,810 - INFO - Epoch [8/128][200/300] lr: 0.004, eta: 9:39:13, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1432, offset_loss: 0.3738, cls_loss: 0.2827, mask_loss: 0.2573, iou_score_loss: 0.0079, loss: 1.0649 +2022-06-02 12:44:32,930 - INFO - Epoch [8/128][210/300] lr: 0.004, eta: 9:40:30, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1321, offset_loss: 0.3821, cls_loss: 0.1901, mask_loss: 0.3049, iou_score_loss: 0.0080, loss: 1.0172 +2022-06-02 12:44:42,448 - INFO - Epoch [8/128][220/300] lr: 0.004, eta: 9:39:58, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2114, offset_loss: 0.3507, cls_loss: 0.3656, mask_loss: 0.2671, iou_score_loss: 0.0108, loss: 1.2057 +2022-06-02 12:44:51,842 - INFO - Epoch [8/128][230/300] lr: 0.004, eta: 9:39:09, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1995, offset_loss: 0.3762, cls_loss: 0.2646, mask_loss: 0.2722, iou_score_loss: 0.0102, loss: 1.1228 +2022-06-02 12:45:01,909 - INFO - Epoch [8/128][240/300] lr: 0.004, eta: 9:40:03, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1797, offset_loss: 0.4029, cls_loss: 0.3292, mask_loss: 0.2889, iou_score_loss: 0.0097, loss: 1.2104 +2022-06-02 12:45:10,950 - INFO - Epoch [8/128][250/300] lr: 0.004, eta: 9:38:27, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1673, offset_loss: 0.4194, cls_loss: 0.1913, mask_loss: 0.3012, iou_score_loss: 0.0079, loss: 1.0871 +2022-06-02 12:45:20,279 - INFO - Epoch [8/128][260/300] lr: 0.004, eta: 9:37:35, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1606, offset_loss: 0.4490, cls_loss: 0.2127, mask_loss: 0.2935, iou_score_loss: 0.0069, loss: 1.1226 +2022-06-02 12:45:29,281 - INFO - Epoch [8/128][270/300] lr: 0.004, eta: 9:36:04, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1745, offset_loss: 0.3590, cls_loss: 0.2368, mask_loss: 0.2742, iou_score_loss: 0.0094, loss: 1.0540 +2022-06-02 12:45:39,371 - INFO - Epoch [8/128][280/300] lr: 0.004, eta: 9:36:57, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1657, offset_loss: 0.3557, cls_loss: 0.2290, mask_loss: 0.2725, iou_score_loss: 0.0118, loss: 1.0347 +2022-06-02 12:45:47,982 - INFO - Epoch [8/128][290/300] lr: 0.004, eta: 9:34:45, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1654, offset_loss: 0.3767, cls_loss: 0.2067, mask_loss: 0.3215, iou_score_loss: 0.0093, loss: 1.0796 +2022-06-02 12:45:56,315 - INFO - Epoch [8/128][300/300] lr: 0.004, eta: 9:32:07, mem: 9016, data_time: 0.00, iter_time: 0.59, semantic_loss: 0.1906, offset_loss: 0.3789, cls_loss: 0.2076, mask_loss: 0.3082, iou_score_loss: 0.0100, loss: 1.0954 +2022-06-02 12:45:57,193 - INFO - Validation +2022-06-02 12:47:09,577 - INFO - Evaluate instance segmentation +2022-06-02 12:47:21,182 - INFO - AP: 0.443. AP_50: 0.660. AP_25: 0.792 +2022-06-02 12:47:21,183 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 12:47:27,603 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 12:47:27,603 - INFO - mIoU: 72.0 +2022-06-02 12:47:28,920 - INFO - Acc: 89.8 +2022-06-02 12:47:32,331 - INFO - Offset MAE: 0.442 +2022-06-02 12:47:44,749 - INFO - Epoch [9/128][10/300] lr: 0.004, eta: 12:18:19, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1697, offset_loss: 0.3446, cls_loss: 0.2087, mask_loss: 0.3007, iou_score_loss: 0.0079, loss: 1.0314 +2022-06-02 12:47:54,534 - INFO - Epoch [9/128][20/300] lr: 0.004, eta: 11:02:21, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1775, offset_loss: 0.4042, cls_loss: 0.2867, mask_loss: 0.3227, iou_score_loss: 0.0115, loss: 1.2026 +2022-06-02 12:48:04,418 - INFO - Epoch [9/128][30/300] lr: 0.004, eta: 10:39:04, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1653, offset_loss: 0.3587, cls_loss: 0.3000, mask_loss: 0.2905, iou_score_loss: 0.0096, loss: 1.1241 +2022-06-02 12:48:14,625 - INFO - Epoch [9/128][40/300] lr: 0.004, eta: 10:31:56, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2002, offset_loss: 0.3537, cls_loss: 0.2164, mask_loss: 0.2601, iou_score_loss: 0.0097, loss: 1.0401 +2022-06-02 12:48:23,878 - INFO - Epoch [9/128][50/300] lr: 0.004, eta: 10:16:22, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1728, offset_loss: 0.3583, cls_loss: 0.2742, mask_loss: 0.2825, iou_score_loss: 0.0115, loss: 1.0992 +2022-06-02 12:48:32,814 - INFO - Epoch [9/128][60/300] lr: 0.004, eta: 10:02:44, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1786, offset_loss: 0.4270, cls_loss: 0.2457, mask_loss: 0.2935, iou_score_loss: 0.0071, loss: 1.1519 +2022-06-02 12:48:42,235 - INFO - Epoch [9/128][70/300] lr: 0.004, eta: 9:56:52, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1839, offset_loss: 0.4845, cls_loss: 0.3459, mask_loss: 0.2977, iou_score_loss: 0.0091, loss: 1.3212 +2022-06-02 12:48:51,909 - INFO - Epoch [9/128][80/300] lr: 0.004, eta: 9:54:41, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.2041, offset_loss: 0.3643, cls_loss: 0.2202, mask_loss: 0.3234, iou_score_loss: 0.0125, loss: 1.1244 +2022-06-02 12:49:01,433 - INFO - Epoch [9/128][90/300] lr: 0.004, eta: 9:51:43, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1716, offset_loss: 0.3623, cls_loss: 0.2431, mask_loss: 0.2288, iou_score_loss: 0.0104, loss: 1.0162 +2022-06-02 12:49:10,848 - INFO - Epoch [9/128][100/300] lr: 0.004, eta: 9:48:44, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1537, offset_loss: 0.3596, cls_loss: 0.1923, mask_loss: 0.2214, iou_score_loss: 0.0084, loss: 0.9352 +2022-06-02 12:49:20,479 - INFO - Epoch [9/128][110/300] lr: 0.004, eta: 9:47:25, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1386, offset_loss: 0.3288, cls_loss: 0.3324, mask_loss: 0.2656, iou_score_loss: 0.0179, loss: 1.0833 +2022-06-02 12:49:29,883 - INFO - Epoch [9/128][120/300] lr: 0.004, eta: 9:45:10, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1837, offset_loss: 0.3772, cls_loss: 0.2079, mask_loss: 0.3204, iou_score_loss: 0.0086, loss: 1.0979 +2022-06-02 12:49:39,331 - INFO - Epoch [9/128][130/300] lr: 0.004, eta: 9:43:27, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1786, offset_loss: 0.3779, cls_loss: 0.2374, mask_loss: 0.3118, iou_score_loss: 0.0092, loss: 1.1149 +2022-06-02 12:49:48,685 - INFO - Epoch [9/128][140/300] lr: 0.004, eta: 9:41:35, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1967, offset_loss: 0.3407, cls_loss: 0.2671, mask_loss: 0.2611, iou_score_loss: 0.0114, loss: 1.0771 +2022-06-02 12:49:57,951 - INFO - Epoch [9/128][150/300] lr: 0.004, eta: 9:39:30, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.2025, offset_loss: 0.4965, cls_loss: 0.2125, mask_loss: 0.3049, iou_score_loss: 0.0090, loss: 1.2254 +2022-06-02 12:50:07,745 - INFO - Epoch [9/128][160/300] lr: 0.004, eta: 9:39:48, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1651, offset_loss: 0.4211, cls_loss: 0.2312, mask_loss: 0.3043, iou_score_loss: 0.0106, loss: 1.1323 +2022-06-02 12:50:16,735 - INFO - Epoch [9/128][170/300] lr: 0.004, eta: 9:37:03, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1675, offset_loss: 0.3901, cls_loss: 0.2365, mask_loss: 0.2852, iou_score_loss: 0.0110, loss: 1.0902 +2022-06-02 12:50:26,364 - INFO - Epoch [9/128][180/300] lr: 0.004, eta: 9:36:49, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1827, offset_loss: 0.3619, cls_loss: 0.2129, mask_loss: 0.2846, iou_score_loss: 0.0078, loss: 1.0499 +2022-06-02 12:50:36,480 - INFO - Epoch [9/128][190/300] lr: 0.004, eta: 9:38:02, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1620, offset_loss: 0.3644, cls_loss: 0.2456, mask_loss: 0.2795, iou_score_loss: 0.0076, loss: 1.0590 +2022-06-02 12:50:45,950 - INFO - Epoch [9/128][200/300] lr: 0.004, eta: 9:37:17, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1606, offset_loss: 0.3692, cls_loss: 0.2740, mask_loss: 0.2801, iou_score_loss: 0.0074, loss: 1.0912 +2022-06-02 12:50:54,289 - INFO - Epoch [9/128][210/300] lr: 0.004, eta: 9:33:19, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1562, offset_loss: 0.3475, cls_loss: 0.2127, mask_loss: 0.2859, iou_score_loss: 0.0090, loss: 1.0112 +2022-06-02 12:51:03,060 - INFO - Epoch [9/128][220/300] lr: 0.004, eta: 9:30:52, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.2171, offset_loss: 0.3682, cls_loss: 0.2744, mask_loss: 0.3176, iou_score_loss: 0.0091, loss: 1.1864 +2022-06-02 12:51:12,374 - INFO - Epoch [9/128][230/300] lr: 0.004, eta: 9:29:59, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2071, offset_loss: 0.4472, cls_loss: 0.2740, mask_loss: 0.2906, iou_score_loss: 0.0092, loss: 1.2281 +2022-06-02 12:51:21,527 - INFO - Epoch [9/128][240/300] lr: 0.004, eta: 9:28:50, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1318, offset_loss: 0.3282, cls_loss: 0.2202, mask_loss: 0.2615, iou_score_loss: 0.0110, loss: 0.9528 +2022-06-02 12:51:31,955 - INFO - Epoch [9/128][250/300] lr: 0.004, eta: 9:30:50, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1783, offset_loss: 0.4177, cls_loss: 0.3495, mask_loss: 0.2871, iou_score_loss: 0.0105, loss: 1.2431 +2022-06-02 12:51:40,708 - INFO - Epoch [9/128][260/300] lr: 0.004, eta: 9:28:44, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1792, offset_loss: 0.3733, cls_loss: 0.2347, mask_loss: 0.2709, iou_score_loss: 0.0114, loss: 1.0695 +2022-06-02 12:51:49,984 - INFO - Epoch [9/128][270/300] lr: 0.004, eta: 9:27:57, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1531, offset_loss: 0.3757, cls_loss: 0.2052, mask_loss: 0.2886, iou_score_loss: 0.0103, loss: 1.0330 +2022-06-02 12:51:58,516 - INFO - Epoch [9/128][280/300] lr: 0.004, eta: 9:25:41, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1827, offset_loss: 0.3342, cls_loss: 0.2210, mask_loss: 0.2396, iou_score_loss: 0.0076, loss: 0.9852 +2022-06-02 12:52:08,028 - INFO - Epoch [9/128][290/300] lr: 0.004, eta: 9:25:33, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2049, offset_loss: 0.3692, cls_loss: 0.2520, mask_loss: 0.2600, iou_score_loss: 0.0089, loss: 1.0949 +2022-06-02 12:52:14,745 - INFO - Epoch [9/128][300/300] lr: 0.004, eta: 9:19:53, mem: 9016, data_time: 0.00, iter_time: 0.58, semantic_loss: 0.1860, offset_loss: 0.4185, cls_loss: 0.2711, mask_loss: 0.3084, iou_score_loss: 0.0099, loss: 1.1939 +2022-06-02 12:52:30,174 - INFO - Epoch [10/128][10/300] lr: 0.004, eta: 14:17:55, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1759, offset_loss: 0.3994, cls_loss: 0.2461, mask_loss: 0.2918, iou_score_loss: 0.0156, loss: 1.1289 +2022-06-02 12:52:40,303 - INFO - Epoch [10/128][20/300] lr: 0.004, eta: 12:10:38, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1493, offset_loss: 0.3446, cls_loss: 0.3407, mask_loss: 0.2560, iou_score_loss: 0.0154, loss: 1.1061 +2022-06-02 12:52:48,843 - INFO - Epoch [10/128][30/300] lr: 0.004, eta: 10:56:08, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1811, offset_loss: 0.4257, cls_loss: 0.2087, mask_loss: 0.2517, iou_score_loss: 0.0121, loss: 1.0793 +2022-06-02 12:52:58,040 - INFO - Epoch [10/128][40/300] lr: 0.004, eta: 10:28:28, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.2670, offset_loss: 0.4408, cls_loss: 0.2696, mask_loss: 0.3056, iou_score_loss: 0.0071, loss: 1.2902 +2022-06-02 12:53:06,651 - INFO - Epoch [10/128][50/300] lr: 0.004, eta: 10:04:59, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1902, offset_loss: 0.3629, cls_loss: 0.1979, mask_loss: 0.3028, iou_score_loss: 0.0079, loss: 1.0618 +2022-06-02 12:53:16,114 - INFO - Epoch [10/128][60/300] lr: 0.004, eta: 9:57:32, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1601, offset_loss: 0.3329, cls_loss: 0.2124, mask_loss: 0.2796, iou_score_loss: 0.0110, loss: 0.9960 +2022-06-02 12:53:25,864 - INFO - Epoch [10/128][70/300] lr: 0.004, eta: 9:54:52, mem: 9016, data_time: 0.00, iter_time: 0.59, semantic_loss: 0.1858, offset_loss: 0.4124, cls_loss: 0.2344, mask_loss: 0.2410, iou_score_loss: 0.0068, loss: 1.0804 +2022-06-02 12:53:35,497 - INFO - Epoch [10/128][80/300] lr: 0.004, eta: 9:51:53, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1844, offset_loss: 0.4182, cls_loss: 0.2900, mask_loss: 0.2853, iou_score_loss: 0.0095, loss: 1.1873 +2022-06-02 12:53:44,258 - INFO - Epoch [10/128][90/300] lr: 0.004, eta: 9:43:47, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2218, offset_loss: 0.3638, cls_loss: 0.2404, mask_loss: 0.2601, iou_score_loss: 0.0086, loss: 1.0948 +2022-06-02 12:53:53,457 - INFO - Epoch [10/128][100/300] lr: 0.004, eta: 9:39:45, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2140, offset_loss: 0.3600, cls_loss: 0.2806, mask_loss: 0.2940, iou_score_loss: 0.0090, loss: 1.1575 +2022-06-02 12:54:02,504 - INFO - Epoch [10/128][110/300] lr: 0.004, eta: 9:35:41, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1979, offset_loss: 0.3801, cls_loss: 0.2298, mask_loss: 0.2797, iou_score_loss: 0.0094, loss: 1.0968 +2022-06-02 12:54:12,343 - INFO - Epoch [10/128][120/300] lr: 0.004, eta: 9:36:13, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1579, offset_loss: 0.4008, cls_loss: 0.2205, mask_loss: 0.2743, iou_score_loss: 0.0081, loss: 1.0615 +2022-06-02 12:54:22,166 - INFO - Epoch [10/128][130/300] lr: 0.004, eta: 9:36:27, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1525, offset_loss: 0.3467, cls_loss: 0.2542, mask_loss: 0.2685, iou_score_loss: 0.0111, loss: 1.0330 +2022-06-02 12:54:31,453 - INFO - Epoch [10/128][140/300] lr: 0.004, eta: 9:34:33, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2159, offset_loss: 0.4220, cls_loss: 0.2744, mask_loss: 0.2440, iou_score_loss: 0.0098, loss: 1.1661 +2022-06-02 12:54:40,817 - INFO - Epoch [10/128][150/300] lr: 0.004, eta: 9:32:58, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1577, offset_loss: 0.3750, cls_loss: 0.2487, mask_loss: 0.2472, iou_score_loss: 0.0079, loss: 1.0365 +2022-06-02 12:54:51,239 - INFO - Epoch [10/128][160/300] lr: 0.004, eta: 9:35:39, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1798, offset_loss: 0.4206, cls_loss: 0.2783, mask_loss: 0.3709, iou_score_loss: 0.0114, loss: 1.2610 +2022-06-02 12:55:01,321 - INFO - Epoch [10/128][170/300] lr: 0.004, eta: 9:36:45, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.2303, offset_loss: 0.4799, cls_loss: 0.3050, mask_loss: 0.2960, iou_score_loss: 0.0109, loss: 1.3221 +2022-06-02 12:55:10,615 - INFO - Epoch [10/128][180/300] lr: 0.004, eta: 9:35:07, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1747, offset_loss: 0.3943, cls_loss: 0.2393, mask_loss: 0.3278, iou_score_loss: 0.0120, loss: 1.1482 +2022-06-02 12:55:20,022 - INFO - Epoch [10/128][190/300] lr: 0.004, eta: 9:34:00, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2131, offset_loss: 0.3875, cls_loss: 0.2493, mask_loss: 0.2816, iou_score_loss: 0.0089, loss: 1.1403 +2022-06-02 12:55:29,103 - INFO - Epoch [10/128][200/300] lr: 0.004, eta: 9:32:03, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.2058, offset_loss: 0.4503, cls_loss: 0.3307, mask_loss: 0.2734, iou_score_loss: 0.0094, loss: 1.2696 +2022-06-02 12:55:39,817 - INFO - Epoch [10/128][210/300] lr: 0.004, eta: 9:34:47, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1896, offset_loss: 0.3435, cls_loss: 0.2996, mask_loss: 0.2921, iou_score_loss: 0.0104, loss: 1.1352 +2022-06-02 12:55:48,957 - INFO - Epoch [10/128][220/300] lr: 0.004, eta: 9:33:07, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1369, offset_loss: 0.3959, cls_loss: 0.2216, mask_loss: 0.2758, iou_score_loss: 0.0133, loss: 1.0436 +2022-06-02 12:55:58,648 - INFO - Epoch [10/128][230/300] lr: 0.004, eta: 9:32:56, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1853, offset_loss: 0.3782, cls_loss: 0.2653, mask_loss: 0.2615, iou_score_loss: 0.0082, loss: 1.0986 +2022-06-02 12:56:07,513 - INFO - Epoch [10/128][240/300] lr: 0.004, eta: 9:30:45, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1591, offset_loss: 0.3285, cls_loss: 0.2126, mask_loss: 0.2663, iou_score_loss: 0.0062, loss: 0.9726 +2022-06-02 12:56:16,123 - INFO - Epoch [10/128][250/300] lr: 0.004, eta: 9:28:07, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1713, offset_loss: 0.4117, cls_loss: 0.2333, mask_loss: 0.3497, iou_score_loss: 0.0082, loss: 1.1742 +2022-06-02 12:56:25,441 - INFO - Epoch [10/128][260/300] lr: 0.004, eta: 9:27:16, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1705, offset_loss: 0.3754, cls_loss: 0.2363, mask_loss: 0.2658, iou_score_loss: 0.0094, loss: 1.0574 +2022-06-02 12:56:34,496 - INFO - Epoch [10/128][270/300] lr: 0.004, eta: 9:25:54, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2125, offset_loss: 0.3461, cls_loss: 0.2021, mask_loss: 0.2989, iou_score_loss: 0.0114, loss: 1.0710 +2022-06-02 12:56:44,393 - INFO - Epoch [10/128][280/300] lr: 0.004, eta: 9:26:24, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1436, offset_loss: 0.3708, cls_loss: 0.1880, mask_loss: 0.2616, iou_score_loss: 0.0081, loss: 0.9720 +2022-06-02 12:56:53,068 - INFO - Epoch [10/128][290/300] lr: 0.004, eta: 9:24:22, mem: 9016, data_time: 0.00, iter_time: 0.61, semantic_loss: 0.1571, offset_loss: 0.3791, cls_loss: 0.2265, mask_loss: 0.3017, iou_score_loss: 0.0094, loss: 1.0737 +2022-06-02 12:57:00,469 - INFO - Epoch [10/128][300/300] lr: 0.004, eta: 9:19:59, mem: 9016, data_time: 0.00, iter_time: 0.60, semantic_loss: 0.1524, offset_loss: 0.3524, cls_loss: 0.1955, mask_loss: 0.2724, iou_score_loss: 0.0069, loss: 0.9796 +2022-06-02 12:57:14,567 - INFO - Epoch [11/128][10/300] lr: 0.004, eta: 12:51:23, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1902, offset_loss: 0.3812, cls_loss: 0.2319, mask_loss: 0.2506, iou_score_loss: 0.0099, loss: 1.0638 +2022-06-02 12:57:24,060 - INFO - Epoch [11/128][20/300] lr: 0.004, eta: 11:05:21, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1637, offset_loss: 0.3134, cls_loss: 0.2978, mask_loss: 0.2466, iou_score_loss: 0.0118, loss: 1.0333 +2022-06-02 12:57:33,873 - INFO - Epoch [11/128][30/300] lr: 0.004, eta: 10:36:13, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1502, offset_loss: 0.3545, cls_loss: 0.2499, mask_loss: 0.2851, iou_score_loss: 0.0104, loss: 1.0501 +2022-06-02 12:57:43,055 - INFO - Epoch [11/128][40/300] lr: 0.004, eta: 10:12:29, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1601, offset_loss: 0.4158, cls_loss: 0.2231, mask_loss: 0.2436, iou_score_loss: 0.0097, loss: 1.0524 +2022-06-02 12:57:52,285 - INFO - Epoch [11/128][50/300] lr: 0.004, eta: 9:58:26, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1872, offset_loss: 0.3561, cls_loss: 0.2554, mask_loss: 0.3213, iou_score_loss: 0.0100, loss: 1.1301 +2022-06-02 12:58:01,442 - INFO - Epoch [11/128][60/300] lr: 0.004, eta: 9:48:35, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1874, offset_loss: 0.3379, cls_loss: 0.2953, mask_loss: 0.2908, iou_score_loss: 0.0134, loss: 1.1249 +2022-06-02 12:58:10,734 - INFO - Epoch [11/128][70/300] lr: 0.004, eta: 9:42:29, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1836, offset_loss: 0.4023, cls_loss: 0.1995, mask_loss: 0.2871, iou_score_loss: 0.0065, loss: 1.0790 +2022-06-02 12:58:21,082 - INFO - Epoch [11/128][80/300] lr: 0.004, eta: 9:45:36, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1784, offset_loss: 0.3492, cls_loss: 0.2514, mask_loss: 0.2858, iou_score_loss: 0.0120, loss: 1.0767 +2022-06-02 12:58:31,215 - INFO - Epoch [11/128][90/300] lr: 0.004, eta: 9:46:42, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1945, offset_loss: 0.3668, cls_loss: 0.2421, mask_loss: 0.2547, iou_score_loss: 0.0086, loss: 1.0667 +2022-06-02 12:58:40,515 - INFO - Epoch [11/128][100/300] lr: 0.004, eta: 9:42:26, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1739, offset_loss: 0.3469, cls_loss: 0.2905, mask_loss: 0.2509, iou_score_loss: 0.0071, loss: 1.0693 +2022-06-02 12:58:49,820 - INFO - Epoch [11/128][110/300] lr: 0.004, eta: 9:39:15, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1725, offset_loss: 0.3886, cls_loss: 0.3162, mask_loss: 0.2923, iou_score_loss: 0.0104, loss: 1.1800 +2022-06-02 12:58:58,977 - INFO - Epoch [11/128][120/300] lr: 0.004, eta: 9:35:38, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1851, offset_loss: 0.4637, cls_loss: 0.3316, mask_loss: 0.2672, iou_score_loss: 0.0103, loss: 1.2580 +2022-06-02 12:59:08,173 - INFO - Epoch [11/128][130/300] lr: 0.004, eta: 9:32:44, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.2112, offset_loss: 0.3967, cls_loss: 0.2682, mask_loss: 0.3046, iou_score_loss: 0.0103, loss: 1.1909 +2022-06-02 12:59:18,294 - INFO - Epoch [11/128][140/300] lr: 0.004, eta: 9:34:16, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1925, offset_loss: 0.4380, cls_loss: 0.2855, mask_loss: 0.2833, iou_score_loss: 0.0074, loss: 1.2066 +2022-06-02 12:59:27,042 - INFO - Epoch [11/128][150/300] lr: 0.004, eta: 9:30:03, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2068, offset_loss: 0.4638, cls_loss: 0.2445, mask_loss: 0.3061, iou_score_loss: 0.0078, loss: 1.2290 +2022-06-02 12:59:35,729 - INFO - Epoch [11/128][160/300] lr: 0.004, eta: 9:26:11, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1508, offset_loss: 0.3772, cls_loss: 0.2253, mask_loss: 0.2444, iou_score_loss: 0.0065, loss: 1.0042 +2022-06-02 12:59:45,594 - INFO - Epoch [11/128][170/300] lr: 0.004, eta: 9:26:46, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1996, offset_loss: 0.4469, cls_loss: 0.2576, mask_loss: 0.2887, iou_score_loss: 0.0073, loss: 1.2002 +2022-06-02 12:59:55,223 - INFO - Epoch [11/128][180/300] lr: 0.004, eta: 9:26:33, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1412, offset_loss: 0.4137, cls_loss: 0.3001, mask_loss: 0.2460, iou_score_loss: 0.0114, loss: 1.1124 +2022-06-02 13:00:03,790 - INFO - Epoch [11/128][190/300] lr: 0.004, eta: 9:23:01, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1644, offset_loss: 0.4362, cls_loss: 0.2236, mask_loss: 0.2867, iou_score_loss: 0.0096, loss: 1.1205 +2022-06-02 13:00:13,325 - INFO - Epoch [11/128][200/300] lr: 0.004, eta: 9:22:42, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1660, offset_loss: 0.4361, cls_loss: 0.2013, mask_loss: 0.2651, iou_score_loss: 0.0081, loss: 1.0766 +2022-06-02 13:00:22,708 - INFO - Epoch [11/128][210/300] lr: 0.004, eta: 9:21:57, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2107, offset_loss: 0.3712, cls_loss: 0.1982, mask_loss: 0.3013, iou_score_loss: 0.0082, loss: 1.0896 +2022-06-02 13:00:31,504 - INFO - Epoch [11/128][220/300] lr: 0.004, eta: 9:19:43, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1874, offset_loss: 0.3912, cls_loss: 0.2775, mask_loss: 0.2796, iou_score_loss: 0.0141, loss: 1.1498 +2022-06-02 13:00:41,421 - INFO - Epoch [11/128][230/300] lr: 0.004, eta: 9:20:30, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1722, offset_loss: 0.4290, cls_loss: 0.2964, mask_loss: 0.3219, iou_score_loss: 0.0103, loss: 1.2298 +2022-06-02 13:00:51,106 - INFO - Epoch [11/128][240/300] lr: 0.004, eta: 9:20:39, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2210, offset_loss: 0.4086, cls_loss: 0.3580, mask_loss: 0.3603, iou_score_loss: 0.0117, loss: 1.3596 +2022-06-02 13:01:00,086 - INFO - Epoch [11/128][250/300] lr: 0.004, eta: 9:19:03, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1590, offset_loss: 0.3399, cls_loss: 0.2150, mask_loss: 0.2792, iou_score_loss: 0.0077, loss: 1.0008 +2022-06-02 13:01:08,903 - INFO - Epoch [11/128][260/300] lr: 0.004, eta: 9:17:15, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1558, offset_loss: 0.3247, cls_loss: 0.2599, mask_loss: 0.2859, iou_score_loss: 0.0073, loss: 1.0337 +2022-06-02 13:01:19,116 - INFO - Epoch [11/128][270/300] lr: 0.004, eta: 9:18:40, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2010, offset_loss: 0.3553, cls_loss: 0.2679, mask_loss: 0.2566, iou_score_loss: 0.0088, loss: 1.0895 +2022-06-02 13:01:28,409 - INFO - Epoch [11/128][280/300] lr: 0.004, eta: 9:17:56, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1746, offset_loss: 0.3876, cls_loss: 0.2414, mask_loss: 0.2973, iou_score_loss: 0.0081, loss: 1.1090 +2022-06-02 13:01:37,818 - INFO - Epoch [11/128][290/300] lr: 0.004, eta: 9:17:34, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1714, offset_loss: 0.3242, cls_loss: 0.2382, mask_loss: 0.2692, iou_score_loss: 0.0064, loss: 1.0093 +2022-06-02 13:01:46,066 - INFO - Epoch [11/128][300/300] lr: 0.004, eta: 9:14:55, mem: 9016, data_time: 0.00, iter_time: 0.62, semantic_loss: 0.1770, offset_loss: 0.4017, cls_loss: 0.2444, mask_loss: 0.2618, iou_score_loss: 0.0089, loss: 1.0939 +2022-06-02 13:02:01,347 - INFO - Epoch [12/128][10/300] lr: 0.004, eta: 13:57:34, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1981, offset_loss: 0.4262, cls_loss: 0.3258, mask_loss: 0.2963, iou_score_loss: 0.0093, loss: 1.2557 +2022-06-02 13:02:11,216 - INFO - Epoch [12/128][20/300] lr: 0.004, eta: 11:47:20, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2204, offset_loss: 0.3904, cls_loss: 0.2377, mask_loss: 0.2721, iou_score_loss: 0.0086, loss: 1.1291 +2022-06-02 13:02:20,965 - INFO - Epoch [12/128][30/300] lr: 0.004, eta: 11:01:15, mem: 9016, data_time: 0.00, iter_time: 1.42, semantic_loss: 0.1687, offset_loss: 0.3324, cls_loss: 0.1907, mask_loss: 0.2485, iou_score_loss: 0.0059, loss: 0.9461 +2022-06-02 13:02:30,840 - INFO - Epoch [12/128][40/300] lr: 0.004, eta: 10:40:24, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1635, offset_loss: 0.3446, cls_loss: 0.3049, mask_loss: 0.2815, iou_score_loss: 0.0095, loss: 1.1040 +2022-06-02 13:02:39,931 - INFO - Epoch [12/128][50/300] lr: 0.004, eta: 10:18:05, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1836, offset_loss: 0.3371, cls_loss: 0.2368, mask_loss: 0.2850, iou_score_loss: 0.0111, loss: 1.0536 +2022-06-02 13:02:49,475 - INFO - Epoch [12/128][60/300] lr: 0.004, eta: 10:08:04, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1981, offset_loss: 0.3941, cls_loss: 0.2656, mask_loss: 0.3015, iou_score_loss: 0.0097, loss: 1.1691 +2022-06-02 13:02:59,150 - INFO - Epoch [12/128][70/300] lr: 0.004, eta: 10:01:42, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2032, offset_loss: 0.3622, cls_loss: 0.2212, mask_loss: 0.2758, iou_score_loss: 0.0103, loss: 1.0727 +2022-06-02 13:03:08,294 - INFO - Epoch [12/128][80/300] lr: 0.004, eta: 9:52:51, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.2303, offset_loss: 0.3714, cls_loss: 0.3648, mask_loss: 0.3203, iou_score_loss: 0.0119, loss: 1.2987 +2022-06-02 13:03:17,837 - INFO - Epoch [12/128][90/300] lr: 0.004, eta: 9:48:52, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1754, offset_loss: 0.3620, cls_loss: 0.2198, mask_loss: 0.3089, iou_score_loss: 0.0076, loss: 1.0737 +2022-06-02 13:03:26,707 - INFO - Epoch [12/128][100/300] lr: 0.004, eta: 9:41:31, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1634, offset_loss: 0.3340, cls_loss: 0.1977, mask_loss: 0.2751, iou_score_loss: 0.0077, loss: 0.9780 +2022-06-02 13:03:36,563 - INFO - Epoch [12/128][110/300] lr: 0.004, eta: 9:40:48, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1628, offset_loss: 0.3486, cls_loss: 0.2225, mask_loss: 0.2843, iou_score_loss: 0.0059, loss: 1.0241 +2022-06-02 13:03:46,102 - INFO - Epoch [12/128][120/300] lr: 0.004, eta: 9:38:27, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1660, offset_loss: 0.3886, cls_loss: 0.2540, mask_loss: 0.2595, iou_score_loss: 0.0070, loss: 1.0751 +2022-06-02 13:03:55,422 - INFO - Epoch [12/128][130/300] lr: 0.004, eta: 9:35:45, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1734, offset_loss: 0.3741, cls_loss: 0.2268, mask_loss: 0.3186, iou_score_loss: 0.0087, loss: 1.1015 +2022-06-02 13:04:05,985 - INFO - Epoch [12/128][140/300] lr: 0.004, eta: 9:38:23, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1550, offset_loss: 0.3753, cls_loss: 0.2018, mask_loss: 0.2564, iou_score_loss: 0.0082, loss: 0.9967 +2022-06-02 13:04:14,890 - INFO - Epoch [12/128][150/300] lr: 0.004, eta: 9:34:13, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1667, offset_loss: 0.3649, cls_loss: 0.2612, mask_loss: 0.2768, iou_score_loss: 0.0085, loss: 1.0780 +2022-06-02 13:04:24,556 - INFO - Epoch [12/128][160/300] lr: 0.004, eta: 9:33:24, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1736, offset_loss: 0.3525, cls_loss: 0.2465, mask_loss: 0.2913, iou_score_loss: 0.0107, loss: 1.0745 +2022-06-02 13:04:33,257 - INFO - Epoch [12/128][170/300] lr: 0.004, eta: 9:29:17, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.2114, offset_loss: 0.3878, cls_loss: 0.1983, mask_loss: 0.2798, iou_score_loss: 0.0091, loss: 1.0864 +2022-06-02 13:04:43,035 - INFO - Epoch [12/128][180/300] lr: 0.004, eta: 9:29:09, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1607, offset_loss: 0.3563, cls_loss: 0.2402, mask_loss: 0.2829, iou_score_loss: 0.0093, loss: 1.0493 +2022-06-02 13:04:51,484 - INFO - Epoch [12/128][190/300] lr: 0.004, eta: 9:24:54, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.2109, offset_loss: 0.3976, cls_loss: 0.2731, mask_loss: 0.3332, iou_score_loss: 0.0076, loss: 1.2224 +2022-06-02 13:05:00,453 - INFO - Epoch [12/128][200/300] lr: 0.004, eta: 9:22:31, mem: 9016, data_time: 0.00, iter_time: 0.62, semantic_loss: 0.1460, offset_loss: 0.3200, cls_loss: 0.1931, mask_loss: 0.2770, iou_score_loss: 0.0084, loss: 0.9446 +2022-06-02 13:05:09,705 - INFO - Epoch [12/128][210/300] lr: 0.004, eta: 9:21:15, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1403, offset_loss: 0.4018, cls_loss: 0.1761, mask_loss: 0.2665, iou_score_loss: 0.0080, loss: 0.9927 +2022-06-02 13:05:19,540 - INFO - Epoch [12/128][220/300] lr: 0.004, eta: 9:21:34, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1748, offset_loss: 0.3897, cls_loss: 0.2605, mask_loss: 0.3137, iou_score_loss: 0.0086, loss: 1.1474 +2022-06-02 13:05:29,101 - INFO - Epoch [12/128][230/300] lr: 0.004, eta: 9:21:11, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1787, offset_loss: 0.3566, cls_loss: 0.2606, mask_loss: 0.2518, iou_score_loss: 0.0098, loss: 1.0574 +2022-06-02 13:05:39,314 - INFO - Epoch [12/128][240/300] lr: 0.004, eta: 9:22:23, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1356, offset_loss: 0.3982, cls_loss: 0.2755, mask_loss: 0.3258, iou_score_loss: 0.0108, loss: 1.1458 +2022-06-02 13:05:48,655 - INFO - Epoch [12/128][250/300] lr: 0.004, eta: 9:21:23, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1849, offset_loss: 0.4090, cls_loss: 0.2437, mask_loss: 0.2979, iou_score_loss: 0.0109, loss: 1.1464 +2022-06-02 13:05:57,782 - INFO - Epoch [12/128][260/300] lr: 0.004, eta: 9:20:04, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2110, offset_loss: 0.4828, cls_loss: 0.3367, mask_loss: 0.2885, iou_score_loss: 0.0115, loss: 1.3305 +2022-06-02 13:06:07,004 - INFO - Epoch [12/128][270/300] lr: 0.004, eta: 9:18:57, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1627, offset_loss: 0.3561, cls_loss: 0.2592, mask_loss: 0.2604, iou_score_loss: 0.0101, loss: 1.0485 +2022-06-02 13:06:17,156 - INFO - Epoch [12/128][280/300] lr: 0.004, eta: 9:19:55, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1943, offset_loss: 0.4113, cls_loss: 0.3696, mask_loss: 0.2918, iou_score_loss: 0.0100, loss: 1.2770 +2022-06-02 13:06:26,285 - INFO - Epoch [12/128][290/300] lr: 0.004, eta: 9:18:43, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1473, offset_loss: 0.3096, cls_loss: 0.1781, mask_loss: 0.3010, iou_score_loss: 0.0070, loss: 0.9430 +2022-06-02 13:06:33,831 - INFO - Epoch [12/128][300/300] lr: 0.004, eta: 9:14:31, mem: 9016, data_time: 0.00, iter_time: 0.53, semantic_loss: 0.1694, offset_loss: 0.3905, cls_loss: 0.2137, mask_loss: 0.2284, iou_score_loss: 0.0130, loss: 1.0149 +2022-06-02 13:06:34,712 - INFO - Validation +2022-06-02 13:07:47,609 - INFO - Evaluate instance segmentation +2022-06-02 13:07:58,668 - INFO - AP: 0.445. AP_50: 0.657. AP_25: 0.787 +2022-06-02 13:07:58,669 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 13:08:05,604 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 13:08:05,604 - INFO - mIoU: 72.0 +2022-06-02 13:08:06,996 - INFO - Acc: 89.8 +2022-06-02 13:08:10,443 - INFO - Offset MAE: 0.442 +2022-06-02 13:08:24,765 - INFO - Epoch [13/128][10/300] lr: 0.004, eta: 13:44:20, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1838, offset_loss: 0.4045, cls_loss: 0.2520, mask_loss: 0.3191, iou_score_loss: 0.0088, loss: 1.1682 +2022-06-02 13:08:34,000 - INFO - Epoch [13/128][20/300] lr: 0.004, eta: 11:19:38, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1698, offset_loss: 0.3481, cls_loss: 0.2200, mask_loss: 0.2949, iou_score_loss: 0.0126, loss: 1.0454 +2022-06-02 13:08:42,729 - INFO - Epoch [13/128][30/300] lr: 0.004, eta: 10:21:51, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2174, offset_loss: 0.4061, cls_loss: 0.2380, mask_loss: 0.2887, iou_score_loss: 0.0097, loss: 1.1599 +2022-06-02 13:08:52,213 - INFO - Epoch [13/128][40/300] lr: 0.004, eta: 10:03:34, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1546, offset_loss: 0.3597, cls_loss: 0.1923, mask_loss: 0.2551, iou_score_loss: 0.0076, loss: 0.9695 +2022-06-02 13:09:01,225 - INFO - Epoch [13/128][50/300] lr: 0.004, eta: 9:47:03, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1527, offset_loss: 0.3869, cls_loss: 0.2025, mask_loss: 0.2552, iou_score_loss: 0.0094, loss: 1.0068 +2022-06-02 13:09:11,106 - INFO - Epoch [13/128][60/300] lr: 0.004, eta: 9:44:15, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1725, offset_loss: 0.4096, cls_loss: 0.2043, mask_loss: 0.2876, iou_score_loss: 0.0083, loss: 1.0823 +2022-06-02 13:09:19,974 - INFO - Epoch [13/128][70/300] lr: 0.004, eta: 9:34:08, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1506, offset_loss: 0.3568, cls_loss: 0.1785, mask_loss: 0.2661, iou_score_loss: 0.0092, loss: 0.9611 +2022-06-02 13:09:29,339 - INFO - Epoch [13/128][80/300] lr: 0.004, eta: 9:29:56, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1809, offset_loss: 0.3664, cls_loss: 0.2208, mask_loss: 0.2876, iou_score_loss: 0.0072, loss: 1.0630 +2022-06-02 13:09:38,565 - INFO - Epoch [13/128][90/300] lr: 0.004, eta: 9:25:43, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1845, offset_loss: 0.3994, cls_loss: 0.1937, mask_loss: 0.3156, iou_score_loss: 0.0058, loss: 1.0989 +2022-06-02 13:09:48,741 - INFO - Epoch [13/128][100/300] lr: 0.004, eta: 9:27:48, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1624, offset_loss: 0.3745, cls_loss: 0.2992, mask_loss: 0.2640, iou_score_loss: 0.0099, loss: 1.1099 +2022-06-02 13:09:58,587 - INFO - Epoch [13/128][110/300] lr: 0.004, eta: 9:27:51, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.2000, offset_loss: 0.4200, cls_loss: 0.2336, mask_loss: 0.3085, iou_score_loss: 0.0106, loss: 1.1727 +2022-06-02 13:10:07,468 - INFO - Epoch [13/128][120/300] lr: 0.004, eta: 9:23:06, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.2406, offset_loss: 0.4010, cls_loss: 0.2243, mask_loss: 0.3015, iou_score_loss: 0.0116, loss: 1.1792 +2022-06-02 13:10:15,977 - INFO - Epoch [13/128][130/300] lr: 0.004, eta: 9:17:28, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1585, offset_loss: 0.3378, cls_loss: 0.2224, mask_loss: 0.2745, iou_score_loss: 0.0084, loss: 1.0017 +2022-06-02 13:10:24,549 - INFO - Epoch [13/128][140/300] lr: 0.004, eta: 9:12:52, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1942, offset_loss: 0.4151, cls_loss: 0.1548, mask_loss: 0.2946, iou_score_loss: 0.0072, loss: 1.0659 +2022-06-02 13:10:33,474 - INFO - Epoch [13/128][150/300] lr: 0.004, eta: 9:10:17, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1877, offset_loss: 0.3553, cls_loss: 0.2138, mask_loss: 0.3036, iou_score_loss: 0.0083, loss: 1.0687 +2022-06-02 13:10:41,901 - INFO - Epoch [13/128][160/300] lr: 0.004, eta: 9:06:02, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1887, offset_loss: 0.3656, cls_loss: 0.2444, mask_loss: 0.2572, iou_score_loss: 0.0084, loss: 1.0643 +2022-06-02 13:10:51,702 - INFO - Epoch [13/128][170/300] lr: 0.004, eta: 9:07:07, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1534, offset_loss: 0.3888, cls_loss: 0.2322, mask_loss: 0.2890, iou_score_loss: 0.0094, loss: 1.0728 +2022-06-02 13:11:01,161 - INFO - Epoch [13/128][180/300] lr: 0.004, eta: 9:06:56, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1623, offset_loss: 0.4408, cls_loss: 0.2632, mask_loss: 0.3070, iou_score_loss: 0.0102, loss: 1.1836 +2022-06-02 13:11:10,295 - INFO - Epoch [13/128][190/300] lr: 0.004, eta: 9:05:42, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1668, offset_loss: 0.4203, cls_loss: 0.1932, mask_loss: 0.2499, iou_score_loss: 0.0105, loss: 1.0407 +2022-06-02 13:11:20,120 - INFO - Epoch [13/128][200/300] lr: 0.004, eta: 9:06:36, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2019, offset_loss: 0.3854, cls_loss: 0.2438, mask_loss: 0.3012, iou_score_loss: 0.0120, loss: 1.1442 +2022-06-02 13:11:29,489 - INFO - Epoch [13/128][210/300] lr: 0.004, eta: 9:06:08, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2072, offset_loss: 0.4378, cls_loss: 0.2510, mask_loss: 0.2785, iou_score_loss: 0.0082, loss: 1.1827 +2022-06-02 13:11:38,158 - INFO - Epoch [13/128][220/300] lr: 0.004, eta: 9:03:53, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1466, offset_loss: 0.3759, cls_loss: 0.3030, mask_loss: 0.2662, iou_score_loss: 0.0095, loss: 1.1012 +2022-06-02 13:11:48,119 - INFO - Epoch [13/128][230/300] lr: 0.004, eta: 9:05:00, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1616, offset_loss: 0.3754, cls_loss: 0.2586, mask_loss: 0.3150, iou_score_loss: 0.0108, loss: 1.1215 +2022-06-02 13:11:57,284 - INFO - Epoch [13/128][240/300] lr: 0.004, eta: 9:04:11, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1663, offset_loss: 0.3656, cls_loss: 0.2654, mask_loss: 0.3183, iou_score_loss: 0.0056, loss: 1.1213 +2022-06-02 13:12:06,930 - INFO - Epoch [13/128][250/300] lr: 0.004, eta: 9:04:29, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1436, offset_loss: 0.3624, cls_loss: 0.2717, mask_loss: 0.2684, iou_score_loss: 0.0096, loss: 1.0558 +2022-06-02 13:12:16,155 - INFO - Epoch [13/128][260/300] lr: 0.004, eta: 9:03:48, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1627, offset_loss: 0.3642, cls_loss: 0.2220, mask_loss: 0.2871, iou_score_loss: 0.0074, loss: 1.0434 +2022-06-02 13:12:25,574 - INFO - Epoch [13/128][270/300] lr: 0.004, eta: 9:03:36, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1756, offset_loss: 0.3772, cls_loss: 0.3017, mask_loss: 0.2590, iou_score_loss: 0.0103, loss: 1.1237 +2022-06-02 13:12:34,761 - INFO - Epoch [13/128][280/300] lr: 0.004, eta: 9:02:52, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1524, offset_loss: 0.3484, cls_loss: 0.2053, mask_loss: 0.2497, iou_score_loss: 0.0094, loss: 0.9653 +2022-06-02 13:12:44,364 - INFO - Epoch [13/128][290/300] lr: 0.004, eta: 9:03:02, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1548, offset_loss: 0.4121, cls_loss: 0.1840, mask_loss: 0.2660, iou_score_loss: 0.0107, loss: 1.0276 +2022-06-02 13:12:53,311 - INFO - Epoch [13/128][300/300] lr: 0.004, eta: 9:01:58, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1811, offset_loss: 0.3857, cls_loss: 0.2984, mask_loss: 0.3061, iou_score_loss: 0.0094, loss: 1.1808 +2022-06-02 13:13:07,783 - INFO - Epoch [14/128][10/300] lr: 0.004, eta: 12:58:33, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2086, offset_loss: 0.4036, cls_loss: 0.3027, mask_loss: 0.3003, iou_score_loss: 0.0090, loss: 1.2242 +2022-06-02 13:13:16,858 - INFO - Epoch [14/128][20/300] lr: 0.004, eta: 10:50:10, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1704, offset_loss: 0.3255, cls_loss: 0.2354, mask_loss: 0.2863, iou_score_loss: 0.0072, loss: 1.0249 +2022-06-02 13:13:26,575 - INFO - Epoch [14/128][30/300] lr: 0.004, eta: 10:19:25, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1899, offset_loss: 0.4144, cls_loss: 0.2245, mask_loss: 0.3067, iou_score_loss: 0.0117, loss: 1.1472 +2022-06-02 13:13:35,942 - INFO - Epoch [14/128][40/300] lr: 0.004, eta: 9:58:41, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.2289, offset_loss: 0.4966, cls_loss: 0.2446, mask_loss: 0.2998, iou_score_loss: 0.0113, loss: 1.2813 +2022-06-02 13:13:44,400 - INFO - Epoch [14/128][50/300] lr: 0.004, eta: 9:36:07, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2140, offset_loss: 0.3705, cls_loss: 0.1958, mask_loss: 0.2758, iou_score_loss: 0.0062, loss: 1.0622 +2022-06-02 13:13:54,424 - INFO - Epoch [14/128][60/300] lr: 0.004, eta: 9:35:51, mem: 9016, data_time: 0.00, iter_time: 1.45, semantic_loss: 0.2046, offset_loss: 0.4624, cls_loss: 0.1848, mask_loss: 0.2870, iou_score_loss: 0.0069, loss: 1.1456 +2022-06-02 13:14:03,674 - INFO - Epoch [14/128][70/300] lr: 0.004, eta: 9:29:15, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1831, offset_loss: 0.4539, cls_loss: 0.2606, mask_loss: 0.2611, iou_score_loss: 0.0096, loss: 1.1683 +2022-06-02 13:14:12,690 - INFO - Epoch [14/128][80/300] lr: 0.004, eta: 9:22:33, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1679, offset_loss: 0.3448, cls_loss: 0.2934, mask_loss: 0.2608, iou_score_loss: 0.0101, loss: 1.0769 +2022-06-02 13:14:22,119 - INFO - Epoch [14/128][90/300] lr: 0.004, eta: 9:19:59, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1862, offset_loss: 0.3736, cls_loss: 0.3860, mask_loss: 0.2975, iou_score_loss: 0.0097, loss: 1.2531 +2022-06-02 13:14:31,771 - INFO - Epoch [14/128][100/300] lr: 0.004, eta: 9:19:07, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1655, offset_loss: 0.3604, cls_loss: 0.2522, mask_loss: 0.2833, iou_score_loss: 0.0081, loss: 1.0696 +2022-06-02 13:14:42,211 - INFO - Epoch [14/128][110/300] lr: 0.004, eta: 9:22:38, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1844, offset_loss: 0.3505, cls_loss: 0.2572, mask_loss: 0.2475, iou_score_loss: 0.0093, loss: 1.0488 +2022-06-02 13:14:52,170 - INFO - Epoch [14/128][120/300] lr: 0.004, eta: 9:23:09, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1822, offset_loss: 0.3721, cls_loss: 0.2505, mask_loss: 0.2864, iou_score_loss: 0.0071, loss: 1.0982 +2022-06-02 13:15:01,596 - INFO - Epoch [14/128][130/300] lr: 0.004, eta: 9:21:13, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1901, offset_loss: 0.3570, cls_loss: 0.2771, mask_loss: 0.3043, iou_score_loss: 0.0110, loss: 1.1395 +2022-06-02 13:15:11,087 - INFO - Epoch [14/128][140/300] lr: 0.004, eta: 9:19:43, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1406, offset_loss: 0.4476, cls_loss: 0.2402, mask_loss: 0.2859, iou_score_loss: 0.0082, loss: 1.1225 +2022-06-02 13:15:21,086 - INFO - Epoch [14/128][150/300] lr: 0.004, eta: 9:20:27, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1811, offset_loss: 0.3498, cls_loss: 0.2361, mask_loss: 0.2484, iou_score_loss: 0.0070, loss: 1.0223 +2022-06-02 13:15:29,996 - INFO - Epoch [14/128][160/300] lr: 0.004, eta: 9:17:08, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1561, offset_loss: 0.3539, cls_loss: 0.2055, mask_loss: 0.2797, iou_score_loss: 0.0072, loss: 1.0023 +2022-06-02 13:15:39,982 - INFO - Epoch [14/128][170/300] lr: 0.004, eta: 9:17:50, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1531, offset_loss: 0.3388, cls_loss: 0.2679, mask_loss: 0.2580, iou_score_loss: 0.0079, loss: 1.0257 +2022-06-02 13:15:48,786 - INFO - Epoch [14/128][180/300] lr: 0.004, eta: 9:14:36, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1938, offset_loss: 0.4094, cls_loss: 0.3052, mask_loss: 0.2708, iou_score_loss: 0.0105, loss: 1.1896 +2022-06-02 13:15:57,350 - INFO - Epoch [14/128][190/300] lr: 0.004, eta: 9:11:07, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1579, offset_loss: 0.3600, cls_loss: 0.2021, mask_loss: 0.2583, iou_score_loss: 0.0102, loss: 0.9885 +2022-06-02 13:16:06,517 - INFO - Epoch [14/128][200/300] lr: 0.004, eta: 9:09:35, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2116, offset_loss: 0.3860, cls_loss: 0.2188, mask_loss: 0.2885, iou_score_loss: 0.0118, loss: 1.1167 +2022-06-02 13:16:15,994 - INFO - Epoch [14/128][210/300] lr: 0.004, eta: 9:09:02, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1525, offset_loss: 0.4097, cls_loss: 0.2329, mask_loss: 0.2755, iou_score_loss: 0.0103, loss: 1.0811 +2022-06-02 13:16:25,184 - INFO - Epoch [14/128][220/300] lr: 0.004, eta: 9:07:49, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1560, offset_loss: 0.4145, cls_loss: 0.2233, mask_loss: 0.3087, iou_score_loss: 0.0084, loss: 1.1110 +2022-06-02 13:16:33,940 - INFO - Epoch [14/128][230/300] lr: 0.004, eta: 9:05:35, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1783, offset_loss: 0.3812, cls_loss: 0.2317, mask_loss: 0.2562, iou_score_loss: 0.0093, loss: 1.0567 +2022-06-02 13:16:42,991 - INFO - Epoch [14/128][240/300] lr: 0.004, eta: 9:04:15, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1522, offset_loss: 0.3618, cls_loss: 0.2028, mask_loss: 0.2455, iou_score_loss: 0.0082, loss: 0.9705 +2022-06-02 13:16:52,372 - INFO - Epoch [14/128][250/300] lr: 0.004, eta: 9:03:45, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1767, offset_loss: 0.3647, cls_loss: 0.2287, mask_loss: 0.2746, iou_score_loss: 0.0108, loss: 1.0555 +2022-06-02 13:17:01,283 - INFO - Epoch [14/128][260/300] lr: 0.004, eta: 9:02:13, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.2172, offset_loss: 0.4006, cls_loss: 0.3945, mask_loss: 0.3353, iou_score_loss: 0.0145, loss: 1.3621 +2022-06-02 13:17:09,972 - INFO - Epoch [14/128][270/300] lr: 0.004, eta: 9:00:21, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1952, offset_loss: 0.4019, cls_loss: 0.2716, mask_loss: 0.2985, iou_score_loss: 0.0087, loss: 1.1760 +2022-06-02 13:17:19,195 - INFO - Epoch [14/128][280/300] lr: 0.004, eta: 8:59:39, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2069, offset_loss: 0.3649, cls_loss: 0.2638, mask_loss: 0.2989, iou_score_loss: 0.0110, loss: 1.1455 +2022-06-02 13:17:28,819 - INFO - Epoch [14/128][290/300] lr: 0.004, eta: 8:59:51, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1905, offset_loss: 0.3732, cls_loss: 0.3144, mask_loss: 0.2481, iou_score_loss: 0.0105, loss: 1.1367 +2022-06-02 13:17:37,107 - INFO - Epoch [14/128][300/300] lr: 0.004, eta: 8:57:27, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1513, offset_loss: 0.3982, cls_loss: 0.2208, mask_loss: 0.2322, iou_score_loss: 0.0077, loss: 1.0102 +2022-06-02 13:17:53,241 - INFO - Epoch [15/128][10/300] lr: 0.004, eta: 14:21:12, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1550, offset_loss: 0.3379, cls_loss: 0.2779, mask_loss: 0.2847, iou_score_loss: 0.0097, loss: 1.0653 +2022-06-02 13:18:02,908 - INFO - Epoch [15/128][20/300] lr: 0.004, eta: 11:45:31, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.1916, offset_loss: 0.3603, cls_loss: 0.2005, mask_loss: 0.2823, iou_score_loss: 0.0087, loss: 1.0434 +2022-06-02 13:18:11,917 - INFO - Epoch [15/128][30/300] lr: 0.004, eta: 10:41:26, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1901, offset_loss: 0.3495, cls_loss: 0.2333, mask_loss: 0.3075, iou_score_loss: 0.0104, loss: 1.0907 +2022-06-02 13:18:22,643 - INFO - Epoch [15/128][40/300] lr: 0.004, eta: 10:33:14, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1660, offset_loss: 0.3714, cls_loss: 0.2386, mask_loss: 0.2756, iou_score_loss: 0.0073, loss: 1.0590 +2022-06-02 13:18:32,372 - INFO - Epoch [15/128][50/300] lr: 0.004, eta: 10:17:28, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1884, offset_loss: 0.3558, cls_loss: 0.2449, mask_loss: 0.2847, iou_score_loss: 0.0087, loss: 1.0824 +2022-06-02 13:18:41,501 - INFO - Epoch [15/128][60/300] lr: 0.004, eta: 10:00:48, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1933, offset_loss: 0.3891, cls_loss: 0.2280, mask_loss: 0.3188, iou_score_loss: 0.0092, loss: 1.1384 +2022-06-02 13:18:51,519 - INFO - Epoch [15/128][70/300] lr: 0.004, eta: 9:56:08, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1900, offset_loss: 0.3288, cls_loss: 0.2471, mask_loss: 0.2728, iou_score_loss: 0.0077, loss: 1.0463 +2022-06-02 13:19:00,746 - INFO - Epoch [15/128][80/300] lr: 0.004, eta: 9:47:15, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2091, offset_loss: 0.3780, cls_loss: 0.2822, mask_loss: 0.2978, iou_score_loss: 0.0101, loss: 1.1772 +2022-06-02 13:19:09,759 - INFO - Epoch [15/128][90/300] lr: 0.004, eta: 9:38:47, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1566, offset_loss: 0.3405, cls_loss: 0.3719, mask_loss: 0.3016, iou_score_loss: 0.0099, loss: 1.1805 +2022-06-02 13:19:19,695 - INFO - Epoch [15/128][100/300] lr: 0.004, eta: 9:37:14, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1370, offset_loss: 0.3357, cls_loss: 0.2584, mask_loss: 0.2685, iou_score_loss: 0.0072, loss: 1.0066 +2022-06-02 13:19:28,761 - INFO - Epoch [15/128][110/300] lr: 0.004, eta: 9:31:17, mem: 9016, data_time: 0.00, iter_time: 0.51, semantic_loss: 0.1802, offset_loss: 0.3562, cls_loss: 0.2096, mask_loss: 0.2871, iou_score_loss: 0.0093, loss: 1.0424 +2022-06-02 13:19:37,715 - INFO - Epoch [15/128][120/300] lr: 0.004, eta: 9:25:59, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1918, offset_loss: 0.3896, cls_loss: 0.2075, mask_loss: 0.3047, iou_score_loss: 0.0085, loss: 1.1021 +2022-06-02 13:19:46,615 - INFO - Epoch [15/128][130/300] lr: 0.004, eta: 9:21:12, mem: 9016, data_time: 0.00, iter_time: 0.61, semantic_loss: 0.1705, offset_loss: 0.3400, cls_loss: 0.2351, mask_loss: 0.2729, iou_score_loss: 0.0065, loss: 1.0250 +2022-06-02 13:19:56,365 - INFO - Epoch [15/128][140/300] lr: 0.004, eta: 9:20:26, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1821, offset_loss: 0.4328, cls_loss: 0.2409, mask_loss: 0.3301, iou_score_loss: 0.0096, loss: 1.1955 +2022-06-02 13:20:05,754 - INFO - Epoch [15/128][150/300] lr: 0.004, eta: 9:18:29, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1415, offset_loss: 0.3463, cls_loss: 0.2542, mask_loss: 0.2784, iou_score_loss: 0.0099, loss: 1.0302 +2022-06-02 13:20:15,082 - INFO - Epoch [15/128][160/300] lr: 0.004, eta: 9:16:29, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1802, offset_loss: 0.4150, cls_loss: 0.1830, mask_loss: 0.2868, iou_score_loss: 0.0093, loss: 1.0744 +2022-06-02 13:20:23,914 - INFO - Epoch [15/128][170/300] lr: 0.004, eta: 9:13:05, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1498, offset_loss: 0.3733, cls_loss: 0.2234, mask_loss: 0.2350, iou_score_loss: 0.0103, loss: 0.9918 +2022-06-02 13:20:32,743 - INFO - Epoch [15/128][180/300] lr: 0.004, eta: 9:09:58, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1709, offset_loss: 0.4403, cls_loss: 0.3128, mask_loss: 0.2918, iou_score_loss: 0.0096, loss: 1.2254 +2022-06-02 13:20:42,817 - INFO - Epoch [15/128][190/300] lr: 0.004, eta: 9:10:57, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1714, offset_loss: 0.3989, cls_loss: 0.2035, mask_loss: 0.2700, iou_score_loss: 0.0092, loss: 1.0530 +2022-06-02 13:20:51,942 - INFO - Epoch [15/128][200/300] lr: 0.004, eta: 9:09:07, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2108, offset_loss: 0.4444, cls_loss: 0.2568, mask_loss: 0.2997, iou_score_loss: 0.0090, loss: 1.2206 +2022-06-02 13:21:01,561 - INFO - Epoch [15/128][210/300] lr: 0.004, eta: 9:08:45, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1394, offset_loss: 0.4370, cls_loss: 0.1684, mask_loss: 0.2730, iou_score_loss: 0.0100, loss: 1.0276 +2022-06-02 13:21:10,112 - INFO - Epoch [15/128][220/300] lr: 0.004, eta: 9:05:41, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1695, offset_loss: 0.3750, cls_loss: 0.2139, mask_loss: 0.3208, iou_score_loss: 0.0078, loss: 1.0870 +2022-06-02 13:21:19,193 - INFO - Epoch [15/128][230/300] lr: 0.004, eta: 9:04:10, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1669, offset_loss: 0.4014, cls_loss: 0.2384, mask_loss: 0.2837, iou_score_loss: 0.0083, loss: 1.0986 +2022-06-02 13:21:28,143 - INFO - Epoch [15/128][240/300] lr: 0.004, eta: 9:02:26, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1947, offset_loss: 0.3674, cls_loss: 0.1894, mask_loss: 0.3004, iou_score_loss: 0.0093, loss: 1.0612 +2022-06-02 13:21:37,207 - INFO - Epoch [15/128][250/300] lr: 0.004, eta: 9:01:06, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.2087, offset_loss: 0.3318, cls_loss: 0.2836, mask_loss: 0.2779, iou_score_loss: 0.0120, loss: 1.1140 +2022-06-02 13:21:47,448 - INFO - Epoch [15/128][260/300] lr: 0.004, eta: 9:02:25, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1944, offset_loss: 0.4055, cls_loss: 0.1900, mask_loss: 0.2988, iou_score_loss: 0.0101, loss: 1.0989 +2022-06-02 13:21:56,188 - INFO - Epoch [15/128][270/300] lr: 0.004, eta: 9:00:29, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1649, offset_loss: 0.4433, cls_loss: 0.2536, mask_loss: 0.2566, iou_score_loss: 0.0109, loss: 1.1293 +2022-06-02 13:22:05,494 - INFO - Epoch [15/128][280/300] lr: 0.004, eta: 8:59:48, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1438, offset_loss: 0.3550, cls_loss: 0.2162, mask_loss: 0.2665, iou_score_loss: 0.0093, loss: 0.9908 +2022-06-02 13:22:14,863 - INFO - Epoch [15/128][290/300] lr: 0.004, eta: 8:59:17, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.2288, offset_loss: 0.4552, cls_loss: 0.2627, mask_loss: 0.2853, iou_score_loss: 0.0102, loss: 1.2421 +2022-06-02 13:22:22,821 - INFO - Epoch [15/128][300/300] lr: 0.004, eta: 8:56:09, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.2369, offset_loss: 0.4290, cls_loss: 0.2761, mask_loss: 0.3407, iou_score_loss: 0.0115, loss: 1.2942 +2022-06-02 13:22:39,875 - INFO - Epoch [16/128][10/300] lr: 0.004, eta: 15:08:42, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1753, offset_loss: 0.4157, cls_loss: 0.2391, mask_loss: 0.2866, iou_score_loss: 0.0081, loss: 1.1249 +2022-06-02 13:22:48,518 - INFO - Epoch [16/128][20/300] lr: 0.004, eta: 11:37:44, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2052, offset_loss: 0.4276, cls_loss: 0.2209, mask_loss: 0.2607, iou_score_loss: 0.0088, loss: 1.1233 +2022-06-02 13:22:58,917 - INFO - Epoch [16/128][30/300] lr: 0.004, eta: 11:00:48, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2246, offset_loss: 0.4305, cls_loss: 0.2430, mask_loss: 0.2678, iou_score_loss: 0.0103, loss: 1.1761 +2022-06-02 13:23:08,751 - INFO - Epoch [16/128][40/300] lr: 0.004, eta: 10:34:19, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.2279, offset_loss: 0.3649, cls_loss: 0.2935, mask_loss: 0.2894, iou_score_loss: 0.0089, loss: 1.1845 +2022-06-02 13:23:17,478 - INFO - Epoch [16/128][50/300] lr: 0.004, eta: 10:05:45, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1550, offset_loss: 0.3360, cls_loss: 0.2500, mask_loss: 0.2570, iou_score_loss: 0.0085, loss: 1.0066 +2022-06-02 13:23:27,030 - INFO - Epoch [16/128][60/300] lr: 0.004, eta: 9:54:22, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1762, offset_loss: 0.3682, cls_loss: 0.2519, mask_loss: 0.3004, iou_score_loss: 0.0086, loss: 1.1052 +2022-06-02 13:23:36,996 - INFO - Epoch [16/128][70/300] lr: 0.004, eta: 9:49:40, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1555, offset_loss: 0.3579, cls_loss: 0.2005, mask_loss: 0.2438, iou_score_loss: 0.0092, loss: 0.9669 +2022-06-02 13:23:45,676 - INFO - Epoch [16/128][80/300] lr: 0.004, eta: 9:36:53, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1357, offset_loss: 0.3481, cls_loss: 0.2027, mask_loss: 0.2774, iou_score_loss: 0.0064, loss: 0.9702 +2022-06-02 13:23:55,142 - INFO - Epoch [16/128][90/300] lr: 0.004, eta: 9:31:57, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1918, offset_loss: 0.3708, cls_loss: 0.2946, mask_loss: 0.2823, iou_score_loss: 0.0116, loss: 1.1511 +2022-06-02 13:24:03,550 - INFO - Epoch [16/128][100/300] lr: 0.004, eta: 9:21:59, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1638, offset_loss: 0.3825, cls_loss: 0.2255, mask_loss: 0.2753, iou_score_loss: 0.0085, loss: 1.0556 +2022-06-02 13:24:13,439 - INFO - Epoch [16/128][110/300] lr: 0.004, eta: 9:21:22, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1880, offset_loss: 0.3806, cls_loss: 0.2454, mask_loss: 0.2628, iou_score_loss: 0.0079, loss: 1.0847 +2022-06-02 13:24:22,880 - INFO - Epoch [16/128][120/300] lr: 0.004, eta: 9:18:43, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2047, offset_loss: 0.4292, cls_loss: 0.2636, mask_loss: 0.3238, iou_score_loss: 0.0107, loss: 1.2321 +2022-06-02 13:24:33,152 - INFO - Epoch [16/128][130/300] lr: 0.004, eta: 9:20:04, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1727, offset_loss: 0.3438, cls_loss: 0.2509, mask_loss: 0.2778, iou_score_loss: 0.0101, loss: 1.0553 +2022-06-02 13:24:42,631 - INFO - Epoch [16/128][140/300] lr: 0.004, eta: 9:18:00, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1942, offset_loss: 0.3375, cls_loss: 0.2090, mask_loss: 0.2799, iou_score_loss: 0.0107, loss: 1.0312 +2022-06-02 13:24:52,844 - INFO - Epoch [16/128][150/300] lr: 0.004, eta: 9:18:55, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1476, offset_loss: 0.3386, cls_loss: 0.1919, mask_loss: 0.2800, iou_score_loss: 0.0106, loss: 0.9687 +2022-06-02 13:25:02,648 - INFO - Epoch [16/128][160/300] lr: 0.004, eta: 9:18:17, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1588, offset_loss: 0.4069, cls_loss: 0.3188, mask_loss: 0.2481, iou_score_loss: 0.0084, loss: 1.1410 +2022-06-02 13:25:11,721 - INFO - Epoch [16/128][170/300] lr: 0.004, eta: 9:15:19, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1917, offset_loss: 0.4164, cls_loss: 0.2337, mask_loss: 0.2841, iou_score_loss: 0.0084, loss: 1.1343 +2022-06-02 13:25:20,015 - INFO - Epoch [16/128][180/300] lr: 0.004, eta: 9:10:13, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1556, offset_loss: 0.3159, cls_loss: 0.1406, mask_loss: 0.2681, iou_score_loss: 0.0070, loss: 0.8871 +2022-06-02 13:25:28,856 - INFO - Epoch [16/128][190/300] lr: 0.004, eta: 9:07:12, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1719, offset_loss: 0.4126, cls_loss: 0.1808, mask_loss: 0.3309, iou_score_loss: 0.0117, loss: 1.1079 +2022-06-02 13:25:38,837 - INFO - Epoch [16/128][200/300] lr: 0.004, eta: 9:07:44, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2112, offset_loss: 0.3897, cls_loss: 0.2445, mask_loss: 0.2939, iou_score_loss: 0.0089, loss: 1.1482 +2022-06-02 13:25:48,029 - INFO - Epoch [16/128][210/300] lr: 0.004, eta: 9:06:05, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1808, offset_loss: 0.4134, cls_loss: 0.1874, mask_loss: 0.2559, iou_score_loss: 0.0114, loss: 1.0490 +2022-06-02 13:25:57,492 - INFO - Epoch [16/128][220/300] lr: 0.004, eta: 9:05:15, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1599, offset_loss: 0.4372, cls_loss: 0.2212, mask_loss: 0.3538, iou_score_loss: 0.0099, loss: 1.1821 +2022-06-02 13:26:07,156 - INFO - Epoch [16/128][230/300] lr: 0.004, eta: 9:04:59, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1371, offset_loss: 0.4671, cls_loss: 0.2182, mask_loss: 0.2247, iou_score_loss: 0.0053, loss: 1.0524 +2022-06-02 13:26:17,205 - INFO - Epoch [16/128][240/300] lr: 0.004, eta: 9:05:34, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1859, offset_loss: 0.3567, cls_loss: 0.2839, mask_loss: 0.2766, iou_score_loss: 0.0111, loss: 1.1142 +2022-06-02 13:26:26,446 - INFO - Epoch [16/128][250/300] lr: 0.004, eta: 9:04:21, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.2104, offset_loss: 0.3710, cls_loss: 0.2456, mask_loss: 0.2584, iou_score_loss: 0.0089, loss: 1.0943 +2022-06-02 13:26:34,960 - INFO - Epoch [16/128][260/300] lr: 0.004, eta: 9:01:37, mem: 9016, data_time: 0.00, iter_time: 0.59, semantic_loss: 0.1762, offset_loss: 0.3339, cls_loss: 0.2484, mask_loss: 0.2817, iou_score_loss: 0.0091, loss: 1.0494 +2022-06-02 13:26:44,410 - INFO - Epoch [16/128][270/300] lr: 0.004, eta: 9:01:00, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1979, offset_loss: 0.4165, cls_loss: 0.2668, mask_loss: 0.3072, iou_score_loss: 0.0091, loss: 1.1975 +2022-06-02 13:26:54,039 - INFO - Epoch [16/128][280/300] lr: 0.004, eta: 9:00:48, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1805, offset_loss: 0.3508, cls_loss: 0.1988, mask_loss: 0.2892, iou_score_loss: 0.0094, loss: 1.0287 +2022-06-02 13:27:03,777 - INFO - Epoch [16/128][290/300] lr: 0.004, eta: 9:00:49, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1870, offset_loss: 0.4329, cls_loss: 0.2068, mask_loss: 0.2916, iou_score_loss: 0.0086, loss: 1.1269 +2022-06-02 13:27:11,585 - INFO - Epoch [16/128][300/300] lr: 0.004, eta: 8:57:12, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1791, offset_loss: 0.3560, cls_loss: 0.2296, mask_loss: 0.2688, iou_score_loss: 0.0089, loss: 1.0424 +2022-06-02 13:27:12,497 - INFO - Validation +2022-06-02 13:28:23,414 - INFO - Evaluate instance segmentation +2022-06-02 13:28:35,049 - INFO - AP: 0.451. AP_50: 0.666. AP_25: 0.792 +2022-06-02 13:28:35,049 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 13:28:42,107 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 13:28:42,108 - INFO - mIoU: 72.0 +2022-06-02 13:28:43,436 - INFO - Acc: 89.8 +2022-06-02 13:28:46,872 - INFO - Offset MAE: 0.442 +2022-06-02 13:29:02,147 - INFO - Epoch [17/128][10/300] lr: 0.004, eta: 14:09:40, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2100, offset_loss: 0.3826, cls_loss: 0.2499, mask_loss: 0.3454, iou_score_loss: 0.0097, loss: 1.1977 +2022-06-02 13:29:11,236 - INFO - Epoch [17/128][20/300] lr: 0.004, eta: 11:18:53, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1776, offset_loss: 0.4491, cls_loss: 0.2821, mask_loss: 0.3398, iou_score_loss: 0.0093, loss: 1.2579 +2022-06-02 13:29:21,354 - INFO - Epoch [17/128][30/300] lr: 0.004, eta: 10:40:49, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1761, offset_loss: 0.3628, cls_loss: 0.2376, mask_loss: 0.2957, iou_score_loss: 0.0111, loss: 1.0833 +2022-06-02 13:29:30,686 - INFO - Epoch [17/128][40/300] lr: 0.004, eta: 10:11:21, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1726, offset_loss: 0.3359, cls_loss: 0.2941, mask_loss: 0.2922, iou_score_loss: 0.0085, loss: 1.1033 +2022-06-02 13:29:40,781 - INFO - Epoch [17/128][50/300] lr: 0.004, eta: 10:01:44, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1626, offset_loss: 0.3739, cls_loss: 0.2371, mask_loss: 0.3806, iou_score_loss: 0.0073, loss: 1.1616 +2022-06-02 13:29:50,653 - INFO - Epoch [17/128][60/300] lr: 0.004, eta: 9:53:19, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1677, offset_loss: 0.3598, cls_loss: 0.2288, mask_loss: 0.3359, iou_score_loss: 0.0116, loss: 1.1037 +2022-06-02 13:30:00,138 - INFO - Epoch [17/128][70/300] lr: 0.004, eta: 9:44:00, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2035, offset_loss: 0.4213, cls_loss: 0.2782, mask_loss: 0.2825, iou_score_loss: 0.0121, loss: 1.1976 +2022-06-02 13:30:09,468 - INFO - Epoch [17/128][80/300] lr: 0.004, eta: 9:36:08, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1643, offset_loss: 0.4203, cls_loss: 0.1975, mask_loss: 0.3103, iou_score_loss: 0.0095, loss: 1.1021 +2022-06-02 13:30:18,747 - INFO - Epoch [17/128][90/300] lr: 0.004, eta: 9:29:30, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1643, offset_loss: 0.3708, cls_loss: 0.2384, mask_loss: 0.2220, iou_score_loss: 0.0069, loss: 1.0024 +2022-06-02 13:30:26,932 - INFO - Epoch [17/128][100/300] lr: 0.004, eta: 9:17:52, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1763, offset_loss: 0.3655, cls_loss: 0.2214, mask_loss: 0.2528, iou_score_loss: 0.0089, loss: 1.0249 +2022-06-02 13:30:37,016 - INFO - Epoch [17/128][110/300] lr: 0.004, eta: 9:18:25, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1843, offset_loss: 0.3875, cls_loss: 0.1803, mask_loss: 0.2573, iou_score_loss: 0.0066, loss: 1.0161 +2022-06-02 13:30:46,996 - INFO - Epoch [17/128][120/300] lr: 0.004, eta: 9:18:07, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1632, offset_loss: 0.4054, cls_loss: 0.2576, mask_loss: 0.2514, iou_score_loss: 0.0104, loss: 1.0881 +2022-06-02 13:30:55,943 - INFO - Epoch [17/128][130/300] lr: 0.004, eta: 9:13:26, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1874, offset_loss: 0.3813, cls_loss: 0.2086, mask_loss: 0.3008, iou_score_loss: 0.0107, loss: 1.0888 +2022-06-02 13:31:05,583 - INFO - Epoch [17/128][140/300] lr: 0.004, eta: 9:12:05, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1925, offset_loss: 0.3692, cls_loss: 0.2433, mask_loss: 0.2796, iou_score_loss: 0.0108, loss: 1.0953 +2022-06-02 13:31:14,337 - INFO - Epoch [17/128][150/300] lr: 0.004, eta: 9:07:39, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1661, offset_loss: 0.4967, cls_loss: 0.2416, mask_loss: 0.2787, iou_score_loss: 0.0075, loss: 1.1906 +2022-06-02 13:31:24,104 - INFO - Epoch [17/128][160/300] lr: 0.004, eta: 9:07:18, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2088, offset_loss: 0.4361, cls_loss: 0.2340, mask_loss: 0.3081, iou_score_loss: 0.0092, loss: 1.1963 +2022-06-02 13:31:33,571 - INFO - Epoch [17/128][170/300] lr: 0.004, eta: 9:06:00, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1990, offset_loss: 0.4296, cls_loss: 0.2111, mask_loss: 0.2856, iou_score_loss: 0.0088, loss: 1.1340 +2022-06-02 13:31:42,916 - INFO - Epoch [17/128][180/300] lr: 0.004, eta: 9:04:27, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1314, offset_loss: 0.4139, cls_loss: 0.1814, mask_loss: 0.2924, iou_score_loss: 0.0068, loss: 1.0259 +2022-06-02 13:31:51,967 - INFO - Epoch [17/128][190/300] lr: 0.004, eta: 9:02:08, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1459, offset_loss: 0.4167, cls_loss: 0.1313, mask_loss: 0.2521, iou_score_loss: 0.0061, loss: 0.9522 +2022-06-02 13:32:00,869 - INFO - Epoch [17/128][200/300] lr: 0.004, eta: 8:59:41, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1837, offset_loss: 0.3216, cls_loss: 0.2042, mask_loss: 0.2779, iou_score_loss: 0.0096, loss: 0.9971 +2022-06-02 13:32:09,903 - INFO - Epoch [17/128][210/300] lr: 0.004, eta: 8:57:46, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1358, offset_loss: 0.3988, cls_loss: 0.1960, mask_loss: 0.2296, iou_score_loss: 0.0073, loss: 0.9675 +2022-06-02 13:32:18,954 - INFO - Epoch [17/128][220/300] lr: 0.004, eta: 8:56:01, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.2154, offset_loss: 0.4662, cls_loss: 0.2644, mask_loss: 0.2864, iou_score_loss: 0.0086, loss: 1.2410 +2022-06-02 13:32:28,835 - INFO - Epoch [17/128][230/300] lr: 0.004, eta: 8:56:22, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.2435, offset_loss: 0.3803, cls_loss: 0.2878, mask_loss: 0.2788, iou_score_loss: 0.0120, loss: 1.2024 +2022-06-02 13:32:38,516 - INFO - Epoch [17/128][240/300] lr: 0.004, eta: 8:56:23, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1678, offset_loss: 0.3908, cls_loss: 0.3024, mask_loss: 0.2649, iou_score_loss: 0.0093, loss: 1.1352 +2022-06-02 13:32:48,135 - INFO - Epoch [17/128][250/300] lr: 0.004, eta: 8:56:10, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2226, offset_loss: 0.4559, cls_loss: 0.2120, mask_loss: 0.3005, iou_score_loss: 0.0077, loss: 1.1988 +2022-06-02 13:32:57,708 - INFO - Epoch [17/128][260/300] lr: 0.004, eta: 8:55:52, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1456, offset_loss: 0.4110, cls_loss: 0.2321, mask_loss: 0.2805, iou_score_loss: 0.0100, loss: 1.0792 +2022-06-02 13:33:07,365 - INFO - Epoch [17/128][270/300] lr: 0.004, eta: 8:55:41, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1769, offset_loss: 0.4069, cls_loss: 0.1986, mask_loss: 0.2881, iou_score_loss: 0.0063, loss: 1.0767 +2022-06-02 13:33:16,637 - INFO - Epoch [17/128][280/300] lr: 0.004, eta: 8:54:49, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2058, offset_loss: 0.3697, cls_loss: 0.2236, mask_loss: 0.2718, iou_score_loss: 0.0102, loss: 1.0811 +2022-06-02 13:33:25,957 - INFO - Epoch [17/128][290/300] lr: 0.004, eta: 8:54:04, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.2628, offset_loss: 0.4289, cls_loss: 0.2895, mask_loss: 0.3075, iou_score_loss: 0.0099, loss: 1.2986 +2022-06-02 13:33:34,332 - INFO - Epoch [17/128][300/300] lr: 0.004, eta: 8:51:37, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2619, offset_loss: 0.3940, cls_loss: 0.2782, mask_loss: 0.3154, iou_score_loss: 0.0102, loss: 1.2598 +2022-06-02 13:33:49,909 - INFO - Epoch [18/128][10/300] lr: 0.004, eta: 13:28:52, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.2277, offset_loss: 0.3564, cls_loss: 0.2326, mask_loss: 0.3205, iou_score_loss: 0.0132, loss: 1.1504 +2022-06-02 13:33:59,773 - INFO - Epoch [18/128][20/300] lr: 0.004, eta: 11:18:18, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1574, offset_loss: 0.4142, cls_loss: 0.2693, mask_loss: 0.2942, iou_score_loss: 0.0075, loss: 1.1427 +2022-06-02 13:34:08,968 - INFO - Epoch [18/128][30/300] lr: 0.004, eta: 10:22:14, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1889, offset_loss: 0.4362, cls_loss: 0.2977, mask_loss: 0.2907, iou_score_loss: 0.0089, loss: 1.2223 +2022-06-02 13:34:18,948 - INFO - Epoch [18/128][40/300] lr: 0.004, eta: 10:04:51, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1909, offset_loss: 0.3673, cls_loss: 0.3104, mask_loss: 0.2438, iou_score_loss: 0.0114, loss: 1.1238 +2022-06-02 13:34:28,052 - INFO - Epoch [18/128][50/300] lr: 0.004, eta: 9:44:34, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1772, offset_loss: 0.4166, cls_loss: 0.2412, mask_loss: 0.3224, iou_score_loss: 0.0085, loss: 1.1658 +2022-06-02 13:34:38,333 - INFO - Epoch [18/128][60/300] lr: 0.004, eta: 9:41:52, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1890, offset_loss: 0.3905, cls_loss: 0.2604, mask_loss: 0.2764, iou_score_loss: 0.0087, loss: 1.1250 +2022-06-02 13:34:46,716 - INFO - Epoch [18/128][70/300] lr: 0.004, eta: 9:24:57, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1616, offset_loss: 0.4041, cls_loss: 0.2423, mask_loss: 0.3100, iou_score_loss: 0.0125, loss: 1.1305 +2022-06-02 13:34:54,995 - INFO - Epoch [18/128][80/300] lr: 0.004, eta: 9:11:25, mem: 9016, data_time: 0.00, iter_time: 0.62, semantic_loss: 0.1351, offset_loss: 0.3656, cls_loss: 0.1612, mask_loss: 0.2136, iou_score_loss: 0.0054, loss: 0.8808 +2022-06-02 13:35:06,059 - INFO - Epoch [18/128][90/300] lr: 0.004, eta: 9:17:58, mem: 9016, data_time: 0.00, iter_time: 1.42, semantic_loss: 0.1861, offset_loss: 0.3861, cls_loss: 0.3415, mask_loss: 0.3157, iou_score_loss: 0.0119, loss: 1.2413 +2022-06-02 13:35:14,916 - INFO - Epoch [18/128][100/300] lr: 0.004, eta: 9:11:04, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1946, offset_loss: 0.3992, cls_loss: 0.2280, mask_loss: 0.3072, iou_score_loss: 0.0089, loss: 1.1378 +2022-06-02 13:35:24,771 - INFO - Epoch [18/128][110/300] lr: 0.004, eta: 9:10:29, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1679, offset_loss: 0.3790, cls_loss: 0.2113, mask_loss: 0.3594, iou_score_loss: 0.0074, loss: 1.1250 +2022-06-02 13:35:33,165 - INFO - Epoch [18/128][120/300] lr: 0.004, eta: 9:03:09, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1622, offset_loss: 0.2973, cls_loss: 0.3216, mask_loss: 0.2723, iou_score_loss: 0.0092, loss: 1.0625 +2022-06-02 13:35:42,345 - INFO - Epoch [18/128][130/300] lr: 0.004, eta: 9:00:13, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1738, offset_loss: 0.3871, cls_loss: 0.2347, mask_loss: 0.2597, iou_score_loss: 0.0086, loss: 1.0639 +2022-06-02 13:35:51,342 - INFO - Epoch [18/128][140/300] lr: 0.004, eta: 8:56:59, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1499, offset_loss: 0.3739, cls_loss: 0.1762, mask_loss: 0.2651, iou_score_loss: 0.0064, loss: 0.9715 +2022-06-02 13:36:00,196 - INFO - Epoch [18/128][150/300] lr: 0.004, eta: 8:53:39, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1588, offset_loss: 0.3351, cls_loss: 0.2621, mask_loss: 0.2185, iou_score_loss: 0.0089, loss: 0.9834 +2022-06-02 13:36:09,506 - INFO - Epoch [18/128][160/300] lr: 0.004, eta: 8:52:16, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1674, offset_loss: 0.3070, cls_loss: 0.2328, mask_loss: 0.2733, iou_score_loss: 0.0108, loss: 0.9913 +2022-06-02 13:36:19,686 - INFO - Epoch [18/128][170/300] lr: 0.004, eta: 8:53:54, mem: 9016, data_time: 0.00, iter_time: 0.61, semantic_loss: 0.1769, offset_loss: 0.4121, cls_loss: 0.2453, mask_loss: 0.2579, iou_score_loss: 0.0103, loss: 1.1025 +2022-06-02 13:36:30,102 - INFO - Epoch [18/128][180/300] lr: 0.004, eta: 8:56:01, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1800, offset_loss: 0.4153, cls_loss: 0.2367, mask_loss: 0.3375, iou_score_loss: 0.0109, loss: 1.1803 +2022-06-02 13:36:39,431 - INFO - Epoch [18/128][190/300] lr: 0.004, eta: 8:54:42, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1687, offset_loss: 0.3428, cls_loss: 0.2092, mask_loss: 0.2379, iou_score_loss: 0.0086, loss: 0.9672 +2022-06-02 13:36:48,649 - INFO - Epoch [18/128][200/300] lr: 0.004, eta: 8:53:15, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1629, offset_loss: 0.3824, cls_loss: 0.2063, mask_loss: 0.2738, iou_score_loss: 0.0068, loss: 1.0321 +2022-06-02 13:36:59,615 - INFO - Epoch [18/128][210/300] lr: 0.004, eta: 8:56:31, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2434, offset_loss: 0.4526, cls_loss: 0.2470, mask_loss: 0.2792, iou_score_loss: 0.0084, loss: 1.2307 +2022-06-02 13:37:08,084 - INFO - Epoch [18/128][220/300] lr: 0.004, eta: 8:53:13, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1763, offset_loss: 0.4788, cls_loss: 0.2297, mask_loss: 0.2909, iou_score_loss: 0.0124, loss: 1.1880 +2022-06-02 13:37:17,574 - INFO - Epoch [18/128][230/300] lr: 0.004, eta: 8:52:38, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.2084, offset_loss: 0.4371, cls_loss: 0.2742, mask_loss: 0.2757, iou_score_loss: 0.0081, loss: 1.2035 +2022-06-02 13:37:27,633 - INFO - Epoch [18/128][240/300] lr: 0.004, eta: 8:53:22, mem: 9016, data_time: 0.00, iter_time: 0.59, semantic_loss: 0.1488, offset_loss: 0.3487, cls_loss: 0.2061, mask_loss: 0.3010, iou_score_loss: 0.0108, loss: 1.0154 +2022-06-02 13:37:36,812 - INFO - Epoch [18/128][250/300] lr: 0.004, eta: 8:52:06, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1761, offset_loss: 0.3357, cls_loss: 0.2724, mask_loss: 0.3116, iou_score_loss: 0.0120, loss: 1.1078 +2022-06-02 13:37:45,541 - INFO - Epoch [18/128][260/300] lr: 0.004, eta: 8:49:59, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1701, offset_loss: 0.3859, cls_loss: 0.1579, mask_loss: 0.2749, iou_score_loss: 0.0091, loss: 0.9979 +2022-06-02 13:37:55,461 - INFO - Epoch [18/128][270/300] lr: 0.004, eta: 8:50:25, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1826, offset_loss: 0.3619, cls_loss: 0.2384, mask_loss: 0.2727, iou_score_loss: 0.0094, loss: 1.0650 +2022-06-02 13:38:05,575 - INFO - Epoch [18/128][280/300] lr: 0.004, eta: 8:51:12, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1391, offset_loss: 0.3737, cls_loss: 0.1671, mask_loss: 0.2940, iou_score_loss: 0.0073, loss: 0.9812 +2022-06-02 13:38:14,743 - INFO - Epoch [18/128][290/300] lr: 0.004, eta: 8:50:03, mem: 9016, data_time: 0.00, iter_time: 1.53, semantic_loss: 0.1407, offset_loss: 0.4350, cls_loss: 0.2242, mask_loss: 0.2864, iou_score_loss: 0.0120, loss: 1.0983 +2022-06-02 13:38:22,958 - INFO - Epoch [18/128][300/300] lr: 0.004, eta: 8:47:21, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1658, offset_loss: 0.3867, cls_loss: 0.2193, mask_loss: 0.3154, iou_score_loss: 0.0112, loss: 1.0984 +2022-06-02 13:38:38,688 - INFO - Epoch [19/128][10/300] lr: 0.004, eta: 13:26:45, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2210, offset_loss: 0.4390, cls_loss: 0.2862, mask_loss: 0.2823, iou_score_loss: 0.0082, loss: 1.2367 +2022-06-02 13:38:48,630 - INFO - Epoch [19/128][20/300] lr: 0.004, eta: 11:16:28, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1728, offset_loss: 0.3743, cls_loss: 0.1888, mask_loss: 0.2810, iou_score_loss: 0.0097, loss: 1.0266 +2022-06-02 13:38:58,605 - INFO - Epoch [19/128][30/300] lr: 0.004, eta: 10:33:42, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1702, offset_loss: 0.3888, cls_loss: 0.2563, mask_loss: 0.2787, iou_score_loss: 0.0083, loss: 1.1023 +2022-06-02 13:39:07,854 - INFO - Epoch [19/128][40/300] lr: 0.004, eta: 10:01:49, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1994, offset_loss: 0.3939, cls_loss: 0.2247, mask_loss: 0.2856, iou_score_loss: 0.0089, loss: 1.1126 +2022-06-02 13:39:17,706 - INFO - Epoch [19/128][50/300] lr: 0.004, eta: 9:49:43, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1792, offset_loss: 0.3797, cls_loss: 0.2013, mask_loss: 0.2908, iou_score_loss: 0.0094, loss: 1.0604 +2022-06-02 13:39:26,569 - INFO - Epoch [19/128][60/300] lr: 0.004, eta: 9:32:09, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1717, offset_loss: 0.3297, cls_loss: 0.2331, mask_loss: 0.2660, iou_score_loss: 0.0069, loss: 1.0073 +2022-06-02 13:39:36,101 - INFO - Epoch [19/128][70/300] lr: 0.004, eta: 9:25:05, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1659, offset_loss: 0.3856, cls_loss: 0.2216, mask_loss: 0.3033, iou_score_loss: 0.0097, loss: 1.0861 +2022-06-02 13:39:45,750 - INFO - Epoch [19/128][80/300] lr: 0.004, eta: 9:20:24, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1828, offset_loss: 0.3817, cls_loss: 0.2179, mask_loss: 0.3084, iou_score_loss: 0.0125, loss: 1.1033 +2022-06-02 13:39:54,771 - INFO - Epoch [19/128][90/300] lr: 0.004, eta: 9:13:09, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.2140, offset_loss: 0.4042, cls_loss: 0.2561, mask_loss: 0.3154, iou_score_loss: 0.0080, loss: 1.1977 +2022-06-02 13:40:03,841 - INFO - Epoch [19/128][100/300] lr: 0.004, eta: 9:07:25, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.2512, offset_loss: 0.3798, cls_loss: 0.1946, mask_loss: 0.3270, iou_score_loss: 0.0115, loss: 1.1642 +2022-06-02 13:40:13,288 - INFO - Epoch [19/128][110/300] lr: 0.004, eta: 9:04:34, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2115, offset_loss: 0.3810, cls_loss: 0.3479, mask_loss: 0.2936, iou_score_loss: 0.0109, loss: 1.2450 +2022-06-02 13:40:22,466 - INFO - Epoch [19/128][120/300] lr: 0.004, eta: 9:00:54, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1507, offset_loss: 0.3689, cls_loss: 0.3328, mask_loss: 0.2368, iou_score_loss: 0.0099, loss: 1.0990 +2022-06-02 13:40:31,313 - INFO - Epoch [19/128][130/300] lr: 0.004, eta: 8:56:24, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2190, offset_loss: 0.4222, cls_loss: 0.2626, mask_loss: 0.3162, iou_score_loss: 0.0111, loss: 1.2312 +2022-06-02 13:40:41,020 - INFO - Epoch [19/128][140/300] lr: 0.004, eta: 8:55:58, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1770, offset_loss: 0.3993, cls_loss: 0.2637, mask_loss: 0.2858, iou_score_loss: 0.0084, loss: 1.1342 +2022-06-02 13:40:49,916 - INFO - Epoch [19/128][150/300] lr: 0.004, eta: 8:52:33, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1710, offset_loss: 0.4632, cls_loss: 0.2301, mask_loss: 0.2638, iou_score_loss: 0.0101, loss: 1.1382 +2022-06-02 13:40:59,437 - INFO - Epoch [19/128][160/300] lr: 0.004, eta: 8:51:41, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1515, offset_loss: 0.4621, cls_loss: 0.2179, mask_loss: 0.2361, iou_score_loss: 0.0075, loss: 1.0751 +2022-06-02 13:41:08,495 - INFO - Epoch [19/128][170/300] lr: 0.004, eta: 8:49:22, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1771, offset_loss: 0.3582, cls_loss: 0.2213, mask_loss: 0.2828, iou_score_loss: 0.0089, loss: 1.0484 +2022-06-02 13:41:18,199 - INFO - Epoch [19/128][180/300] lr: 0.004, eta: 8:49:17, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1669, offset_loss: 0.3918, cls_loss: 0.1904, mask_loss: 0.2992, iou_score_loss: 0.0075, loss: 1.0559 +2022-06-02 13:41:27,703 - INFO - Epoch [19/128][190/300] lr: 0.004, eta: 8:48:39, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.2382, offset_loss: 0.3997, cls_loss: 0.2394, mask_loss: 0.3105, iou_score_loss: 0.0108, loss: 1.1986 +2022-06-02 13:41:36,864 - INFO - Epoch [19/128][200/300] lr: 0.004, eta: 8:47:07, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1781, offset_loss: 0.3655, cls_loss: 0.2106, mask_loss: 0.2702, iou_score_loss: 0.0069, loss: 1.0314 +2022-06-02 13:41:46,607 - INFO - Epoch [19/128][210/300] lr: 0.004, eta: 8:47:14, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1934, offset_loss: 0.4331, cls_loss: 0.2775, mask_loss: 0.2690, iou_score_loss: 0.0075, loss: 1.1805 +2022-06-02 13:41:55,853 - INFO - Epoch [19/128][220/300] lr: 0.004, eta: 8:46:04, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2126, offset_loss: 0.4360, cls_loss: 0.2469, mask_loss: 0.2929, iou_score_loss: 0.0102, loss: 1.1985 +2022-06-02 13:42:04,695 - INFO - Epoch [19/128][230/300] lr: 0.004, eta: 8:43:59, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2045, offset_loss: 0.3747, cls_loss: 0.2113, mask_loss: 0.2550, iou_score_loss: 0.0115, loss: 1.0570 +2022-06-02 13:42:14,522 - INFO - Epoch [19/128][240/300] lr: 0.004, eta: 8:44:24, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1376, offset_loss: 0.3666, cls_loss: 0.2363, mask_loss: 0.2758, iou_score_loss: 0.0057, loss: 1.0220 +2022-06-02 13:42:23,049 - INFO - Epoch [19/128][250/300] lr: 0.004, eta: 8:41:52, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1957, offset_loss: 0.4004, cls_loss: 0.2239, mask_loss: 0.3094, iou_score_loss: 0.0086, loss: 1.1381 +2022-06-02 13:42:32,918 - INFO - Epoch [19/128][260/300] lr: 0.004, eta: 8:42:21, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1557, offset_loss: 0.4782, cls_loss: 0.2387, mask_loss: 0.3181, iou_score_loss: 0.0081, loss: 1.1987 +2022-06-02 13:42:42,543 - INFO - Epoch [19/128][270/300] lr: 0.004, eta: 8:42:18, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2096, offset_loss: 0.4232, cls_loss: 0.2439, mask_loss: 0.3180, iou_score_loss: 0.0079, loss: 1.2024 +2022-06-02 13:42:52,678 - INFO - Epoch [19/128][280/300] lr: 0.004, eta: 8:43:14, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2139, offset_loss: 0.3697, cls_loss: 0.2274, mask_loss: 0.3044, iou_score_loss: 0.0096, loss: 1.1250 +2022-06-02 13:43:01,643 - INFO - Epoch [19/128][290/300] lr: 0.004, eta: 8:41:53, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1675, offset_loss: 0.3344, cls_loss: 0.2429, mask_loss: 0.2735, iou_score_loss: 0.0076, loss: 1.0258 +2022-06-02 13:43:10,598 - INFO - Epoch [19/128][300/300] lr: 0.004, eta: 8:40:37, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1909, offset_loss: 0.3687, cls_loss: 0.2637, mask_loss: 0.2846, iou_score_loss: 0.0073, loss: 1.1152 +2022-06-02 13:43:28,688 - INFO - Epoch [20/128][10/300] lr: 0.004, eta: 15:31:14, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1582, offset_loss: 0.3130, cls_loss: 0.1970, mask_loss: 0.2374, iou_score_loss: 0.0063, loss: 0.9119 +2022-06-02 13:43:40,734 - INFO - Epoch [20/128][20/300] lr: 0.004, eta: 13:13:43, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1892, offset_loss: 0.4035, cls_loss: 0.2266, mask_loss: 0.2844, iou_score_loss: 0.0069, loss: 1.1106 +2022-06-02 13:43:49,483 - INFO - Epoch [20/128][30/300] lr: 0.004, eta: 11:27:36, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.2078, offset_loss: 0.4440, cls_loss: 0.2525, mask_loss: 0.3144, iou_score_loss: 0.0131, loss: 1.2319 +2022-06-02 13:43:59,029 - INFO - Epoch [20/128][40/300] lr: 0.004, eta: 10:45:24, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1780, offset_loss: 0.3983, cls_loss: 0.2281, mask_loss: 0.2916, iou_score_loss: 0.0093, loss: 1.1053 +2022-06-02 13:44:08,572 - INFO - Epoch [20/128][50/300] lr: 0.004, eta: 10:20:05, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1662, offset_loss: 0.3471, cls_loss: 0.2286, mask_loss: 0.2710, iou_score_loss: 0.0084, loss: 1.0213 +2022-06-02 13:44:18,299 - INFO - Epoch [20/128][60/300] lr: 0.004, eta: 10:04:43, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1884, offset_loss: 0.4785, cls_loss: 0.2731, mask_loss: 0.2548, iou_score_loss: 0.0139, loss: 1.2087 +2022-06-02 13:44:27,943 - INFO - Epoch [20/128][70/300] lr: 0.004, eta: 9:53:05, mem: 9016, data_time: 0.00, iter_time: 1.38, semantic_loss: 0.1504, offset_loss: 0.4024, cls_loss: 0.2651, mask_loss: 0.2968, iou_score_loss: 0.0116, loss: 1.1263 +2022-06-02 13:44:37,704 - INFO - Epoch [20/128][80/300] lr: 0.004, eta: 9:45:13, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.2268, offset_loss: 0.4446, cls_loss: 0.3288, mask_loss: 0.2683, iou_score_loss: 0.0089, loss: 1.2772 +2022-06-02 13:44:46,247 - INFO - Epoch [20/128][90/300] lr: 0.004, eta: 9:31:37, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.2296, offset_loss: 0.3646, cls_loss: 0.2190, mask_loss: 0.3210, iou_score_loss: 0.0078, loss: 1.1421 +2022-06-02 13:44:55,584 - INFO - Epoch [20/128][100/300] lr: 0.004, eta: 9:25:01, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1753, offset_loss: 0.3367, cls_loss: 0.2398, mask_loss: 0.2779, iou_score_loss: 0.0067, loss: 1.0364 +2022-06-02 13:45:05,521 - INFO - Epoch [20/128][110/300] lr: 0.004, eta: 9:22:32, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1913, offset_loss: 0.3453, cls_loss: 0.2406, mask_loss: 0.2510, iou_score_loss: 0.0090, loss: 1.0373 +2022-06-02 13:45:14,799 - INFO - Epoch [20/128][120/300] lr: 0.004, eta: 9:17:29, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1497, offset_loss: 0.3315, cls_loss: 0.2371, mask_loss: 0.3035, iou_score_loss: 0.0077, loss: 1.0294 +2022-06-02 13:45:23,976 - INFO - Epoch [20/128][130/300] lr: 0.004, eta: 9:12:36, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1393, offset_loss: 0.3727, cls_loss: 0.2453, mask_loss: 0.2453, iou_score_loss: 0.0099, loss: 1.0124 +2022-06-02 13:45:33,298 - INFO - Epoch [20/128][140/300] lr: 0.004, eta: 9:09:15, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1727, offset_loss: 0.3602, cls_loss: 0.1780, mask_loss: 0.2342, iou_score_loss: 0.0099, loss: 0.9550 +2022-06-02 13:45:42,282 - INFO - Epoch [20/128][150/300] lr: 0.004, eta: 9:04:58, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2048, offset_loss: 0.3994, cls_loss: 0.2656, mask_loss: 0.3033, iou_score_loss: 0.0127, loss: 1.1857 +2022-06-02 13:45:52,425 - INFO - Epoch [20/128][160/300] lr: 0.004, eta: 9:05:06, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1799, offset_loss: 0.3932, cls_loss: 0.2185, mask_loss: 0.2613, iou_score_loss: 0.0071, loss: 1.0602 +2022-06-02 13:46:01,998 - INFO - Epoch [20/128][170/300] lr: 0.004, eta: 9:03:26, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1805, offset_loss: 0.4408, cls_loss: 0.2635, mask_loss: 0.2864, iou_score_loss: 0.0071, loss: 1.1783 +2022-06-02 13:46:11,908 - INFO - Epoch [20/128][180/300] lr: 0.004, eta: 9:02:52, mem: 9016, data_time: 0.00, iter_time: 0.63, semantic_loss: 0.2820, offset_loss: 0.3704, cls_loss: 0.2196, mask_loss: 0.2731, iou_score_loss: 0.0164, loss: 1.1613 +2022-06-02 13:46:22,018 - INFO - Epoch [20/128][190/300] lr: 0.004, eta: 9:03:02, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1865, offset_loss: 0.3963, cls_loss: 0.3025, mask_loss: 0.2634, iou_score_loss: 0.0077, loss: 1.1564 +2022-06-02 13:46:31,021 - INFO - Epoch [20/128][200/300] lr: 0.004, eta: 9:00:06, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1793, offset_loss: 0.3824, cls_loss: 0.2717, mask_loss: 0.3252, iou_score_loss: 0.0094, loss: 1.1679 +2022-06-02 13:46:40,715 - INFO - Epoch [20/128][210/300] lr: 0.004, eta: 8:59:11, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1995, offset_loss: 0.3759, cls_loss: 0.2250, mask_loss: 0.2933, iou_score_loss: 0.0078, loss: 1.1015 +2022-06-02 13:46:50,475 - INFO - Epoch [20/128][220/300] lr: 0.004, eta: 8:58:34, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1953, offset_loss: 0.4097, cls_loss: 0.2625, mask_loss: 0.3106, iou_score_loss: 0.0115, loss: 1.1896 +2022-06-02 13:46:59,381 - INFO - Epoch [20/128][230/300] lr: 0.004, eta: 8:55:58, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1910, offset_loss: 0.3874, cls_loss: 0.2497, mask_loss: 0.2918, iou_score_loss: 0.0077, loss: 1.1276 +2022-06-02 13:47:08,765 - INFO - Epoch [20/128][240/300] lr: 0.004, eta: 8:54:34, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1923, offset_loss: 0.3631, cls_loss: 0.2239, mask_loss: 0.2620, iou_score_loss: 0.0083, loss: 1.0497 +2022-06-02 13:47:18,486 - INFO - Epoch [20/128][250/300] lr: 0.004, eta: 8:54:06, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2062, offset_loss: 0.3498, cls_loss: 0.3913, mask_loss: 0.3252, iou_score_loss: 0.0098, loss: 1.2823 +2022-06-02 13:47:28,182 - INFO - Epoch [20/128][260/300] lr: 0.004, eta: 8:53:34, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1747, offset_loss: 0.3957, cls_loss: 0.2625, mask_loss: 0.2794, iou_score_loss: 0.0083, loss: 1.1207 +2022-06-02 13:47:36,716 - INFO - Epoch [20/128][270/300] lr: 0.004, eta: 8:50:44, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1570, offset_loss: 0.3386, cls_loss: 0.2063, mask_loss: 0.2577, iou_score_loss: 0.0083, loss: 0.9678 +2022-06-02 13:47:45,956 - INFO - Epoch [20/128][280/300] lr: 0.004, eta: 8:49:24, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1745, offset_loss: 0.4379, cls_loss: 0.2510, mask_loss: 0.2469, iou_score_loss: 0.0079, loss: 1.1182 +2022-06-02 13:47:55,850 - INFO - Epoch [20/128][290/300] lr: 0.004, eta: 8:49:27, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2186, offset_loss: 0.3670, cls_loss: 0.2514, mask_loss: 0.2696, iou_score_loss: 0.0107, loss: 1.1174 +2022-06-02 13:48:04,679 - INFO - Epoch [20/128][300/300] lr: 0.004, eta: 8:47:33, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1836, offset_loss: 0.3923, cls_loss: 0.2495, mask_loss: 0.3158, iou_score_loss: 0.0085, loss: 1.1496 +2022-06-02 13:48:05,579 - INFO - Validation +2022-06-02 13:49:16,402 - INFO - Evaluate instance segmentation +2022-06-02 13:49:28,082 - INFO - AP: 0.450. AP_50: 0.665. AP_25: 0.786 +2022-06-02 13:49:28,083 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 13:49:35,103 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 13:49:35,103 - INFO - mIoU: 72.0 +2022-06-02 13:49:36,485 - INFO - Acc: 89.8 +2022-06-02 13:49:39,912 - INFO - Offset MAE: 0.442 +2022-06-02 13:49:52,556 - INFO - Epoch [21/128][10/300] lr: 0.004, eta: 11:16:32, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1576, offset_loss: 0.3260, cls_loss: 0.3311, mask_loss: 0.2728, iou_score_loss: 0.0091, loss: 1.0967 +2022-06-02 13:50:01,822 - INFO - Epoch [21/128][20/300] lr: 0.004, eta: 9:48:02, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2187, offset_loss: 0.4135, cls_loss: 0.2552, mask_loss: 0.3013, iou_score_loss: 0.0096, loss: 1.1983 +2022-06-02 13:50:11,302 - INFO - Epoch [21/128][30/300] lr: 0.004, eta: 9:22:42, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1677, offset_loss: 0.3055, cls_loss: 0.2691, mask_loss: 0.2720, iou_score_loss: 0.0088, loss: 1.0230 +2022-06-02 13:50:21,701 - INFO - Epoch [21/128][40/300] lr: 0.004, eta: 9:22:07, mem: 9016, data_time: 0.00, iter_time: 1.38, semantic_loss: 0.1477, offset_loss: 0.3737, cls_loss: 0.2030, mask_loss: 0.3203, iou_score_loss: 0.0085, loss: 1.0531 +2022-06-02 13:50:31,850 - INFO - Epoch [21/128][50/300] lr: 0.004, eta: 9:18:54, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1662, offset_loss: 0.3180, cls_loss: 0.2296, mask_loss: 0.2972, iou_score_loss: 0.0074, loss: 1.0184 +2022-06-02 13:50:41,426 - INFO - Epoch [21/128][60/300] lr: 0.004, eta: 9:11:41, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2104, offset_loss: 0.3923, cls_loss: 0.2656, mask_loss: 0.3258, iou_score_loss: 0.0096, loss: 1.2036 +2022-06-02 13:50:50,791 - INFO - Epoch [21/128][70/300] lr: 0.004, eta: 9:04:46, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1773, offset_loss: 0.3255, cls_loss: 0.2483, mask_loss: 0.2625, iou_score_loss: 0.0078, loss: 1.0214 +2022-06-02 13:50:59,153 - INFO - Epoch [21/128][80/300] lr: 0.004, eta: 8:52:51, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1643, offset_loss: 0.3592, cls_loss: 0.2149, mask_loss: 0.2745, iou_score_loss: 0.0059, loss: 1.0188 +2022-06-02 13:51:07,854 - INFO - Epoch [21/128][90/300] lr: 0.004, eta: 8:45:32, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2028, offset_loss: 0.3887, cls_loss: 0.1258, mask_loss: 0.3046, iou_score_loss: 0.0058, loss: 1.0277 +2022-06-02 13:51:18,071 - INFO - Epoch [21/128][100/300] lr: 0.004, eta: 8:47:49, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2175, offset_loss: 0.3636, cls_loss: 0.2015, mask_loss: 0.3595, iou_score_loss: 0.0114, loss: 1.1536 +2022-06-02 13:51:27,821 - INFO - Epoch [21/128][110/300] lr: 0.004, eta: 8:47:18, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1488, offset_loss: 0.3722, cls_loss: 0.1779, mask_loss: 0.2623, iou_score_loss: 0.0063, loss: 0.9675 +2022-06-02 13:51:37,649 - INFO - Epoch [21/128][120/300] lr: 0.004, eta: 8:47:23, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1661, offset_loss: 0.3724, cls_loss: 0.2360, mask_loss: 0.2890, iou_score_loss: 0.0076, loss: 1.0710 +2022-06-02 13:51:46,384 - INFO - Epoch [21/128][130/300] lr: 0.004, eta: 8:42:45, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.2054, offset_loss: 0.3526, cls_loss: 0.1733, mask_loss: 0.3078, iou_score_loss: 0.0077, loss: 1.0470 +2022-06-02 13:51:56,749 - INFO - Epoch [21/128][140/300] lr: 0.004, eta: 8:45:06, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2001, offset_loss: 0.3663, cls_loss: 0.2238, mask_loss: 0.2616, iou_score_loss: 0.0090, loss: 1.0608 +2022-06-02 13:52:06,327 - INFO - Epoch [21/128][150/300] lr: 0.004, eta: 8:44:14, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1849, offset_loss: 0.4056, cls_loss: 0.2833, mask_loss: 0.2637, iou_score_loss: 0.0128, loss: 1.1503 +2022-06-02 13:52:15,802 - INFO - Epoch [21/128][160/300] lr: 0.004, eta: 8:43:10, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1440, offset_loss: 0.3311, cls_loss: 0.2508, mask_loss: 0.2798, iou_score_loss: 0.0072, loss: 1.0130 +2022-06-02 13:52:24,315 - INFO - Epoch [21/128][170/300] lr: 0.004, eta: 8:39:08, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1694, offset_loss: 0.3444, cls_loss: 0.1931, mask_loss: 0.2750, iou_score_loss: 0.0099, loss: 0.9918 +2022-06-02 13:52:33,428 - INFO - Epoch [21/128][180/300] lr: 0.004, eta: 8:37:18, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1822, offset_loss: 0.3637, cls_loss: 0.2426, mask_loss: 0.2241, iou_score_loss: 0.0093, loss: 1.0219 +2022-06-02 13:52:44,280 - INFO - Epoch [21/128][190/300] lr: 0.004, eta: 8:40:36, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1609, offset_loss: 0.3796, cls_loss: 0.2453, mask_loss: 0.2726, iou_score_loss: 0.0078, loss: 1.0662 +2022-06-02 13:52:54,187 - INFO - Epoch [21/128][200/300] lr: 0.004, eta: 8:41:02, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1758, offset_loss: 0.3696, cls_loss: 0.1849, mask_loss: 0.2752, iou_score_loss: 0.0091, loss: 1.0146 +2022-06-02 13:53:03,458 - INFO - Epoch [21/128][210/300] lr: 0.004, eta: 8:39:43, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1768, offset_loss: 0.3549, cls_loss: 0.2369, mask_loss: 0.2685, iou_score_loss: 0.0107, loss: 1.0477 +2022-06-02 13:53:13,164 - INFO - Epoch [21/128][220/300] lr: 0.004, eta: 8:39:37, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1908, offset_loss: 0.3879, cls_loss: 0.2162, mask_loss: 0.3406, iou_score_loss: 0.0090, loss: 1.1445 +2022-06-02 13:53:22,250 - INFO - Epoch [21/128][230/300] lr: 0.004, eta: 8:38:01, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1944, offset_loss: 0.4308, cls_loss: 0.2129, mask_loss: 0.2924, iou_score_loss: 0.0080, loss: 1.1386 +2022-06-02 13:53:31,315 - INFO - Epoch [21/128][240/300] lr: 0.004, eta: 8:36:33, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1958, offset_loss: 0.4258, cls_loss: 0.2529, mask_loss: 0.2770, iou_score_loss: 0.0094, loss: 1.1611 +2022-06-02 13:53:40,356 - INFO - Epoch [21/128][250/300] lr: 0.004, eta: 8:35:07, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1461, offset_loss: 0.4544, cls_loss: 0.2263, mask_loss: 0.2598, iou_score_loss: 0.0083, loss: 1.0950 +2022-06-02 13:53:51,648 - INFO - Epoch [21/128][260/300] lr: 0.004, eta: 8:38:21, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1423, offset_loss: 0.4355, cls_loss: 0.2472, mask_loss: 0.2421, iou_score_loss: 0.0095, loss: 1.0766 +2022-06-02 13:54:01,426 - INFO - Epoch [21/128][270/300] lr: 0.004, eta: 8:38:27, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2544, offset_loss: 0.4451, cls_loss: 0.1978, mask_loss: 0.2672, iou_score_loss: 0.0073, loss: 1.1719 +2022-06-02 13:54:10,514 - INFO - Epoch [21/128][280/300] lr: 0.004, eta: 8:37:09, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1668, offset_loss: 0.4021, cls_loss: 0.1945, mask_loss: 0.3138, iou_score_loss: 0.0088, loss: 1.0860 +2022-06-02 13:54:19,969 - INFO - Epoch [21/128][290/300] lr: 0.004, eta: 8:36:36, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1798, offset_loss: 0.3830, cls_loss: 0.2244, mask_loss: 0.3037, iou_score_loss: 0.0083, loss: 1.0991 +2022-06-02 13:54:28,398 - INFO - Epoch [21/128][300/300] lr: 0.004, eta: 8:34:16, mem: 9016, data_time: 0.00, iter_time: 0.59, semantic_loss: 0.2211, offset_loss: 0.4540, cls_loss: 0.2606, mask_loss: 0.2994, iou_score_loss: 0.0129, loss: 1.2480 +2022-06-02 13:54:45,828 - INFO - Epoch [22/128][10/300] lr: 0.004, eta: 14:42:10, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1897, offset_loss: 0.4023, cls_loss: 0.2592, mask_loss: 0.3128, iou_score_loss: 0.0069, loss: 1.1708 +2022-06-02 13:54:54,497 - INFO - Epoch [22/128][20/300] lr: 0.004, eta: 11:12:17, mem: 9016, data_time: 0.00, iter_time: 0.60, semantic_loss: 0.1895, offset_loss: 0.3494, cls_loss: 0.2815, mask_loss: 0.2867, iou_score_loss: 0.0109, loss: 1.1181 +2022-06-02 13:55:04,590 - INFO - Epoch [22/128][30/300] lr: 0.004, eta: 10:28:05, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1845, offset_loss: 0.3854, cls_loss: 0.1922, mask_loss: 0.2603, iou_score_loss: 0.0089, loss: 1.0313 +2022-06-02 13:55:14,192 - INFO - Epoch [22/128][40/300] lr: 0.004, eta: 9:59:15, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2352, offset_loss: 0.4322, cls_loss: 0.2638, mask_loss: 0.2794, iou_score_loss: 0.0096, loss: 1.2202 +2022-06-02 13:55:23,111 - INFO - Epoch [22/128][50/300] lr: 0.004, eta: 9:34:31, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1928, offset_loss: 0.4049, cls_loss: 0.2726, mask_loss: 0.2806, iou_score_loss: 0.0080, loss: 1.1590 +2022-06-02 13:55:32,728 - INFO - Epoch [22/128][60/300] lr: 0.004, eta: 9:24:14, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1747, offset_loss: 0.3398, cls_loss: 0.2458, mask_loss: 0.2774, iou_score_loss: 0.0093, loss: 1.0470 +2022-06-02 13:55:42,631 - INFO - Epoch [22/128][70/300] lr: 0.004, eta: 9:18:59, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1405, offset_loss: 0.3105, cls_loss: 0.1432, mask_loss: 0.3222, iou_score_loss: 0.0089, loss: 0.9251 +2022-06-02 13:55:52,497 - INFO - Epoch [22/128][80/300] lr: 0.004, eta: 9:14:44, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2060, offset_loss: 0.4011, cls_loss: 0.2403, mask_loss: 0.3010, iou_score_loss: 0.0075, loss: 1.1559 +2022-06-02 13:56:02,458 - INFO - Epoch [22/128][90/300] lr: 0.004, eta: 9:12:02, mem: 9016, data_time: 0.00, iter_time: 1.45, semantic_loss: 0.1657, offset_loss: 0.3544, cls_loss: 0.1737, mask_loss: 0.3789, iou_score_loss: 0.0092, loss: 1.0819 +2022-06-02 13:56:11,166 - INFO - Epoch [22/128][100/300] lr: 0.004, eta: 9:03:05, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1725, offset_loss: 0.3904, cls_loss: 0.1766, mask_loss: 0.2798, iou_score_loss: 0.0073, loss: 1.0266 +2022-06-02 13:56:21,458 - INFO - Epoch [22/128][110/300] lr: 0.004, eta: 9:03:25, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1743, offset_loss: 0.3640, cls_loss: 0.2546, mask_loss: 0.3225, iou_score_loss: 0.0090, loss: 1.1244 +2022-06-02 13:56:30,228 - INFO - Epoch [22/128][120/300] lr: 0.004, eta: 8:56:58, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1934, offset_loss: 0.3676, cls_loss: 0.2390, mask_loss: 0.2928, iou_score_loss: 0.0071, loss: 1.1000 +2022-06-02 13:56:40,041 - INFO - Epoch [22/128][130/300] lr: 0.004, eta: 8:55:42, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1560, offset_loss: 0.3454, cls_loss: 0.1864, mask_loss: 0.2530, iou_score_loss: 0.0056, loss: 0.9464 +2022-06-02 13:56:49,842 - INFO - Epoch [22/128][140/300] lr: 0.004, eta: 8:54:36, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2059, offset_loss: 0.4386, cls_loss: 0.2302, mask_loss: 0.3494, iou_score_loss: 0.0099, loss: 1.2340 +2022-06-02 13:56:59,827 - INFO - Epoch [22/128][150/300] lr: 0.004, eta: 8:54:12, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1063, offset_loss: 0.3399, cls_loss: 0.1672, mask_loss: 0.2418, iou_score_loss: 0.0051, loss: 0.8603 +2022-06-02 13:57:09,130 - INFO - Epoch [22/128][160/300] lr: 0.004, eta: 8:51:39, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1642, offset_loss: 0.3779, cls_loss: 0.2162, mask_loss: 0.3031, iou_score_loss: 0.0078, loss: 1.0692 +2022-06-02 13:57:18,006 - INFO - Epoch [22/128][170/300] lr: 0.004, eta: 8:48:00, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1714, offset_loss: 0.3722, cls_loss: 0.2118, mask_loss: 0.2817, iou_score_loss: 0.0087, loss: 1.0458 +2022-06-02 13:57:27,054 - INFO - Epoch [22/128][180/300] lr: 0.004, eta: 8:45:14, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1607, offset_loss: 0.3814, cls_loss: 0.2393, mask_loss: 0.3128, iou_score_loss: 0.0130, loss: 1.1071 +2022-06-02 13:57:35,965 - INFO - Epoch [22/128][190/300] lr: 0.004, eta: 8:42:24, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1806, offset_loss: 0.4331, cls_loss: 0.1954, mask_loss: 0.2715, iou_score_loss: 0.0108, loss: 1.0915 +2022-06-02 13:57:45,340 - INFO - Epoch [22/128][200/300] lr: 0.004, eta: 8:41:03, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1732, offset_loss: 0.3985, cls_loss: 0.2483, mask_loss: 0.2734, iou_score_loss: 0.0080, loss: 1.1014 +2022-06-02 13:57:54,631 - INFO - Epoch [22/128][210/300] lr: 0.004, eta: 8:39:34, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1755, offset_loss: 0.4482, cls_loss: 0.2086, mask_loss: 0.3005, iou_score_loss: 0.0088, loss: 1.1416 +2022-06-02 13:58:04,001 - INFO - Epoch [22/128][220/300] lr: 0.004, eta: 8:38:27, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2075, offset_loss: 0.3638, cls_loss: 0.2524, mask_loss: 0.2755, iou_score_loss: 0.0106, loss: 1.1097 +2022-06-02 13:58:12,526 - INFO - Epoch [22/128][230/300] lr: 0.004, eta: 8:35:25, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2164, offset_loss: 0.4321, cls_loss: 0.2578, mask_loss: 0.2845, iou_score_loss: 0.0142, loss: 1.2051 +2022-06-02 13:58:21,821 - INFO - Epoch [22/128][240/300] lr: 0.004, eta: 8:34:23, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1847, offset_loss: 0.3637, cls_loss: 0.2253, mask_loss: 0.2651, iou_score_loss: 0.0082, loss: 1.0469 +2022-06-02 13:58:31,332 - INFO - Epoch [22/128][250/300] lr: 0.004, eta: 8:33:48, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1783, offset_loss: 0.3305, cls_loss: 0.1984, mask_loss: 0.2752, iou_score_loss: 0.0074, loss: 0.9898 +2022-06-02 13:58:41,762 - INFO - Epoch [22/128][260/300] lr: 0.004, eta: 8:35:12, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2119, offset_loss: 0.4142, cls_loss: 0.2115, mask_loss: 0.2722, iou_score_loss: 0.0065, loss: 1.1163 +2022-06-02 13:58:51,227 - INFO - Epoch [22/128][270/300] lr: 0.004, eta: 8:34:33, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1682, offset_loss: 0.3417, cls_loss: 0.2532, mask_loss: 0.2820, iou_score_loss: 0.0087, loss: 1.0539 +2022-06-02 13:59:00,367 - INFO - Epoch [22/128][280/300] lr: 0.004, eta: 8:33:20, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1698, offset_loss: 0.3942, cls_loss: 0.2004, mask_loss: 0.3059, iou_score_loss: 0.0094, loss: 1.0798 +2022-06-02 13:59:10,053 - INFO - Epoch [22/128][290/300] lr: 0.004, eta: 8:33:10, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1596, offset_loss: 0.4096, cls_loss: 0.2094, mask_loss: 0.2636, iou_score_loss: 0.0069, loss: 1.0491 +2022-06-02 13:59:18,392 - INFO - Epoch [22/128][300/300] lr: 0.004, eta: 8:30:40, mem: 9016, data_time: 0.00, iter_time: 0.61, semantic_loss: 0.1760, offset_loss: 0.3362, cls_loss: 0.2771, mask_loss: 0.2581, iou_score_loss: 0.0082, loss: 1.0556 +2022-06-02 13:59:34,070 - INFO - Epoch [23/128][10/300] lr: 0.004, eta: 12:57:58, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1710, offset_loss: 0.3495, cls_loss: 0.3338, mask_loss: 0.2876, iou_score_loss: 0.0124, loss: 1.1543 +2022-06-02 13:59:44,910 - INFO - Epoch [23/128][20/300] lr: 0.004, eta: 11:15:54, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2182, offset_loss: 0.3585, cls_loss: 0.2718, mask_loss: 0.2687, iou_score_loss: 0.0082, loss: 1.1253 +2022-06-02 13:59:54,570 - INFO - Epoch [23/128][30/300] lr: 0.004, eta: 10:21:09, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1761, offset_loss: 0.4697, cls_loss: 0.2379, mask_loss: 0.2891, iou_score_loss: 0.0090, loss: 1.1818 +2022-06-02 14:00:03,687 - INFO - Epoch [23/128][40/300] lr: 0.004, eta: 9:46:05, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1588, offset_loss: 0.4193, cls_loss: 0.2101, mask_loss: 0.2991, iou_score_loss: 0.0097, loss: 1.0971 +2022-06-02 14:00:14,510 - INFO - Epoch [23/128][50/300] lr: 0.004, eta: 9:43:30, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1686, offset_loss: 0.3747, cls_loss: 0.2576, mask_loss: 0.3154, iou_score_loss: 0.0127, loss: 1.1289 +2022-06-02 14:00:23,870 - INFO - Epoch [23/128][60/300] lr: 0.004, eta: 9:28:25, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1730, offset_loss: 0.4288, cls_loss: 0.2053, mask_loss: 0.2963, iou_score_loss: 0.0084, loss: 1.1119 +2022-06-02 14:00:33,543 - INFO - Epoch [23/128][70/300] lr: 0.004, eta: 9:20:18, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1719, offset_loss: 0.3889, cls_loss: 0.2214, mask_loss: 0.2810, iou_score_loss: 0.0092, loss: 1.0724 +2022-06-02 14:00:43,499 - INFO - Epoch [23/128][80/300] lr: 0.004, eta: 9:15:52, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1488, offset_loss: 0.3822, cls_loss: 0.2479, mask_loss: 0.2636, iou_score_loss: 0.0082, loss: 1.0508 +2022-06-02 14:00:52,384 - INFO - Epoch [23/128][90/300] lr: 0.004, eta: 9:06:07, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2179, offset_loss: 0.4680, cls_loss: 0.2297, mask_loss: 0.3343, iou_score_loss: 0.0086, loss: 1.2586 +2022-06-02 14:01:01,897 - INFO - Epoch [23/128][100/300] lr: 0.004, eta: 9:01:33, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1472, offset_loss: 0.3804, cls_loss: 0.2049, mask_loss: 0.2578, iou_score_loss: 0.0089, loss: 0.9992 +2022-06-02 14:01:10,932 - INFO - Epoch [23/128][110/300] lr: 0.004, eta: 8:55:32, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1814, offset_loss: 0.3196, cls_loss: 0.2820, mask_loss: 0.2753, iou_score_loss: 0.0091, loss: 1.0674 +2022-06-02 14:01:20,865 - INFO - Epoch [23/128][120/300] lr: 0.004, eta: 8:54:32, mem: 9016, data_time: 0.00, iter_time: 1.42, semantic_loss: 0.1471, offset_loss: 0.4841, cls_loss: 0.2207, mask_loss: 0.2594, iou_score_loss: 0.0124, loss: 1.1237 +2022-06-02 14:01:30,039 - INFO - Epoch [23/128][130/300] lr: 0.004, eta: 8:50:28, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1921, offset_loss: 0.4559, cls_loss: 0.2174, mask_loss: 0.3607, iou_score_loss: 0.0108, loss: 1.2370 +2022-06-02 14:01:38,992 - INFO - Epoch [23/128][140/300] lr: 0.004, eta: 8:46:12, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1931, offset_loss: 0.3685, cls_loss: 0.3788, mask_loss: 0.2890, iou_score_loss: 0.0113, loss: 1.2406 +2022-06-02 14:01:48,855 - INFO - Epoch [23/128][150/300] lr: 0.004, eta: 8:45:39, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1836, offset_loss: 0.3905, cls_loss: 0.2660, mask_loss: 0.2870, iou_score_loss: 0.0073, loss: 1.1344 +2022-06-02 14:01:57,586 - INFO - Epoch [23/128][160/300] lr: 0.004, eta: 8:41:22, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1440, offset_loss: 0.3794, cls_loss: 0.1903, mask_loss: 0.2526, iou_score_loss: 0.0052, loss: 0.9715 +2022-06-02 14:02:07,058 - INFO - Epoch [23/128][170/300] lr: 0.004, eta: 8:39:55, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2073, offset_loss: 0.4006, cls_loss: 0.2738, mask_loss: 0.2677, iou_score_loss: 0.0081, loss: 1.1575 +2022-06-02 14:02:16,102 - INFO - Epoch [23/128][180/300] lr: 0.004, eta: 8:37:21, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1804, offset_loss: 0.4107, cls_loss: 0.2052, mask_loss: 0.3137, iou_score_loss: 0.0097, loss: 1.1198 +2022-06-02 14:02:25,121 - INFO - Epoch [23/128][190/300] lr: 0.004, eta: 8:34:59, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1695, offset_loss: 0.3914, cls_loss: 0.1821, mask_loss: 0.2686, iou_score_loss: 0.0065, loss: 1.0181 +2022-06-02 14:02:35,488 - INFO - Epoch [23/128][200/300] lr: 0.004, eta: 8:36:23, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1511, offset_loss: 0.3791, cls_loss: 0.1826, mask_loss: 0.2603, iou_score_loss: 0.0076, loss: 0.9807 +2022-06-02 14:02:44,749 - INFO - Epoch [23/128][210/300] lr: 0.004, eta: 8:34:52, mem: 9016, data_time: 0.00, iter_time: 0.63, semantic_loss: 0.1320, offset_loss: 0.3710, cls_loss: 0.2109, mask_loss: 0.2767, iou_score_loss: 0.0094, loss: 1.0000 +2022-06-02 14:02:52,416 - INFO - Epoch [23/128][220/300] lr: 0.004, eta: 8:29:37, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1642, offset_loss: 0.3862, cls_loss: 0.2342, mask_loss: 0.2698, iou_score_loss: 0.0085, loss: 1.0629 +2022-06-02 14:03:01,518 - INFO - Epoch [23/128][230/300] lr: 0.004, eta: 8:28:08, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1635, offset_loss: 0.3939, cls_loss: 0.2076, mask_loss: 0.2591, iou_score_loss: 0.0084, loss: 1.0325 +2022-06-02 14:03:10,969 - INFO - Epoch [23/128][240/300] lr: 0.004, eta: 8:27:32, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1911, offset_loss: 0.3468, cls_loss: 0.2300, mask_loss: 0.2805, iou_score_loss: 0.0113, loss: 1.0598 +2022-06-02 14:03:20,007 - INFO - Epoch [23/128][250/300] lr: 0.004, eta: 8:26:06, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.2041, offset_loss: 0.4412, cls_loss: 0.2840, mask_loss: 0.2711, iou_score_loss: 0.0108, loss: 1.2112 +2022-06-02 14:03:30,210 - INFO - Epoch [23/128][260/300] lr: 0.004, eta: 8:27:07, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1875, offset_loss: 0.3801, cls_loss: 0.2670, mask_loss: 0.3389, iou_score_loss: 0.0074, loss: 1.1809 +2022-06-02 14:03:38,910 - INFO - Epoch [23/128][270/300] lr: 0.004, eta: 8:25:06, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1567, offset_loss: 0.4230, cls_loss: 0.1890, mask_loss: 0.2763, iou_score_loss: 0.0089, loss: 1.0539 +2022-06-02 14:03:47,943 - INFO - Epoch [23/128][280/300] lr: 0.004, eta: 8:23:49, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2162, offset_loss: 0.3819, cls_loss: 0.2674, mask_loss: 0.2770, iou_score_loss: 0.0103, loss: 1.1528 +2022-06-02 14:03:58,176 - INFO - Epoch [23/128][290/300] lr: 0.004, eta: 8:24:52, mem: 9016, data_time: 0.00, iter_time: 1.47, semantic_loss: 0.1983, offset_loss: 0.4555, cls_loss: 0.2314, mask_loss: 0.2918, iou_score_loss: 0.0076, loss: 1.1845 +2022-06-02 14:04:06,354 - INFO - Epoch [23/128][300/300] lr: 0.004, eta: 8:22:11, mem: 9016, data_time: 0.00, iter_time: 0.57, semantic_loss: 0.1491, offset_loss: 0.3612, cls_loss: 0.1836, mask_loss: 0.2226, iou_score_loss: 0.0079, loss: 0.9244 +2022-06-02 14:04:23,435 - INFO - Epoch [24/128][10/300] lr: 0.004, eta: 13:59:51, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1703, offset_loss: 0.3099, cls_loss: 0.2255, mask_loss: 0.2484, iou_score_loss: 0.0068, loss: 0.9609 +2022-06-02 14:04:33,127 - INFO - Epoch [24/128][20/300] lr: 0.004, eta: 11:14:12, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1356, offset_loss: 0.3774, cls_loss: 0.2472, mask_loss: 0.2569, iou_score_loss: 0.0087, loss: 1.0258 +2022-06-02 14:04:43,456 - INFO - Epoch [24/128][30/300] lr: 0.004, eta: 10:29:54, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1735, offset_loss: 0.4009, cls_loss: 0.2314, mask_loss: 0.2733, iou_score_loss: 0.0087, loss: 1.0878 +2022-06-02 14:04:54,749 - INFO - Epoch [24/128][40/300] lr: 0.004, eta: 10:20:00, mem: 9016, data_time: 0.00, iter_time: 1.40, semantic_loss: 0.1526, offset_loss: 0.3828, cls_loss: 0.1659, mask_loss: 0.2803, iou_score_loss: 0.0088, loss: 0.9905 +2022-06-02 14:05:03,838 - INFO - Epoch [24/128][50/300] lr: 0.004, eta: 9:51:24, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1438, offset_loss: 0.3432, cls_loss: 0.1582, mask_loss: 0.2743, iou_score_loss: 0.0071, loss: 0.9267 +2022-06-02 14:05:12,900 - INFO - Epoch [24/128][60/300] lr: 0.004, eta: 9:31:38, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1590, offset_loss: 0.3210, cls_loss: 0.2317, mask_loss: 0.2781, iou_score_loss: 0.0110, loss: 1.0008 +2022-06-02 14:05:21,723 - INFO - Epoch [24/128][70/300] lr: 0.004, eta: 9:15:53, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1584, offset_loss: 0.3340, cls_loss: 0.2754, mask_loss: 0.2862, iou_score_loss: 0.0071, loss: 1.0611 +2022-06-02 14:05:31,271 - INFO - Epoch [24/128][80/300] lr: 0.004, eta: 9:08:45, mem: 9016, data_time: 0.25, iter_time: 1.14, semantic_loss: 0.2308, offset_loss: 0.3694, cls_loss: 0.2351, mask_loss: 0.2751, iou_score_loss: 0.0097, loss: 1.1202 +2022-06-02 14:05:41,099 - INFO - Epoch [24/128][90/300] lr: 0.004, eta: 9:04:52, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.1662, offset_loss: 0.3487, cls_loss: 0.1984, mask_loss: 0.2973, iou_score_loss: 0.0083, loss: 1.0190 +2022-06-02 14:05:50,067 - INFO - Epoch [24/128][100/300] lr: 0.004, eta: 8:57:07, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1899, offset_loss: 0.3428, cls_loss: 0.2543, mask_loss: 0.3092, iou_score_loss: 0.0089, loss: 1.1050 +2022-06-02 14:06:00,716 - INFO - Epoch [24/128][110/300] lr: 0.004, eta: 8:58:39, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2139, offset_loss: 0.3628, cls_loss: 0.2418, mask_loss: 0.2705, iou_score_loss: 0.0122, loss: 1.1012 +2022-06-02 14:06:10,203 - INFO - Epoch [24/128][120/300] lr: 0.004, eta: 8:55:05, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1824, offset_loss: 0.3936, cls_loss: 0.2079, mask_loss: 0.2998, iou_score_loss: 0.0116, loss: 1.0954 +2022-06-02 14:06:19,600 - INFO - Epoch [24/128][130/300] lr: 0.004, eta: 8:51:34, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1639, offset_loss: 0.4661, cls_loss: 0.2692, mask_loss: 0.3584, iou_score_loss: 0.0128, loss: 1.2705 +2022-06-02 14:06:28,964 - INFO - Epoch [24/128][140/300] lr: 0.004, eta: 8:48:23, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1782, offset_loss: 0.3816, cls_loss: 0.1976, mask_loss: 0.3079, iou_score_loss: 0.0096, loss: 1.0748 +2022-06-02 14:06:38,362 - INFO - Epoch [24/128][150/300] lr: 0.004, eta: 8:45:42, mem: 9016, data_time: 0.00, iter_time: 1.60, semantic_loss: 0.2079, offset_loss: 0.3982, cls_loss: 0.2853, mask_loss: 0.2444, iou_score_loss: 0.0109, loss: 1.1468 +2022-06-02 14:06:47,860 - INFO - Epoch [24/128][160/300] lr: 0.004, eta: 8:43:45, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.2090, offset_loss: 0.4037, cls_loss: 0.2383, mask_loss: 0.3037, iou_score_loss: 0.0093, loss: 1.1640 +2022-06-02 14:06:57,402 - INFO - Epoch [24/128][170/300] lr: 0.004, eta: 8:42:04, mem: 9016, data_time: 0.00, iter_time: 0.63, semantic_loss: 0.1805, offset_loss: 0.3480, cls_loss: 0.1956, mask_loss: 0.2912, iou_score_loss: 0.0084, loss: 1.0236 +2022-06-02 14:07:06,749 - INFO - Epoch [24/128][180/300] lr: 0.004, eta: 8:39:58, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1561, offset_loss: 0.4392, cls_loss: 0.2213, mask_loss: 0.2883, iou_score_loss: 0.0076, loss: 1.1125 +2022-06-02 14:07:16,049 - INFO - Epoch [24/128][190/300] lr: 0.004, eta: 8:38:01, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1283, offset_loss: 0.3349, cls_loss: 0.2240, mask_loss: 0.2618, iou_score_loss: 0.0092, loss: 0.9582 +2022-06-02 14:07:25,697 - INFO - Epoch [24/128][200/300] lr: 0.004, eta: 8:37:06, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1545, offset_loss: 0.3824, cls_loss: 0.1688, mask_loss: 0.2860, iou_score_loss: 0.0097, loss: 1.0015 +2022-06-02 14:07:35,251 - INFO - Epoch [24/128][210/300] lr: 0.004, eta: 8:36:02, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1668, offset_loss: 0.4360, cls_loss: 0.2603, mask_loss: 0.2988, iou_score_loss: 0.0104, loss: 1.1723 +2022-06-02 14:07:43,675 - INFO - Epoch [24/128][220/300] lr: 0.004, eta: 8:32:26, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.2208, offset_loss: 0.3602, cls_loss: 0.2529, mask_loss: 0.2895, iou_score_loss: 0.0094, loss: 1.1328 +2022-06-02 14:07:53,391 - INFO - Epoch [24/128][230/300] lr: 0.004, eta: 8:31:59, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1612, offset_loss: 0.4219, cls_loss: 0.1669, mask_loss: 0.2543, iou_score_loss: 0.0098, loss: 1.0141 +2022-06-02 14:08:02,831 - INFO - Epoch [24/128][240/300] lr: 0.004, eta: 8:31:00, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1808, offset_loss: 0.4483, cls_loss: 0.1991, mask_loss: 0.2933, iou_score_loss: 0.0086, loss: 1.1301 +2022-06-02 14:08:12,554 - INFO - Epoch [24/128][250/300] lr: 0.004, eta: 8:30:38, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.2146, offset_loss: 0.5023, cls_loss: 0.2697, mask_loss: 0.2375, iou_score_loss: 0.0084, loss: 1.2326 +2022-06-02 14:08:21,291 - INFO - Epoch [24/128][260/300] lr: 0.004, eta: 8:28:19, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1257, offset_loss: 0.3672, cls_loss: 0.1965, mask_loss: 0.3272, iou_score_loss: 0.0111, loss: 1.0278 +2022-06-02 14:08:30,299 - INFO - Epoch [24/128][270/300] lr: 0.004, eta: 8:26:44, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1977, offset_loss: 0.3655, cls_loss: 0.1925, mask_loss: 0.2701, iou_score_loss: 0.0090, loss: 1.0348 +2022-06-02 14:08:40,047 - INFO - Epoch [24/128][280/300] lr: 0.004, eta: 8:26:37, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1557, offset_loss: 0.3473, cls_loss: 0.1574, mask_loss: 0.2693, iou_score_loss: 0.0068, loss: 0.9365 +2022-06-02 14:08:49,293 - INFO - Epoch [24/128][290/300] lr: 0.004, eta: 8:25:33, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1888, offset_loss: 0.4547, cls_loss: 0.2511, mask_loss: 0.2487, iou_score_loss: 0.0091, loss: 1.1524 +2022-06-02 14:08:56,815 - INFO - Epoch [24/128][300/300] lr: 0.004, eta: 8:21:36, mem: 9016, data_time: 0.00, iter_time: 0.62, semantic_loss: 0.1630, offset_loss: 0.3982, cls_loss: 0.2229, mask_loss: 0.2805, iou_score_loss: 0.0086, loss: 1.0732 +2022-06-02 14:08:57,709 - INFO - Validation +2022-06-02 14:10:08,169 - INFO - Evaluate instance segmentation +2022-06-02 14:10:20,049 - INFO - AP: 0.452. AP_50: 0.666. AP_25: 0.788 +2022-06-02 14:10:20,050 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 14:10:27,085 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 14:10:27,085 - INFO - mIoU: 72.0 +2022-06-02 14:10:28,468 - INFO - Acc: 89.8 +2022-06-02 14:10:31,928 - INFO - Offset MAE: 0.442 +2022-06-02 14:10:47,982 - INFO - Epoch [25/128][10/300] lr: 0.004, eta: 13:48:33, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1804, offset_loss: 0.3854, cls_loss: 0.2231, mask_loss: 0.2980, iou_score_loss: 0.0075, loss: 1.0945 +2022-06-02 14:10:57,084 - INFO - Epoch [25/128][20/300] lr: 0.004, eta: 10:50:58, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.2035, offset_loss: 0.3510, cls_loss: 0.2862, mask_loss: 0.3159, iou_score_loss: 0.0102, loss: 1.1668 +2022-06-02 14:11:06,374 - INFO - Epoch [25/128][30/300] lr: 0.004, eta: 9:54:35, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1632, offset_loss: 0.4236, cls_loss: 0.2773, mask_loss: 0.2942, iou_score_loss: 0.0118, loss: 1.1701 +2022-06-02 14:11:15,279 - INFO - Epoch [25/128][40/300] lr: 0.004, eta: 9:21:30, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1464, offset_loss: 0.3548, cls_loss: 0.2127, mask_loss: 0.2709, iou_score_loss: 0.0114, loss: 0.9962 +2022-06-02 14:11:25,696 - INFO - Epoch [25/128][50/300] lr: 0.004, eta: 9:17:12, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2109, offset_loss: 0.3520, cls_loss: 0.2161, mask_loss: 0.2620, iou_score_loss: 0.0082, loss: 1.0493 +2022-06-02 14:11:35,306 - INFO - Epoch [25/128][60/300] lr: 0.004, eta: 9:07:10, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2114, offset_loss: 0.3696, cls_loss: 0.2184, mask_loss: 0.3115, iou_score_loss: 0.0081, loss: 1.1189 +2022-06-02 14:11:44,820 - INFO - Epoch [25/128][70/300] lr: 0.004, eta: 8:59:20, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1900, offset_loss: 0.3474, cls_loss: 0.3186, mask_loss: 0.3157, iou_score_loss: 0.0096, loss: 1.1813 +2022-06-02 14:11:54,806 - INFO - Epoch [25/128][80/300] lr: 0.004, eta: 8:56:39, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1757, offset_loss: 0.4933, cls_loss: 0.2076, mask_loss: 0.2805, iou_score_loss: 0.0077, loss: 1.1648 +2022-06-02 14:12:05,194 - INFO - Epoch [25/128][90/300] lr: 0.004, eta: 8:56:44, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1750, offset_loss: 0.3427, cls_loss: 0.2496, mask_loss: 0.2859, iou_score_loss: 0.0079, loss: 1.0612 +2022-06-02 14:12:14,766 - INFO - Epoch [25/128][100/300] lr: 0.004, eta: 8:52:31, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1646, offset_loss: 0.4704, cls_loss: 0.2448, mask_loss: 0.3072, iou_score_loss: 0.0058, loss: 1.1928 +2022-06-02 14:12:24,901 - INFO - Epoch [25/128][110/300] lr: 0.004, eta: 8:51:38, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1575, offset_loss: 0.3818, cls_loss: 0.1710, mask_loss: 0.2857, iou_score_loss: 0.0078, loss: 1.0039 +2022-06-02 14:12:35,320 - INFO - Epoch [25/128][120/300] lr: 0.004, eta: 8:52:07, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1850, offset_loss: 0.3564, cls_loss: 0.2704, mask_loss: 0.2751, iou_score_loss: 0.0077, loss: 1.0946 +2022-06-02 14:12:45,151 - INFO - Epoch [25/128][130/300] lr: 0.004, eta: 8:50:16, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1898, offset_loss: 0.3860, cls_loss: 0.2447, mask_loss: 0.2870, iou_score_loss: 0.0065, loss: 1.1140 +2022-06-02 14:12:55,128 - INFO - Epoch [25/128][140/300] lr: 0.004, eta: 8:49:01, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1844, offset_loss: 0.3892, cls_loss: 0.2325, mask_loss: 0.2584, iou_score_loss: 0.0080, loss: 1.0725 +2022-06-02 14:13:04,049 - INFO - Epoch [25/128][150/300] lr: 0.004, eta: 8:44:27, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1449, offset_loss: 0.3984, cls_loss: 0.2653, mask_loss: 0.2748, iou_score_loss: 0.0082, loss: 1.0916 +2022-06-02 14:13:14,741 - INFO - Epoch [25/128][160/300] lr: 0.004, eta: 8:46:03, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1742, offset_loss: 0.3936, cls_loss: 0.2104, mask_loss: 0.2654, iou_score_loss: 0.0083, loss: 1.0520 +2022-06-02 14:13:24,145 - INFO - Epoch [25/128][170/300] lr: 0.004, eta: 8:43:36, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1587, offset_loss: 0.3844, cls_loss: 0.2430, mask_loss: 0.1905, iou_score_loss: 0.0086, loss: 0.9851 +2022-06-02 14:13:34,124 - INFO - Epoch [25/128][180/300] lr: 0.004, eta: 8:43:00, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1786, offset_loss: 0.4363, cls_loss: 0.2292, mask_loss: 0.3477, iou_score_loss: 0.0103, loss: 1.2020 +2022-06-02 14:13:43,774 - INFO - Epoch [25/128][190/300] lr: 0.004, eta: 8:41:33, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1831, offset_loss: 0.3860, cls_loss: 0.2030, mask_loss: 0.2964, iou_score_loss: 0.0094, loss: 1.0778 +2022-06-02 14:13:53,129 - INFO - Epoch [25/128][200/300] lr: 0.004, eta: 8:39:27, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1455, offset_loss: 0.3158, cls_loss: 0.2613, mask_loss: 0.2306, iou_score_loss: 0.0085, loss: 0.9617 +2022-06-02 14:14:03,969 - INFO - Epoch [25/128][210/300] lr: 0.004, eta: 8:41:15, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1891, offset_loss: 0.4455, cls_loss: 0.2011, mask_loss: 0.2860, iou_score_loss: 0.0093, loss: 1.1310 +2022-06-02 14:14:13,287 - INFO - Epoch [25/128][220/300] lr: 0.004, eta: 8:39:15, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1696, offset_loss: 0.3531, cls_loss: 0.1680, mask_loss: 0.2582, iou_score_loss: 0.0070, loss: 0.9559 +2022-06-02 14:14:21,737 - INFO - Epoch [25/128][230/300] lr: 0.004, eta: 8:35:27, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1933, offset_loss: 0.4058, cls_loss: 0.2377, mask_loss: 0.2600, iou_score_loss: 0.0126, loss: 1.1095 +2022-06-02 14:14:31,365 - INFO - Epoch [25/128][240/300] lr: 0.004, eta: 8:34:33, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1426, offset_loss: 0.3988, cls_loss: 0.2348, mask_loss: 0.2703, iou_score_loss: 0.0087, loss: 1.0552 +2022-06-02 14:14:41,451 - INFO - Epoch [25/128][250/300] lr: 0.004, eta: 8:34:35, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1906, offset_loss: 0.3813, cls_loss: 0.2609, mask_loss: 0.3206, iou_score_loss: 0.0081, loss: 1.1614 +2022-06-02 14:14:51,038 - INFO - Epoch [25/128][260/300] lr: 0.004, eta: 8:33:40, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1516, offset_loss: 0.3926, cls_loss: 0.2198, mask_loss: 0.2885, iou_score_loss: 0.0108, loss: 1.0633 +2022-06-02 14:15:00,260 - INFO - Epoch [25/128][270/300] lr: 0.004, eta: 8:32:07, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1916, offset_loss: 0.3469, cls_loss: 0.3105, mask_loss: 0.2284, iou_score_loss: 0.0065, loss: 1.0839 +2022-06-02 14:15:09,804 - INFO - Epoch [25/128][280/300] lr: 0.004, eta: 8:31:11, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2011, offset_loss: 0.3816, cls_loss: 0.1976, mask_loss: 0.2497, iou_score_loss: 0.0081, loss: 1.0380 +2022-06-02 14:15:19,638 - INFO - Epoch [25/128][290/300] lr: 0.004, eta: 8:30:54, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1695, offset_loss: 0.3909, cls_loss: 0.2286, mask_loss: 0.2829, iou_score_loss: 0.0101, loss: 1.0820 +2022-06-02 14:15:27,714 - INFO - Epoch [25/128][300/300] lr: 0.004, eta: 8:27:34, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1447, offset_loss: 0.3190, cls_loss: 0.1926, mask_loss: 0.2441, iou_score_loss: 0.0061, loss: 0.9066 +2022-06-02 14:15:43,018 - INFO - Epoch [26/128][10/300] lr: 0.004, eta: 12:14:56, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.2405, offset_loss: 0.4032, cls_loss: 0.2014, mask_loss: 0.2886, iou_score_loss: 0.0072, loss: 1.1410 +2022-06-02 14:15:52,523 - INFO - Epoch [26/128][20/300] lr: 0.004, eta: 10:11:43, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1294, offset_loss: 0.3794, cls_loss: 0.2338, mask_loss: 0.2513, iou_score_loss: 0.0088, loss: 1.0026 +2022-06-02 14:16:02,479 - INFO - Epoch [26/128][30/300] lr: 0.004, eta: 9:38:22, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1533, offset_loss: 0.3564, cls_loss: 0.1882, mask_loss: 0.2943, iou_score_loss: 0.0074, loss: 0.9996 +2022-06-02 14:16:11,906 - INFO - Epoch [26/128][40/300] lr: 0.004, eta: 9:14:49, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1631, offset_loss: 0.3462, cls_loss: 0.2342, mask_loss: 0.2754, iou_score_loss: 0.0072, loss: 1.0262 +2022-06-02 14:16:22,085 - INFO - Epoch [26/128][50/300] lr: 0.004, eta: 9:08:27, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1827, offset_loss: 0.3613, cls_loss: 0.1888, mask_loss: 0.2570, iou_score_loss: 0.0071, loss: 0.9969 +2022-06-02 14:16:31,799 - INFO - Epoch [26/128][60/300] lr: 0.004, eta: 9:00:10, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1944, offset_loss: 0.3783, cls_loss: 0.2551, mask_loss: 0.2526, iou_score_loss: 0.0067, loss: 1.0870 +2022-06-02 14:16:39,821 - INFO - Epoch [26/128][70/300] lr: 0.004, eta: 8:41:44, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1674, offset_loss: 0.3225, cls_loss: 0.1747, mask_loss: 0.3219, iou_score_loss: 0.0077, loss: 0.9942 +2022-06-02 14:16:49,185 - INFO - Epoch [26/128][80/300] lr: 0.004, eta: 8:36:27, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.2151, offset_loss: 0.4257, cls_loss: 0.2568, mask_loss: 0.2629, iou_score_loss: 0.0085, loss: 1.1690 +2022-06-02 14:16:58,286 - INFO - Epoch [26/128][90/300] lr: 0.004, eta: 8:30:53, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1697, offset_loss: 0.4079, cls_loss: 0.2938, mask_loss: 0.2947, iou_score_loss: 0.0095, loss: 1.1756 +2022-06-02 14:17:08,258 - INFO - Epoch [26/128][100/300] lr: 0.004, eta: 8:30:45, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1959, offset_loss: 0.3324, cls_loss: 0.2215, mask_loss: 0.2359, iou_score_loss: 0.0087, loss: 0.9944 +2022-06-02 14:17:18,524 - INFO - Epoch [26/128][110/300] lr: 0.004, eta: 8:32:08, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1709, offset_loss: 0.3575, cls_loss: 0.1951, mask_loss: 0.2665, iou_score_loss: 0.0090, loss: 0.9990 +2022-06-02 14:17:28,088 - INFO - Epoch [26/128][120/300] lr: 0.004, eta: 8:30:11, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1897, offset_loss: 0.4292, cls_loss: 0.2881, mask_loss: 0.3271, iou_score_loss: 0.0110, loss: 1.2453 +2022-06-02 14:17:37,655 - INFO - Epoch [26/128][130/300] lr: 0.004, eta: 8:28:32, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1737, offset_loss: 0.3581, cls_loss: 0.2100, mask_loss: 0.2564, iou_score_loss: 0.0096, loss: 1.0077 +2022-06-02 14:17:47,150 - INFO - Epoch [26/128][140/300] lr: 0.004, eta: 8:26:46, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1931, offset_loss: 0.3774, cls_loss: 0.2786, mask_loss: 0.3049, iou_score_loss: 0.0115, loss: 1.1655 +2022-06-02 14:17:56,130 - INFO - Epoch [26/128][150/300] lr: 0.004, eta: 8:23:32, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1587, offset_loss: 0.3462, cls_loss: 0.2800, mask_loss: 0.2881, iou_score_loss: 0.0096, loss: 1.0826 +2022-06-02 14:18:05,394 - INFO - Epoch [26/128][160/300] lr: 0.004, eta: 8:21:35, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2251, offset_loss: 0.3732, cls_loss: 0.2765, mask_loss: 0.3281, iou_score_loss: 0.0107, loss: 1.2136 +2022-06-02 14:18:13,466 - INFO - Epoch [26/128][170/300] lr: 0.004, eta: 8:16:13, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.2071, offset_loss: 0.3271, cls_loss: 0.2008, mask_loss: 0.2852, iou_score_loss: 0.0067, loss: 1.0269 +2022-06-02 14:18:23,618 - INFO - Epoch [26/128][180/300] lr: 0.004, eta: 8:17:23, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1977, offset_loss: 0.4397, cls_loss: 0.2921, mask_loss: 0.3081, iou_score_loss: 0.0082, loss: 1.2459 +2022-06-02 14:18:32,917 - INFO - Epoch [26/128][190/300] lr: 0.004, eta: 8:16:07, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1559, offset_loss: 0.4263, cls_loss: 0.2682, mask_loss: 0.2526, iou_score_loss: 0.0065, loss: 1.1095 +2022-06-02 14:18:42,393 - INFO - Epoch [26/128][200/300] lr: 0.004, eta: 8:15:21, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1834, offset_loss: 0.3810, cls_loss: 0.2332, mask_loss: 0.2607, iou_score_loss: 0.0086, loss: 1.0669 +2022-06-02 14:18:52,160 - INFO - Epoch [26/128][210/300] lr: 0.004, eta: 8:15:27, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1945, offset_loss: 0.4427, cls_loss: 0.2866, mask_loss: 0.2832, iou_score_loss: 0.0121, loss: 1.2192 +2022-06-02 14:19:01,434 - INFO - Epoch [26/128][220/300] lr: 0.004, eta: 8:14:19, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1941, offset_loss: 0.4273, cls_loss: 0.2012, mask_loss: 0.2627, iou_score_loss: 0.0078, loss: 1.0931 +2022-06-02 14:19:10,867 - INFO - Epoch [26/128][230/300] lr: 0.004, eta: 8:13:38, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2101, offset_loss: 0.3441, cls_loss: 0.2651, mask_loss: 0.2744, iou_score_loss: 0.0082, loss: 1.1019 +2022-06-02 14:19:20,836 - INFO - Epoch [26/128][240/300] lr: 0.004, eta: 8:14:09, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2044, offset_loss: 0.3615, cls_loss: 0.2465, mask_loss: 0.2621, iou_score_loss: 0.0089, loss: 1.0835 +2022-06-02 14:19:30,739 - INFO - Epoch [26/128][250/300] lr: 0.004, eta: 8:14:27, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1875, offset_loss: 0.3686, cls_loss: 0.1929, mask_loss: 0.2956, iou_score_loss: 0.0079, loss: 1.0526 +2022-06-02 14:19:40,305 - INFO - Epoch [26/128][260/300] lr: 0.004, eta: 8:14:05, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1710, offset_loss: 0.3391, cls_loss: 0.1979, mask_loss: 0.3313, iou_score_loss: 0.0085, loss: 1.0477 +2022-06-02 14:19:51,591 - INFO - Epoch [26/128][270/300] lr: 0.004, eta: 8:16:58, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1676, offset_loss: 0.4456, cls_loss: 0.2417, mask_loss: 0.2479, iou_score_loss: 0.0081, loss: 1.1109 +2022-06-02 14:20:01,014 - INFO - Epoch [26/128][280/300] lr: 0.004, eta: 8:16:13, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1804, offset_loss: 0.3548, cls_loss: 0.2721, mask_loss: 0.2630, iou_score_loss: 0.0085, loss: 1.0788 +2022-06-02 14:20:10,839 - INFO - Epoch [26/128][290/300] lr: 0.004, eta: 8:16:14, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1199, offset_loss: 0.3639, cls_loss: 0.2510, mask_loss: 0.2530, iou_score_loss: 0.0114, loss: 0.9992 +2022-06-02 14:20:19,406 - INFO - Epoch [26/128][300/300] lr: 0.004, eta: 8:14:07, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1743, offset_loss: 0.3990, cls_loss: 0.2483, mask_loss: 0.2227, iou_score_loss: 0.0080, loss: 1.0523 +2022-06-02 14:20:35,279 - INFO - Epoch [27/128][10/300] lr: 0.004, eta: 12:39:15, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1836, offset_loss: 0.3715, cls_loss: 0.1756, mask_loss: 0.2700, iou_score_loss: 0.0119, loss: 1.0127 +2022-06-02 14:20:45,417 - INFO - Epoch [27/128][20/300] lr: 0.004, eta: 10:37:28, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.1613, offset_loss: 0.3421, cls_loss: 0.2196, mask_loss: 0.2663, iou_score_loss: 0.0092, loss: 0.9985 +2022-06-02 14:20:55,335 - INFO - Epoch [27/128][30/300] lr: 0.004, eta: 9:53:11, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1950, offset_loss: 0.5024, cls_loss: 0.2608, mask_loss: 0.2980, iou_score_loss: 0.0088, loss: 1.2650 +2022-06-02 14:21:04,972 - INFO - Epoch [27/128][40/300] lr: 0.004, eta: 9:27:24, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1584, offset_loss: 0.3481, cls_loss: 0.2115, mask_loss: 0.2607, iou_score_loss: 0.0105, loss: 0.9893 +2022-06-02 14:21:15,925 - INFO - Epoch [27/128][50/300] lr: 0.004, eta: 9:25:34, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1950, offset_loss: 0.3998, cls_loss: 0.2935, mask_loss: 0.2628, iou_score_loss: 0.0075, loss: 1.1587 +2022-06-02 14:21:25,720 - INFO - Epoch [27/128][60/300] lr: 0.004, eta: 9:14:12, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2213, offset_loss: 0.4503, cls_loss: 0.2535, mask_loss: 0.2742, iou_score_loss: 0.0074, loss: 1.2067 +2022-06-02 14:21:36,399 - INFO - Epoch [27/128][70/300] lr: 0.004, eta: 9:12:27, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1324, offset_loss: 0.3453, cls_loss: 0.2663, mask_loss: 0.3012, iou_score_loss: 0.0089, loss: 1.0541 +2022-06-02 14:21:45,740 - INFO - Epoch [27/128][80/300] lr: 0.004, eta: 9:02:39, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1598, offset_loss: 0.3688, cls_loss: 0.2639, mask_loss: 0.2692, iou_score_loss: 0.0108, loss: 1.0725 +2022-06-02 14:21:56,252 - INFO - Epoch [27/128][90/300] lr: 0.004, eta: 9:01:30, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1900, offset_loss: 0.3529, cls_loss: 0.2142, mask_loss: 0.3128, iou_score_loss: 0.0083, loss: 1.0782 +2022-06-02 14:22:05,703 - INFO - Epoch [27/128][100/300] lr: 0.004, eta: 8:55:19, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1714, offset_loss: 0.3826, cls_loss: 0.2394, mask_loss: 0.2828, iou_score_loss: 0.0097, loss: 1.0858 +2022-06-02 14:22:16,291 - INFO - Epoch [27/128][110/300] lr: 0.004, eta: 8:55:23, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1966, offset_loss: 0.3733, cls_loss: 0.2878, mask_loss: 0.3027, iou_score_loss: 0.0096, loss: 1.1700 +2022-06-02 14:22:26,738 - INFO - Epoch [27/128][120/300] lr: 0.004, eta: 8:54:48, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1670, offset_loss: 0.3581, cls_loss: 0.1501, mask_loss: 0.2732, iou_score_loss: 0.0066, loss: 0.9550 +2022-06-02 14:22:36,378 - INFO - Epoch [27/128][130/300] lr: 0.004, eta: 8:51:14, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1839, offset_loss: 0.3792, cls_loss: 0.2097, mask_loss: 0.2926, iou_score_loss: 0.0079, loss: 1.0734 +2022-06-02 14:22:46,176 - INFO - Epoch [27/128][140/300] lr: 0.004, eta: 8:48:37, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1787, offset_loss: 0.4268, cls_loss: 0.2633, mask_loss: 0.2752, iou_score_loss: 0.0079, loss: 1.1519 +2022-06-02 14:22:54,910 - INFO - Epoch [27/128][150/300] lr: 0.004, eta: 8:42:47, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1570, offset_loss: 0.4113, cls_loss: 0.2279, mask_loss: 0.2618, iou_score_loss: 0.0068, loss: 1.0648 +2022-06-02 14:23:05,413 - INFO - Epoch [27/128][160/300] lr: 0.004, eta: 8:43:14, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1737, offset_loss: 0.3733, cls_loss: 0.2989, mask_loss: 0.2813, iou_score_loss: 0.0094, loss: 1.1366 +2022-06-02 14:23:14,051 - INFO - Epoch [27/128][170/300] lr: 0.004, eta: 8:37:57, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1548, offset_loss: 0.3521, cls_loss: 0.2399, mask_loss: 0.2461, iou_score_loss: 0.0078, loss: 1.0006 +2022-06-02 14:23:24,161 - INFO - Epoch [27/128][180/300] lr: 0.004, eta: 8:37:37, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1659, offset_loss: 0.4178, cls_loss: 0.2317, mask_loss: 0.2692, iou_score_loss: 0.0083, loss: 1.0929 +2022-06-02 14:23:32,869 - INFO - Epoch [27/128][190/300] lr: 0.004, eta: 8:33:25, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1829, offset_loss: 0.4165, cls_loss: 0.2126, mask_loss: 0.2809, iou_score_loss: 0.0082, loss: 1.1010 +2022-06-02 14:23:42,961 - INFO - Epoch [27/128][200/300] lr: 0.004, eta: 8:33:09, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1687, offset_loss: 0.3806, cls_loss: 0.2082, mask_loss: 0.2656, iou_score_loss: 0.0112, loss: 1.0342 +2022-06-02 14:23:52,940 - INFO - Epoch [27/128][210/300] lr: 0.004, eta: 8:32:37, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1936, offset_loss: 0.3742, cls_loss: 0.1827, mask_loss: 0.2612, iou_score_loss: 0.0066, loss: 1.0182 +2022-06-02 14:24:02,647 - INFO - Epoch [27/128][220/300] lr: 0.004, eta: 8:31:31, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1824, offset_loss: 0.3771, cls_loss: 0.2419, mask_loss: 0.2574, iou_score_loss: 0.0094, loss: 1.0682 +2022-06-02 14:24:11,749 - INFO - Epoch [27/128][230/300] lr: 0.004, eta: 8:29:06, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1568, offset_loss: 0.4057, cls_loss: 0.2593, mask_loss: 0.2729, iou_score_loss: 0.0077, loss: 1.1025 +2022-06-02 14:24:19,792 - INFO - Epoch [27/128][240/300] lr: 0.004, eta: 8:24:41, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1605, offset_loss: 0.3583, cls_loss: 0.2293, mask_loss: 0.3145, iou_score_loss: 0.0117, loss: 1.0743 +2022-06-02 14:24:29,936 - INFO - Epoch [27/128][250/300] lr: 0.004, eta: 8:24:54, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1458, offset_loss: 0.3834, cls_loss: 0.2034, mask_loss: 0.2536, iou_score_loss: 0.0086, loss: 0.9948 +2022-06-02 14:24:38,793 - INFO - Epoch [27/128][260/300] lr: 0.004, eta: 8:22:32, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1654, offset_loss: 0.4062, cls_loss: 0.1627, mask_loss: 0.2708, iou_score_loss: 0.0091, loss: 1.0142 +2022-06-02 14:24:47,974 - INFO - Epoch [27/128][270/300] lr: 0.004, eta: 8:20:56, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1718, offset_loss: 0.3248, cls_loss: 0.2391, mask_loss: 0.2621, iou_score_loss: 0.0080, loss: 1.0058 +2022-06-02 14:24:57,024 - INFO - Epoch [27/128][280/300] lr: 0.004, eta: 8:19:15, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1962, offset_loss: 0.3816, cls_loss: 0.2050, mask_loss: 0.2959, iou_score_loss: 0.0085, loss: 1.0872 +2022-06-02 14:25:06,327 - INFO - Epoch [27/128][290/300] lr: 0.004, eta: 8:18:04, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1574, offset_loss: 0.3879, cls_loss: 0.1718, mask_loss: 0.2398, iou_score_loss: 0.0076, loss: 0.9645 +2022-06-02 14:25:14,289 - INFO - Epoch [27/128][300/300] lr: 0.004, eta: 8:14:43, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1928, offset_loss: 0.3657, cls_loss: 0.2077, mask_loss: 0.2822, iou_score_loss: 0.0079, loss: 1.0563 +2022-06-02 14:25:31,634 - INFO - Epoch [28/128][10/300] lr: 0.004, eta: 13:42:18, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1808, offset_loss: 0.3918, cls_loss: 0.2256, mask_loss: 0.2959, iou_score_loss: 0.0103, loss: 1.1044 +2022-06-02 14:25:41,674 - INFO - Epoch [28/128][20/300] lr: 0.004, eta: 11:03:17, mem: 9016, data_time: 0.00, iter_time: 1.57, semantic_loss: 0.1837, offset_loss: 0.3861, cls_loss: 0.1968, mask_loss: 0.2738, iou_score_loss: 0.0103, loss: 1.0507 +2022-06-02 14:25:51,212 - INFO - Epoch [28/128][30/300] lr: 0.004, eta: 10:03:06, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1730, offset_loss: 0.3483, cls_loss: 0.1768, mask_loss: 0.2255, iou_score_loss: 0.0056, loss: 0.9292 +2022-06-02 14:25:59,818 - INFO - Epoch [28/128][40/300] lr: 0.004, eta: 9:20:13, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1935, offset_loss: 0.4273, cls_loss: 0.2611, mask_loss: 0.2502, iou_score_loss: 0.0079, loss: 1.1400 +2022-06-02 14:26:09,376 - INFO - Epoch [28/128][50/300] lr: 0.004, eta: 9:04:44, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1488, offset_loss: 0.3820, cls_loss: 0.2197, mask_loss: 0.2563, iou_score_loss: 0.0076, loss: 1.0144 +2022-06-02 14:26:19,491 - INFO - Epoch [28/128][60/300] lr: 0.004, eta: 8:58:43, mem: 9016, data_time: 0.00, iter_time: 1.54, semantic_loss: 0.2145, offset_loss: 0.5155, cls_loss: 0.3126, mask_loss: 0.3197, iou_score_loss: 0.0135, loss: 1.3758 +2022-06-02 14:26:28,825 - INFO - Epoch [28/128][70/300] lr: 0.004, eta: 8:48:50, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1555, offset_loss: 0.3762, cls_loss: 0.2169, mask_loss: 0.3303, iou_score_loss: 0.0085, loss: 1.0873 +2022-06-02 14:26:38,405 - INFO - Epoch [28/128][80/300] lr: 0.004, eta: 8:42:49, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1682, offset_loss: 0.4365, cls_loss: 0.2477, mask_loss: 0.2936, iou_score_loss: 0.0076, loss: 1.1536 +2022-06-02 14:26:47,994 - INFO - Epoch [28/128][90/300] lr: 0.004, eta: 8:38:15, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1697, offset_loss: 0.4145, cls_loss: 0.2183, mask_loss: 0.2771, iou_score_loss: 0.0113, loss: 1.0909 +2022-06-02 14:26:58,647 - INFO - Epoch [28/128][100/300] lr: 0.004, eta: 8:39:57, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1683, offset_loss: 0.3186, cls_loss: 0.2086, mask_loss: 0.2733, iou_score_loss: 0.0084, loss: 0.9772 +2022-06-02 14:27:09,181 - INFO - Epoch [28/128][110/300] lr: 0.004, eta: 8:40:40, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2078, offset_loss: 0.4282, cls_loss: 0.2354, mask_loss: 0.3139, iou_score_loss: 0.0109, loss: 1.1962 +2022-06-02 14:27:18,423 - INFO - Epoch [28/128][120/300] lr: 0.004, eta: 8:35:52, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2157, offset_loss: 0.3635, cls_loss: 0.2227, mask_loss: 0.2696, iou_score_loss: 0.0113, loss: 1.0829 +2022-06-02 14:27:27,819 - INFO - Epoch [28/128][130/300] lr: 0.004, eta: 8:32:17, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1751, offset_loss: 0.3146, cls_loss: 0.2393, mask_loss: 0.2787, iou_score_loss: 0.0081, loss: 1.0158 +2022-06-02 14:27:37,608 - INFO - Epoch [28/128][140/300] lr: 0.004, eta: 8:30:45, mem: 9016, data_time: 0.00, iter_time: 1.44, semantic_loss: 0.1451, offset_loss: 0.3731, cls_loss: 0.2357, mask_loss: 0.2522, iou_score_loss: 0.0079, loss: 1.0140 +2022-06-02 14:27:46,450 - INFO - Epoch [28/128][150/300] lr: 0.004, eta: 8:26:11, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1695, offset_loss: 0.3711, cls_loss: 0.2065, mask_loss: 0.2923, iou_score_loss: 0.0078, loss: 1.0473 +2022-06-02 14:27:55,548 - INFO - Epoch [28/128][160/300] lr: 0.004, eta: 8:22:57, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1644, offset_loss: 0.3724, cls_loss: 0.2107, mask_loss: 0.2514, iou_score_loss: 0.0128, loss: 1.0119 +2022-06-02 14:28:04,048 - INFO - Epoch [28/128][170/300] lr: 0.004, eta: 8:18:19, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2066, offset_loss: 0.4022, cls_loss: 0.2180, mask_loss: 0.2803, iou_score_loss: 0.0122, loss: 1.1193 +2022-06-02 14:28:14,760 - INFO - Epoch [28/128][180/300] lr: 0.004, eta: 8:20:20, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.2075, offset_loss: 0.4057, cls_loss: 0.2487, mask_loss: 0.2800, iou_score_loss: 0.0101, loss: 1.1520 +2022-06-02 14:28:24,457 - INFO - Epoch [28/128][190/300] lr: 0.004, eta: 8:19:26, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1904, offset_loss: 0.4155, cls_loss: 0.2162, mask_loss: 0.2536, iou_score_loss: 0.0072, loss: 1.0829 +2022-06-02 14:28:33,358 - INFO - Epoch [28/128][200/300] lr: 0.004, eta: 8:16:40, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1944, offset_loss: 0.4517, cls_loss: 0.2214, mask_loss: 0.3225, iou_score_loss: 0.0093, loss: 1.1994 +2022-06-02 14:28:42,039 - INFO - Epoch [28/128][210/300] lr: 0.004, eta: 8:13:34, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1699, offset_loss: 0.3449, cls_loss: 0.1828, mask_loss: 0.2559, iou_score_loss: 0.0071, loss: 0.9606 +2022-06-02 14:28:51,075 - INFO - Epoch [28/128][220/300] lr: 0.004, eta: 8:11:35, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1704, offset_loss: 0.3088, cls_loss: 0.1503, mask_loss: 0.2733, iou_score_loss: 0.0067, loss: 0.9095 +2022-06-02 14:29:00,511 - INFO - Epoch [28/128][230/300] lr: 0.004, eta: 8:10:36, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2005, offset_loss: 0.4147, cls_loss: 0.2705, mask_loss: 0.3191, iou_score_loss: 0.0086, loss: 1.2134 +2022-06-02 14:29:09,459 - INFO - Epoch [28/128][240/300] lr: 0.004, eta: 8:08:40, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1767, offset_loss: 0.3525, cls_loss: 0.1931, mask_loss: 0.2440, iou_score_loss: 0.0079, loss: 0.9742 +2022-06-02 14:29:19,578 - INFO - Epoch [28/128][250/300] lr: 0.004, eta: 8:09:14, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.2199, offset_loss: 0.4392, cls_loss: 0.2820, mask_loss: 0.3653, iou_score_loss: 0.0103, loss: 1.3167 +2022-06-02 14:29:30,068 - INFO - Epoch [28/128][260/300] lr: 0.004, eta: 8:10:28, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1599, offset_loss: 0.3873, cls_loss: 0.2299, mask_loss: 0.2750, iou_score_loss: 0.0117, loss: 1.0638 +2022-06-02 14:29:38,853 - INFO - Epoch [28/128][270/300] lr: 0.004, eta: 8:08:26, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1360, offset_loss: 0.4104, cls_loss: 0.2627, mask_loss: 0.2560, iou_score_loss: 0.0080, loss: 1.0731 +2022-06-02 14:29:48,522 - INFO - Epoch [28/128][280/300] lr: 0.004, eta: 8:08:08, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1649, offset_loss: 0.3948, cls_loss: 0.2011, mask_loss: 0.2629, iou_score_loss: 0.0086, loss: 1.0323 +2022-06-02 14:29:57,924 - INFO - Epoch [28/128][290/300] lr: 0.004, eta: 8:07:19, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2004, offset_loss: 0.3791, cls_loss: 0.2181, mask_loss: 0.2830, iou_score_loss: 0.0104, loss: 1.0909 +2022-06-02 14:30:06,675 - INFO - Epoch [28/128][300/300] lr: 0.004, eta: 8:05:32, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1845, offset_loss: 0.4121, cls_loss: 0.1939, mask_loss: 0.2860, iou_score_loss: 0.0078, loss: 1.0843 +2022-06-02 14:30:07,660 - INFO - Validation +2022-06-02 14:31:17,178 - INFO - Evaluate instance segmentation +2022-06-02 14:31:28,132 - INFO - AP: 0.453. AP_50: 0.670. AP_25: 0.790 +2022-06-02 14:31:28,132 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 14:31:35,276 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 14:31:35,276 - INFO - mIoU: 72.0 +2022-06-02 14:31:36,691 - INFO - Acc: 89.8 +2022-06-02 14:31:40,139 - INFO - Offset MAE: 0.442 +2022-06-02 14:31:53,145 - INFO - Epoch [29/128][10/300] lr: 0.004, eta: 10:44:52, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1738, offset_loss: 0.3799, cls_loss: 0.2169, mask_loss: 0.2598, iou_score_loss: 0.0067, loss: 1.0372 +2022-06-02 14:32:02,717 - INFO - Epoch [29/128][20/300] lr: 0.004, eta: 9:20:58, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1744, offset_loss: 0.4481, cls_loss: 0.2118, mask_loss: 0.3073, iou_score_loss: 0.0084, loss: 1.1500 +2022-06-02 14:32:11,496 - INFO - Epoch [29/128][30/300] lr: 0.004, eta: 8:40:24, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1720, offset_loss: 0.4220, cls_loss: 0.1910, mask_loss: 0.2685, iou_score_loss: 0.0080, loss: 1.0615 +2022-06-02 14:32:20,997 - INFO - Epoch [29/128][40/300] lr: 0.004, eta: 8:28:46, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1622, offset_loss: 0.3893, cls_loss: 0.2359, mask_loss: 0.2870, iou_score_loss: 0.0066, loss: 1.0809 +2022-06-02 14:32:29,989 - INFO - Epoch [29/128][50/300] lr: 0.004, eta: 8:16:36, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1878, offset_loss: 0.3371, cls_loss: 0.1882, mask_loss: 0.2616, iou_score_loss: 0.0080, loss: 0.9827 +2022-06-02 14:32:40,540 - INFO - Epoch [29/128][60/300] lr: 0.004, eta: 8:21:31, mem: 9016, data_time: 0.22, iter_time: 1.07, semantic_loss: 0.1506, offset_loss: 0.3737, cls_loss: 0.2348, mask_loss: 0.2517, iou_score_loss: 0.0080, loss: 1.0188 +2022-06-02 14:32:49,883 - INFO - Epoch [29/128][70/300] lr: 0.004, eta: 8:16:09, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1785, offset_loss: 0.4801, cls_loss: 0.2142, mask_loss: 0.2738, iou_score_loss: 0.0096, loss: 1.1562 +2022-06-02 14:32:58,864 - INFO - Epoch [29/128][80/300] lr: 0.004, eta: 8:10:03, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1950, offset_loss: 0.5572, cls_loss: 0.2210, mask_loss: 0.2721, iou_score_loss: 0.0101, loss: 1.2553 +2022-06-02 14:33:08,379 - INFO - Epoch [29/128][90/300] lr: 0.004, eta: 8:08:11, mem: 9016, data_time: 0.00, iter_time: 0.62, semantic_loss: 0.1380, offset_loss: 0.3679, cls_loss: 0.1896, mask_loss: 0.2657, iou_score_loss: 0.0081, loss: 0.9695 +2022-06-02 14:33:17,642 - INFO - Epoch [29/128][100/300] lr: 0.004, eta: 8:05:24, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1713, offset_loss: 0.3964, cls_loss: 0.2172, mask_loss: 0.2617, iou_score_loss: 0.0088, loss: 1.0554 +2022-06-02 14:33:26,786 - INFO - Epoch [29/128][110/300] lr: 0.004, eta: 8:02:29, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1856, offset_loss: 0.3330, cls_loss: 0.1620, mask_loss: 0.2724, iou_score_loss: 0.0078, loss: 0.9608 +2022-06-02 14:33:37,459 - INFO - Epoch [29/128][120/300] lr: 0.004, eta: 8:06:24, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1728, offset_loss: 0.3857, cls_loss: 0.1649, mask_loss: 0.2608, iou_score_loss: 0.0077, loss: 0.9919 +2022-06-02 14:33:46,620 - INFO - Epoch [29/128][130/300] lr: 0.004, eta: 8:03:54, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1765, offset_loss: 0.4067, cls_loss: 0.2689, mask_loss: 0.2149, iou_score_loss: 0.0093, loss: 1.0763 +2022-06-02 14:33:55,866 - INFO - Epoch [29/128][140/300] lr: 0.004, eta: 8:02:05, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1654, offset_loss: 0.3874, cls_loss: 0.2035, mask_loss: 0.2970, iou_score_loss: 0.0094, loss: 1.0627 +2022-06-02 14:34:05,915 - INFO - Epoch [29/128][150/300] lr: 0.004, eta: 8:03:07, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1591, offset_loss: 0.5167, cls_loss: 0.2893, mask_loss: 0.2452, iou_score_loss: 0.0073, loss: 1.2175 +2022-06-02 14:34:15,276 - INFO - Epoch [29/128][160/300] lr: 0.004, eta: 8:01:53, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1784, offset_loss: 0.4134, cls_loss: 0.2402, mask_loss: 0.2360, iou_score_loss: 0.0075, loss: 1.0755 +2022-06-02 14:34:24,514 - INFO - Epoch [29/128][170/300] lr: 0.004, eta: 8:00:23, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1703, offset_loss: 0.3479, cls_loss: 0.2539, mask_loss: 0.2525, iou_score_loss: 0.0079, loss: 1.0325 +2022-06-02 14:34:34,052 - INFO - Epoch [29/128][180/300] lr: 0.004, eta: 7:59:53, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1797, offset_loss: 0.4204, cls_loss: 0.2304, mask_loss: 0.2734, iou_score_loss: 0.0086, loss: 1.1125 +2022-06-02 14:34:43,010 - INFO - Epoch [29/128][190/300] lr: 0.004, eta: 7:57:53, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1807, offset_loss: 0.3362, cls_loss: 0.1801, mask_loss: 0.2516, iou_score_loss: 0.0068, loss: 0.9554 +2022-06-02 14:34:53,481 - INFO - Epoch [29/128][200/300] lr: 0.004, eta: 7:59:52, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1723, offset_loss: 0.3957, cls_loss: 0.2086, mask_loss: 0.2629, iou_score_loss: 0.0091, loss: 1.0485 +2022-06-02 14:35:02,250 - INFO - Epoch [29/128][210/300] lr: 0.004, eta: 7:57:36, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1670, offset_loss: 0.3671, cls_loss: 0.2104, mask_loss: 0.2859, iou_score_loss: 0.0076, loss: 1.0380 +2022-06-02 14:35:11,156 - INFO - Epoch [29/128][220/300] lr: 0.004, eta: 7:55:48, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1668, offset_loss: 0.3351, cls_loss: 0.1949, mask_loss: 0.2717, iou_score_loss: 0.0079, loss: 0.9764 +2022-06-02 14:35:20,309 - INFO - Epoch [29/128][230/300] lr: 0.004, eta: 7:54:42, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1924, offset_loss: 0.3880, cls_loss: 0.1978, mask_loss: 0.2207, iou_score_loss: 0.0086, loss: 1.0074 +2022-06-02 14:35:29,301 - INFO - Epoch [29/128][240/300] lr: 0.004, eta: 7:53:22, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1636, offset_loss: 0.3850, cls_loss: 0.1968, mask_loss: 0.2497, iou_score_loss: 0.0087, loss: 1.0038 +2022-06-02 14:35:38,822 - INFO - Epoch [29/128][250/300] lr: 0.004, eta: 7:53:11, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1605, offset_loss: 0.3633, cls_loss: 0.1851, mask_loss: 0.2861, iou_score_loss: 0.0077, loss: 1.0028 +2022-06-02 14:35:48,105 - INFO - Epoch [29/128][260/300] lr: 0.004, eta: 7:52:30, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2124, offset_loss: 0.4086, cls_loss: 0.2135, mask_loss: 0.2761, iou_score_loss: 0.0082, loss: 1.1188 +2022-06-02 14:35:57,835 - INFO - Epoch [29/128][270/300] lr: 0.004, eta: 7:52:43, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.2234, offset_loss: 0.4560, cls_loss: 0.2823, mask_loss: 0.2689, iou_score_loss: 0.0088, loss: 1.2394 +2022-06-02 14:36:06,845 - INFO - Epoch [29/128][280/300] lr: 0.004, eta: 7:51:38, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1819, offset_loss: 0.3645, cls_loss: 0.1855, mask_loss: 0.2730, iou_score_loss: 0.0077, loss: 1.0125 +2022-06-02 14:36:15,980 - INFO - Epoch [29/128][290/300] lr: 0.004, eta: 7:50:49, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1944, offset_loss: 0.3439, cls_loss: 0.2479, mask_loss: 0.2948, iou_score_loss: 0.0120, loss: 1.0930 +2022-06-02 14:36:23,828 - INFO - Epoch [29/128][300/300] lr: 0.004, eta: 7:47:54, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.2279, offset_loss: 0.3960, cls_loss: 0.1948, mask_loss: 0.2714, iou_score_loss: 0.0069, loss: 1.0969 +2022-06-02 14:36:40,709 - INFO - Epoch [30/128][10/300] lr: 0.004, eta: 13:06:22, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1847, offset_loss: 0.3365, cls_loss: 0.2072, mask_loss: 0.2612, iou_score_loss: 0.0090, loss: 0.9985 +2022-06-02 14:36:50,790 - INFO - Epoch [30/128][20/300] lr: 0.004, eta: 10:42:20, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1843, offset_loss: 0.3601, cls_loss: 0.2140, mask_loss: 0.2720, iou_score_loss: 0.0089, loss: 1.0392 +2022-06-02 14:36:59,900 - INFO - Epoch [30/128][30/300] lr: 0.004, eta: 9:38:20, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.2022, offset_loss: 0.3839, cls_loss: 0.2235, mask_loss: 0.2850, iou_score_loss: 0.0092, loss: 1.1037 +2022-06-02 14:37:08,793 - INFO - Epoch [30/128][40/300] lr: 0.004, eta: 9:03:16, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2103, offset_loss: 0.4099, cls_loss: 0.2443, mask_loss: 0.2813, iou_score_loss: 0.0079, loss: 1.1537 +2022-06-02 14:37:17,896 - INFO - Epoch [30/128][50/300] lr: 0.004, eta: 8:44:34, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1790, offset_loss: 0.3790, cls_loss: 0.2384, mask_loss: 0.2479, iou_score_loss: 0.0068, loss: 1.0510 +2022-06-02 14:37:28,085 - INFO - Epoch [30/128][60/300] lr: 0.004, eta: 8:40:52, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1781, offset_loss: 0.4335, cls_loss: 0.2166, mask_loss: 0.2798, iou_score_loss: 0.0091, loss: 1.1172 +2022-06-02 14:37:37,900 - INFO - Epoch [30/128][70/300] lr: 0.004, eta: 8:35:32, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1717, offset_loss: 0.3547, cls_loss: 0.2633, mask_loss: 0.2426, iou_score_loss: 0.0085, loss: 1.0408 +2022-06-02 14:37:48,176 - INFO - Epoch [30/128][80/300] lr: 0.004, eta: 8:34:16, mem: 9016, data_time: 0.00, iter_time: 1.38, semantic_loss: 0.1636, offset_loss: 0.3799, cls_loss: 0.2833, mask_loss: 0.2911, iou_score_loss: 0.0088, loss: 1.1266 +2022-06-02 14:37:58,082 - INFO - Epoch [30/128][90/300] lr: 0.004, eta: 8:31:23, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2391, offset_loss: 0.4639, cls_loss: 0.2078, mask_loss: 0.3265, iou_score_loss: 0.0078, loss: 1.2451 +2022-06-02 14:38:07,220 - INFO - Epoch [30/128][100/300] lr: 0.004, eta: 8:25:09, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1774, offset_loss: 0.3397, cls_loss: 0.2394, mask_loss: 0.2555, iou_score_loss: 0.0069, loss: 1.0190 +2022-06-02 14:38:15,244 - INFO - Epoch [30/128][110/300] lr: 0.004, eta: 8:15:05, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2174, offset_loss: 0.3695, cls_loss: 0.1898, mask_loss: 0.2993, iou_score_loss: 0.0090, loss: 1.0850 +2022-06-02 14:38:24,213 - INFO - Epoch [30/128][120/300] lr: 0.004, eta: 8:10:27, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1965, offset_loss: 0.4237, cls_loss: 0.2653, mask_loss: 0.2471, iou_score_loss: 0.0074, loss: 1.1401 +2022-06-02 14:38:33,021 - INFO - Epoch [30/128][130/300] lr: 0.004, eta: 8:05:57, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1836, offset_loss: 0.3728, cls_loss: 0.2591, mask_loss: 0.2724, iou_score_loss: 0.0082, loss: 1.0960 +2022-06-02 14:38:43,150 - INFO - Epoch [30/128][140/300] lr: 0.004, eta: 8:06:46, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.2078, offset_loss: 0.4356, cls_loss: 0.2317, mask_loss: 0.2950, iou_score_loss: 0.0081, loss: 1.1780 +2022-06-02 14:38:52,624 - INFO - Epoch [30/128][150/300] lr: 0.004, eta: 8:05:16, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1613, offset_loss: 0.3731, cls_loss: 0.2230, mask_loss: 0.2589, iou_score_loss: 0.0062, loss: 1.0225 +2022-06-02 14:39:01,485 - INFO - Epoch [30/128][160/300] lr: 0.004, eta: 8:02:03, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2281, offset_loss: 0.4790, cls_loss: 0.2864, mask_loss: 0.2675, iou_score_loss: 0.0097, loss: 1.2707 +2022-06-02 14:39:10,195 - INFO - Epoch [30/128][170/300] lr: 0.004, eta: 7:58:46, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1782, offset_loss: 0.4157, cls_loss: 0.2400, mask_loss: 0.2720, iou_score_loss: 0.0077, loss: 1.1136 +2022-06-02 14:39:19,820 - INFO - Epoch [30/128][180/300] lr: 0.004, eta: 7:58:19, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1860, offset_loss: 0.3881, cls_loss: 0.2459, mask_loss: 0.2608, iou_score_loss: 0.0075, loss: 1.0884 +2022-06-02 14:39:29,401 - INFO - Epoch [30/128][190/300] lr: 0.004, eta: 7:57:48, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1961, offset_loss: 0.3854, cls_loss: 0.3075, mask_loss: 0.2611, iou_score_loss: 0.0099, loss: 1.1600 +2022-06-02 14:39:39,248 - INFO - Epoch [30/128][200/300] lr: 0.004, eta: 7:57:57, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1735, offset_loss: 0.3872, cls_loss: 0.2214, mask_loss: 0.2832, iou_score_loss: 0.0064, loss: 1.0717 +2022-06-02 14:39:49,093 - INFO - Epoch [30/128][210/300] lr: 0.004, eta: 7:58:05, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1650, offset_loss: 0.3751, cls_loss: 0.2130, mask_loss: 0.2826, iou_score_loss: 0.0062, loss: 1.0419 +2022-06-02 14:39:59,667 - INFO - Epoch [30/128][220/300] lr: 0.004, eta: 7:59:49, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.2759, offset_loss: 0.5748, cls_loss: 0.2943, mask_loss: 0.3157, iou_score_loss: 0.0115, loss: 1.4722 +2022-06-02 14:40:08,648 - INFO - Epoch [30/128][230/300] lr: 0.004, eta: 7:57:57, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1836, offset_loss: 0.4730, cls_loss: 0.2147, mask_loss: 0.2578, iou_score_loss: 0.0074, loss: 1.1364 +2022-06-02 14:40:18,390 - INFO - Epoch [30/128][240/300] lr: 0.004, eta: 7:57:50, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1554, offset_loss: 0.3716, cls_loss: 0.2053, mask_loss: 0.3138, iou_score_loss: 0.0096, loss: 1.0557 +2022-06-02 14:40:27,955 - INFO - Epoch [30/128][250/300] lr: 0.004, eta: 7:57:21, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1874, offset_loss: 0.4256, cls_loss: 0.1939, mask_loss: 0.2906, iou_score_loss: 0.0081, loss: 1.1056 +2022-06-02 14:40:37,847 - INFO - Epoch [30/128][260/300] lr: 0.004, eta: 7:57:28, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1615, offset_loss: 0.3958, cls_loss: 0.2091, mask_loss: 0.2896, iou_score_loss: 0.0077, loss: 1.0638 +2022-06-02 14:40:47,093 - INFO - Epoch [30/128][270/300] lr: 0.004, eta: 7:56:27, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1961, offset_loss: 0.3962, cls_loss: 0.2439, mask_loss: 0.3374, iou_score_loss: 0.0095, loss: 1.1831 +2022-06-02 14:40:57,418 - INFO - Epoch [30/128][280/300] lr: 0.004, eta: 7:57:21, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2273, offset_loss: 0.4138, cls_loss: 0.2164, mask_loss: 0.2765, iou_score_loss: 0.0057, loss: 1.1398 +2022-06-02 14:41:07,417 - INFO - Epoch [30/128][290/300] lr: 0.004, eta: 7:57:39, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1635, offset_loss: 0.3700, cls_loss: 0.2255, mask_loss: 0.2873, iou_score_loss: 0.0066, loss: 1.0530 +2022-06-02 14:41:15,764 - INFO - Epoch [30/128][300/300] lr: 0.004, eta: 7:55:12, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1795, offset_loss: 0.3915, cls_loss: 0.2187, mask_loss: 0.3166, iou_score_loss: 0.0127, loss: 1.1191 +2022-06-02 14:41:32,563 - INFO - Epoch [31/128][10/300] lr: 0.004, eta: 12:53:17, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1507, offset_loss: 0.3510, cls_loss: 0.2300, mask_loss: 0.2732, iou_score_loss: 0.0093, loss: 1.0142 +2022-06-02 14:41:41,938 - INFO - Epoch [31/128][20/300] lr: 0.004, eta: 10:15:55, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2215, offset_loss: 0.3890, cls_loss: 0.2556, mask_loss: 0.3072, iou_score_loss: 0.0086, loss: 1.1818 +2022-06-02 14:41:51,442 - INFO - Epoch [31/128][30/300] lr: 0.004, eta: 9:25:32, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.2023, offset_loss: 0.3775, cls_loss: 0.2712, mask_loss: 0.2602, iou_score_loss: 0.0085, loss: 1.1196 +2022-06-02 14:42:00,067 - INFO - Epoch [31/128][40/300] lr: 0.004, eta: 8:49:35, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.2203, offset_loss: 0.4359, cls_loss: 0.2698, mask_loss: 0.2954, iou_score_loss: 0.0101, loss: 1.2314 +2022-06-02 14:42:09,159 - INFO - Epoch [31/128][50/300] lr: 0.004, eta: 8:32:28, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1714, offset_loss: 0.3370, cls_loss: 0.1938, mask_loss: 0.2738, iou_score_loss: 0.0073, loss: 0.9833 +2022-06-02 14:42:18,342 - INFO - Epoch [31/128][60/300] lr: 0.004, eta: 8:21:42, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1809, offset_loss: 0.3768, cls_loss: 0.2555, mask_loss: 0.2714, iou_score_loss: 0.0084, loss: 1.0930 +2022-06-02 14:42:28,137 - INFO - Epoch [31/128][70/300] lr: 0.004, eta: 8:18:18, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1814, offset_loss: 0.3789, cls_loss: 0.2334, mask_loss: 0.2839, iou_score_loss: 0.0088, loss: 1.0864 +2022-06-02 14:42:38,187 - INFO - Epoch [31/128][80/300] lr: 0.004, eta: 8:17:14, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2508, offset_loss: 0.3577, cls_loss: 0.2220, mask_loss: 0.3035, iou_score_loss: 0.0109, loss: 1.1449 +2022-06-02 14:42:47,505 - INFO - Epoch [31/128][90/300] lr: 0.004, eta: 8:12:20, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1684, offset_loss: 0.4162, cls_loss: 0.1851, mask_loss: 0.2735, iou_score_loss: 0.0054, loss: 1.0486 +2022-06-02 14:42:56,017 - INFO - Epoch [31/128][100/300] lr: 0.004, eta: 8:04:37, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1728, offset_loss: 0.3243, cls_loss: 0.2699, mask_loss: 0.3034, iou_score_loss: 0.0104, loss: 1.0807 +2022-06-02 14:43:05,328 - INFO - Epoch [31/128][110/300] lr: 0.004, eta: 8:01:42, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1550, offset_loss: 0.3815, cls_loss: 0.2262, mask_loss: 0.2301, iou_score_loss: 0.0066, loss: 0.9994 +2022-06-02 14:43:14,945 - INFO - Epoch [31/128][120/300] lr: 0.004, eta: 8:00:33, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1948, offset_loss: 0.4075, cls_loss: 0.2747, mask_loss: 0.2447, iou_score_loss: 0.0082, loss: 1.1298 +2022-06-02 14:43:23,832 - INFO - Epoch [31/128][130/300] lr: 0.004, eta: 7:56:43, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1640, offset_loss: 0.3719, cls_loss: 0.2114, mask_loss: 0.2507, iou_score_loss: 0.0073, loss: 1.0053 +2022-06-02 14:43:33,313 - INFO - Epoch [31/128][140/300] lr: 0.004, eta: 7:55:35, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2195, offset_loss: 0.3614, cls_loss: 0.1920, mask_loss: 0.2852, iou_score_loss: 0.0064, loss: 1.0646 +2022-06-02 14:43:42,610 - INFO - Epoch [31/128][150/300] lr: 0.004, eta: 7:53:55, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1653, offset_loss: 0.3590, cls_loss: 0.1843, mask_loss: 0.2859, iou_score_loss: 0.0080, loss: 1.0025 +2022-06-02 14:43:51,361 - INFO - Epoch [31/128][160/300] lr: 0.004, eta: 7:50:48, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.2729, offset_loss: 0.3754, cls_loss: 0.2302, mask_loss: 0.2647, iou_score_loss: 0.0143, loss: 1.1574 +2022-06-02 14:44:01,592 - INFO - Epoch [31/128][170/300] lr: 0.004, eta: 7:52:17, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1975, offset_loss: 0.4242, cls_loss: 0.2778, mask_loss: 0.3007, iou_score_loss: 0.0079, loss: 1.2082 +2022-06-02 14:44:11,495 - INFO - Epoch [31/128][180/300] lr: 0.004, eta: 7:52:40, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1840, offset_loss: 0.4237, cls_loss: 0.1703, mask_loss: 0.2766, iou_score_loss: 0.0104, loss: 1.0650 +2022-06-02 14:44:20,705 - INFO - Epoch [31/128][190/300] lr: 0.004, eta: 7:51:14, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1552, offset_loss: 0.3672, cls_loss: 0.2158, mask_loss: 0.2749, iou_score_loss: 0.0086, loss: 1.0217 +2022-06-02 14:44:29,970 - INFO - Epoch [31/128][200/300] lr: 0.004, eta: 7:50:04, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1770, offset_loss: 0.3398, cls_loss: 0.2111, mask_loss: 0.2817, iou_score_loss: 0.0076, loss: 1.0174 +2022-06-02 14:44:40,032 - INFO - Epoch [31/128][210/300] lr: 0.004, eta: 7:50:51, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1892, offset_loss: 0.4349, cls_loss: 0.2170, mask_loss: 0.2916, iou_score_loss: 0.0105, loss: 1.1432 +2022-06-02 14:44:49,265 - INFO - Epoch [31/128][220/300] lr: 0.004, eta: 7:49:42, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1764, offset_loss: 0.4375, cls_loss: 0.2158, mask_loss: 0.2919, iou_score_loss: 0.0080, loss: 1.1295 +2022-06-02 14:44:58,063 - INFO - Epoch [31/128][230/300] lr: 0.004, eta: 7:47:44, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1544, offset_loss: 0.3718, cls_loss: 0.1962, mask_loss: 0.3066, iou_score_loss: 0.0093, loss: 1.0383 +2022-06-02 14:45:06,919 - INFO - Epoch [31/128][240/300] lr: 0.004, eta: 7:46:01, mem: 9016, data_time: 0.00, iter_time: 0.55, semantic_loss: 0.1840, offset_loss: 0.3322, cls_loss: 0.2732, mask_loss: 0.2815, iou_score_loss: 0.0078, loss: 1.0786 +2022-06-02 14:45:16,347 - INFO - Epoch [31/128][250/300] lr: 0.004, eta: 7:45:33, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1451, offset_loss: 0.4604, cls_loss: 0.2595, mask_loss: 0.2249, iou_score_loss: 0.0083, loss: 1.0983 +2022-06-02 14:45:25,128 - INFO - Epoch [31/128][260/300] lr: 0.004, eta: 7:43:52, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.2061, offset_loss: 0.3710, cls_loss: 0.1510, mask_loss: 0.2576, iou_score_loss: 0.0066, loss: 0.9922 +2022-06-02 14:45:34,452 - INFO - Epoch [31/128][270/300] lr: 0.004, eta: 7:43:19, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1426, offset_loss: 0.3835, cls_loss: 0.2156, mask_loss: 0.2492, iou_score_loss: 0.0085, loss: 0.9994 +2022-06-02 14:45:44,275 - INFO - Epoch [31/128][280/300] lr: 0.004, eta: 7:43:38, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1762, offset_loss: 0.3804, cls_loss: 0.2570, mask_loss: 0.2362, iou_score_loss: 0.0086, loss: 1.0585 +2022-06-02 14:45:53,807 - INFO - Epoch [31/128][290/300] lr: 0.004, eta: 7:43:28, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1810, offset_loss: 0.3721, cls_loss: 0.1549, mask_loss: 0.2575, iou_score_loss: 0.0077, loss: 0.9732 +2022-06-02 14:46:02,461 - INFO - Epoch [31/128][300/300] lr: 0.004, eta: 7:41:51, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1962, offset_loss: 0.3622, cls_loss: 0.2536, mask_loss: 0.2958, iou_score_loss: 0.0075, loss: 1.1153 +2022-06-02 14:46:20,447 - INFO - Epoch [32/128][10/300] lr: 0.004, eta: 13:42:42, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1844, offset_loss: 0.4353, cls_loss: 0.2295, mask_loss: 0.3053, iou_score_loss: 0.0089, loss: 1.1634 +2022-06-02 14:46:30,562 - INFO - Epoch [32/128][20/300] lr: 0.004, eta: 10:56:39, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1766, offset_loss: 0.3904, cls_loss: 0.3116, mask_loss: 0.2792, iou_score_loss: 0.0094, loss: 1.1672 +2022-06-02 14:46:39,426 - INFO - Epoch [32/128][30/300] lr: 0.004, eta: 9:40:47, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1750, offset_loss: 0.3845, cls_loss: 0.2400, mask_loss: 0.3039, iou_score_loss: 0.0088, loss: 1.1121 +2022-06-02 14:46:48,079 - INFO - Epoch [32/128][40/300] lr: 0.004, eta: 9:00:11, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2087, offset_loss: 0.4348, cls_loss: 0.2507, mask_loss: 0.2772, iou_score_loss: 0.0092, loss: 1.1807 +2022-06-02 14:46:57,623 - INFO - Epoch [32/128][50/300] lr: 0.004, eta: 8:44:29, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1537, offset_loss: 0.3385, cls_loss: 0.1949, mask_loss: 0.2703, iou_score_loss: 0.0079, loss: 0.9654 +2022-06-02 14:47:07,285 - INFO - Epoch [32/128][60/300] lr: 0.004, eta: 8:34:51, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1786, offset_loss: 0.3867, cls_loss: 0.2453, mask_loss: 0.2905, iou_score_loss: 0.0072, loss: 1.1083 +2022-06-02 14:47:17,100 - INFO - Epoch [32/128][70/300] lr: 0.004, eta: 8:28:59, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1730, offset_loss: 0.3870, cls_loss: 0.1649, mask_loss: 0.2626, iou_score_loss: 0.0069, loss: 0.9943 +2022-06-02 14:47:26,314 - INFO - Epoch [32/128][80/300] lr: 0.004, eta: 8:20:55, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.2197, offset_loss: 0.3918, cls_loss: 0.2313, mask_loss: 0.2561, iou_score_loss: 0.0098, loss: 1.1088 +2022-06-02 14:47:35,789 - INFO - Epoch [32/128][90/300] lr: 0.004, eta: 8:16:00, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1805, offset_loss: 0.4406, cls_loss: 0.2461, mask_loss: 0.2612, iou_score_loss: 0.0091, loss: 1.1375 +2022-06-02 14:47:45,955 - INFO - Epoch [32/128][100/300] lr: 0.004, eta: 8:15:21, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2097, offset_loss: 0.3856, cls_loss: 0.2835, mask_loss: 0.3065, iou_score_loss: 0.0086, loss: 1.1939 +2022-06-02 14:47:54,482 - INFO - Epoch [32/128][110/300] lr: 0.004, eta: 8:07:36, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2106, offset_loss: 0.3846, cls_loss: 0.2066, mask_loss: 0.2552, iou_score_loss: 0.0078, loss: 1.0647 +2022-06-02 14:48:03,878 - INFO - Epoch [32/128][120/300] lr: 0.004, eta: 8:04:40, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1881, offset_loss: 0.3764, cls_loss: 0.1990, mask_loss: 0.2817, iou_score_loss: 0.0078, loss: 1.0530 +2022-06-02 14:48:13,527 - INFO - Epoch [32/128][130/300] lr: 0.004, eta: 8:03:03, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1508, offset_loss: 0.3369, cls_loss: 0.1779, mask_loss: 0.2705, iou_score_loss: 0.0090, loss: 0.9451 +2022-06-02 14:48:22,988 - INFO - Epoch [32/128][140/300] lr: 0.004, eta: 8:01:01, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1653, offset_loss: 0.3731, cls_loss: 0.2612, mask_loss: 0.3011, iou_score_loss: 0.0091, loss: 1.1099 +2022-06-02 14:48:33,349 - INFO - Epoch [32/128][150/300] lr: 0.004, eta: 8:02:06, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1613, offset_loss: 0.4093, cls_loss: 0.1803, mask_loss: 0.2863, iou_score_loss: 0.0084, loss: 1.0457 +2022-06-02 14:48:43,240 - INFO - Epoch [32/128][160/300] lr: 0.004, eta: 8:01:39, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.2010, offset_loss: 0.3885, cls_loss: 0.2160, mask_loss: 0.2835, iou_score_loss: 0.0099, loss: 1.0989 +2022-06-02 14:48:52,545 - INFO - Epoch [32/128][170/300] lr: 0.004, eta: 7:59:31, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1374, offset_loss: 0.3723, cls_loss: 0.1966, mask_loss: 0.2485, iou_score_loss: 0.0075, loss: 0.9623 +2022-06-02 14:49:02,416 - INFO - Epoch [32/128][180/300] lr: 0.004, eta: 7:59:11, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.2003, offset_loss: 0.4645, cls_loss: 0.2992, mask_loss: 0.2664, iou_score_loss: 0.0054, loss: 1.2358 +2022-06-02 14:49:11,055 - INFO - Epoch [32/128][190/300] lr: 0.004, eta: 7:55:40, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1550, offset_loss: 0.5431, cls_loss: 0.2115, mask_loss: 0.2356, iou_score_loss: 0.0087, loss: 1.1539 +2022-06-02 14:49:20,525 - INFO - Epoch [32/128][200/300] lr: 0.004, eta: 7:54:35, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.2210, offset_loss: 0.4421, cls_loss: 0.2388, mask_loss: 0.2788, iou_score_loss: 0.0073, loss: 1.1880 +2022-06-02 14:49:29,820 - INFO - Epoch [32/128][210/300] lr: 0.004, eta: 7:53:09, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.2358, offset_loss: 0.4986, cls_loss: 0.3051, mask_loss: 0.2932, iou_score_loss: 0.0106, loss: 1.3434 +2022-06-02 14:49:38,550 - INFO - Epoch [32/128][220/300] lr: 0.004, eta: 7:50:35, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2106, offset_loss: 0.3778, cls_loss: 0.2533, mask_loss: 0.2628, iou_score_loss: 0.0083, loss: 1.1128 +2022-06-02 14:49:47,724 - INFO - Epoch [32/128][230/300] lr: 0.004, eta: 7:49:07, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1981, offset_loss: 0.4450, cls_loss: 0.2551, mask_loss: 0.2733, iou_score_loss: 0.0106, loss: 1.1821 +2022-06-02 14:49:56,473 - INFO - Epoch [32/128][240/300] lr: 0.004, eta: 7:46:58, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1780, offset_loss: 0.3890, cls_loss: 0.2319, mask_loss: 0.2693, iou_score_loss: 0.0087, loss: 1.0768 +2022-06-02 14:50:06,038 - INFO - Epoch [32/128][250/300] lr: 0.004, eta: 7:46:33, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1623, offset_loss: 0.3513, cls_loss: 0.2395, mask_loss: 0.2502, iou_score_loss: 0.0106, loss: 1.0139 +2022-06-02 14:50:14,796 - INFO - Epoch [32/128][260/300] lr: 0.004, eta: 7:44:38, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.2104, offset_loss: 0.3604, cls_loss: 0.2027, mask_loss: 0.2716, iou_score_loss: 0.0072, loss: 1.0523 +2022-06-02 14:50:25,144 - INFO - Epoch [32/128][270/300] lr: 0.004, eta: 7:45:40, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1176, offset_loss: 0.4286, cls_loss: 0.2607, mask_loss: 0.2541, iou_score_loss: 0.0076, loss: 1.0687 +2022-06-02 14:50:33,113 - INFO - Epoch [32/128][280/300] lr: 0.004, eta: 7:42:32, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1943, offset_loss: 0.4313, cls_loss: 0.1935, mask_loss: 0.3219, iou_score_loss: 0.0099, loss: 1.1509 +2022-06-02 14:50:42,859 - INFO - Epoch [32/128][290/300] lr: 0.004, eta: 7:42:36, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1866, offset_loss: 0.3486, cls_loss: 0.3055, mask_loss: 0.2749, iou_score_loss: 0.0130, loss: 1.1287 +2022-06-02 14:50:50,775 - INFO - Epoch [32/128][300/300] lr: 0.004, eta: 7:39:41, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1635, offset_loss: 0.3424, cls_loss: 0.3169, mask_loss: 0.3083, iou_score_loss: 0.0090, loss: 1.1400 +2022-06-02 14:50:51,696 - INFO - Validation +2022-06-02 14:52:01,105 - INFO - Evaluate instance segmentation +2022-06-02 14:52:11,817 - INFO - AP: 0.458. AP_50: 0.670. AP_25: 0.791 +2022-06-02 14:52:11,818 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 14:52:18,432 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 14:52:18,432 - INFO - mIoU: 72.0 +2022-06-02 14:52:19,701 - INFO - Acc: 89.8 +2022-06-02 14:52:22,888 - INFO - Offset MAE: 0.442 +2022-06-02 14:52:38,770 - INFO - Epoch [33/128][10/300] lr: 0.004, eta: 12:38:27, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1779, offset_loss: 0.2987, cls_loss: 0.2375, mask_loss: 0.2736, iou_score_loss: 0.0064, loss: 0.9941 +2022-06-02 14:52:48,213 - INFO - Epoch [33/128][20/300] lr: 0.004, eta: 10:05:21, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1858, offset_loss: 0.4587, cls_loss: 0.1944, mask_loss: 0.3141, iou_score_loss: 0.0096, loss: 1.1627 +2022-06-02 14:52:56,777 - INFO - Epoch [33/128][30/300] lr: 0.004, eta: 9:00:27, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1456, offset_loss: 0.3906, cls_loss: 0.2524, mask_loss: 0.2585, iou_score_loss: 0.0088, loss: 1.0559 +2022-06-02 14:53:06,699 - INFO - Epoch [33/128][40/300] lr: 0.004, eta: 8:44:03, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1725, offset_loss: 0.3339, cls_loss: 0.2245, mask_loss: 0.2716, iou_score_loss: 0.0075, loss: 1.0099 +2022-06-02 14:53:16,773 - INFO - Epoch [33/128][50/300] lr: 0.004, eta: 8:35:40, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1402, offset_loss: 0.3489, cls_loss: 0.2000, mask_loss: 0.2464, iou_score_loss: 0.0054, loss: 0.9410 +2022-06-02 14:53:25,667 - INFO - Epoch [33/128][60/300] lr: 0.004, eta: 8:20:20, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1510, offset_loss: 0.3777, cls_loss: 0.2431, mask_loss: 0.2553, iou_score_loss: 0.0097, loss: 1.0368 +2022-06-02 14:53:34,431 - INFO - Epoch [33/128][70/300] lr: 0.004, eta: 8:08:49, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1799, offset_loss: 0.4274, cls_loss: 0.2635, mask_loss: 0.3145, iou_score_loss: 0.0083, loss: 1.1936 +2022-06-02 14:53:43,042 - INFO - Epoch [33/128][80/300] lr: 0.004, eta: 7:58:53, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1592, offset_loss: 0.5194, cls_loss: 0.2018, mask_loss: 0.2748, iou_score_loss: 0.0081, loss: 1.1633 +2022-06-02 14:53:52,362 - INFO - Epoch [33/128][90/300] lr: 0.004, eta: 7:55:15, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1446, offset_loss: 0.3217, cls_loss: 0.2236, mask_loss: 0.2574, iou_score_loss: 0.0067, loss: 0.9539 +2022-06-02 14:54:01,881 - INFO - Epoch [33/128][100/300] lr: 0.004, eta: 7:53:03, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1718, offset_loss: 0.4127, cls_loss: 0.1996, mask_loss: 0.2573, iou_score_loss: 0.0090, loss: 1.0503 +2022-06-02 14:54:11,531 - INFO - Epoch [33/128][110/300] lr: 0.004, eta: 7:51:54, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1916, offset_loss: 0.4203, cls_loss: 0.2301, mask_loss: 0.2966, iou_score_loss: 0.0081, loss: 1.1467 +2022-06-02 14:54:22,815 - INFO - Epoch [33/128][120/300] lr: 0.004, eta: 7:57:20, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1973, offset_loss: 0.3446, cls_loss: 0.2199, mask_loss: 0.2663, iou_score_loss: 0.0081, loss: 1.0362 +2022-06-02 14:54:33,642 - INFO - Epoch [33/128][130/300] lr: 0.004, eta: 8:00:19, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1421, offset_loss: 0.3386, cls_loss: 0.1674, mask_loss: 0.2539, iou_score_loss: 0.0063, loss: 0.9083 +2022-06-02 14:54:42,175 - INFO - Epoch [33/128][140/300] lr: 0.004, eta: 7:54:52, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1402, offset_loss: 0.3705, cls_loss: 0.2204, mask_loss: 0.2801, iou_score_loss: 0.0079, loss: 1.0192 +2022-06-02 14:54:51,231 - INFO - Epoch [33/128][150/300] lr: 0.004, eta: 7:51:57, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1697, offset_loss: 0.3335, cls_loss: 0.1715, mask_loss: 0.2758, iou_score_loss: 0.0066, loss: 0.9571 +2022-06-02 14:55:01,345 - INFO - Epoch [33/128][160/300] lr: 0.004, eta: 7:52:30, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1642, offset_loss: 0.4606, cls_loss: 0.1730, mask_loss: 0.2882, iou_score_loss: 0.0069, loss: 1.0929 +2022-06-02 14:55:11,409 - INFO - Epoch [33/128][170/300] lr: 0.004, eta: 7:52:46, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1395, offset_loss: 0.3555, cls_loss: 0.2136, mask_loss: 0.2469, iou_score_loss: 0.0079, loss: 0.9634 +2022-06-02 14:55:20,778 - INFO - Epoch [33/128][180/300] lr: 0.004, eta: 7:51:12, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1630, offset_loss: 0.4156, cls_loss: 0.1914, mask_loss: 0.3019, iou_score_loss: 0.0086, loss: 1.0805 +2022-06-02 14:55:29,531 - INFO - Epoch [33/128][190/300] lr: 0.004, eta: 7:48:11, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1792, offset_loss: 0.4272, cls_loss: 0.2042, mask_loss: 0.2826, iou_score_loss: 0.0122, loss: 1.1054 +2022-06-02 14:55:39,402 - INFO - Epoch [33/128][200/300] lr: 0.004, eta: 7:48:08, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1597, offset_loss: 0.3350, cls_loss: 0.1807, mask_loss: 0.2557, iou_score_loss: 0.0076, loss: 0.9387 +2022-06-02 14:55:49,229 - INFO - Epoch [33/128][210/300] lr: 0.004, eta: 7:48:00, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1519, offset_loss: 0.4394, cls_loss: 0.2582, mask_loss: 0.2670, iou_score_loss: 0.0111, loss: 1.1276 +2022-06-02 14:55:58,397 - INFO - Epoch [33/128][220/300] lr: 0.004, eta: 7:46:26, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1669, offset_loss: 0.3944, cls_loss: 0.2150, mask_loss: 0.2688, iou_score_loss: 0.0043, loss: 1.0494 +2022-06-02 14:56:07,721 - INFO - Epoch [33/128][230/300] lr: 0.004, eta: 7:45:16, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1878, offset_loss: 0.4373, cls_loss: 0.2968, mask_loss: 0.3388, iou_score_loss: 0.0104, loss: 1.2711 +2022-06-02 14:56:17,491 - INFO - Epoch [33/128][240/300] lr: 0.004, eta: 7:45:07, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1625, offset_loss: 0.3653, cls_loss: 0.2275, mask_loss: 0.2463, iou_score_loss: 0.0086, loss: 1.0102 +2022-06-02 14:56:27,930 - INFO - Epoch [33/128][250/300] lr: 0.004, eta: 7:46:15, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1650, offset_loss: 0.3986, cls_loss: 0.2439, mask_loss: 0.2861, iou_score_loss: 0.0098, loss: 1.1035 +2022-06-02 14:56:37,486 - INFO - Epoch [33/128][260/300] lr: 0.004, eta: 7:45:38, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.2004, offset_loss: 0.3626, cls_loss: 0.2676, mask_loss: 0.2483, iou_score_loss: 0.0071, loss: 1.0860 +2022-06-02 14:56:46,774 - INFO - Epoch [33/128][270/300] lr: 0.004, eta: 7:44:34, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1504, offset_loss: 0.3679, cls_loss: 0.1611, mask_loss: 0.2660, iou_score_loss: 0.0067, loss: 0.9521 +2022-06-02 14:56:56,136 - INFO - Epoch [33/128][280/300] lr: 0.004, eta: 7:43:42, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1794, offset_loss: 0.4239, cls_loss: 0.2700, mask_loss: 0.2709, iou_score_loss: 0.0120, loss: 1.1563 +2022-06-02 14:57:06,233 - INFO - Epoch [33/128][290/300] lr: 0.004, eta: 7:44:06, mem: 9016, data_time: 0.00, iter_time: 1.36, semantic_loss: 0.1453, offset_loss: 0.4322, cls_loss: 0.2193, mask_loss: 0.2928, iou_score_loss: 0.0085, loss: 1.0980 +2022-06-02 14:57:14,017 - INFO - Epoch [33/128][300/300] lr: 0.004, eta: 7:40:49, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1976, offset_loss: 0.3554, cls_loss: 0.1925, mask_loss: 0.2983, iou_score_loss: 0.0062, loss: 1.0501 +2022-06-02 14:57:29,683 - INFO - Epoch [34/128][10/300] lr: 0.004, eta: 11:34:49, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1408, offset_loss: 0.5305, cls_loss: 0.1705, mask_loss: 0.2916, iou_score_loss: 0.0076, loss: 1.1409 +2022-06-02 14:57:39,975 - INFO - Epoch [34/128][20/300] lr: 0.004, eta: 9:51:40, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1951, offset_loss: 0.3575, cls_loss: 0.3026, mask_loss: 0.2980, iou_score_loss: 0.0112, loss: 1.1644 +2022-06-02 14:57:48,160 - INFO - Epoch [34/128][30/300] lr: 0.004, eta: 8:43:37, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1396, offset_loss: 0.3574, cls_loss: 0.1880, mask_loss: 0.2728, iou_score_loss: 0.0092, loss: 0.9668 +2022-06-02 14:57:58,232 - INFO - Epoch [34/128][40/300] lr: 0.004, eta: 8:32:15, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1785, offset_loss: 0.4070, cls_loss: 0.2313, mask_loss: 0.2887, iou_score_loss: 0.0104, loss: 1.1159 +2022-06-02 14:58:07,991 - INFO - Epoch [34/128][50/300] lr: 0.004, eta: 8:22:13, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1844, offset_loss: 0.3728, cls_loss: 0.1819, mask_loss: 0.2439, iou_score_loss: 0.0081, loss: 0.9912 +2022-06-02 14:58:16,907 - INFO - Epoch [34/128][60/300] lr: 0.004, eta: 8:08:46, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1770, offset_loss: 0.3784, cls_loss: 0.1843, mask_loss: 0.2217, iou_score_loss: 0.0073, loss: 0.9687 +2022-06-02 14:58:26,624 - INFO - Epoch [34/128][70/300] lr: 0.004, eta: 8:04:37, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2079, offset_loss: 0.3679, cls_loss: 0.1823, mask_loss: 0.2470, iou_score_loss: 0.0090, loss: 1.0142 +2022-06-02 14:58:36,136 - INFO - Epoch [34/128][80/300] lr: 0.004, eta: 8:00:12, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1861, offset_loss: 0.4525, cls_loss: 0.2216, mask_loss: 0.2838, iou_score_loss: 0.0067, loss: 1.1506 +2022-06-02 14:58:45,666 - INFO - Epoch [34/128][90/300] lr: 0.004, eta: 7:56:46, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1617, offset_loss: 0.3904, cls_loss: 0.1770, mask_loss: 0.3106, iou_score_loss: 0.0088, loss: 1.0485 +2022-06-02 14:58:55,400 - INFO - Epoch [34/128][100/300] lr: 0.004, eta: 7:54:59, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1870, offset_loss: 0.3834, cls_loss: 0.2413, mask_loss: 0.2723, iou_score_loss: 0.0085, loss: 1.0925 +2022-06-02 14:59:04,218 - INFO - Epoch [34/128][110/300] lr: 0.004, eta: 7:49:37, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1936, offset_loss: 0.4736, cls_loss: 0.2848, mask_loss: 0.2882, iou_score_loss: 0.0082, loss: 1.2484 +2022-06-02 14:59:13,381 - INFO - Epoch [34/128][120/300] lr: 0.004, eta: 7:46:22, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.2080, offset_loss: 0.4241, cls_loss: 0.2228, mask_loss: 0.2662, iou_score_loss: 0.0090, loss: 1.1301 +2022-06-02 14:59:22,839 - INFO - Epoch [34/128][130/300] lr: 0.004, eta: 7:44:51, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1598, offset_loss: 0.3666, cls_loss: 0.2776, mask_loss: 0.2978, iou_score_loss: 0.0069, loss: 1.1087 +2022-06-02 14:59:31,716 - INFO - Epoch [34/128][140/300] lr: 0.004, eta: 7:41:25, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1341, offset_loss: 0.3730, cls_loss: 0.2244, mask_loss: 0.2771, iou_score_loss: 0.0070, loss: 1.0155 +2022-06-02 14:59:40,989 - INFO - Epoch [34/128][150/300] lr: 0.004, eta: 7:39:43, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1414, offset_loss: 0.4286, cls_loss: 0.2058, mask_loss: 0.2386, iou_score_loss: 0.0059, loss: 1.0203 +2022-06-02 14:59:50,148 - INFO - Epoch [34/128][160/300] lr: 0.004, eta: 7:37:52, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1478, offset_loss: 0.4169, cls_loss: 0.2419, mask_loss: 0.3050, iou_score_loss: 0.0064, loss: 1.1180 +2022-06-02 14:59:59,641 - INFO - Epoch [34/128][170/300] lr: 0.004, eta: 7:37:11, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1776, offset_loss: 0.3636, cls_loss: 0.2218, mask_loss: 0.2802, iou_score_loss: 0.0097, loss: 1.0529 +2022-06-02 15:00:08,744 - INFO - Epoch [34/128][180/300] lr: 0.004, eta: 7:35:30, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1491, offset_loss: 0.3790, cls_loss: 0.2962, mask_loss: 0.2580, iou_score_loss: 0.0077, loss: 1.0899 +2022-06-02 15:00:18,171 - INFO - Epoch [34/128][190/300] lr: 0.004, eta: 7:34:47, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2337, offset_loss: 0.4969, cls_loss: 0.2405, mask_loss: 0.3214, iou_score_loss: 0.0106, loss: 1.3031 +2022-06-02 15:00:27,627 - INFO - Epoch [34/128][200/300] lr: 0.004, eta: 7:34:08, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1751, offset_loss: 0.3356, cls_loss: 0.2904, mask_loss: 0.2814, iou_score_loss: 0.0097, loss: 1.0922 +2022-06-02 15:00:37,534 - INFO - Epoch [34/128][210/300] lr: 0.004, eta: 7:34:36, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1691, offset_loss: 0.3917, cls_loss: 0.1873, mask_loss: 0.2570, iou_score_loss: 0.0071, loss: 1.0122 +2022-06-02 15:00:46,672 - INFO - Epoch [34/128][220/300] lr: 0.004, eta: 7:33:23, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1265, offset_loss: 0.3226, cls_loss: 0.2481, mask_loss: 0.2694, iou_score_loss: 0.0076, loss: 0.9743 +2022-06-02 15:00:56,960 - INFO - Epoch [34/128][230/300] lr: 0.004, eta: 7:34:37, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2420, offset_loss: 0.4491, cls_loss: 0.2755, mask_loss: 0.2814, iou_score_loss: 0.0097, loss: 1.2576 +2022-06-02 15:01:06,236 - INFO - Epoch [34/128][240/300] lr: 0.004, eta: 7:33:44, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.2273, offset_loss: 0.3850, cls_loss: 0.2214, mask_loss: 0.2798, iou_score_loss: 0.0081, loss: 1.1215 +2022-06-02 15:01:15,828 - INFO - Epoch [34/128][250/300] lr: 0.004, eta: 7:33:25, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1692, offset_loss: 0.4213, cls_loss: 0.1927, mask_loss: 0.2680, iou_score_loss: 0.0082, loss: 1.0593 +2022-06-02 15:01:26,143 - INFO - Epoch [34/128][260/300] lr: 0.004, eta: 7:34:32, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1905, offset_loss: 0.4460, cls_loss: 0.2151, mask_loss: 0.2685, iou_score_loss: 0.0078, loss: 1.1278 +2022-06-02 15:01:35,534 - INFO - Epoch [34/128][270/300] lr: 0.004, eta: 7:33:55, mem: 9016, data_time: 0.00, iter_time: 0.57, semantic_loss: 0.1428, offset_loss: 0.4388, cls_loss: 0.2075, mask_loss: 0.2089, iou_score_loss: 0.0110, loss: 1.0091 +2022-06-02 15:01:45,088 - INFO - Epoch [34/128][280/300] lr: 0.004, eta: 7:33:36, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1780, offset_loss: 0.3828, cls_loss: 0.1848, mask_loss: 0.2635, iou_score_loss: 0.0091, loss: 1.0181 +2022-06-02 15:01:54,739 - INFO - Epoch [34/128][290/300] lr: 0.004, eta: 7:33:28, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1660, offset_loss: 0.3633, cls_loss: 0.2117, mask_loss: 0.2969, iou_score_loss: 0.0070, loss: 1.0449 +2022-06-02 15:02:04,217 - INFO - Epoch [34/128][300/300] lr: 0.004, eta: 7:33:03, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1575, offset_loss: 0.3839, cls_loss: 0.1723, mask_loss: 0.2445, iou_score_loss: 0.0072, loss: 0.9654 +2022-06-02 15:02:20,098 - INFO - Epoch [35/128][10/300] lr: 0.004, eta: 11:38:34, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2016, offset_loss: 0.4275, cls_loss: 0.1833, mask_loss: 0.2559, iou_score_loss: 0.0065, loss: 1.0747 +2022-06-02 15:02:30,198 - INFO - Epoch [35/128][20/300] lr: 0.004, eta: 9:46:40, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1850, offset_loss: 0.3814, cls_loss: 0.2051, mask_loss: 0.2968, iou_score_loss: 0.0089, loss: 1.0772 +2022-06-02 15:02:39,537 - INFO - Epoch [35/128][30/300] lr: 0.004, eta: 8:57:02, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2106, offset_loss: 0.3629, cls_loss: 0.1787, mask_loss: 0.2962, iou_score_loss: 0.0102, loss: 1.0587 +2022-06-02 15:02:49,509 - INFO - Epoch [35/128][40/300] lr: 0.004, eta: 8:39:43, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1788, offset_loss: 0.4116, cls_loss: 0.1989, mask_loss: 0.2911, iou_score_loss: 0.0078, loss: 1.0882 +2022-06-02 15:02:58,926 - INFO - Epoch [35/128][50/300] lr: 0.004, eta: 8:23:54, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1403, offset_loss: 0.3896, cls_loss: 0.1854, mask_loss: 0.2502, iou_score_loss: 0.0084, loss: 0.9740 +2022-06-02 15:03:08,255 - INFO - Epoch [35/128][60/300] lr: 0.004, eta: 8:12:45, mem: 9016, data_time: 0.00, iter_time: 0.61, semantic_loss: 0.1778, offset_loss: 0.4109, cls_loss: 0.1610, mask_loss: 0.2687, iou_score_loss: 0.0089, loss: 1.0272 +2022-06-02 15:03:18,247 - INFO - Epoch [35/128][70/300] lr: 0.004, eta: 8:09:08, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1694, offset_loss: 0.3552, cls_loss: 0.3084, mask_loss: 0.2823, iou_score_loss: 0.0083, loss: 1.1237 +2022-06-02 15:03:27,626 - INFO - Epoch [35/128][80/300] lr: 0.004, eta: 8:02:47, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2134, offset_loss: 0.5052, cls_loss: 0.1718, mask_loss: 0.2925, iou_score_loss: 0.0084, loss: 1.1915 +2022-06-02 15:03:37,016 - INFO - Epoch [35/128][90/300] lr: 0.004, eta: 7:57:49, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1995, offset_loss: 0.4159, cls_loss: 0.2711, mask_loss: 0.3171, iou_score_loss: 0.0105, loss: 1.2142 +2022-06-02 15:03:46,554 - INFO - Epoch [35/128][100/300] lr: 0.004, eta: 7:54:31, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1817, offset_loss: 0.4594, cls_loss: 0.2060, mask_loss: 0.2371, iou_score_loss: 0.0072, loss: 1.0914 +2022-06-02 15:03:55,449 - INFO - Epoch [35/128][110/300] lr: 0.004, eta: 7:49:06, mem: 9016, data_time: 0.00, iter_time: 0.60, semantic_loss: 0.1481, offset_loss: 0.3446, cls_loss: 0.2499, mask_loss: 0.2866, iou_score_loss: 0.0100, loss: 1.0391 +2022-06-02 15:04:04,884 - INFO - Epoch [35/128][120/300] lr: 0.004, eta: 7:46:42, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1536, offset_loss: 0.3279, cls_loss: 0.1681, mask_loss: 0.2414, iou_score_loss: 0.0091, loss: 0.9000 +2022-06-02 15:04:14,334 - INFO - Epoch [35/128][130/300] lr: 0.004, eta: 7:44:35, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1865, offset_loss: 0.3672, cls_loss: 0.2698, mask_loss: 0.2833, iou_score_loss: 0.0087, loss: 1.1156 +2022-06-02 15:04:23,532 - INFO - Epoch [35/128][140/300] lr: 0.004, eta: 7:41:57, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1915, offset_loss: 0.3710, cls_loss: 0.1992, mask_loss: 0.2927, iou_score_loss: 0.0095, loss: 1.0638 +2022-06-02 15:04:33,295 - INFO - Epoch [35/128][150/300] lr: 0.004, eta: 7:41:28, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1804, offset_loss: 0.4338, cls_loss: 0.2656, mask_loss: 0.2275, iou_score_loss: 0.0081, loss: 1.1153 +2022-06-02 15:04:42,486 - INFO - Epoch [35/128][160/300] lr: 0.004, eta: 7:39:20, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1782, offset_loss: 0.3547, cls_loss: 0.1830, mask_loss: 0.2581, iou_score_loss: 0.0065, loss: 0.9804 +2022-06-02 15:04:51,022 - INFO - Epoch [35/128][170/300] lr: 0.004, eta: 7:35:36, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1508, offset_loss: 0.2969, cls_loss: 0.2218, mask_loss: 0.2836, iou_score_loss: 0.0084, loss: 0.9615 +2022-06-02 15:05:00,272 - INFO - Epoch [35/128][180/300] lr: 0.004, eta: 7:34:09, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1939, offset_loss: 0.3715, cls_loss: 0.3179, mask_loss: 0.2797, iou_score_loss: 0.0117, loss: 1.1747 +2022-06-02 15:05:10,055 - INFO - Epoch [35/128][190/300] lr: 0.004, eta: 7:34:07, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2010, offset_loss: 0.3790, cls_loss: 0.2723, mask_loss: 0.2602, iou_score_loss: 0.0095, loss: 1.1220 +2022-06-02 15:05:19,115 - INFO - Epoch [35/128][200/300] lr: 0.004, eta: 7:32:25, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1925, offset_loss: 0.3454, cls_loss: 0.3003, mask_loss: 0.2898, iou_score_loss: 0.0105, loss: 1.1385 +2022-06-02 15:05:28,651 - INFO - Epoch [35/128][210/300] lr: 0.004, eta: 7:31:54, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1942, offset_loss: 0.3837, cls_loss: 0.2443, mask_loss: 0.2726, iou_score_loss: 0.0094, loss: 1.1042 +2022-06-02 15:05:39,162 - INFO - Epoch [35/128][220/300] lr: 0.004, eta: 7:33:30, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1775, offset_loss: 0.3659, cls_loss: 0.2404, mask_loss: 0.3044, iou_score_loss: 0.0078, loss: 1.0960 +2022-06-02 15:05:48,367 - INFO - Epoch [35/128][230/300] lr: 0.004, eta: 7:32:15, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1460, offset_loss: 0.3562, cls_loss: 0.1691, mask_loss: 0.2123, iou_score_loss: 0.0090, loss: 0.8927 +2022-06-02 15:05:57,055 - INFO - Epoch [35/128][240/300] lr: 0.004, eta: 7:30:07, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1714, offset_loss: 0.3397, cls_loss: 0.2499, mask_loss: 0.3230, iou_score_loss: 0.0070, loss: 1.0910 +2022-06-02 15:06:06,816 - INFO - Epoch [35/128][250/300] lr: 0.004, eta: 7:30:10, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1820, offset_loss: 0.3630, cls_loss: 0.2845, mask_loss: 0.3115, iou_score_loss: 0.0120, loss: 1.1530 +2022-06-02 15:06:16,093 - INFO - Epoch [35/128][260/300] lr: 0.004, eta: 7:29:16, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1994, offset_loss: 0.4259, cls_loss: 0.3091, mask_loss: 0.3005, iou_score_loss: 0.0081, loss: 1.2429 +2022-06-02 15:06:25,186 - INFO - Epoch [35/128][270/300] lr: 0.004, eta: 7:28:08, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1793, offset_loss: 0.4173, cls_loss: 0.2359, mask_loss: 0.2729, iou_score_loss: 0.0088, loss: 1.1142 +2022-06-02 15:06:36,077 - INFO - Epoch [35/128][280/300] lr: 0.004, eta: 7:30:08, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2399, offset_loss: 0.3807, cls_loss: 0.1958, mask_loss: 0.2919, iou_score_loss: 0.0088, loss: 1.1171 +2022-06-02 15:06:45,971 - INFO - Epoch [35/128][290/300] lr: 0.004, eta: 7:30:18, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1558, offset_loss: 0.4455, cls_loss: 0.2150, mask_loss: 0.2708, iou_score_loss: 0.0061, loss: 1.0932 +2022-06-02 15:06:55,637 - INFO - Epoch [35/128][300/300] lr: 0.004, eta: 7:30:08, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1541, offset_loss: 0.4315, cls_loss: 0.1910, mask_loss: 0.2716, iou_score_loss: 0.0091, loss: 1.0573 +2022-06-02 15:07:13,246 - INFO - Epoch [36/128][10/300] lr: 0.004, eta: 12:50:55, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1396, offset_loss: 0.3349, cls_loss: 0.2278, mask_loss: 0.2655, iou_score_loss: 0.0072, loss: 0.9750 +2022-06-02 15:07:22,210 - INFO - Epoch [36/128][20/300] lr: 0.004, eta: 9:53:10, mem: 9016, data_time: 0.00, iter_time: 0.57, semantic_loss: 0.1799, offset_loss: 0.3297, cls_loss: 0.2299, mask_loss: 0.2524, iou_score_loss: 0.0079, loss: 0.9997 +2022-06-02 15:07:31,269 - INFO - Epoch [36/128][30/300] lr: 0.004, eta: 8:55:35, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1653, offset_loss: 0.3649, cls_loss: 0.1752, mask_loss: 0.2692, iou_score_loss: 0.0071, loss: 0.9818 +2022-06-02 15:07:40,735 - INFO - Epoch [36/128][40/300] lr: 0.004, eta: 8:31:37, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1618, offset_loss: 0.3494, cls_loss: 0.1656, mask_loss: 0.2617, iou_score_loss: 0.0067, loss: 0.9452 +2022-06-02 15:07:49,819 - INFO - Epoch [36/128][50/300] lr: 0.004, eta: 8:13:02, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1544, offset_loss: 0.3572, cls_loss: 0.1701, mask_loss: 0.2619, iou_score_loss: 0.0083, loss: 0.9519 +2022-06-02 15:07:59,036 - INFO - Epoch [36/128][60/300] lr: 0.004, eta: 8:02:20, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1870, offset_loss: 0.3712, cls_loss: 0.1947, mask_loss: 0.2950, iou_score_loss: 0.0077, loss: 1.0556 +2022-06-02 15:08:08,528 - INFO - Epoch [36/128][70/300] lr: 0.004, eta: 7:56:12, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1365, offset_loss: 0.4398, cls_loss: 0.2054, mask_loss: 0.2390, iou_score_loss: 0.0102, loss: 1.0309 +2022-06-02 15:08:17,327 - INFO - Epoch [36/128][80/300] lr: 0.004, eta: 7:47:28, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1620, offset_loss: 0.4287, cls_loss: 0.2400, mask_loss: 0.2884, iou_score_loss: 0.0106, loss: 1.1297 +2022-06-02 15:08:27,048 - INFO - Epoch [36/128][90/300] lr: 0.004, eta: 7:45:28, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1591, offset_loss: 0.3451, cls_loss: 0.2298, mask_loss: 0.2742, iou_score_loss: 0.0089, loss: 1.0172 +2022-06-02 15:08:37,806 - INFO - Epoch [36/128][100/300] lr: 0.004, eta: 7:48:37, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1988, offset_loss: 0.4110, cls_loss: 0.2560, mask_loss: 0.3190, iou_score_loss: 0.0126, loss: 1.1974 +2022-06-02 15:08:46,657 - INFO - Epoch [36/128][110/300] lr: 0.004, eta: 7:43:07, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1543, offset_loss: 0.3508, cls_loss: 0.2316, mask_loss: 0.2231, iou_score_loss: 0.0106, loss: 0.9704 +2022-06-02 15:08:55,958 - INFO - Epoch [36/128][120/300] lr: 0.004, eta: 7:40:13, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1809, offset_loss: 0.3669, cls_loss: 0.2559, mask_loss: 0.2663, iou_score_loss: 0.0088, loss: 1.0789 +2022-06-02 15:09:06,910 - INFO - Epoch [36/128][130/300] lr: 0.004, eta: 7:43:43, mem: 9016, data_time: 0.00, iter_time: 1.66, semantic_loss: 0.1805, offset_loss: 0.5162, cls_loss: 0.1984, mask_loss: 0.2661, iou_score_loss: 0.0079, loss: 1.1691 +2022-06-02 15:09:15,932 - INFO - Epoch [36/128][140/300] lr: 0.004, eta: 7:40:10, mem: 9016, data_time: 0.00, iter_time: 0.61, semantic_loss: 0.1808, offset_loss: 0.4545, cls_loss: 0.3002, mask_loss: 0.2977, iou_score_loss: 0.0103, loss: 1.2436 +2022-06-02 15:09:25,801 - INFO - Epoch [36/128][150/300] lr: 0.004, eta: 7:39:51, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1686, offset_loss: 0.3405, cls_loss: 0.2170, mask_loss: 0.2576, iou_score_loss: 0.0094, loss: 0.9931 +2022-06-02 15:09:34,335 - INFO - Epoch [36/128][160/300] lr: 0.004, eta: 7:35:34, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1955, offset_loss: 0.4480, cls_loss: 0.2324, mask_loss: 0.2614, iou_score_loss: 0.0072, loss: 1.1446 +2022-06-02 15:09:44,103 - INFO - Epoch [36/128][170/300] lr: 0.004, eta: 7:35:12, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1606, offset_loss: 0.3955, cls_loss: 0.2399, mask_loss: 0.2600, iou_score_loss: 0.0065, loss: 1.0624 +2022-06-02 15:09:54,653 - INFO - Epoch [36/128][180/300] lr: 0.004, eta: 7:36:49, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1759, offset_loss: 0.4886, cls_loss: 0.1774, mask_loss: 0.2490, iou_score_loss: 0.0084, loss: 1.0994 +2022-06-02 15:10:04,616 - INFO - Epoch [36/128][190/300] lr: 0.004, eta: 7:36:51, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.2274, offset_loss: 0.4268, cls_loss: 0.2268, mask_loss: 0.2814, iou_score_loss: 0.0094, loss: 1.1719 +2022-06-02 15:10:14,029 - INFO - Epoch [36/128][200/300] lr: 0.004, eta: 7:35:33, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1424, offset_loss: 0.3737, cls_loss: 0.2638, mask_loss: 0.2872, iou_score_loss: 0.0084, loss: 1.0755 +2022-06-02 15:10:23,809 - INFO - Epoch [36/128][210/300] lr: 0.004, eta: 7:35:12, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1747, offset_loss: 0.3974, cls_loss: 0.1540, mask_loss: 0.2635, iou_score_loss: 0.0077, loss: 0.9974 +2022-06-02 15:10:33,376 - INFO - Epoch [36/128][220/300] lr: 0.004, eta: 7:34:25, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1683, offset_loss: 0.3730, cls_loss: 0.2928, mask_loss: 0.2811, iou_score_loss: 0.0109, loss: 1.1260 +2022-06-02 15:10:42,086 - INFO - Epoch [36/128][230/300] lr: 0.004, eta: 7:31:58, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1711, offset_loss: 0.3637, cls_loss: 0.2555, mask_loss: 0.2756, iou_score_loss: 0.0073, loss: 1.0732 +2022-06-02 15:10:50,903 - INFO - Epoch [36/128][240/300] lr: 0.004, eta: 7:29:56, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2470, offset_loss: 0.4504, cls_loss: 0.2685, mask_loss: 0.2903, iou_score_loss: 0.0100, loss: 1.2662 +2022-06-02 15:10:59,871 - INFO - Epoch [36/128][250/300] lr: 0.004, eta: 7:28:19, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1664, offset_loss: 0.3848, cls_loss: 0.2232, mask_loss: 0.2984, iou_score_loss: 0.0091, loss: 1.0819 +2022-06-02 15:11:09,512 - INFO - Epoch [36/128][260/300] lr: 0.004, eta: 7:27:59, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1997, offset_loss: 0.4210, cls_loss: 0.2350, mask_loss: 0.2141, iou_score_loss: 0.0077, loss: 1.0775 +2022-06-02 15:11:18,881 - INFO - Epoch [36/128][270/300] lr: 0.004, eta: 7:27:13, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1991, offset_loss: 0.4283, cls_loss: 0.2660, mask_loss: 0.3245, iou_score_loss: 0.0090, loss: 1.2268 +2022-06-02 15:11:29,096 - INFO - Epoch [36/128][280/300] lr: 0.004, eta: 7:27:53, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1514, offset_loss: 0.3534, cls_loss: 0.1770, mask_loss: 0.2445, iou_score_loss: 0.0090, loss: 0.9354 +2022-06-02 15:11:38,806 - INFO - Epoch [36/128][290/300] lr: 0.004, eta: 7:27:39, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1380, offset_loss: 0.3387, cls_loss: 0.1732, mask_loss: 0.2458, iou_score_loss: 0.0103, loss: 0.9060 +2022-06-02 15:11:47,832 - INFO - Epoch [36/128][300/300] lr: 0.004, eta: 7:26:27, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1912, offset_loss: 0.3631, cls_loss: 0.1866, mask_loss: 0.2698, iou_score_loss: 0.0087, loss: 1.0193 +2022-06-02 15:11:48,806 - INFO - Validation +2022-06-02 15:13:00,336 - INFO - Evaluate instance segmentation +2022-06-02 15:13:11,881 - INFO - AP: 0.450. AP_50: 0.662. AP_25: 0.784 +2022-06-02 15:13:11,882 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 15:13:18,806 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 15:13:18,806 - INFO - mIoU: 72.0 +2022-06-02 15:13:20,221 - INFO - Acc: 89.8 +2022-06-02 15:13:23,644 - INFO - Offset MAE: 0.442 +2022-06-02 15:13:38,690 - INFO - Epoch [37/128][10/300] lr: 0.004, eta: 11:27:29, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1884, offset_loss: 0.3387, cls_loss: 0.3066, mask_loss: 0.2996, iou_score_loss: 0.0100, loss: 1.1433 +2022-06-02 15:13:47,681 - INFO - Epoch [37/128][20/300] lr: 0.004, eta: 9:10:02, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1751, offset_loss: 0.3644, cls_loss: 0.2432, mask_loss: 0.2823, iou_score_loss: 0.0088, loss: 1.0738 +2022-06-02 15:13:57,541 - INFO - Epoch [37/128][30/300] lr: 0.004, eta: 8:37:43, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1487, offset_loss: 0.3297, cls_loss: 0.1660, mask_loss: 0.2630, iou_score_loss: 0.0048, loss: 0.9123 +2022-06-02 15:14:07,331 - INFO - Epoch [37/128][40/300] lr: 0.004, eta: 8:20:21, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1530, offset_loss: 0.3994, cls_loss: 0.2309, mask_loss: 0.2285, iou_score_loss: 0.0077, loss: 1.0196 +2022-06-02 15:14:17,151 - INFO - Epoch [37/128][50/300] lr: 0.004, eta: 8:10:22, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1736, offset_loss: 0.3686, cls_loss: 0.1951, mask_loss: 0.2798, iou_score_loss: 0.0052, loss: 1.0223 +2022-06-02 15:14:26,843 - INFO - Epoch [37/128][60/300] lr: 0.004, eta: 8:02:39, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1764, offset_loss: 0.3755, cls_loss: 0.2303, mask_loss: 0.2925, iou_score_loss: 0.0056, loss: 1.0803 +2022-06-02 15:14:35,061 - INFO - Epoch [37/128][70/300] lr: 0.004, eta: 7:47:26, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1790, offset_loss: 0.3391, cls_loss: 0.2528, mask_loss: 0.2765, iou_score_loss: 0.0087, loss: 1.0561 +2022-06-02 15:14:45,727 - INFO - Epoch [37/128][80/300] lr: 0.004, eta: 7:50:00, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2222, offset_loss: 0.3471, cls_loss: 0.2365, mask_loss: 0.3091, iou_score_loss: 0.0115, loss: 1.1264 +2022-06-02 15:14:56,463 - INFO - Epoch [37/128][90/300] lr: 0.004, eta: 7:52:22, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1680, offset_loss: 0.3792, cls_loss: 0.2103, mask_loss: 0.2690, iou_score_loss: 0.0077, loss: 1.0342 +2022-06-02 15:15:06,703 - INFO - Epoch [37/128][100/300] lr: 0.004, eta: 7:51:53, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2222, offset_loss: 0.3744, cls_loss: 0.2364, mask_loss: 0.2655, iou_score_loss: 0.0078, loss: 1.1062 +2022-06-02 15:15:16,073 - INFO - Epoch [37/128][110/300] lr: 0.004, eta: 7:47:53, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1817, offset_loss: 0.4787, cls_loss: 0.1881, mask_loss: 0.2929, iou_score_loss: 0.0096, loss: 1.1511 +2022-06-02 15:15:25,026 - INFO - Epoch [37/128][120/300] lr: 0.004, eta: 7:42:51, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1721, offset_loss: 0.3616, cls_loss: 0.2382, mask_loss: 0.2413, iou_score_loss: 0.0090, loss: 1.0221 +2022-06-02 15:15:33,724 - INFO - Epoch [37/128][130/300] lr: 0.004, eta: 7:37:40, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1357, offset_loss: 0.3925, cls_loss: 0.1864, mask_loss: 0.2444, iou_score_loss: 0.0090, loss: 0.9680 +2022-06-02 15:15:43,795 - INFO - Epoch [37/128][140/300] lr: 0.004, eta: 7:37:50, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.2557, offset_loss: 0.4121, cls_loss: 0.2876, mask_loss: 0.3330, iou_score_loss: 0.0106, loss: 1.2990 +2022-06-02 15:15:53,435 - INFO - Epoch [37/128][150/300] lr: 0.004, eta: 7:36:31, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1854, offset_loss: 0.3779, cls_loss: 0.2138, mask_loss: 0.2816, iou_score_loss: 0.0080, loss: 1.0667 +2022-06-02 15:16:02,340 - INFO - Epoch [37/128][160/300] lr: 0.004, eta: 7:33:19, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1849, offset_loss: 0.4074, cls_loss: 0.2169, mask_loss: 0.2983, iou_score_loss: 0.0099, loss: 1.1174 +2022-06-02 15:16:10,448 - INFO - Epoch [37/128][170/300] lr: 0.004, eta: 7:28:18, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1523, offset_loss: 0.3392, cls_loss: 0.1605, mask_loss: 0.2546, iou_score_loss: 0.0074, loss: 0.9141 +2022-06-02 15:16:19,775 - INFO - Epoch [37/128][180/300] lr: 0.004, eta: 7:26:53, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1818, offset_loss: 0.3426, cls_loss: 0.2201, mask_loss: 0.3084, iou_score_loss: 0.0111, loss: 1.0640 +2022-06-02 15:16:29,878 - INFO - Epoch [37/128][190/300] lr: 0.004, eta: 7:27:32, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1962, offset_loss: 0.4056, cls_loss: 0.2225, mask_loss: 0.3498, iou_score_loss: 0.0097, loss: 1.1837 +2022-06-02 15:16:39,004 - INFO - Epoch [37/128][200/300] lr: 0.004, eta: 7:25:51, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1540, offset_loss: 0.3751, cls_loss: 0.1774, mask_loss: 0.2446, iou_score_loss: 0.0062, loss: 0.9572 +2022-06-02 15:16:49,302 - INFO - Epoch [37/128][210/300] lr: 0.004, eta: 7:26:51, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1306, offset_loss: 0.4423, cls_loss: 0.3188, mask_loss: 0.2870, iou_score_loss: 0.0101, loss: 1.1888 +2022-06-02 15:16:58,500 - INFO - Epoch [37/128][220/300] lr: 0.004, eta: 7:25:27, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1848, offset_loss: 0.3903, cls_loss: 0.2348, mask_loss: 0.3178, iou_score_loss: 0.0073, loss: 1.1349 +2022-06-02 15:17:07,880 - INFO - Epoch [37/128][230/300] lr: 0.004, eta: 7:24:31, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1624, offset_loss: 0.3469, cls_loss: 0.2561, mask_loss: 0.2884, iou_score_loss: 0.0076, loss: 1.0614 +2022-06-02 15:17:17,944 - INFO - Epoch [37/128][240/300] lr: 0.004, eta: 7:24:57, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2180, offset_loss: 0.3730, cls_loss: 0.2754, mask_loss: 0.2816, iou_score_loss: 0.0077, loss: 1.1556 +2022-06-02 15:17:27,585 - INFO - Epoch [37/128][250/300] lr: 0.004, eta: 7:24:35, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1983, offset_loss: 0.3753, cls_loss: 0.3068, mask_loss: 0.2939, iou_score_loss: 0.0089, loss: 1.1832 +2022-06-02 15:17:36,472 - INFO - Epoch [37/128][260/300] lr: 0.004, eta: 7:22:53, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1797, offset_loss: 0.3996, cls_loss: 0.2417, mask_loss: 0.2973, iou_score_loss: 0.0091, loss: 1.1275 +2022-06-02 15:17:46,565 - INFO - Epoch [37/128][270/300] lr: 0.004, eta: 7:23:23, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1833, offset_loss: 0.3701, cls_loss: 0.2107, mask_loss: 0.2316, iou_score_loss: 0.0086, loss: 1.0043 +2022-06-02 15:17:56,475 - INFO - Epoch [37/128][280/300] lr: 0.004, eta: 7:23:29, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1594, offset_loss: 0.3645, cls_loss: 0.2275, mask_loss: 0.2458, iou_score_loss: 0.0086, loss: 1.0059 +2022-06-02 15:18:05,940 - INFO - Epoch [37/128][290/300] lr: 0.004, eta: 7:22:55, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1681, offset_loss: 0.3485, cls_loss: 0.2276, mask_loss: 0.2348, iou_score_loss: 0.0089, loss: 0.9880 +2022-06-02 15:18:14,854 - INFO - Epoch [37/128][300/300] lr: 0.004, eta: 7:21:31, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1926, offset_loss: 0.4450, cls_loss: 0.1982, mask_loss: 0.3146, iou_score_loss: 0.0098, loss: 1.1602 +2022-06-02 15:18:31,119 - INFO - Epoch [38/128][10/300] lr: 0.004, eta: 11:34:08, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.2816, offset_loss: 0.4447, cls_loss: 0.2468, mask_loss: 0.2746, iou_score_loss: 0.0113, loss: 1.2590 +2022-06-02 15:18:40,667 - INFO - Epoch [38/128][20/300] lr: 0.004, eta: 9:23:29, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1746, offset_loss: 0.3176, cls_loss: 0.2189, mask_loss: 0.2299, iou_score_loss: 0.0086, loss: 0.9495 +2022-06-02 15:18:49,596 - INFO - Epoch [38/128][30/300] lr: 0.004, eta: 8:31:01, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1536, offset_loss: 0.3349, cls_loss: 0.1873, mask_loss: 0.2824, iou_score_loss: 0.0083, loss: 0.9666 +2022-06-02 15:18:59,552 - INFO - Epoch [38/128][40/300] lr: 0.004, eta: 8:16:14, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1614, offset_loss: 0.3874, cls_loss: 0.2144, mask_loss: 0.3251, iou_score_loss: 0.0067, loss: 1.0951 +2022-06-02 15:19:09,105 - INFO - Epoch [38/128][50/300] lr: 0.004, eta: 8:03:35, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1941, offset_loss: 0.4132, cls_loss: 0.2128, mask_loss: 0.3153, iou_score_loss: 0.0084, loss: 1.1438 +2022-06-02 15:19:18,443 - INFO - Epoch [38/128][60/300] lr: 0.004, eta: 7:53:32, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1971, offset_loss: 0.4505, cls_loss: 0.2202, mask_loss: 0.2928, iou_score_loss: 0.0129, loss: 1.1734 +2022-06-02 15:19:28,528 - INFO - Epoch [38/128][70/300] lr: 0.004, eta: 7:51:05, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1794, offset_loss: 0.3398, cls_loss: 0.2420, mask_loss: 0.2694, iou_score_loss: 0.0086, loss: 1.0392 +2022-06-02 15:19:38,828 - INFO - Epoch [38/128][80/300] lr: 0.004, eta: 7:50:25, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1576, offset_loss: 0.4058, cls_loss: 0.2045, mask_loss: 0.2578, iou_score_loss: 0.0081, loss: 1.0338 +2022-06-02 15:19:47,874 - INFO - Epoch [38/128][90/300] lr: 0.004, eta: 7:43:39, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1317, offset_loss: 0.3724, cls_loss: 0.2252, mask_loss: 0.2555, iou_score_loss: 0.0090, loss: 0.9937 +2022-06-02 15:19:56,858 - INFO - Epoch [38/128][100/300] lr: 0.004, eta: 7:37:47, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1405, offset_loss: 0.3562, cls_loss: 0.1330, mask_loss: 0.2412, iou_score_loss: 0.0092, loss: 0.8801 +2022-06-02 15:20:06,305 - INFO - Epoch [38/128][110/300] lr: 0.004, eta: 7:35:00, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.2137, offset_loss: 0.3801, cls_loss: 0.2422, mask_loss: 0.3189, iou_score_loss: 0.0116, loss: 1.1666 +2022-06-02 15:20:16,462 - INFO - Epoch [38/128][120/300] lr: 0.004, eta: 7:35:16, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1509, offset_loss: 0.3966, cls_loss: 0.2644, mask_loss: 0.2863, iou_score_loss: 0.0085, loss: 1.1067 +2022-06-02 15:20:24,993 - INFO - Epoch [38/128][130/300] lr: 0.004, eta: 7:29:46, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2140, offset_loss: 0.3914, cls_loss: 0.2236, mask_loss: 0.2897, iou_score_loss: 0.0076, loss: 1.1263 +2022-06-02 15:20:34,672 - INFO - Epoch [38/128][140/300] lr: 0.004, eta: 7:28:49, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.2105, offset_loss: 0.4221, cls_loss: 0.2356, mask_loss: 0.2761, iou_score_loss: 0.0058, loss: 1.1502 +2022-06-02 15:20:43,750 - INFO - Epoch [38/128][150/300] lr: 0.004, eta: 7:26:08, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1513, offset_loss: 0.3402, cls_loss: 0.2411, mask_loss: 0.3146, iou_score_loss: 0.0095, loss: 1.0567 +2022-06-02 15:20:52,860 - INFO - Epoch [38/128][160/300] lr: 0.004, eta: 7:23:50, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1831, offset_loss: 0.3774, cls_loss: 0.2036, mask_loss: 0.3007, iou_score_loss: 0.0094, loss: 1.0743 +2022-06-02 15:21:02,396 - INFO - Epoch [38/128][170/300] lr: 0.004, eta: 7:22:57, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.2678, offset_loss: 0.4687, cls_loss: 0.2051, mask_loss: 0.3066, iou_score_loss: 0.0102, loss: 1.2583 +2022-06-02 15:21:11,329 - INFO - Epoch [38/128][180/300] lr: 0.004, eta: 7:20:36, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1912, offset_loss: 0.3509, cls_loss: 0.2526, mask_loss: 0.2618, iou_score_loss: 0.0085, loss: 1.0650 +2022-06-02 15:21:21,843 - INFO - Epoch [38/128][190/300] lr: 0.004, eta: 7:22:16, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2316, offset_loss: 0.3683, cls_loss: 0.2004, mask_loss: 0.2717, iou_score_loss: 0.0087, loss: 1.0807 +2022-06-02 15:21:31,452 - INFO - Epoch [38/128][200/300] lr: 0.004, eta: 7:21:42, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1884, offset_loss: 0.3400, cls_loss: 0.2014, mask_loss: 0.3022, iou_score_loss: 0.0085, loss: 1.0405 +2022-06-02 15:21:40,830 - INFO - Epoch [38/128][210/300] lr: 0.004, eta: 7:20:41, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1732, offset_loss: 0.4066, cls_loss: 0.2612, mask_loss: 0.2422, iou_score_loss: 0.0100, loss: 1.0933 +2022-06-02 15:21:50,098 - INFO - Epoch [38/128][220/300] lr: 0.004, eta: 7:19:30, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1523, offset_loss: 0.4401, cls_loss: 0.2129, mask_loss: 0.2127, iou_score_loss: 0.0082, loss: 1.0262 +2022-06-02 15:21:59,112 - INFO - Epoch [38/128][230/300] lr: 0.004, eta: 7:17:54, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1397, offset_loss: 0.4362, cls_loss: 0.2183, mask_loss: 0.2705, iou_score_loss: 0.0085, loss: 1.0731 +2022-06-02 15:22:10,028 - INFO - Epoch [38/128][240/300] lr: 0.004, eta: 7:19:59, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1802, offset_loss: 0.3702, cls_loss: 0.2014, mask_loss: 0.2755, iou_score_loss: 0.0087, loss: 1.0359 +2022-06-02 15:22:19,797 - INFO - Epoch [38/128][250/300] lr: 0.004, eta: 7:19:51, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1951, offset_loss: 0.3365, cls_loss: 0.2407, mask_loss: 0.2819, iou_score_loss: 0.0082, loss: 1.0623 +2022-06-02 15:22:29,153 - INFO - Epoch [38/128][260/300] lr: 0.004, eta: 7:19:02, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1781, offset_loss: 0.4181, cls_loss: 0.2073, mask_loss: 0.2703, iou_score_loss: 0.0073, loss: 1.0811 +2022-06-02 15:22:40,216 - INFO - Epoch [38/128][270/300] lr: 0.004, eta: 7:21:04, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1644, offset_loss: 0.4161, cls_loss: 0.3099, mask_loss: 0.2366, iou_score_loss: 0.0084, loss: 1.1354 +2022-06-02 15:22:50,258 - INFO - Epoch [38/128][280/300] lr: 0.004, eta: 7:21:19, mem: 9016, data_time: 0.00, iter_time: 1.51, semantic_loss: 0.1496, offset_loss: 0.4076, cls_loss: 0.2168, mask_loss: 0.2527, iou_score_loss: 0.0096, loss: 1.0364 +2022-06-02 15:23:00,856 - INFO - Epoch [38/128][290/300] lr: 0.004, eta: 7:22:23, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1514, offset_loss: 0.3896, cls_loss: 0.2958, mask_loss: 0.2730, iou_score_loss: 0.0075, loss: 1.1172 +2022-06-02 15:23:09,185 - INFO - Epoch [38/128][300/300] lr: 0.004, eta: 7:19:59, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2231, offset_loss: 0.4070, cls_loss: 0.2364, mask_loss: 0.3264, iou_score_loss: 0.0086, loss: 1.2014 +2022-06-02 15:23:26,826 - INFO - Epoch [39/128][10/300] lr: 0.004, eta: 12:24:10, mem: 9016, data_time: 0.00, iter_time: 0.61, semantic_loss: 0.1835, offset_loss: 0.3939, cls_loss: 0.1956, mask_loss: 0.2782, iou_score_loss: 0.0111, loss: 1.0622 +2022-06-02 15:23:36,834 - INFO - Epoch [39/128][20/300] lr: 0.004, eta: 9:56:44, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1486, offset_loss: 0.3940, cls_loss: 0.2157, mask_loss: 0.2508, iou_score_loss: 0.0072, loss: 1.0163 +2022-06-02 15:23:45,744 - INFO - Epoch [39/128][30/300] lr: 0.004, eta: 8:51:10, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2115, offset_loss: 0.4222, cls_loss: 0.1892, mask_loss: 0.3165, iou_score_loss: 0.0087, loss: 1.1481 +2022-06-02 15:23:54,604 - INFO - Epoch [39/128][40/300] lr: 0.004, eta: 8:17:53, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1679, offset_loss: 0.3655, cls_loss: 0.1558, mask_loss: 0.2463, iou_score_loss: 0.0058, loss: 0.9413 +2022-06-02 15:24:04,423 - INFO - Epoch [39/128][50/300] lr: 0.004, eta: 8:06:18, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1767, offset_loss: 0.4019, cls_loss: 0.2045, mask_loss: 0.2660, iou_score_loss: 0.0086, loss: 1.0577 +2022-06-02 15:24:14,510 - INFO - Epoch [39/128][60/300] lr: 0.004, eta: 8:00:29, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1701, offset_loss: 0.3877, cls_loss: 0.1955, mask_loss: 0.2917, iou_score_loss: 0.0107, loss: 1.0557 +2022-06-02 15:24:23,173 - INFO - Epoch [39/128][70/300] lr: 0.004, eta: 7:47:18, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1683, offset_loss: 0.3917, cls_loss: 0.2163, mask_loss: 0.2495, iou_score_loss: 0.0069, loss: 1.0326 +2022-06-02 15:24:32,233 - INFO - Epoch [39/128][80/300] lr: 0.004, eta: 7:39:23, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1609, offset_loss: 0.4369, cls_loss: 0.2509, mask_loss: 0.2607, iou_score_loss: 0.0080, loss: 1.1174 +2022-06-02 15:24:40,992 - INFO - Epoch [39/128][90/300] lr: 0.004, eta: 7:31:56, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2029, offset_loss: 0.3597, cls_loss: 0.2276, mask_loss: 0.2625, iou_score_loss: 0.0066, loss: 1.0593 +2022-06-02 15:24:50,750 - INFO - Epoch [39/128][100/300] lr: 0.004, eta: 7:30:25, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2013, offset_loss: 0.3677, cls_loss: 0.3038, mask_loss: 0.2391, iou_score_loss: 0.0093, loss: 1.1213 +2022-06-02 15:24:59,410 - INFO - Epoch [39/128][110/300] lr: 0.004, eta: 7:24:34, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1615, offset_loss: 0.3262, cls_loss: 0.1763, mask_loss: 0.2540, iou_score_loss: 0.0065, loss: 0.9246 +2022-06-02 15:25:08,894 - INFO - Epoch [39/128][120/300] lr: 0.004, eta: 7:22:48, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1481, offset_loss: 0.3784, cls_loss: 0.2102, mask_loss: 0.2747, iou_score_loss: 0.0084, loss: 1.0197 +2022-06-02 15:25:18,667 - INFO - Epoch [39/128][130/300] lr: 0.004, eta: 7:22:12, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1631, offset_loss: 0.3060, cls_loss: 0.2059, mask_loss: 0.2683, iou_score_loss: 0.0073, loss: 0.9506 +2022-06-02 15:25:28,262 - INFO - Epoch [39/128][140/300] lr: 0.004, eta: 7:21:10, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1774, offset_loss: 0.4323, cls_loss: 0.1976, mask_loss: 0.2565, iou_score_loss: 0.0074, loss: 1.0713 +2022-06-02 15:25:37,631 - INFO - Epoch [39/128][150/300] lr: 0.004, eta: 7:19:35, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1929, offset_loss: 0.3315, cls_loss: 0.2143, mask_loss: 0.2821, iou_score_loss: 0.0099, loss: 1.0307 +2022-06-02 15:25:47,310 - INFO - Epoch [39/128][160/300] lr: 0.004, eta: 7:19:01, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1839, offset_loss: 0.4005, cls_loss: 0.2278, mask_loss: 0.2891, iou_score_loss: 0.0066, loss: 1.1079 +2022-06-02 15:25:55,939 - INFO - Epoch [39/128][170/300] lr: 0.004, eta: 7:15:41, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1747, offset_loss: 0.3787, cls_loss: 0.1862, mask_loss: 0.2906, iou_score_loss: 0.0086, loss: 1.0388 +2022-06-02 15:26:05,829 - INFO - Epoch [39/128][180/300] lr: 0.004, eta: 7:15:56, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2008, offset_loss: 0.3776, cls_loss: 0.2392, mask_loss: 0.2641, iou_score_loss: 0.0110, loss: 1.0927 +2022-06-02 15:26:15,124 - INFO - Epoch [39/128][190/300] lr: 0.004, eta: 7:14:40, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1679, offset_loss: 0.3526, cls_loss: 0.1600, mask_loss: 0.2897, iou_score_loss: 0.0055, loss: 0.9757 +2022-06-02 15:26:25,083 - INFO - Epoch [39/128][200/300] lr: 0.004, eta: 7:15:02, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1843, offset_loss: 0.3367, cls_loss: 0.1522, mask_loss: 0.2797, iou_score_loss: 0.0084, loss: 0.9614 +2022-06-02 15:26:34,623 - INFO - Epoch [39/128][210/300] lr: 0.004, eta: 7:14:25, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1554, offset_loss: 0.3494, cls_loss: 0.2478, mask_loss: 0.2890, iou_score_loss: 0.0087, loss: 1.0502 +2022-06-02 15:26:44,307 - INFO - Epoch [39/128][220/300] lr: 0.004, eta: 7:14:09, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2003, offset_loss: 0.3755, cls_loss: 0.1999, mask_loss: 0.3108, iou_score_loss: 0.0086, loss: 1.0951 +2022-06-02 15:26:52,800 - INFO - Epoch [39/128][230/300] lr: 0.004, eta: 7:11:37, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.2090, offset_loss: 0.3822, cls_loss: 0.4127, mask_loss: 0.2676, iou_score_loss: 0.0090, loss: 1.2805 +2022-06-02 15:27:03,050 - INFO - Epoch [39/128][240/300] lr: 0.004, eta: 7:12:30, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1965, offset_loss: 0.3746, cls_loss: 0.2742, mask_loss: 0.2880, iou_score_loss: 0.0145, loss: 1.1478 +2022-06-02 15:27:12,907 - INFO - Epoch [39/128][250/300] lr: 0.004, eta: 7:12:38, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1361, offset_loss: 0.3630, cls_loss: 0.1833, mask_loss: 0.2489, iou_score_loss: 0.0073, loss: 0.9385 +2022-06-02 15:27:24,552 - INFO - Epoch [39/128][260/300] lr: 0.004, eta: 7:15:49, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1808, offset_loss: 0.3677, cls_loss: 0.1983, mask_loss: 0.2501, iou_score_loss: 0.0087, loss: 1.0056 +2022-06-02 15:27:35,064 - INFO - Epoch [39/128][270/300] lr: 0.004, eta: 7:16:52, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1978, offset_loss: 0.3926, cls_loss: 0.2433, mask_loss: 0.2795, iou_score_loss: 0.0093, loss: 1.1225 +2022-06-02 15:27:44,534 - INFO - Epoch [39/128][280/300] lr: 0.004, eta: 7:16:10, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.2149, offset_loss: 0.3352, cls_loss: 0.2253, mask_loss: 0.2962, iou_score_loss: 0.0093, loss: 1.0809 +2022-06-02 15:27:54,316 - INFO - Epoch [39/128][290/300] lr: 0.004, eta: 7:16:00, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1598, offset_loss: 0.3152, cls_loss: 0.2378, mask_loss: 0.2696, iou_score_loss: 0.0093, loss: 0.9917 +2022-06-02 15:28:03,485 - INFO - Epoch [39/128][300/300] lr: 0.004, eta: 7:14:54, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1917, offset_loss: 0.3826, cls_loss: 0.2252, mask_loss: 0.2673, iou_score_loss: 0.0096, loss: 1.0764 +2022-06-02 15:28:20,564 - INFO - Epoch [40/128][10/300] lr: 0.004, eta: 11:53:13, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2032, offset_loss: 0.3903, cls_loss: 0.2077, mask_loss: 0.2611, iou_score_loss: 0.0070, loss: 1.0694 +2022-06-02 15:28:29,608 - INFO - Epoch [40/128][20/300] lr: 0.004, eta: 9:17:36, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1540, offset_loss: 0.3627, cls_loss: 0.1786, mask_loss: 0.2376, iou_score_loss: 0.0077, loss: 0.9406 +2022-06-02 15:28:38,870 - INFO - Epoch [40/128][30/300] lr: 0.004, eta: 8:28:50, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1981, offset_loss: 0.3559, cls_loss: 0.2615, mask_loss: 0.2426, iou_score_loss: 0.0095, loss: 1.0676 +2022-06-02 15:28:48,046 - INFO - Epoch [40/128][40/300] lr: 0.004, eta: 8:03:23, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2197, offset_loss: 0.4291, cls_loss: 0.3045, mask_loss: 0.2768, iou_score_loss: 0.0079, loss: 1.2379 +2022-06-02 15:28:57,166 - INFO - Epoch [40/128][50/300] lr: 0.004, eta: 7:47:32, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.2246, offset_loss: 0.3874, cls_loss: 0.2090, mask_loss: 0.3063, iou_score_loss: 0.0103, loss: 1.1375 +2022-06-02 15:29:06,395 - INFO - Epoch [40/128][60/300] lr: 0.004, eta: 7:37:44, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1600, offset_loss: 0.3441, cls_loss: 0.1955, mask_loss: 0.2851, iou_score_loss: 0.0068, loss: 0.9915 +2022-06-02 15:29:16,804 - INFO - Epoch [40/128][70/300] lr: 0.004, eta: 7:38:14, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1675, offset_loss: 0.3877, cls_loss: 0.2716, mask_loss: 0.3268, iou_score_loss: 0.0112, loss: 1.1648 +2022-06-02 15:29:26,497 - INFO - Epoch [40/128][80/300] lr: 0.004, eta: 7:34:32, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1956, offset_loss: 0.3884, cls_loss: 0.1773, mask_loss: 0.2645, iou_score_loss: 0.0068, loss: 1.0326 +2022-06-02 15:29:35,107 - INFO - Epoch [40/128][90/300] lr: 0.004, eta: 7:26:21, mem: 9016, data_time: 0.30, iter_time: 1.43, semantic_loss: 0.2091, offset_loss: 0.3992, cls_loss: 0.2223, mask_loss: 0.2694, iou_score_loss: 0.0076, loss: 1.1075 +2022-06-02 15:29:44,248 - INFO - Epoch [40/128][100/300] lr: 0.004, eta: 7:22:03, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1728, offset_loss: 0.4302, cls_loss: 0.2209, mask_loss: 0.3453, iou_score_loss: 0.0085, loss: 1.1777 +2022-06-02 15:29:54,055 - INFO - Epoch [40/128][110/300] lr: 0.004, eta: 7:21:14, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1878, offset_loss: 0.3602, cls_loss: 0.2158, mask_loss: 0.2444, iou_score_loss: 0.0066, loss: 1.0147 +2022-06-02 15:30:04,096 - INFO - Epoch [40/128][120/300] lr: 0.004, eta: 7:21:23, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2183, offset_loss: 0.4835, cls_loss: 0.3004, mask_loss: 0.3012, iou_score_loss: 0.0065, loss: 1.3099 +2022-06-02 15:30:13,305 - INFO - Epoch [40/128][130/300] lr: 0.004, eta: 7:18:39, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1955, offset_loss: 0.3788, cls_loss: 0.2009, mask_loss: 0.2647, iou_score_loss: 0.0107, loss: 1.0506 +2022-06-02 15:30:22,458 - INFO - Epoch [40/128][140/300] lr: 0.004, eta: 7:16:03, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1959, offset_loss: 0.4050, cls_loss: 0.1941, mask_loss: 0.2832, iou_score_loss: 0.0088, loss: 1.0870 +2022-06-02 15:30:32,336 - INFO - Epoch [40/128][150/300] lr: 0.004, eta: 7:16:01, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1722, offset_loss: 0.4470, cls_loss: 0.2135, mask_loss: 0.2389, iou_score_loss: 0.0071, loss: 1.0787 +2022-06-02 15:30:42,532 - INFO - Epoch [40/128][160/300] lr: 0.004, eta: 7:16:48, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1763, offset_loss: 0.3720, cls_loss: 0.1885, mask_loss: 0.2868, iou_score_loss: 0.0089, loss: 1.0326 +2022-06-02 15:30:51,520 - INFO - Epoch [40/128][170/300] lr: 0.004, eta: 7:14:20, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1578, offset_loss: 0.3798, cls_loss: 0.1883, mask_loss: 0.2715, iou_score_loss: 0.0081, loss: 1.0055 +2022-06-02 15:31:01,069 - INFO - Epoch [40/128][180/300] lr: 0.004, eta: 7:13:30, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2111, offset_loss: 0.3666, cls_loss: 0.2050, mask_loss: 0.2697, iou_score_loss: 0.0075, loss: 1.0598 +2022-06-02 15:31:10,467 - INFO - Epoch [40/128][190/300] lr: 0.004, eta: 7:12:22, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1820, offset_loss: 0.3724, cls_loss: 0.2398, mask_loss: 0.2574, iou_score_loss: 0.0091, loss: 1.0606 +2022-06-02 15:31:19,759 - INFO - Epoch [40/128][200/300] lr: 0.004, eta: 7:11:07, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2147, offset_loss: 0.3812, cls_loss: 0.2588, mask_loss: 0.3254, iou_score_loss: 0.0086, loss: 1.1888 +2022-06-02 15:31:28,731 - INFO - Epoch [40/128][210/300] lr: 0.004, eta: 7:09:18, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1538, offset_loss: 0.4390, cls_loss: 0.1867, mask_loss: 0.2937, iou_score_loss: 0.0083, loss: 1.0814 +2022-06-02 15:31:38,959 - INFO - Epoch [40/128][220/300] lr: 0.004, eta: 7:10:07, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1573, offset_loss: 0.4347, cls_loss: 0.2053, mask_loss: 0.2455, iou_score_loss: 0.0081, loss: 1.0508 +2022-06-02 15:31:49,094 - INFO - Epoch [40/128][230/300] lr: 0.004, eta: 7:10:44, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2268, offset_loss: 0.4692, cls_loss: 0.2200, mask_loss: 0.3137, iou_score_loss: 0.0087, loss: 1.2385 +2022-06-02 15:31:57,490 - INFO - Epoch [40/128][240/300] lr: 0.004, eta: 7:08:02, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1754, offset_loss: 0.3250, cls_loss: 0.1987, mask_loss: 0.2652, iou_score_loss: 0.0072, loss: 0.9715 +2022-06-02 15:32:07,095 - INFO - Epoch [40/128][250/300] lr: 0.004, eta: 7:07:43, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2256, offset_loss: 0.3594, cls_loss: 0.2775, mask_loss: 0.3198, iou_score_loss: 0.0098, loss: 1.1922 +2022-06-02 15:32:16,500 - INFO - Epoch [40/128][260/300] lr: 0.004, eta: 7:07:03, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.2058, offset_loss: 0.3595, cls_loss: 0.2758, mask_loss: 0.3030, iou_score_loss: 0.0111, loss: 1.1553 +2022-06-02 15:32:25,947 - INFO - Epoch [40/128][270/300] lr: 0.004, eta: 7:06:29, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1620, offset_loss: 0.3741, cls_loss: 0.1732, mask_loss: 0.3104, iou_score_loss: 0.0097, loss: 1.0293 +2022-06-02 15:32:35,346 - INFO - Epoch [40/128][280/300] lr: 0.004, eta: 7:05:50, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1596, offset_loss: 0.3815, cls_loss: 0.1794, mask_loss: 0.2640, iou_score_loss: 0.0087, loss: 0.9933 +2022-06-02 15:32:47,295 - INFO - Epoch [40/128][290/300] lr: 0.004, eta: 7:09:09, mem: 9016, data_time: 0.00, iter_time: 1.53, semantic_loss: 0.1866, offset_loss: 0.3505, cls_loss: 0.2153, mask_loss: 0.3351, iou_score_loss: 0.0098, loss: 1.0973 +2022-06-02 15:32:55,066 - INFO - Epoch [40/128][300/300] lr: 0.004, eta: 7:06:07, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1400, offset_loss: 0.4197, cls_loss: 0.2532, mask_loss: 0.2635, iou_score_loss: 0.0085, loss: 1.0850 +2022-06-02 15:32:56,015 - INFO - Validation +2022-06-02 15:34:07,205 - INFO - Evaluate instance segmentation +2022-06-02 15:34:18,904 - INFO - AP: 0.454. AP_50: 0.666. AP_25: 0.789 +2022-06-02 15:34:18,905 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 15:34:25,793 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 15:34:25,793 - INFO - mIoU: 72.0 +2022-06-02 15:34:27,232 - INFO - Acc: 89.8 +2022-06-02 15:34:30,790 - INFO - Offset MAE: 0.442 +2022-06-02 15:34:46,126 - INFO - Epoch [41/128][10/300] lr: 0.004, eta: 11:09:29, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1619, offset_loss: 0.3856, cls_loss: 0.2298, mask_loss: 0.3054, iou_score_loss: 0.0107, loss: 1.0933 +2022-06-02 15:34:55,383 - INFO - Epoch [41/128][20/300] lr: 0.004, eta: 8:58:13, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1669, offset_loss: 0.3860, cls_loss: 0.2025, mask_loss: 0.2518, iou_score_loss: 0.0093, loss: 1.0164 +2022-06-02 15:35:04,388 - INFO - Epoch [41/128][30/300] lr: 0.004, eta: 8:10:39, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1542, offset_loss: 0.3532, cls_loss: 0.1585, mask_loss: 0.2387, iou_score_loss: 0.0075, loss: 0.9121 +2022-06-02 15:35:15,320 - INFO - Epoch [41/128][40/300] lr: 0.004, eta: 8:08:03, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1601, offset_loss: 0.3620, cls_loss: 0.1816, mask_loss: 0.2856, iou_score_loss: 0.0070, loss: 0.9963 +2022-06-02 15:35:25,558 - INFO - Epoch [41/128][50/300] lr: 0.004, eta: 8:00:05, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1861, offset_loss: 0.3738, cls_loss: 0.2673, mask_loss: 0.2729, iou_score_loss: 0.0101, loss: 1.1102 +2022-06-02 15:35:35,216 - INFO - Epoch [41/128][60/300] lr: 0.004, eta: 7:50:35, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1446, offset_loss: 0.3435, cls_loss: 0.2019, mask_loss: 0.2517, iou_score_loss: 0.0077, loss: 0.9493 +2022-06-02 15:35:45,234 - INFO - Epoch [41/128][70/300] lr: 0.004, eta: 7:46:06, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1820, offset_loss: 0.3569, cls_loss: 0.2670, mask_loss: 0.2383, iou_score_loss: 0.0079, loss: 1.0520 +2022-06-02 15:35:54,107 - INFO - Epoch [41/128][80/300] lr: 0.004, eta: 7:36:17, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2136, offset_loss: 0.4654, cls_loss: 0.1701, mask_loss: 0.2714, iou_score_loss: 0.0072, loss: 1.1278 +2022-06-02 15:36:03,168 - INFO - Epoch [41/128][90/300] lr: 0.004, eta: 7:29:33, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1572, offset_loss: 0.3932, cls_loss: 0.2045, mask_loss: 0.2767, iou_score_loss: 0.0071, loss: 1.0386 +2022-06-02 15:36:12,395 - INFO - Epoch [41/128][100/300] lr: 0.004, eta: 7:24:56, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.2052, offset_loss: 0.3805, cls_loss: 0.2036, mask_loss: 0.3034, iou_score_loss: 0.0062, loss: 1.0989 +2022-06-02 15:36:21,460 - INFO - Epoch [41/128][110/300] lr: 0.004, eta: 7:20:27, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1705, offset_loss: 0.3506, cls_loss: 0.2649, mask_loss: 0.2589, iou_score_loss: 0.0081, loss: 1.0530 +2022-06-02 15:36:31,922 - INFO - Epoch [41/128][120/300] lr: 0.004, eta: 7:21:46, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.2086, offset_loss: 0.3779, cls_loss: 0.2158, mask_loss: 0.3201, iou_score_loss: 0.0083, loss: 1.1306 +2022-06-02 15:36:41,557 - INFO - Epoch [41/128][130/300] lr: 0.004, eta: 7:20:02, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1956, offset_loss: 0.3556, cls_loss: 0.1639, mask_loss: 0.2724, iou_score_loss: 0.0085, loss: 0.9961 +2022-06-02 15:36:50,540 - INFO - Epoch [41/128][140/300] lr: 0.004, eta: 7:16:31, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1787, offset_loss: 0.3506, cls_loss: 0.2499, mask_loss: 0.2919, iou_score_loss: 0.0078, loss: 1.0789 +2022-06-02 15:37:00,718 - INFO - Epoch [41/128][150/300] lr: 0.004, eta: 7:16:57, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.2152, offset_loss: 0.3868, cls_loss: 0.2225, mask_loss: 0.2697, iou_score_loss: 0.0093, loss: 1.1036 +2022-06-02 15:37:10,219 - INFO - Epoch [41/128][160/300] lr: 0.004, eta: 7:15:31, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.2068, offset_loss: 0.3825, cls_loss: 0.2625, mask_loss: 0.3040, iou_score_loss: 0.0087, loss: 1.1644 +2022-06-02 15:37:18,836 - INFO - Epoch [41/128][170/300] lr: 0.004, eta: 7:11:53, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1385, offset_loss: 0.3317, cls_loss: 0.2559, mask_loss: 0.2501, iou_score_loss: 0.0082, loss: 0.9843 +2022-06-02 15:37:28,358 - INFO - Epoch [41/128][180/300] lr: 0.004, eta: 7:10:47, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1563, offset_loss: 0.3576, cls_loss: 0.2208, mask_loss: 0.2426, iou_score_loss: 0.0102, loss: 0.9875 +2022-06-02 15:37:37,202 - INFO - Epoch [41/128][190/300] lr: 0.004, eta: 7:08:21, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1612, offset_loss: 0.3370, cls_loss: 0.1989, mask_loss: 0.2504, iou_score_loss: 0.0079, loss: 0.9554 +2022-06-02 15:37:47,935 - INFO - Epoch [41/128][200/300] lr: 0.004, eta: 7:10:13, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1759, offset_loss: 0.3931, cls_loss: 0.1944, mask_loss: 0.2913, iou_score_loss: 0.0078, loss: 1.0625 +2022-06-02 15:37:57,246 - INFO - Epoch [41/128][210/300] lr: 0.004, eta: 7:08:54, mem: 9016, data_time: 0.00, iter_time: 0.60, semantic_loss: 0.1588, offset_loss: 0.4178, cls_loss: 0.2423, mask_loss: 0.2354, iou_score_loss: 0.0080, loss: 1.0622 +2022-06-02 15:38:07,010 - INFO - Epoch [41/128][220/300] lr: 0.004, eta: 7:08:37, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1642, offset_loss: 0.4017, cls_loss: 0.2262, mask_loss: 0.3007, iou_score_loss: 0.0080, loss: 1.1007 +2022-06-02 15:38:15,438 - INFO - Epoch [41/128][230/300] lr: 0.004, eta: 7:05:49, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1995, offset_loss: 0.3426, cls_loss: 0.1722, mask_loss: 0.3030, iou_score_loss: 0.0095, loss: 1.0268 +2022-06-02 15:38:25,651 - INFO - Epoch [41/128][240/300] lr: 0.004, eta: 7:06:29, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1762, offset_loss: 0.4219, cls_loss: 0.2035, mask_loss: 0.2679, iou_score_loss: 0.0092, loss: 1.0785 +2022-06-02 15:38:35,617 - INFO - Epoch [41/128][250/300] lr: 0.004, eta: 7:06:38, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.2614, offset_loss: 0.4691, cls_loss: 0.2003, mask_loss: 0.2793, iou_score_loss: 0.0086, loss: 1.2187 +2022-06-02 15:38:45,906 - INFO - Epoch [41/128][260/300] lr: 0.004, eta: 7:07:19, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1556, offset_loss: 0.3262, cls_loss: 0.1751, mask_loss: 0.2537, iou_score_loss: 0.0106, loss: 0.9212 +2022-06-02 15:38:56,108 - INFO - Epoch [41/128][270/300] lr: 0.004, eta: 7:07:45, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1790, offset_loss: 0.3604, cls_loss: 0.1744, mask_loss: 0.2892, iou_score_loss: 0.0060, loss: 1.0090 +2022-06-02 15:39:06,203 - INFO - Epoch [41/128][280/300] lr: 0.004, eta: 7:08:03, mem: 9016, data_time: 0.00, iter_time: 1.38, semantic_loss: 0.1911, offset_loss: 0.3602, cls_loss: 0.2050, mask_loss: 0.2735, iou_score_loss: 0.0080, loss: 1.0377 +2022-06-02 15:39:15,499 - INFO - Epoch [41/128][290/300] lr: 0.004, eta: 7:07:03, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1627, offset_loss: 0.3637, cls_loss: 0.2192, mask_loss: 0.2539, iou_score_loss: 0.0091, loss: 1.0087 +2022-06-02 15:39:23,400 - INFO - Epoch [41/128][300/300] lr: 0.004, eta: 7:04:08, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2506, offset_loss: 0.3970, cls_loss: 0.2311, mask_loss: 0.3197, iou_score_loss: 0.0095, loss: 1.2080 +2022-06-02 15:39:40,546 - INFO - Epoch [42/128][10/300] lr: 0.004, eta: 11:35:16, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1810, offset_loss: 0.4079, cls_loss: 0.2066, mask_loss: 0.2848, iou_score_loss: 0.0087, loss: 1.0890 +2022-06-02 15:39:50,582 - INFO - Epoch [42/128][20/300] lr: 0.004, eta: 9:25:47, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1892, offset_loss: 0.4467, cls_loss: 0.3233, mask_loss: 0.2521, iou_score_loss: 0.0090, loss: 1.2204 +2022-06-02 15:40:00,178 - INFO - Epoch [42/128][30/300] lr: 0.004, eta: 8:36:05, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1901, offset_loss: 0.3699, cls_loss: 0.2366, mask_loss: 0.2804, iou_score_loss: 0.0077, loss: 1.0847 +2022-06-02 15:40:09,759 - INFO - Epoch [42/128][40/300] lr: 0.004, eta: 8:10:52, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1984, offset_loss: 0.4533, cls_loss: 0.2322, mask_loss: 0.2485, iou_score_loss: 0.0105, loss: 1.1429 +2022-06-02 15:40:19,293 - INFO - Epoch [42/128][50/300] lr: 0.004, eta: 7:55:12, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.2005, offset_loss: 0.4383, cls_loss: 0.2713, mask_loss: 0.2793, iou_score_loss: 0.0098, loss: 1.1992 +2022-06-02 15:40:29,319 - INFO - Epoch [42/128][60/300] lr: 0.004, eta: 7:48:32, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1672, offset_loss: 0.4290, cls_loss: 0.2432, mask_loss: 0.2552, iou_score_loss: 0.0092, loss: 1.1037 +2022-06-02 15:40:38,907 - INFO - Epoch [42/128][70/300] lr: 0.004, eta: 7:40:52, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1182, offset_loss: 0.4213, cls_loss: 0.1559, mask_loss: 0.2543, iou_score_loss: 0.0064, loss: 0.9562 +2022-06-02 15:40:48,315 - INFO - Epoch [42/128][80/300] lr: 0.004, eta: 7:33:59, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1890, offset_loss: 0.4430, cls_loss: 0.1708, mask_loss: 0.2706, iou_score_loss: 0.0080, loss: 1.0814 +2022-06-02 15:40:57,918 - INFO - Epoch [42/128][90/300] lr: 0.004, eta: 7:29:38, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.2155, offset_loss: 0.4700, cls_loss: 0.2721, mask_loss: 0.2756, iou_score_loss: 0.0093, loss: 1.2426 +2022-06-02 15:41:07,539 - INFO - Epoch [42/128][100/300] lr: 0.004, eta: 7:26:13, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1620, offset_loss: 0.4153, cls_loss: 0.1736, mask_loss: 0.2490, iou_score_loss: 0.0065, loss: 1.0065 +2022-06-02 15:41:16,661 - INFO - Epoch [42/128][110/300] lr: 0.004, eta: 7:21:29, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1704, offset_loss: 0.3901, cls_loss: 0.1864, mask_loss: 0.2595, iou_score_loss: 0.0068, loss: 1.0132 +2022-06-02 15:41:24,880 - INFO - Epoch [42/128][120/300] lr: 0.004, eta: 7:14:12, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1518, offset_loss: 0.3539, cls_loss: 0.1984, mask_loss: 0.3152, iou_score_loss: 0.0093, loss: 1.0287 +2022-06-02 15:41:34,477 - INFO - Epoch [42/128][130/300] lr: 0.004, eta: 7:12:33, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2042, offset_loss: 0.3708, cls_loss: 0.1645, mask_loss: 0.2665, iou_score_loss: 0.0079, loss: 1.0139 +2022-06-02 15:41:43,918 - INFO - Epoch [42/128][140/300] lr: 0.004, eta: 7:10:35, mem: 9016, data_time: 0.00, iter_time: 1.38, semantic_loss: 0.2040, offset_loss: 0.4214, cls_loss: 0.2451, mask_loss: 0.2457, iou_score_loss: 0.0076, loss: 1.1239 +2022-06-02 15:41:53,808 - INFO - Epoch [42/128][150/300] lr: 0.004, eta: 7:10:21, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1675, offset_loss: 0.3962, cls_loss: 0.2033, mask_loss: 0.2506, iou_score_loss: 0.0044, loss: 1.0219 +2022-06-02 15:42:03,897 - INFO - Epoch [42/128][160/300] lr: 0.004, eta: 7:10:30, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1459, offset_loss: 0.4073, cls_loss: 0.3108, mask_loss: 0.2831, iou_score_loss: 0.0076, loss: 1.1547 +2022-06-02 15:42:12,994 - INFO - Epoch [42/128][170/300] lr: 0.004, eta: 7:08:11, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1912, offset_loss: 0.3595, cls_loss: 0.1620, mask_loss: 0.2948, iou_score_loss: 0.0065, loss: 1.0140 +2022-06-02 15:42:22,376 - INFO - Epoch [42/128][180/300] lr: 0.004, eta: 7:06:47, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1823, offset_loss: 0.4302, cls_loss: 0.2310, mask_loss: 0.2707, iou_score_loss: 0.0059, loss: 1.1202 +2022-06-02 15:42:31,815 - INFO - Epoch [42/128][190/300] lr: 0.004, eta: 7:05:34, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.2001, offset_loss: 0.3577, cls_loss: 0.2618, mask_loss: 0.2753, iou_score_loss: 0.0080, loss: 1.1029 +2022-06-02 15:42:41,842 - INFO - Epoch [42/128][200/300] lr: 0.004, eta: 7:05:49, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1545, offset_loss: 0.3388, cls_loss: 0.2002, mask_loss: 0.2441, iou_score_loss: 0.0086, loss: 0.9462 +2022-06-02 15:42:50,585 - INFO - Epoch [42/128][210/300] lr: 0.004, eta: 7:03:19, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1372, offset_loss: 0.3341, cls_loss: 0.1827, mask_loss: 0.2846, iou_score_loss: 0.0076, loss: 0.9462 +2022-06-02 15:43:00,604 - INFO - Epoch [42/128][220/300] lr: 0.004, eta: 7:03:35, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2063, offset_loss: 0.5040, cls_loss: 0.1629, mask_loss: 0.2653, iou_score_loss: 0.0114, loss: 1.1499 +2022-06-02 15:43:09,640 - INFO - Epoch [42/128][230/300] lr: 0.004, eta: 7:01:57, mem: 9016, data_time: 0.21, iter_time: 1.28, semantic_loss: 0.1831, offset_loss: 0.4254, cls_loss: 0.2707, mask_loss: 0.3096, iou_score_loss: 0.0082, loss: 1.1970 +2022-06-02 15:43:19,639 - INFO - Epoch [42/128][240/300] lr: 0.004, eta: 7:02:11, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1667, offset_loss: 0.3167, cls_loss: 0.2018, mask_loss: 0.2948, iou_score_loss: 0.0076, loss: 0.9877 +2022-06-02 15:43:29,776 - INFO - Epoch [42/128][250/300] lr: 0.004, eta: 7:02:36, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1870, offset_loss: 0.4242, cls_loss: 0.2242, mask_loss: 0.3084, iou_score_loss: 0.0100, loss: 1.1538 +2022-06-02 15:43:39,961 - INFO - Epoch [42/128][260/300] lr: 0.004, eta: 7:03:04, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1526, offset_loss: 0.3624, cls_loss: 0.2054, mask_loss: 0.2888, iou_score_loss: 0.0090, loss: 1.0184 +2022-06-02 15:43:49,247 - INFO - Epoch [42/128][270/300] lr: 0.004, eta: 7:02:02, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1611, offset_loss: 0.3740, cls_loss: 0.1908, mask_loss: 0.2823, iou_score_loss: 0.0093, loss: 1.0175 +2022-06-02 15:43:58,170 - INFO - Epoch [42/128][280/300] lr: 0.004, eta: 7:00:31, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1649, offset_loss: 0.3298, cls_loss: 0.1975, mask_loss: 0.2577, iou_score_loss: 0.0067, loss: 0.9566 +2022-06-02 15:44:07,261 - INFO - Epoch [42/128][290/300] lr: 0.004, eta: 6:59:18, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1388, offset_loss: 0.3512, cls_loss: 0.2192, mask_loss: 0.2231, iou_score_loss: 0.0082, loss: 0.9405 +2022-06-02 15:44:15,953 - INFO - Epoch [42/128][300/300] lr: 0.004, eta: 6:57:40, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2149, offset_loss: 0.3517, cls_loss: 0.2325, mask_loss: 0.2359, iou_score_loss: 0.0061, loss: 1.0410 +2022-06-02 15:44:33,554 - INFO - Epoch [43/128][10/300] lr: 0.004, eta: 11:51:13, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1642, offset_loss: 0.3715, cls_loss: 0.1970, mask_loss: 0.3171, iou_score_loss: 0.0089, loss: 1.0587 +2022-06-02 15:44:43,211 - INFO - Epoch [43/128][20/300] lr: 0.004, eta: 9:22:38, mem: 9016, data_time: 0.00, iter_time: 0.56, semantic_loss: 0.1528, offset_loss: 0.3683, cls_loss: 0.1485, mask_loss: 0.2578, iou_score_loss: 0.0056, loss: 0.9330 +2022-06-02 15:44:52,872 - INFO - Epoch [43/128][30/300] lr: 0.004, eta: 8:33:27, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1708, offset_loss: 0.3305, cls_loss: 0.2286, mask_loss: 0.2685, iou_score_loss: 0.0086, loss: 1.0070 +2022-06-02 15:45:02,853 - INFO - Epoch [43/128][40/300] lr: 0.004, eta: 8:12:05, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1940, offset_loss: 0.4351, cls_loss: 0.2085, mask_loss: 0.2556, iou_score_loss: 0.0106, loss: 1.1037 +2022-06-02 15:45:11,381 - INFO - Epoch [43/128][50/300] lr: 0.004, eta: 7:46:39, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2122, offset_loss: 0.4375, cls_loss: 0.2096, mask_loss: 0.2460, iou_score_loss: 0.0075, loss: 1.1127 +2022-06-02 15:45:21,023 - INFO - Epoch [43/128][60/300] lr: 0.004, eta: 7:37:43, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1703, offset_loss: 0.3721, cls_loss: 0.2355, mask_loss: 0.2598, iou_score_loss: 0.0088, loss: 1.0465 +2022-06-02 15:45:30,371 - INFO - Epoch [43/128][70/300] lr: 0.004, eta: 7:29:15, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1942, offset_loss: 0.4191, cls_loss: 0.2892, mask_loss: 0.3156, iou_score_loss: 0.0109, loss: 1.2290 +2022-06-02 15:45:40,897 - INFO - Epoch [43/128][80/300] lr: 0.004, eta: 7:29:30, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1928, offset_loss: 0.4365, cls_loss: 0.2354, mask_loss: 0.3078, iou_score_loss: 0.0076, loss: 1.1801 +2022-06-02 15:45:49,663 - INFO - Epoch [43/128][90/300] lr: 0.004, eta: 7:21:06, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1474, offset_loss: 0.3735, cls_loss: 0.2406, mask_loss: 0.2212, iou_score_loss: 0.0101, loss: 0.9928 +2022-06-02 15:45:59,732 - INFO - Epoch [43/128][100/300] lr: 0.004, eta: 7:19:49, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1839, offset_loss: 0.3485, cls_loss: 0.2676, mask_loss: 0.2562, iou_score_loss: 0.0078, loss: 1.0640 +2022-06-02 15:46:09,417 - INFO - Epoch [43/128][110/300] lr: 0.004, eta: 7:17:33, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1726, offset_loss: 0.3986, cls_loss: 0.2063, mask_loss: 0.2363, iou_score_loss: 0.0063, loss: 1.0201 +2022-06-02 15:46:18,189 - INFO - Epoch [43/128][120/300] lr: 0.004, eta: 7:12:12, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1685, offset_loss: 0.3846, cls_loss: 0.1410, mask_loss: 0.2453, iou_score_loss: 0.0080, loss: 0.9475 +2022-06-02 15:46:27,979 - INFO - Epoch [43/128][130/300] lr: 0.004, eta: 7:10:58, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1547, offset_loss: 0.3632, cls_loss: 0.2108, mask_loss: 0.2716, iou_score_loss: 0.0056, loss: 1.0058 +2022-06-02 15:46:38,132 - INFO - Epoch [43/128][140/300] lr: 0.004, eta: 7:11:05, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.2088, offset_loss: 0.3729, cls_loss: 0.1935, mask_loss: 0.2474, iou_score_loss: 0.0084, loss: 1.0311 +2022-06-02 15:46:47,822 - INFO - Epoch [43/128][150/300] lr: 0.004, eta: 7:09:44, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2062, offset_loss: 0.3930, cls_loss: 0.1969, mask_loss: 0.3066, iou_score_loss: 0.0074, loss: 1.1101 +2022-06-02 15:46:56,678 - INFO - Epoch [43/128][160/300] lr: 0.004, eta: 7:06:27, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1590, offset_loss: 0.3962, cls_loss: 0.2027, mask_loss: 0.2979, iou_score_loss: 0.0073, loss: 1.0631 +2022-06-02 15:47:05,893 - INFO - Epoch [43/128][170/300] lr: 0.004, eta: 7:04:21, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.2139, offset_loss: 0.3424, cls_loss: 0.2241, mask_loss: 0.2847, iou_score_loss: 0.0062, loss: 1.0713 +2022-06-02 15:47:14,852 - INFO - Epoch [43/128][180/300] lr: 0.004, eta: 7:01:52, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.2109, offset_loss: 0.4012, cls_loss: 0.2311, mask_loss: 0.2850, iou_score_loss: 0.0094, loss: 1.1376 +2022-06-02 15:47:23,987 - INFO - Epoch [43/128][190/300] lr: 0.004, eta: 7:00:01, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.2301, offset_loss: 0.3767, cls_loss: 0.2075, mask_loss: 0.2579, iou_score_loss: 0.0083, loss: 1.0806 +2022-06-02 15:47:34,217 - INFO - Epoch [43/128][200/300] lr: 0.004, eta: 7:00:42, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1617, offset_loss: 0.3779, cls_loss: 0.2819, mask_loss: 0.2330, iou_score_loss: 0.0070, loss: 1.0614 +2022-06-02 15:47:44,961 - INFO - Epoch [43/128][210/300] lr: 0.004, eta: 7:02:18, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1904, offset_loss: 0.3458, cls_loss: 0.2059, mask_loss: 0.2631, iou_score_loss: 0.0094, loss: 1.0147 +2022-06-02 15:47:55,682 - INFO - Epoch [43/128][220/300] lr: 0.004, eta: 7:03:45, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1618, offset_loss: 0.3748, cls_loss: 0.1872, mask_loss: 0.2714, iou_score_loss: 0.0072, loss: 1.0023 +2022-06-02 15:48:04,757 - INFO - Epoch [43/128][230/300] lr: 0.004, eta: 7:01:58, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1904, offset_loss: 0.3921, cls_loss: 0.2131, mask_loss: 0.2868, iou_score_loss: 0.0084, loss: 1.0908 +2022-06-02 15:48:13,967 - INFO - Epoch [43/128][240/300] lr: 0.004, eta: 7:00:35, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2064, offset_loss: 0.3585, cls_loss: 0.2804, mask_loss: 0.2696, iou_score_loss: 0.0096, loss: 1.1245 +2022-06-02 15:48:24,268 - INFO - Epoch [43/128][250/300] lr: 0.004, eta: 7:01:09, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1914, offset_loss: 0.4428, cls_loss: 0.1994, mask_loss: 0.3173, iou_score_loss: 0.0084, loss: 1.1593 +2022-06-02 15:48:35,420 - INFO - Epoch [43/128][260/300] lr: 0.004, eta: 7:03:03, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1712, offset_loss: 0.3640, cls_loss: 0.2274, mask_loss: 0.2780, iou_score_loss: 0.0088, loss: 1.0494 +2022-06-02 15:48:44,998 - INFO - Epoch [43/128][270/300] lr: 0.004, eta: 7:02:18, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2040, offset_loss: 0.4499, cls_loss: 0.1753, mask_loss: 0.2764, iou_score_loss: 0.0093, loss: 1.1148 +2022-06-02 15:48:56,399 - INFO - Epoch [43/128][280/300] lr: 0.004, eta: 7:04:24, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1718, offset_loss: 0.3545, cls_loss: 0.2029, mask_loss: 0.2824, iou_score_loss: 0.0092, loss: 1.0209 +2022-06-02 15:49:06,020 - INFO - Epoch [43/128][290/300] lr: 0.004, eta: 7:03:41, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1872, offset_loss: 0.3861, cls_loss: 0.1653, mask_loss: 0.2838, iou_score_loss: 0.0077, loss: 1.0300 +2022-06-02 15:49:14,296 - INFO - Epoch [43/128][300/300] lr: 0.004, eta: 7:01:09, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1899, offset_loss: 0.3471, cls_loss: 0.2846, mask_loss: 0.2717, iou_score_loss: 0.0086, loss: 1.1018 +2022-06-02 15:49:30,759 - INFO - Epoch [44/128][10/300] lr: 0.004, eta: 10:54:41, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1962, offset_loss: 0.3909, cls_loss: 0.2073, mask_loss: 0.2697, iou_score_loss: 0.0062, loss: 1.0703 +2022-06-02 15:49:39,959 - INFO - Epoch [44/128][20/300] lr: 0.004, eta: 8:42:25, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1810, offset_loss: 0.3474, cls_loss: 0.2000, mask_loss: 0.2779, iou_score_loss: 0.0113, loss: 1.0177 +2022-06-02 15:49:49,585 - INFO - Epoch [44/128][30/300] lr: 0.004, eta: 8:04:07, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2322, offset_loss: 0.4048, cls_loss: 0.2760, mask_loss: 0.3153, iou_score_loss: 0.0092, loss: 1.2375 +2022-06-02 15:49:59,018 - INFO - Epoch [44/128][40/300] lr: 0.004, eta: 7:43:12, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1629, offset_loss: 0.3358, cls_loss: 0.2443, mask_loss: 0.2527, iou_score_loss: 0.0081, loss: 1.0037 +2022-06-02 15:50:07,797 - INFO - Epoch [44/128][50/300] lr: 0.004, eta: 7:24:54, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1992, offset_loss: 0.4080, cls_loss: 0.2459, mask_loss: 0.2734, iou_score_loss: 0.0073, loss: 1.1337 +2022-06-02 15:50:17,290 - INFO - Epoch [44/128][60/300] lr: 0.004, eta: 7:17:33, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2019, offset_loss: 0.3967, cls_loss: 0.2558, mask_loss: 0.3106, iou_score_loss: 0.0089, loss: 1.1739 +2022-06-02 15:50:27,879 - INFO - Epoch [44/128][70/300] lr: 0.004, eta: 7:19:05, mem: 9016, data_time: 0.00, iter_time: 1.56, semantic_loss: 0.2220, offset_loss: 0.3955, cls_loss: 0.1774, mask_loss: 0.3314, iou_score_loss: 0.0082, loss: 1.1345 +2022-06-02 15:50:36,798 - INFO - Epoch [44/128][80/300] lr: 0.004, eta: 7:11:19, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1764, offset_loss: 0.4181, cls_loss: 0.2398, mask_loss: 0.2682, iou_score_loss: 0.0098, loss: 1.1124 +2022-06-02 15:50:46,617 - INFO - Epoch [44/128][90/300] lr: 0.004, eta: 7:09:24, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1887, offset_loss: 0.3935, cls_loss: 0.1741, mask_loss: 0.2689, iou_score_loss: 0.0082, loss: 1.0334 +2022-06-02 15:50:55,802 - INFO - Epoch [44/128][100/300] lr: 0.004, eta: 7:05:11, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1543, offset_loss: 0.3857, cls_loss: 0.1647, mask_loss: 0.3137, iou_score_loss: 0.0124, loss: 1.0309 +2022-06-02 15:51:04,953 - INFO - Epoch [44/128][110/300] lr: 0.004, eta: 7:01:35, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.2051, offset_loss: 0.4360, cls_loss: 0.2580, mask_loss: 0.2320, iou_score_loss: 0.0117, loss: 1.1428 +2022-06-02 15:51:14,888 - INFO - Epoch [44/128][120/300] lr: 0.004, eta: 7:01:16, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1566, offset_loss: 0.4009, cls_loss: 0.2943, mask_loss: 0.2843, iou_score_loss: 0.0072, loss: 1.1434 +2022-06-02 15:51:24,040 - INFO - Epoch [44/128][130/300] lr: 0.004, eta: 6:58:32, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1511, offset_loss: 0.3790, cls_loss: 0.1920, mask_loss: 0.2398, iou_score_loss: 0.0043, loss: 0.9662 +2022-06-02 15:51:33,661 - INFO - Epoch [44/128][140/300] lr: 0.004, eta: 6:57:32, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1718, offset_loss: 0.3720, cls_loss: 0.2051, mask_loss: 0.2939, iou_score_loss: 0.0107, loss: 1.0535 +2022-06-02 15:51:43,001 - INFO - Epoch [44/128][150/300] lr: 0.004, eta: 6:55:52, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1621, offset_loss: 0.3482, cls_loss: 0.2025, mask_loss: 0.2476, iou_score_loss: 0.0080, loss: 0.9684 +2022-06-02 15:51:52,781 - INFO - Epoch [44/128][160/300] lr: 0.004, eta: 6:55:32, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.2033, offset_loss: 0.3535, cls_loss: 0.2222, mask_loss: 0.2947, iou_score_loss: 0.0069, loss: 1.0807 +2022-06-02 15:52:02,180 - INFO - Epoch [44/128][170/300] lr: 0.004, eta: 6:54:17, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1535, offset_loss: 0.3934, cls_loss: 0.2483, mask_loss: 0.2700, iou_score_loss: 0.0079, loss: 1.0731 +2022-06-02 15:52:11,847 - INFO - Epoch [44/128][180/300] lr: 0.004, eta: 6:53:47, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1793, offset_loss: 0.3787, cls_loss: 0.1885, mask_loss: 0.3146, iou_score_loss: 0.0093, loss: 1.0705 +2022-06-02 15:52:21,747 - INFO - Epoch [44/128][190/300] lr: 0.004, eta: 6:53:50, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1744, offset_loss: 0.3871, cls_loss: 0.2226, mask_loss: 0.2524, iou_score_loss: 0.0060, loss: 1.0425 +2022-06-02 15:52:31,575 - INFO - Epoch [44/128][200/300] lr: 0.004, eta: 6:53:40, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1619, offset_loss: 0.3851, cls_loss: 0.2847, mask_loss: 0.2459, iou_score_loss: 0.0077, loss: 1.0853 +2022-06-02 15:52:41,604 - INFO - Epoch [44/128][210/300] lr: 0.004, eta: 6:53:58, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1635, offset_loss: 0.4084, cls_loss: 0.2127, mask_loss: 0.2631, iou_score_loss: 0.0101, loss: 1.0578 +2022-06-02 15:52:51,390 - INFO - Epoch [44/128][220/300] lr: 0.004, eta: 6:53:43, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1607, offset_loss: 0.3910, cls_loss: 0.2229, mask_loss: 0.2997, iou_score_loss: 0.0092, loss: 1.0836 +2022-06-02 15:53:00,341 - INFO - Epoch [44/128][230/300] lr: 0.004, eta: 6:51:59, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1876, offset_loss: 0.3662, cls_loss: 0.2124, mask_loss: 0.2846, iou_score_loss: 0.0106, loss: 1.0614 +2022-06-02 15:53:10,655 - INFO - Epoch [44/128][240/300] lr: 0.004, eta: 6:52:41, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1916, offset_loss: 0.4103, cls_loss: 0.1964, mask_loss: 0.2750, iou_score_loss: 0.0067, loss: 1.0800 +2022-06-02 15:53:20,528 - INFO - Epoch [44/128][250/300] lr: 0.004, eta: 6:52:43, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1629, offset_loss: 0.4309, cls_loss: 0.2067, mask_loss: 0.2667, iou_score_loss: 0.0087, loss: 1.0759 +2022-06-02 15:53:31,914 - INFO - Epoch [44/128][260/300] lr: 0.004, eta: 6:55:05, mem: 9016, data_time: 0.00, iter_time: 1.42, semantic_loss: 0.2042, offset_loss: 0.3678, cls_loss: 0.1690, mask_loss: 0.2474, iou_score_loss: 0.0070, loss: 0.9955 +2022-06-02 15:53:42,356 - INFO - Epoch [44/128][270/300] lr: 0.004, eta: 6:55:49, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1496, offset_loss: 0.3870, cls_loss: 0.1884, mask_loss: 0.2603, iou_score_loss: 0.0062, loss: 0.9914 +2022-06-02 15:53:52,474 - INFO - Epoch [44/128][280/300] lr: 0.004, eta: 6:55:59, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2393, offset_loss: 0.4028, cls_loss: 0.2507, mask_loss: 0.2824, iou_score_loss: 0.0109, loss: 1.1860 +2022-06-02 15:54:02,454 - INFO - Epoch [44/128][290/300] lr: 0.004, eta: 6:55:57, mem: 9016, data_time: 0.00, iter_time: 1.27, semantic_loss: 0.1704, offset_loss: 0.3949, cls_loss: 0.1999, mask_loss: 0.2484, iou_score_loss: 0.0082, loss: 1.0218 +2022-06-02 15:54:10,935 - INFO - Epoch [44/128][300/300] lr: 0.004, eta: 6:53:49, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1731, offset_loss: 0.3595, cls_loss: 0.1960, mask_loss: 0.3007, iou_score_loss: 0.0079, loss: 1.0373 +2022-06-02 15:54:11,888 - INFO - Validation +2022-06-02 15:55:20,670 - INFO - Evaluate instance segmentation +2022-06-02 15:55:32,189 - INFO - AP: 0.449. AP_50: 0.665. AP_25: 0.784 +2022-06-02 15:55:32,190 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 15:55:39,106 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 15:55:39,106 - INFO - mIoU: 72.0 +2022-06-02 15:55:40,496 - INFO - Acc: 89.8 +2022-06-02 15:55:43,955 - INFO - Offset MAE: 0.442 +2022-06-02 15:55:59,376 - INFO - Epoch [45/128][10/300] lr: 0.004, eta: 10:42:33, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1377, offset_loss: 0.3470, cls_loss: 0.1914, mask_loss: 0.2482, iou_score_loss: 0.0067, loss: 0.9309 +2022-06-02 15:56:09,067 - INFO - Epoch [45/128][20/300] lr: 0.004, eta: 8:44:36, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1517, offset_loss: 0.3326, cls_loss: 0.2151, mask_loss: 0.2660, iou_score_loss: 0.0064, loss: 0.9719 +2022-06-02 15:56:19,690 - INFO - Epoch [45/128][30/300] lr: 0.004, eta: 8:18:24, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1911, offset_loss: 0.3491, cls_loss: 0.1895, mask_loss: 0.2833, iou_score_loss: 0.0065, loss: 1.0195 +2022-06-02 15:56:29,672 - INFO - Epoch [45/128][40/300] lr: 0.004, eta: 7:58:14, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1511, offset_loss: 0.3891, cls_loss: 0.1756, mask_loss: 0.2610, iou_score_loss: 0.0064, loss: 0.9832 +2022-06-02 15:56:39,669 - INFO - Epoch [45/128][50/300] lr: 0.004, eta: 7:46:07, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1646, offset_loss: 0.3837, cls_loss: 0.2412, mask_loss: 0.2520, iou_score_loss: 0.0078, loss: 1.0493 +2022-06-02 15:56:49,537 - INFO - Epoch [45/128][60/300] lr: 0.004, eta: 7:37:19, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.2097, offset_loss: 0.3060, cls_loss: 0.1874, mask_loss: 0.2551, iou_score_loss: 0.0079, loss: 0.9661 +2022-06-02 15:56:58,845 - INFO - Epoch [45/128][70/300] lr: 0.004, eta: 7:27:29, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1936, offset_loss: 0.3931, cls_loss: 0.2058, mask_loss: 0.2850, iou_score_loss: 0.0084, loss: 1.0859 +2022-06-02 15:57:07,995 - INFO - Epoch [45/128][80/300] lr: 0.004, eta: 7:19:16, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1635, offset_loss: 0.3779, cls_loss: 0.1943, mask_loss: 0.2884, iou_score_loss: 0.0069, loss: 1.0311 +2022-06-02 15:57:17,027 - INFO - Epoch [45/128][90/300] lr: 0.004, eta: 7:12:17, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2269, offset_loss: 0.4044, cls_loss: 0.2684, mask_loss: 0.2769, iou_score_loss: 0.0101, loss: 1.1868 +2022-06-02 15:57:27,158 - INFO - Epoch [45/128][100/300] lr: 0.004, eta: 7:11:18, mem: 9016, data_time: 0.00, iter_time: 1.51, semantic_loss: 0.1809, offset_loss: 0.4321, cls_loss: 0.2419, mask_loss: 0.3433, iou_score_loss: 0.0088, loss: 1.2071 +2022-06-02 15:57:37,001 - INFO - Epoch [45/128][110/300] lr: 0.004, eta: 7:09:22, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.2156, offset_loss: 0.3425, cls_loss: 0.2274, mask_loss: 0.2828, iou_score_loss: 0.0095, loss: 1.0777 +2022-06-02 15:57:47,748 - INFO - Epoch [45/128][120/300] lr: 0.004, eta: 7:10:52, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2112, offset_loss: 0.4289, cls_loss: 0.1891, mask_loss: 0.2879, iou_score_loss: 0.0088, loss: 1.1258 +2022-06-02 15:57:58,038 - INFO - Epoch [45/128][130/300] lr: 0.004, eta: 7:10:36, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1562, offset_loss: 0.3592, cls_loss: 0.1536, mask_loss: 0.2491, iou_score_loss: 0.0072, loss: 0.9254 +2022-06-02 15:58:07,920 - INFO - Epoch [45/128][140/300] lr: 0.004, eta: 7:09:10, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.2010, offset_loss: 0.4040, cls_loss: 0.2439, mask_loss: 0.3544, iou_score_loss: 0.0102, loss: 1.2135 +2022-06-02 15:58:17,383 - INFO - Epoch [45/128][150/300] lr: 0.004, eta: 7:06:46, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1652, offset_loss: 0.4549, cls_loss: 0.2891, mask_loss: 0.2915, iou_score_loss: 0.0097, loss: 1.2104 +2022-06-02 15:58:26,926 - INFO - Epoch [45/128][160/300] lr: 0.004, eta: 7:04:50, mem: 9016, data_time: 0.00, iter_time: 0.58, semantic_loss: 0.1933, offset_loss: 0.4215, cls_loss: 0.1888, mask_loss: 0.2299, iou_score_loss: 0.0114, loss: 1.0450 +2022-06-02 15:58:35,674 - INFO - Epoch [45/128][170/300] lr: 0.004, eta: 7:01:09, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.2079, offset_loss: 0.4176, cls_loss: 0.2244, mask_loss: 0.2783, iou_score_loss: 0.0085, loss: 1.1367 +2022-06-02 15:58:45,343 - INFO - Epoch [45/128][180/300] lr: 0.004, eta: 6:59:59, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1359, offset_loss: 0.3483, cls_loss: 0.1697, mask_loss: 0.2410, iou_score_loss: 0.0074, loss: 0.9023 +2022-06-02 15:58:55,333 - INFO - Epoch [45/128][190/300] lr: 0.004, eta: 6:59:36, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1458, offset_loss: 0.3372, cls_loss: 0.1637, mask_loss: 0.2517, iou_score_loss: 0.0065, loss: 0.9050 +2022-06-02 15:59:03,726 - INFO - Epoch [45/128][200/300] lr: 0.004, eta: 6:55:54, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1712, offset_loss: 0.3564, cls_loss: 0.2006, mask_loss: 0.2985, iou_score_loss: 0.0082, loss: 1.0348 +2022-06-02 15:59:13,813 - INFO - Epoch [45/128][210/300] lr: 0.004, eta: 6:55:56, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1637, offset_loss: 0.4374, cls_loss: 0.2275, mask_loss: 0.2630, iou_score_loss: 0.0085, loss: 1.1001 +2022-06-02 15:59:23,190 - INFO - Epoch [45/128][220/300] lr: 0.004, eta: 6:54:41, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1864, offset_loss: 0.3629, cls_loss: 0.2175, mask_loss: 0.3087, iou_score_loss: 0.0106, loss: 1.0860 +2022-06-02 15:59:33,591 - INFO - Epoch [45/128][230/300] lr: 0.004, eta: 6:55:18, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1997, offset_loss: 0.3723, cls_loss: 0.1904, mask_loss: 0.2792, iou_score_loss: 0.0061, loss: 1.0477 +2022-06-02 15:59:43,281 - INFO - Epoch [45/128][240/300] lr: 0.004, eta: 6:54:38, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2181, offset_loss: 0.4151, cls_loss: 0.2005, mask_loss: 0.2570, iou_score_loss: 0.0074, loss: 1.0981 +2022-06-02 15:59:52,985 - INFO - Epoch [45/128][250/300] lr: 0.004, eta: 6:54:02, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.2300, offset_loss: 0.4427, cls_loss: 0.2142, mask_loss: 0.3179, iou_score_loss: 0.0083, loss: 1.2131 +2022-06-02 16:00:03,182 - INFO - Epoch [45/128][260/300] lr: 0.004, eta: 6:54:16, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2207, offset_loss: 0.3600, cls_loss: 0.1756, mask_loss: 0.2690, iou_score_loss: 0.0052, loss: 1.0305 +2022-06-02 16:00:12,335 - INFO - Epoch [45/128][270/300] lr: 0.004, eta: 6:52:51, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1874, offset_loss: 0.4357, cls_loss: 0.2613, mask_loss: 0.2774, iou_score_loss: 0.0086, loss: 1.1704 +2022-06-02 16:00:21,772 - INFO - Epoch [45/128][280/300] lr: 0.004, eta: 6:51:56, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1834, offset_loss: 0.4523, cls_loss: 0.2291, mask_loss: 0.2803, iou_score_loss: 0.0078, loss: 1.1530 +2022-06-02 16:00:31,732 - INFO - Epoch [45/128][290/300] lr: 0.004, eta: 6:51:48, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2390, offset_loss: 0.4055, cls_loss: 0.2693, mask_loss: 0.2625, iou_score_loss: 0.0087, loss: 1.1849 +2022-06-02 16:00:41,203 - INFO - Epoch [45/128][300/300] lr: 0.004, eta: 6:51:03, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1433, offset_loss: 0.3773, cls_loss: 0.1981, mask_loss: 0.2610, iou_score_loss: 0.0081, loss: 0.9878 +2022-06-02 16:00:56,992 - INFO - Epoch [46/128][10/300] lr: 0.004, eta: 10:11:38, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1608, offset_loss: 0.4005, cls_loss: 0.2394, mask_loss: 0.2363, iou_score_loss: 0.0066, loss: 1.0435 +2022-06-02 16:01:07,018 - INFO - Epoch [46/128][20/300] lr: 0.004, eta: 8:33:42, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1804, offset_loss: 0.3489, cls_loss: 0.2099, mask_loss: 0.2726, iou_score_loss: 0.0067, loss: 1.0186 +2022-06-02 16:01:16,292 - INFO - Epoch [46/128][30/300] lr: 0.004, eta: 7:50:28, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1815, offset_loss: 0.3515, cls_loss: 0.2591, mask_loss: 0.2746, iou_score_loss: 0.0086, loss: 1.0753 +2022-06-02 16:01:26,593 - INFO - Epoch [46/128][40/300] lr: 0.004, eta: 7:39:16, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1797, offset_loss: 0.3852, cls_loss: 0.2400, mask_loss: 0.2748, iou_score_loss: 0.0098, loss: 1.0895 +2022-06-02 16:01:36,267 - INFO - Epoch [46/128][50/300] lr: 0.004, eta: 7:27:26, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2175, offset_loss: 0.4059, cls_loss: 0.1859, mask_loss: 0.3066, iou_score_loss: 0.0068, loss: 1.1227 +2022-06-02 16:01:46,123 - INFO - Epoch [46/128][60/300] lr: 0.004, eta: 7:20:45, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1809, offset_loss: 0.3946, cls_loss: 0.2109, mask_loss: 0.3164, iou_score_loss: 0.0069, loss: 1.1096 +2022-06-02 16:01:55,370 - INFO - Epoch [46/128][70/300] lr: 0.004, eta: 7:12:11, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1745, offset_loss: 0.4413, cls_loss: 0.1757, mask_loss: 0.2732, iou_score_loss: 0.0080, loss: 1.0727 +2022-06-02 16:02:04,319 - INFO - Epoch [46/128][80/300] lr: 0.004, eta: 7:04:22, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1653, offset_loss: 0.4151, cls_loss: 0.1742, mask_loss: 0.2511, iou_score_loss: 0.0109, loss: 1.0166 +2022-06-02 16:02:13,565 - INFO - Epoch [46/128][90/300] lr: 0.004, eta: 6:59:26, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1542, offset_loss: 0.3495, cls_loss: 0.1986, mask_loss: 0.2686, iou_score_loss: 0.0093, loss: 0.9802 +2022-06-02 16:02:23,755 - INFO - Epoch [46/128][100/300] lr: 0.004, eta: 6:59:32, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.2272, offset_loss: 0.3767, cls_loss: 0.2352, mask_loss: 0.2910, iou_score_loss: 0.0088, loss: 1.1388 +2022-06-02 16:02:33,876 - INFO - Epoch [46/128][110/300] lr: 0.004, eta: 6:59:18, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1926, offset_loss: 0.3635, cls_loss: 0.2622, mask_loss: 0.2393, iou_score_loss: 0.0054, loss: 1.0631 +2022-06-02 16:02:43,503 - INFO - Epoch [46/128][120/300] lr: 0.004, eta: 6:57:12, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2143, offset_loss: 0.4235, cls_loss: 0.2490, mask_loss: 0.2972, iou_score_loss: 0.0145, loss: 1.1985 +2022-06-02 16:02:53,585 - INFO - Epoch [46/128][130/300] lr: 0.004, eta: 6:57:03, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1542, offset_loss: 0.3866, cls_loss: 0.2488, mask_loss: 0.3208, iou_score_loss: 0.0147, loss: 1.1251 +2022-06-02 16:03:03,839 - INFO - Epoch [46/128][140/300] lr: 0.004, eta: 6:57:21, mem: 9016, data_time: 0.00, iter_time: 2.00, semantic_loss: 0.2082, offset_loss: 0.3851, cls_loss: 0.2535, mask_loss: 0.3094, iou_score_loss: 0.0087, loss: 1.1649 +2022-06-02 16:03:12,602 - INFO - Epoch [46/128][150/300] lr: 0.004, eta: 6:53:28, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1573, offset_loss: 0.4171, cls_loss: 0.3029, mask_loss: 0.2970, iou_score_loss: 0.0112, loss: 1.1856 +2022-06-02 16:03:22,677 - INFO - Epoch [46/128][160/300] lr: 0.004, eta: 6:53:27, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1990, offset_loss: 0.3835, cls_loss: 0.3234, mask_loss: 0.2513, iou_score_loss: 0.0073, loss: 1.1644 +2022-06-02 16:03:32,461 - INFO - Epoch [46/128][170/300] lr: 0.004, eta: 6:52:39, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2173, offset_loss: 0.3737, cls_loss: 0.3052, mask_loss: 0.2606, iou_score_loss: 0.0093, loss: 1.1662 +2022-06-02 16:03:42,118 - INFO - Epoch [46/128][180/300] lr: 0.004, eta: 6:51:42, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1819, offset_loss: 0.3411, cls_loss: 0.1960, mask_loss: 0.2537, iou_score_loss: 0.0068, loss: 0.9796 +2022-06-02 16:03:51,803 - INFO - Epoch [46/128][190/300] lr: 0.004, eta: 6:50:50, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1652, offset_loss: 0.4352, cls_loss: 0.1793, mask_loss: 0.2781, iou_score_loss: 0.0105, loss: 1.0683 +2022-06-02 16:04:01,445 - INFO - Epoch [46/128][200/300] lr: 0.004, eta: 6:50:01, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1738, offset_loss: 0.3173, cls_loss: 0.2127, mask_loss: 0.2739, iou_score_loss: 0.0101, loss: 0.9878 +2022-06-02 16:04:11,426 - INFO - Epoch [46/128][210/300] lr: 0.004, eta: 6:49:53, mem: 9016, data_time: 0.00, iter_time: 1.40, semantic_loss: 0.1816, offset_loss: 0.3780, cls_loss: 0.2222, mask_loss: 0.2553, iou_score_loss: 0.0067, loss: 1.0439 +2022-06-02 16:04:20,740 - INFO - Epoch [46/128][220/300] lr: 0.004, eta: 6:48:31, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1633, offset_loss: 0.3779, cls_loss: 0.2970, mask_loss: 0.2647, iou_score_loss: 0.0085, loss: 1.1114 +2022-06-02 16:04:30,211 - INFO - Epoch [46/128][230/300] lr: 0.004, eta: 6:47:31, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1791, offset_loss: 0.3604, cls_loss: 0.2303, mask_loss: 0.2561, iou_score_loss: 0.0089, loss: 1.0348 +2022-06-02 16:04:39,671 - INFO - Epoch [46/128][240/300] lr: 0.004, eta: 6:46:33, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.2341, offset_loss: 0.4290, cls_loss: 0.2607, mask_loss: 0.2969, iou_score_loss: 0.0089, loss: 1.2295 +2022-06-02 16:04:49,996 - INFO - Epoch [46/128][250/300] lr: 0.004, eta: 6:47:08, mem: 9016, data_time: 0.00, iter_time: 1.45, semantic_loss: 0.1930, offset_loss: 0.3111, cls_loss: 0.2194, mask_loss: 0.2536, iou_score_loss: 0.0091, loss: 0.9861 +2022-06-02 16:05:00,133 - INFO - Epoch [46/128][260/300] lr: 0.004, eta: 6:47:15, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1748, offset_loss: 0.3882, cls_loss: 0.2571, mask_loss: 0.2511, iou_score_loss: 0.0098, loss: 1.0810 +2022-06-02 16:05:09,560 - INFO - Epoch [46/128][270/300] lr: 0.004, eta: 6:46:22, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1366, offset_loss: 0.3973, cls_loss: 0.2126, mask_loss: 0.2548, iou_score_loss: 0.0084, loss: 1.0097 +2022-06-02 16:05:20,132 - INFO - Epoch [46/128][280/300] lr: 0.004, eta: 6:47:14, mem: 9016, data_time: 0.00, iter_time: 1.44, semantic_loss: 0.2224, offset_loss: 0.4482, cls_loss: 0.2877, mask_loss: 0.2646, iou_score_loss: 0.0104, loss: 1.2332 +2022-06-02 16:05:30,238 - INFO - Epoch [46/128][290/300] lr: 0.004, eta: 6:47:19, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1567, offset_loss: 0.3408, cls_loss: 0.2243, mask_loss: 0.2950, iou_score_loss: 0.0108, loss: 1.0276 +2022-06-02 16:05:39,665 - INFO - Epoch [46/128][300/300] lr: 0.004, eta: 6:46:28, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.2349, offset_loss: 0.4040, cls_loss: 0.2133, mask_loss: 0.2736, iou_score_loss: 0.0085, loss: 1.1345 +2022-06-02 16:05:56,306 - INFO - Epoch [47/128][10/300] lr: 0.004, eta: 10:34:34, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2119, offset_loss: 0.3962, cls_loss: 0.2453, mask_loss: 0.2739, iou_score_loss: 0.0090, loss: 1.1364 +2022-06-02 16:06:06,570 - INFO - Epoch [47/128][20/300] lr: 0.004, eta: 8:47:23, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2165, offset_loss: 0.4007, cls_loss: 0.2098, mask_loss: 0.2908, iou_score_loss: 0.0075, loss: 1.1252 +2022-06-02 16:06:17,155 - INFO - Epoch [47/128][30/300] lr: 0.004, eta: 8:15:38, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1931, offset_loss: 0.3815, cls_loss: 0.2971, mask_loss: 0.2625, iou_score_loss: 0.0095, loss: 1.1437 +2022-06-02 16:06:26,062 - INFO - Epoch [47/128][40/300] lr: 0.004, eta: 7:42:56, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1989, offset_loss: 0.4289, cls_loss: 0.2416, mask_loss: 0.2422, iou_score_loss: 0.0086, loss: 1.1201 +2022-06-02 16:06:35,371 - INFO - Epoch [47/128][50/300] lr: 0.004, eta: 7:26:22, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1958, offset_loss: 0.4025, cls_loss: 0.2205, mask_loss: 0.2915, iou_score_loss: 0.0114, loss: 1.1217 +2022-06-02 16:06:43,921 - INFO - Epoch [47/128][60/300] lr: 0.004, eta: 7:10:04, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1591, offset_loss: 0.3607, cls_loss: 0.1791, mask_loss: 0.2629, iou_score_loss: 0.0084, loss: 0.9701 +2022-06-02 16:06:53,374 - INFO - Epoch [47/128][70/300] lr: 0.004, eta: 7:03:43, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1972, offset_loss: 0.4217, cls_loss: 0.2177, mask_loss: 0.2806, iou_score_loss: 0.0077, loss: 1.1249 +2022-06-02 16:07:03,071 - INFO - Epoch [47/128][80/300] lr: 0.004, eta: 7:00:07, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2273, offset_loss: 0.3864, cls_loss: 0.2128, mask_loss: 0.2797, iou_score_loss: 0.0097, loss: 1.1159 +2022-06-02 16:07:13,444 - INFO - Epoch [47/128][90/300] lr: 0.004, eta: 7:00:23, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2263, offset_loss: 0.4254, cls_loss: 0.1730, mask_loss: 0.2753, iou_score_loss: 0.0083, loss: 1.1083 +2022-06-02 16:07:23,595 - INFO - Epoch [47/128][100/300] lr: 0.004, eta: 6:59:34, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1682, offset_loss: 0.3822, cls_loss: 0.2117, mask_loss: 0.2960, iou_score_loss: 0.0076, loss: 1.0657 +2022-06-02 16:07:33,371 - INFO - Epoch [47/128][110/300] lr: 0.004, eta: 6:57:29, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1307, offset_loss: 0.4242, cls_loss: 0.1421, mask_loss: 0.2489, iou_score_loss: 0.0059, loss: 0.9518 +2022-06-02 16:07:42,328 - INFO - Epoch [47/128][120/300] lr: 0.004, eta: 6:53:06, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1786, offset_loss: 0.3358, cls_loss: 0.2001, mask_loss: 0.2602, iou_score_loss: 0.0082, loss: 0.9829 +2022-06-02 16:07:51,712 - INFO - Epoch [47/128][130/300] lr: 0.004, eta: 6:50:36, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1750, offset_loss: 0.3940, cls_loss: 0.2302, mask_loss: 0.3113, iou_score_loss: 0.0091, loss: 1.1196 +2022-06-02 16:08:00,648 - INFO - Epoch [47/128][140/300] lr: 0.004, eta: 6:47:07, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1638, offset_loss: 0.3690, cls_loss: 0.1356, mask_loss: 0.2700, iou_score_loss: 0.0071, loss: 0.9454 +2022-06-02 16:08:11,362 - INFO - Epoch [47/128][150/300] lr: 0.004, eta: 6:48:56, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.2084, offset_loss: 0.3453, cls_loss: 0.2045, mask_loss: 0.3303, iou_score_loss: 0.0096, loss: 1.0980 +2022-06-02 16:08:20,049 - INFO - Epoch [47/128][160/300] lr: 0.004, eta: 6:45:21, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1557, offset_loss: 0.3385, cls_loss: 0.2196, mask_loss: 0.2302, iou_score_loss: 0.0066, loss: 0.9506 +2022-06-02 16:08:30,426 - INFO - Epoch [47/128][170/300] lr: 0.004, eta: 6:46:12, mem: 9016, data_time: 0.00, iter_time: 1.50, semantic_loss: 0.1603, offset_loss: 0.4028, cls_loss: 0.2956, mask_loss: 0.2754, iou_score_loss: 0.0100, loss: 1.1441 +2022-06-02 16:08:39,301 - INFO - Epoch [47/128][180/300] lr: 0.004, eta: 6:43:33, mem: 9016, data_time: 0.00, iter_time: 1.41, semantic_loss: 0.2300, offset_loss: 0.3795, cls_loss: 0.1957, mask_loss: 0.3113, iou_score_loss: 0.0074, loss: 1.1238 +2022-06-02 16:08:50,636 - INFO - Epoch [47/128][190/300] lr: 0.004, eta: 6:46:25, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1714, offset_loss: 0.4008, cls_loss: 0.1955, mask_loss: 0.2675, iou_score_loss: 0.0066, loss: 1.0419 +2022-06-02 16:09:00,785 - INFO - Epoch [47/128][200/300] lr: 0.004, eta: 6:46:34, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1693, offset_loss: 0.3518, cls_loss: 0.2370, mask_loss: 0.2631, iou_score_loss: 0.0085, loss: 1.0298 +2022-06-02 16:09:11,619 - INFO - Epoch [47/128][210/300] lr: 0.004, eta: 6:48:02, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1835, offset_loss: 0.3939, cls_loss: 0.1584, mask_loss: 0.2521, iou_score_loss: 0.0060, loss: 0.9940 +2022-06-02 16:09:21,340 - INFO - Epoch [47/128][220/300] lr: 0.004, eta: 6:47:16, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1551, offset_loss: 0.4635, cls_loss: 0.1904, mask_loss: 0.2483, iou_score_loss: 0.0054, loss: 1.0628 +2022-06-02 16:09:31,034 - INFO - Epoch [47/128][230/300] lr: 0.004, eta: 6:46:30, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1726, offset_loss: 0.4079, cls_loss: 0.2508, mask_loss: 0.2721, iou_score_loss: 0.0125, loss: 1.1159 +2022-06-02 16:09:42,706 - INFO - Epoch [47/128][240/300] lr: 0.004, eta: 6:49:11, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1516, offset_loss: 0.3425, cls_loss: 0.1680, mask_loss: 0.2888, iou_score_loss: 0.0111, loss: 0.9619 +2022-06-02 16:09:52,879 - INFO - Epoch [47/128][250/300] lr: 0.004, eta: 6:49:09, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1535, offset_loss: 0.3311, cls_loss: 0.2055, mask_loss: 0.2340, iou_score_loss: 0.0078, loss: 0.9319 +2022-06-02 16:10:03,251 - INFO - Epoch [47/128][260/300] lr: 0.004, eta: 6:49:25, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2101, offset_loss: 0.4302, cls_loss: 0.2055, mask_loss: 0.3387, iou_score_loss: 0.0090, loss: 1.1935 +2022-06-02 16:10:15,103 - INFO - Epoch [47/128][270/300] lr: 0.004, eta: 6:51:52, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2104, offset_loss: 0.4228, cls_loss: 0.2007, mask_loss: 0.2634, iou_score_loss: 0.0095, loss: 1.1068 +2022-06-02 16:10:24,366 - INFO - Epoch [47/128][280/300] lr: 0.004, eta: 6:50:25, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1607, offset_loss: 0.3701, cls_loss: 0.1916, mask_loss: 0.2869, iou_score_loss: 0.0072, loss: 1.0165 +2022-06-02 16:10:33,687 - INFO - Epoch [47/128][290/300] lr: 0.004, eta: 6:49:09, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1636, offset_loss: 0.3679, cls_loss: 0.1963, mask_loss: 0.2667, iou_score_loss: 0.0047, loss: 0.9992 +2022-06-02 16:10:42,318 - INFO - Epoch [47/128][300/300] lr: 0.004, eta: 6:47:01, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1836, offset_loss: 0.3626, cls_loss: 0.2358, mask_loss: 0.2673, iou_score_loss: 0.0093, loss: 1.0586 +2022-06-02 16:10:59,482 - INFO - Epoch [48/128][10/300] lr: 0.004, eta: 10:52:41, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1890, offset_loss: 0.4320, cls_loss: 0.2158, mask_loss: 0.3039, iou_score_loss: 0.0079, loss: 1.1486 +2022-06-02 16:11:09,954 - INFO - Epoch [48/128][20/300] lr: 0.004, eta: 8:58:17, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1940, offset_loss: 0.3957, cls_loss: 0.2560, mask_loss: 0.2822, iou_score_loss: 0.0061, loss: 1.1340 +2022-06-02 16:11:18,908 - INFO - Epoch [48/128][30/300] lr: 0.004, eta: 7:59:25, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1889, offset_loss: 0.4187, cls_loss: 0.3050, mask_loss: 0.2879, iou_score_loss: 0.0107, loss: 1.2113 +2022-06-02 16:11:29,177 - INFO - Epoch [48/128][40/300] lr: 0.004, eta: 7:43:14, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1902, offset_loss: 0.3924, cls_loss: 0.2589, mask_loss: 0.2643, iou_score_loss: 0.0064, loss: 1.1122 +2022-06-02 16:11:39,174 - INFO - Epoch [48/128][50/300] lr: 0.004, eta: 7:31:09, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1691, offset_loss: 0.3657, cls_loss: 0.2087, mask_loss: 0.2651, iou_score_loss: 0.0075, loss: 1.0161 +2022-06-02 16:11:48,907 - INFO - Epoch [48/128][60/300] lr: 0.004, eta: 7:21:16, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1569, offset_loss: 0.4025, cls_loss: 0.1996, mask_loss: 0.2502, iou_score_loss: 0.0082, loss: 1.0174 +2022-06-02 16:11:58,056 - INFO - Epoch [48/128][70/300] lr: 0.004, eta: 7:10:57, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1625, offset_loss: 0.3669, cls_loss: 0.1997, mask_loss: 0.3455, iou_score_loss: 0.0078, loss: 1.0824 +2022-06-02 16:12:08,439 - INFO - Epoch [48/128][80/300] lr: 0.004, eta: 7:09:18, mem: 9016, data_time: 0.00, iter_time: 1.38, semantic_loss: 0.2213, offset_loss: 0.4530, cls_loss: 0.1941, mask_loss: 0.2621, iou_score_loss: 0.0103, loss: 1.1409 +2022-06-02 16:12:18,419 - INFO - Epoch [48/128][90/300] lr: 0.004, eta: 7:06:13, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1948, offset_loss: 0.4054, cls_loss: 0.2471, mask_loss: 0.2634, iou_score_loss: 0.0099, loss: 1.1205 +2022-06-02 16:12:28,227 - INFO - Epoch [48/128][100/300] lr: 0.004, eta: 7:02:57, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1846, offset_loss: 0.3901, cls_loss: 0.2942, mask_loss: 0.2955, iou_score_loss: 0.0091, loss: 1.1735 +2022-06-02 16:12:36,845 - INFO - Epoch [48/128][110/300] lr: 0.004, eta: 6:55:55, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1745, offset_loss: 0.5190, cls_loss: 0.2158, mask_loss: 0.2446, iou_score_loss: 0.0062, loss: 1.1601 +2022-06-02 16:12:46,762 - INFO - Epoch [48/128][120/300] lr: 0.004, eta: 6:54:26, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2002, offset_loss: 0.3564, cls_loss: 0.1895, mask_loss: 0.3045, iou_score_loss: 0.0095, loss: 1.0601 +2022-06-02 16:12:56,260 - INFO - Epoch [48/128][130/300] lr: 0.004, eta: 6:51:50, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1540, offset_loss: 0.4240, cls_loss: 0.1977, mask_loss: 0.2752, iou_score_loss: 0.0058, loss: 1.0566 +2022-06-02 16:13:05,426 - INFO - Epoch [48/128][140/300] lr: 0.004, eta: 6:48:35, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1526, offset_loss: 0.3292, cls_loss: 0.1778, mask_loss: 0.2426, iou_score_loss: 0.0063, loss: 0.9086 +2022-06-02 16:13:15,036 - INFO - Epoch [48/128][150/300] lr: 0.004, eta: 6:46:57, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1740, offset_loss: 0.3611, cls_loss: 0.2157, mask_loss: 0.2688, iou_score_loss: 0.0075, loss: 1.0271 +2022-06-02 16:13:23,905 - INFO - Epoch [48/128][160/300] lr: 0.004, eta: 6:43:41, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1487, offset_loss: 0.3694, cls_loss: 0.2100, mask_loss: 0.2686, iou_score_loss: 0.0081, loss: 1.0048 +2022-06-02 16:13:33,892 - INFO - Epoch [48/128][170/300] lr: 0.004, eta: 6:43:26, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1896, offset_loss: 0.3443, cls_loss: 0.1829, mask_loss: 0.2526, iou_score_loss: 0.0110, loss: 0.9804 +2022-06-02 16:13:43,028 - INFO - Epoch [48/128][180/300] lr: 0.004, eta: 6:41:15, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1959, offset_loss: 0.4054, cls_loss: 0.3026, mask_loss: 0.2670, iou_score_loss: 0.0083, loss: 1.1792 +2022-06-02 16:13:54,790 - INFO - Epoch [48/128][190/300] lr: 0.004, eta: 6:44:50, mem: 9016, data_time: 0.00, iter_time: 1.54, semantic_loss: 0.1585, offset_loss: 0.3778, cls_loss: 0.2747, mask_loss: 0.2877, iou_score_loss: 0.0106, loss: 1.1094 +2022-06-02 16:14:03,922 - INFO - Epoch [48/128][200/300] lr: 0.004, eta: 6:42:46, mem: 9016, data_time: 0.00, iter_time: 0.60, semantic_loss: 0.1369, offset_loss: 0.3786, cls_loss: 0.2210, mask_loss: 0.3136, iou_score_loss: 0.0056, loss: 1.0557 +2022-06-02 16:14:13,449 - INFO - Epoch [48/128][210/300] lr: 0.004, eta: 6:41:41, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1703, offset_loss: 0.3789, cls_loss: 0.2304, mask_loss: 0.3090, iou_score_loss: 0.0087, loss: 1.0973 +2022-06-02 16:14:23,112 - INFO - Epoch [48/128][220/300] lr: 0.004, eta: 6:40:53, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1637, offset_loss: 0.4412, cls_loss: 0.2094, mask_loss: 0.2862, iou_score_loss: 0.0104, loss: 1.1108 +2022-06-02 16:14:33,579 - INFO - Epoch [48/128][230/300] lr: 0.004, eta: 6:41:33, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1357, offset_loss: 0.3744, cls_loss: 0.1662, mask_loss: 0.2540, iou_score_loss: 0.0083, loss: 0.9386 +2022-06-02 16:14:43,601 - INFO - Epoch [48/128][240/300] lr: 0.004, eta: 6:41:24, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1957, offset_loss: 0.3645, cls_loss: 0.2418, mask_loss: 0.2589, iou_score_loss: 0.0085, loss: 1.0693 +2022-06-02 16:14:53,038 - INFO - Epoch [48/128][250/300] lr: 0.004, eta: 6:40:19, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1557, offset_loss: 0.3885, cls_loss: 0.1707, mask_loss: 0.2463, iou_score_loss: 0.0059, loss: 0.9670 +2022-06-02 16:15:03,828 - INFO - Epoch [48/128][260/300] lr: 0.004, eta: 6:41:22, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.2048, offset_loss: 0.3915, cls_loss: 0.2301, mask_loss: 0.3241, iou_score_loss: 0.0083, loss: 1.1588 +2022-06-02 16:15:12,724 - INFO - Epoch [48/128][270/300] lr: 0.004, eta: 6:39:32, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1796, offset_loss: 0.3945, cls_loss: 0.2082, mask_loss: 0.2724, iou_score_loss: 0.0092, loss: 1.0639 +2022-06-02 16:15:23,229 - INFO - Epoch [48/128][280/300] lr: 0.004, eta: 6:40:08, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1534, offset_loss: 0.3193, cls_loss: 0.2397, mask_loss: 0.2164, iou_score_loss: 0.0091, loss: 0.9379 +2022-06-02 16:15:33,058 - INFO - Epoch [48/128][290/300] lr: 0.004, eta: 6:39:43, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1561, offset_loss: 0.3984, cls_loss: 0.2934, mask_loss: 0.2934, iou_score_loss: 0.0072, loss: 1.1484 +2022-06-02 16:15:41,849 - INFO - Epoch [48/128][300/300] lr: 0.004, eta: 6:37:59, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2268, offset_loss: 0.4237, cls_loss: 0.2798, mask_loss: 0.2799, iou_score_loss: 0.0070, loss: 1.2172 +2022-06-02 16:15:42,815 - INFO - Validation +2022-06-02 16:16:54,185 - INFO - Evaluate instance segmentation +2022-06-02 16:17:05,587 - INFO - AP: 0.451. AP_50: 0.663. AP_25: 0.786 +2022-06-02 16:17:05,588 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 16:17:12,591 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 16:17:12,592 - INFO - mIoU: 72.0 +2022-06-02 16:17:13,977 - INFO - Acc: 89.8 +2022-06-02 16:17:17,488 - INFO - Offset MAE: 0.442 +2022-06-02 16:17:31,833 - INFO - Epoch [49/128][10/300] lr: 0.004, eta: 9:29:51, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1447, offset_loss: 0.3471, cls_loss: 0.1882, mask_loss: 0.2564, iou_score_loss: 0.0100, loss: 0.9464 +2022-06-02 16:17:41,960 - INFO - Epoch [49/128][20/300] lr: 0.004, eta: 8:07:03, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1533, offset_loss: 0.3877, cls_loss: 0.1953, mask_loss: 0.2780, iou_score_loss: 0.0097, loss: 1.0239 +2022-06-02 16:17:51,940 - INFO - Epoch [49/128][30/300] lr: 0.004, eta: 7:37:19, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1516, offset_loss: 0.4728, cls_loss: 0.2073, mask_loss: 0.2939, iou_score_loss: 0.0084, loss: 1.1341 +2022-06-02 16:18:02,127 - INFO - Epoch [49/128][40/300] lr: 0.004, eta: 7:24:44, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1418, offset_loss: 0.5231, cls_loss: 0.2198, mask_loss: 0.2811, iou_score_loss: 0.0074, loss: 1.1733 +2022-06-02 16:18:10,916 - INFO - Epoch [49/128][50/300] lr: 0.004, eta: 7:05:45, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1682, offset_loss: 0.3463, cls_loss: 0.2225, mask_loss: 0.3205, iou_score_loss: 0.0087, loss: 1.0663 +2022-06-02 16:18:20,334 - INFO - Epoch [49/128][60/300] lr: 0.004, eta: 6:57:21, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1705, offset_loss: 0.4569, cls_loss: 0.2070, mask_loss: 0.3390, iou_score_loss: 0.0097, loss: 1.1831 +2022-06-02 16:18:29,622 - INFO - Epoch [49/128][70/300] lr: 0.004, eta: 6:50:30, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1679, offset_loss: 0.3478, cls_loss: 0.1868, mask_loss: 0.2763, iou_score_loss: 0.0102, loss: 0.9889 +2022-06-02 16:18:38,791 - INFO - Epoch [49/128][80/300] lr: 0.004, eta: 6:44:42, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1853, offset_loss: 0.5205, cls_loss: 0.1787, mask_loss: 0.2732, iou_score_loss: 0.0070, loss: 1.1646 +2022-06-02 16:18:47,726 - INFO - Epoch [49/128][90/300] lr: 0.004, eta: 6:39:10, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1595, offset_loss: 0.3153, cls_loss: 0.2345, mask_loss: 0.2600, iou_score_loss: 0.0110, loss: 0.9803 +2022-06-02 16:18:57,755 - INFO - Epoch [49/128][100/300] lr: 0.004, eta: 6:39:03, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1883, offset_loss: 0.4433, cls_loss: 0.2197, mask_loss: 0.2703, iou_score_loss: 0.0087, loss: 1.1303 +2022-06-02 16:19:07,365 - INFO - Epoch [49/128][110/300] lr: 0.004, eta: 6:37:23, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1626, offset_loss: 0.4730, cls_loss: 0.1969, mask_loss: 0.2623, iou_score_loss: 0.0106, loss: 1.1054 +2022-06-02 16:19:15,843 - INFO - Epoch [49/128][120/300] lr: 0.004, eta: 6:32:15, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1967, offset_loss: 0.3898, cls_loss: 0.1827, mask_loss: 0.2955, iou_score_loss: 0.0094, loss: 1.0742 +2022-06-02 16:19:25,133 - INFO - Epoch [49/128][130/300] lr: 0.004, eta: 6:30:19, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1605, offset_loss: 0.3998, cls_loss: 0.2346, mask_loss: 0.2422, iou_score_loss: 0.0078, loss: 1.0449 +2022-06-02 16:19:33,698 - INFO - Epoch [49/128][140/300] lr: 0.004, eta: 6:26:39, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1504, offset_loss: 0.3827, cls_loss: 0.2129, mask_loss: 0.2537, iou_score_loss: 0.0076, loss: 1.0072 +2022-06-02 16:19:44,754 - INFO - Epoch [49/128][150/300] lr: 0.004, eta: 6:30:01, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1842, offset_loss: 0.3536, cls_loss: 0.2247, mask_loss: 0.3106, iou_score_loss: 0.0091, loss: 1.0822 +2022-06-02 16:19:56,600 - INFO - Epoch [49/128][160/300] lr: 0.004, eta: 6:34:52, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1760, offset_loss: 0.3354, cls_loss: 0.2146, mask_loss: 0.2705, iou_score_loss: 0.0087, loss: 1.0051 +2022-06-02 16:20:06,823 - INFO - Epoch [49/128][170/300] lr: 0.004, eta: 6:35:22, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1841, offset_loss: 0.5230, cls_loss: 0.1802, mask_loss: 0.2689, iou_score_loss: 0.0073, loss: 1.1635 +2022-06-02 16:20:17,512 - INFO - Epoch [49/128][180/300] lr: 0.004, eta: 6:36:51, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1885, offset_loss: 0.4070, cls_loss: 0.2392, mask_loss: 0.2606, iou_score_loss: 0.0090, loss: 1.1043 +2022-06-02 16:20:27,084 - INFO - Epoch [49/128][190/300] lr: 0.004, eta: 6:35:48, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2050, offset_loss: 0.3295, cls_loss: 0.2394, mask_loss: 0.2769, iou_score_loss: 0.0088, loss: 1.0596 +2022-06-02 16:20:37,437 - INFO - Epoch [49/128][200/300] lr: 0.004, eta: 6:36:23, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1983, offset_loss: 0.3550, cls_loss: 0.2801, mask_loss: 0.2705, iou_score_loss: 0.0076, loss: 1.1115 +2022-06-02 16:20:47,177 - INFO - Epoch [49/128][210/300] lr: 0.004, eta: 6:35:42, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1589, offset_loss: 0.3723, cls_loss: 0.2099, mask_loss: 0.2340, iou_score_loss: 0.0101, loss: 0.9853 +2022-06-02 16:20:57,776 - INFO - Epoch [49/128][220/300] lr: 0.004, eta: 6:36:40, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1820, offset_loss: 0.3707, cls_loss: 0.1845, mask_loss: 0.2572, iou_score_loss: 0.0090, loss: 1.0033 +2022-06-02 16:21:07,390 - INFO - Epoch [49/128][230/300] lr: 0.004, eta: 6:35:48, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.1692, offset_loss: 0.4060, cls_loss: 0.2237, mask_loss: 0.2493, iou_score_loss: 0.0075, loss: 1.0557 +2022-06-02 16:21:17,323 - INFO - Epoch [49/128][240/300] lr: 0.004, eta: 6:35:35, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2303, offset_loss: 0.4370, cls_loss: 0.2151, mask_loss: 0.3059, iou_score_loss: 0.0104, loss: 1.1987 +2022-06-02 16:21:27,613 - INFO - Epoch [49/128][250/300] lr: 0.004, eta: 6:35:52, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1802, offset_loss: 0.4086, cls_loss: 0.2068, mask_loss: 0.2779, iou_score_loss: 0.0085, loss: 1.0819 +2022-06-02 16:21:37,525 - INFO - Epoch [49/128][260/300] lr: 0.004, eta: 6:35:35, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1846, offset_loss: 0.4065, cls_loss: 0.1861, mask_loss: 0.2627, iou_score_loss: 0.0075, loss: 1.0474 +2022-06-02 16:21:48,546 - INFO - Epoch [49/128][270/300] lr: 0.004, eta: 6:36:52, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1753, offset_loss: 0.4642, cls_loss: 0.2742, mask_loss: 0.2611, iou_score_loss: 0.0058, loss: 1.1806 +2022-06-02 16:21:58,166 - INFO - Epoch [49/128][280/300] lr: 0.004, eta: 6:36:09, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1738, offset_loss: 0.3480, cls_loss: 0.3317, mask_loss: 0.2917, iou_score_loss: 0.0097, loss: 1.1549 +2022-06-02 16:22:09,057 - INFO - Epoch [49/128][290/300] lr: 0.004, eta: 6:37:10, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1863, offset_loss: 0.4320, cls_loss: 0.2319, mask_loss: 0.2757, iou_score_loss: 0.0088, loss: 1.1347 +2022-06-02 16:22:19,196 - INFO - Epoch [49/128][300/300] lr: 0.004, eta: 6:37:08, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1769, offset_loss: 0.4118, cls_loss: 0.1830, mask_loss: 0.3028, iou_score_loss: 0.0065, loss: 1.0811 +2022-06-02 16:22:37,254 - INFO - Epoch [50/128][10/300] lr: 0.004, eta: 11:11:17, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1991, offset_loss: 0.4306, cls_loss: 0.2925, mask_loss: 0.3047, iou_score_loss: 0.0074, loss: 1.2342 +2022-06-02 16:22:47,020 - INFO - Epoch [50/128][20/300] lr: 0.004, eta: 8:48:35, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1414, offset_loss: 0.3315, cls_loss: 0.1975, mask_loss: 0.2761, iou_score_loss: 0.0077, loss: 0.9542 +2022-06-02 16:22:56,344 - INFO - Epoch [50/128][30/300] lr: 0.004, eta: 7:54:57, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1654, offset_loss: 0.3734, cls_loss: 0.2132, mask_loss: 0.2497, iou_score_loss: 0.0107, loss: 1.0125 +2022-06-02 16:23:05,048 - INFO - Epoch [50/128][40/300] lr: 0.004, eta: 7:21:43, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.2054, offset_loss: 0.3711, cls_loss: 0.2086, mask_loss: 0.3146, iou_score_loss: 0.0078, loss: 1.1075 +2022-06-02 16:23:14,376 - INFO - Epoch [50/128][50/300] lr: 0.004, eta: 7:06:32, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2025, offset_loss: 0.3730, cls_loss: 0.2167, mask_loss: 0.2906, iou_score_loss: 0.0077, loss: 1.0905 +2022-06-02 16:23:24,410 - INFO - Epoch [50/128][60/300] lr: 0.004, eta: 7:01:22, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1634, offset_loss: 0.3676, cls_loss: 0.2426, mask_loss: 0.2808, iou_score_loss: 0.0069, loss: 1.0613 +2022-06-02 16:23:33,850 - INFO - Epoch [50/128][70/300] lr: 0.004, eta: 6:54:08, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1983, offset_loss: 0.4082, cls_loss: 0.2860, mask_loss: 0.2763, iou_score_loss: 0.0098, loss: 1.1785 +2022-06-02 16:23:43,821 - INFO - Epoch [50/128][80/300] lr: 0.004, eta: 6:51:19, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1842, offset_loss: 0.3914, cls_loss: 0.2364, mask_loss: 0.3229, iou_score_loss: 0.0094, loss: 1.1442 +2022-06-02 16:23:52,325 - INFO - Epoch [50/128][90/300] lr: 0.004, eta: 6:42:38, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1926, offset_loss: 0.3583, cls_loss: 0.3029, mask_loss: 0.3228, iou_score_loss: 0.0079, loss: 1.1845 +2022-06-02 16:24:01,549 - INFO - Epoch [50/128][100/300] lr: 0.004, eta: 6:38:32, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1779, offset_loss: 0.3553, cls_loss: 0.2164, mask_loss: 0.2762, iou_score_loss: 0.0075, loss: 1.0332 +2022-06-02 16:24:11,208 - INFO - Epoch [50/128][110/300] lr: 0.004, eta: 6:36:39, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1546, offset_loss: 0.4284, cls_loss: 0.1500, mask_loss: 0.3035, iou_score_loss: 0.0074, loss: 1.0440 +2022-06-02 16:24:20,858 - INFO - Epoch [50/128][120/300] lr: 0.004, eta: 6:35:04, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1750, offset_loss: 0.3552, cls_loss: 0.2004, mask_loss: 0.2350, iou_score_loss: 0.0082, loss: 0.9738 +2022-06-02 16:24:30,721 - INFO - Epoch [50/128][130/300] lr: 0.004, eta: 6:34:19, mem: 9016, data_time: 0.12, iter_time: 0.94, semantic_loss: 0.2109, offset_loss: 0.3910, cls_loss: 0.2374, mask_loss: 0.3259, iou_score_loss: 0.0093, loss: 1.1744 +2022-06-02 16:24:40,337 - INFO - Epoch [50/128][140/300] lr: 0.004, eta: 6:32:58, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1719, offset_loss: 0.3562, cls_loss: 0.1960, mask_loss: 0.2813, iou_score_loss: 0.0063, loss: 1.0116 +2022-06-02 16:24:49,960 - INFO - Epoch [50/128][150/300] lr: 0.004, eta: 6:31:48, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1817, offset_loss: 0.4234, cls_loss: 0.1890, mask_loss: 0.2743, iou_score_loss: 0.0074, loss: 1.0758 +2022-06-02 16:24:59,456 - INFO - Epoch [50/128][160/300] lr: 0.004, eta: 6:30:25, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1781, offset_loss: 0.3661, cls_loss: 0.1898, mask_loss: 0.2493, iou_score_loss: 0.0087, loss: 0.9920 +2022-06-02 16:25:09,436 - INFO - Epoch [50/128][170/300] lr: 0.004, eta: 6:30:16, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.2014, offset_loss: 0.4304, cls_loss: 0.1848, mask_loss: 0.2849, iou_score_loss: 0.0080, loss: 1.1096 +2022-06-02 16:25:19,943 - INFO - Epoch [50/128][180/300] lr: 0.004, eta: 6:31:20, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1584, offset_loss: 0.3801, cls_loss: 0.2165, mask_loss: 0.2368, iou_score_loss: 0.0082, loss: 1.0000 +2022-06-02 16:25:30,951 - INFO - Epoch [50/128][190/300] lr: 0.004, eta: 6:33:18, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1546, offset_loss: 0.4451, cls_loss: 0.1524, mask_loss: 0.2510, iou_score_loss: 0.0090, loss: 1.0121 +2022-06-02 16:25:41,340 - INFO - Epoch [50/128][200/300] lr: 0.004, eta: 6:33:50, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1734, offset_loss: 0.3184, cls_loss: 0.2212, mask_loss: 0.2556, iou_score_loss: 0.0063, loss: 0.9750 +2022-06-02 16:25:51,405 - INFO - Epoch [50/128][210/300] lr: 0.004, eta: 6:33:40, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1879, offset_loss: 0.3545, cls_loss: 0.2123, mask_loss: 0.2878, iou_score_loss: 0.0107, loss: 1.0532 +2022-06-02 16:26:01,002 - INFO - Epoch [50/128][220/300] lr: 0.004, eta: 6:32:40, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1809, offset_loss: 0.4694, cls_loss: 0.2175, mask_loss: 0.2925, iou_score_loss: 0.0080, loss: 1.1683 +2022-06-02 16:26:10,748 - INFO - Epoch [50/128][230/300] lr: 0.004, eta: 6:32:01, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1465, offset_loss: 0.3839, cls_loss: 0.1491, mask_loss: 0.2543, iou_score_loss: 0.0058, loss: 0.9396 +2022-06-02 16:26:20,557 - INFO - Epoch [50/128][240/300] lr: 0.004, eta: 6:31:30, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1733, offset_loss: 0.3846, cls_loss: 0.1696, mask_loss: 0.2799, iou_score_loss: 0.0075, loss: 1.0149 +2022-06-02 16:26:31,047 - INFO - Epoch [50/128][250/300] lr: 0.004, eta: 6:32:06, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1892, offset_loss: 0.3809, cls_loss: 0.2132, mask_loss: 0.2802, iou_score_loss: 0.0110, loss: 1.0746 +2022-06-02 16:26:41,464 - INFO - Epoch [50/128][260/300] lr: 0.004, eta: 6:32:31, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1860, offset_loss: 0.3842, cls_loss: 0.2191, mask_loss: 0.2727, iou_score_loss: 0.0105, loss: 1.0726 +2022-06-02 16:26:50,482 - INFO - Epoch [50/128][270/300] lr: 0.004, eta: 6:30:51, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1686, offset_loss: 0.4020, cls_loss: 0.1851, mask_loss: 0.2810, iou_score_loss: 0.0075, loss: 1.0442 +2022-06-02 16:27:00,695 - INFO - Epoch [50/128][280/300] lr: 0.004, eta: 6:30:57, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1911, offset_loss: 0.3968, cls_loss: 0.2401, mask_loss: 0.2840, iou_score_loss: 0.0097, loss: 1.1217 +2022-06-02 16:27:11,179 - INFO - Epoch [50/128][290/300] lr: 0.004, eta: 6:31:26, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2129, offset_loss: 0.3896, cls_loss: 0.2278, mask_loss: 0.2550, iou_score_loss: 0.0071, loss: 1.0924 +2022-06-02 16:27:19,232 - INFO - Epoch [50/128][300/300] lr: 0.004, eta: 6:28:41, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1758, offset_loss: 0.4763, cls_loss: 0.2478, mask_loss: 0.3169, iou_score_loss: 0.0092, loss: 1.2261 +2022-06-02 16:27:35,937 - INFO - Epoch [51/128][10/300] lr: 0.004, eta: 10:10:34, mem: 9016, data_time: 0.00, iter_time: 1.43, semantic_loss: 0.1930, offset_loss: 0.3491, cls_loss: 0.2309, mask_loss: 0.2733, iou_score_loss: 0.0062, loss: 1.0525 +2022-06-02 16:27:46,646 - INFO - Epoch [51/128][20/300] lr: 0.004, eta: 8:33:25, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1955, offset_loss: 0.4390, cls_loss: 0.1947, mask_loss: 0.2746, iou_score_loss: 0.0090, loss: 1.1128 +2022-06-02 16:27:56,719 - INFO - Epoch [51/128][30/300] lr: 0.004, eta: 7:53:10, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2013, offset_loss: 0.4622, cls_loss: 0.2897, mask_loss: 0.3160, iou_score_loss: 0.0106, loss: 1.2799 +2022-06-02 16:28:05,625 - INFO - Epoch [51/128][40/300] lr: 0.004, eta: 7:21:16, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1820, offset_loss: 0.4014, cls_loss: 0.2691, mask_loss: 0.2863, iou_score_loss: 0.0096, loss: 1.1484 +2022-06-02 16:28:15,351 - INFO - Epoch [51/128][50/300] lr: 0.004, eta: 7:08:32, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1803, offset_loss: 0.4026, cls_loss: 0.2218, mask_loss: 0.2565, iou_score_loss: 0.0066, loss: 1.0678 +2022-06-02 16:28:25,125 - INFO - Epoch [51/128][60/300] lr: 0.004, eta: 7:00:26, mem: 9016, data_time: 0.00, iter_time: 0.58, semantic_loss: 0.1704, offset_loss: 0.4093, cls_loss: 0.1849, mask_loss: 0.2928, iou_score_loss: 0.0080, loss: 1.0654 +2022-06-02 16:28:34,933 - INFO - Epoch [51/128][70/300] lr: 0.004, eta: 6:54:40, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1754, offset_loss: 0.3520, cls_loss: 0.2295, mask_loss: 0.3190, iou_score_loss: 0.0092, loss: 1.0851 +2022-06-02 16:28:43,816 - INFO - Epoch [51/128][80/300] lr: 0.004, eta: 6:45:52, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.2213, offset_loss: 0.3578, cls_loss: 0.2503, mask_loss: 0.2756, iou_score_loss: 0.0071, loss: 1.1121 +2022-06-02 16:28:53,563 - INFO - Epoch [51/128][90/300] lr: 0.004, eta: 6:42:41, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1920, offset_loss: 0.3902, cls_loss: 0.2226, mask_loss: 0.2973, iou_score_loss: 0.0099, loss: 1.1120 +2022-06-02 16:29:03,488 - INFO - Epoch [51/128][100/300] lr: 0.004, eta: 6:40:46, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2078, offset_loss: 0.3954, cls_loss: 0.1999, mask_loss: 0.2857, iou_score_loss: 0.0128, loss: 1.1016 +2022-06-02 16:29:12,573 - INFO - Epoch [51/128][110/300] lr: 0.004, eta: 6:36:10, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1741, offset_loss: 0.3427, cls_loss: 0.1792, mask_loss: 0.2565, iou_score_loss: 0.0072, loss: 0.9597 +2022-06-02 16:29:22,696 - INFO - Epoch [51/128][120/300] lr: 0.004, eta: 6:35:48, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1431, offset_loss: 0.5000, cls_loss: 0.2062, mask_loss: 0.2987, iou_score_loss: 0.0078, loss: 1.1558 +2022-06-02 16:29:31,840 - INFO - Epoch [51/128][130/300] lr: 0.004, eta: 6:32:28, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1517, offset_loss: 0.3309, cls_loss: 0.1809, mask_loss: 0.2714, iou_score_loss: 0.0093, loss: 0.9443 +2022-06-02 16:29:42,166 - INFO - Epoch [51/128][140/300] lr: 0.004, eta: 6:32:54, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2055, offset_loss: 0.4038, cls_loss: 0.1900, mask_loss: 0.2819, iou_score_loss: 0.0067, loss: 1.0880 +2022-06-02 16:29:52,837 - INFO - Epoch [51/128][150/300] lr: 0.004, eta: 6:34:06, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1756, offset_loss: 0.3910, cls_loss: 0.1598, mask_loss: 0.3077, iou_score_loss: 0.0097, loss: 1.0437 +2022-06-02 16:30:02,706 - INFO - Epoch [51/128][160/300] lr: 0.004, eta: 6:33:12, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1406, offset_loss: 0.3621, cls_loss: 0.1812, mask_loss: 0.2729, iou_score_loss: 0.0082, loss: 0.9650 +2022-06-02 16:30:12,269 - INFO - Epoch [51/128][170/300] lr: 0.004, eta: 6:31:42, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1899, offset_loss: 0.3661, cls_loss: 0.2586, mask_loss: 0.2373, iou_score_loss: 0.0061, loss: 1.0579 +2022-06-02 16:30:22,109 - INFO - Epoch [51/128][180/300] lr: 0.004, eta: 6:30:55, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1800, offset_loss: 0.3901, cls_loss: 0.2167, mask_loss: 0.2614, iou_score_loss: 0.0085, loss: 1.0568 +2022-06-02 16:30:31,799 - INFO - Epoch [51/128][190/300] lr: 0.004, eta: 6:29:56, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1826, offset_loss: 0.3589, cls_loss: 0.2081, mask_loss: 0.2510, iou_score_loss: 0.0087, loss: 1.0093 +2022-06-02 16:30:41,607 - INFO - Epoch [51/128][200/300] lr: 0.004, eta: 6:29:14, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1760, offset_loss: 0.3588, cls_loss: 0.1924, mask_loss: 0.2659, iou_score_loss: 0.0085, loss: 1.0016 +2022-06-02 16:30:52,312 - INFO - Epoch [51/128][210/300] lr: 0.004, eta: 6:30:13, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1674, offset_loss: 0.4192, cls_loss: 0.1657, mask_loss: 0.2620, iou_score_loss: 0.0087, loss: 1.0230 +2022-06-02 16:31:02,004 - INFO - Epoch [51/128][220/300] lr: 0.004, eta: 6:29:20, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1855, offset_loss: 0.3346, cls_loss: 0.2048, mask_loss: 0.2702, iou_score_loss: 0.0066, loss: 1.0017 +2022-06-02 16:31:12,170 - INFO - Epoch [51/128][230/300] lr: 0.004, eta: 6:29:20, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1730, offset_loss: 0.4071, cls_loss: 0.2107, mask_loss: 0.3088, iou_score_loss: 0.0085, loss: 1.1081 +2022-06-02 16:31:22,249 - INFO - Epoch [51/128][240/300] lr: 0.004, eta: 6:29:10, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1787, offset_loss: 0.4030, cls_loss: 0.1872, mask_loss: 0.2594, iou_score_loss: 0.0093, loss: 1.0377 +2022-06-02 16:31:32,880 - INFO - Epoch [51/128][250/300] lr: 0.004, eta: 6:29:49, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1624, offset_loss: 0.3722, cls_loss: 0.1690, mask_loss: 0.2552, iou_score_loss: 0.0083, loss: 0.9671 +2022-06-02 16:31:43,792 - INFO - Epoch [51/128][260/300] lr: 0.004, eta: 6:30:51, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1814, offset_loss: 0.3899, cls_loss: 0.2308, mask_loss: 0.2634, iou_score_loss: 0.0070, loss: 1.0725 +2022-06-02 16:31:54,331 - INFO - Epoch [51/128][270/300] lr: 0.004, eta: 6:31:15, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.2031, offset_loss: 0.4153, cls_loss: 0.3440, mask_loss: 0.2930, iou_score_loss: 0.0088, loss: 1.2643 +2022-06-02 16:32:03,890 - INFO - Epoch [51/128][280/300] lr: 0.004, eta: 6:30:16, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1607, offset_loss: 0.4161, cls_loss: 0.1890, mask_loss: 0.2661, iou_score_loss: 0.0114, loss: 1.0434 +2022-06-02 16:32:13,647 - INFO - Epoch [51/128][290/300] lr: 0.004, eta: 6:29:38, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1457, offset_loss: 0.4210, cls_loss: 0.1497, mask_loss: 0.2382, iou_score_loss: 0.0076, loss: 0.9622 +2022-06-02 16:32:21,963 - INFO - Epoch [51/128][300/300] lr: 0.004, eta: 6:27:09, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1415, offset_loss: 0.3945, cls_loss: 0.2159, mask_loss: 0.2642, iou_score_loss: 0.0090, loss: 1.0251 +2022-06-02 16:32:39,188 - INFO - Epoch [52/128][10/300] lr: 0.004, eta: 10:18:47, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1342, offset_loss: 0.3222, cls_loss: 0.2029, mask_loss: 0.2611, iou_score_loss: 0.0085, loss: 0.9289 +2022-06-02 16:32:49,744 - INFO - Epoch [52/128][20/300] lr: 0.004, eta: 8:32:37, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.2117, offset_loss: 0.3782, cls_loss: 0.2343, mask_loss: 0.2554, iou_score_loss: 0.0076, loss: 1.0870 +2022-06-02 16:32:59,310 - INFO - Epoch [52/128][30/300] lr: 0.004, eta: 7:44:10, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.2370, offset_loss: 0.4157, cls_loss: 0.1858, mask_loss: 0.2829, iou_score_loss: 0.0095, loss: 1.1308 +2022-06-02 16:33:08,048 - INFO - Epoch [52/128][40/300] lr: 0.004, eta: 7:11:49, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1905, offset_loss: 0.3332, cls_loss: 0.1806, mask_loss: 0.2974, iou_score_loss: 0.0093, loss: 1.0109 +2022-06-02 16:33:18,465 - INFO - Epoch [52/128][50/300] lr: 0.004, eta: 7:05:07, mem: 9016, data_time: 0.00, iter_time: 1.72, semantic_loss: 0.1698, offset_loss: 0.4379, cls_loss: 0.1777, mask_loss: 0.2709, iou_score_loss: 0.0080, loss: 1.0644 +2022-06-02 16:33:28,045 - INFO - Epoch [52/128][60/300] lr: 0.004, eta: 6:55:38, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1979, offset_loss: 0.3850, cls_loss: 0.2428, mask_loss: 0.2674, iou_score_loss: 0.0060, loss: 1.0991 +2022-06-02 16:33:37,738 - INFO - Epoch [52/128][70/300] lr: 0.004, eta: 6:49:16, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2318, offset_loss: 0.3392, cls_loss: 0.1725, mask_loss: 0.2614, iou_score_loss: 0.0064, loss: 1.0112 +2022-06-02 16:33:47,812 - INFO - Epoch [52/128][80/300] lr: 0.004, eta: 6:46:12, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2101, offset_loss: 0.3274, cls_loss: 0.2244, mask_loss: 0.2801, iou_score_loss: 0.0094, loss: 1.0514 +2022-06-02 16:33:57,817 - INFO - Epoch [52/128][90/300] lr: 0.004, eta: 6:43:35, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2575, offset_loss: 0.3353, cls_loss: 0.1974, mask_loss: 0.3209, iou_score_loss: 0.0090, loss: 1.1200 +2022-06-02 16:34:07,983 - INFO - Epoch [52/128][100/300] lr: 0.004, eta: 6:41:59, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2198, offset_loss: 0.3358, cls_loss: 0.2693, mask_loss: 0.2911, iou_score_loss: 0.0106, loss: 1.1266 +2022-06-02 16:34:18,156 - INFO - Epoch [52/128][110/300] lr: 0.004, eta: 6:40:44, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1886, offset_loss: 0.3696, cls_loss: 0.1975, mask_loss: 0.2561, iou_score_loss: 0.0091, loss: 1.0209 +2022-06-02 16:34:28,111 - INFO - Epoch [52/128][120/300] lr: 0.004, eta: 6:38:59, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1473, offset_loss: 0.3497, cls_loss: 0.2205, mask_loss: 0.2857, iou_score_loss: 0.0087, loss: 1.0118 +2022-06-02 16:34:36,902 - INFO - Epoch [52/128][130/300] lr: 0.004, eta: 6:34:01, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1998, offset_loss: 0.3558, cls_loss: 0.2338, mask_loss: 0.2891, iou_score_loss: 0.0065, loss: 1.0851 +2022-06-02 16:34:47,187 - INFO - Epoch [52/128][140/300] lr: 0.004, eta: 6:33:49, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1981, offset_loss: 0.3873, cls_loss: 0.2019, mask_loss: 0.2613, iou_score_loss: 0.0087, loss: 1.0573 +2022-06-02 16:34:55,721 - INFO - Epoch [52/128][150/300] lr: 0.004, eta: 6:29:10, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1482, offset_loss: 0.3616, cls_loss: 0.1983, mask_loss: 0.2523, iou_score_loss: 0.0086, loss: 0.9691 +2022-06-02 16:35:05,466 - INFO - Epoch [52/128][160/300] lr: 0.004, eta: 6:28:00, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1695, offset_loss: 0.4602, cls_loss: 0.1865, mask_loss: 0.2613, iou_score_loss: 0.0055, loss: 1.0830 +2022-06-02 16:35:15,521 - INFO - Epoch [52/128][170/300] lr: 0.004, eta: 6:27:36, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1699, offset_loss: 0.3335, cls_loss: 0.2024, mask_loss: 0.2796, iou_score_loss: 0.0102, loss: 0.9955 +2022-06-02 16:35:24,449 - INFO - Epoch [52/128][180/300] lr: 0.004, eta: 6:24:52, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1583, offset_loss: 0.3637, cls_loss: 0.1536, mask_loss: 0.2965, iou_score_loss: 0.0075, loss: 0.9796 +2022-06-02 16:35:35,014 - INFO - Epoch [52/128][190/300] lr: 0.004, eta: 6:25:40, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1660, offset_loss: 0.3936, cls_loss: 0.1828, mask_loss: 0.2405, iou_score_loss: 0.0076, loss: 0.9904 +2022-06-02 16:35:45,080 - INFO - Epoch [52/128][200/300] lr: 0.004, eta: 6:25:25, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1890, offset_loss: 0.3864, cls_loss: 0.1563, mask_loss: 0.2632, iou_score_loss: 0.0063, loss: 1.0011 +2022-06-02 16:35:54,013 - INFO - Epoch [52/128][210/300] lr: 0.004, eta: 6:23:07, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1624, offset_loss: 0.3486, cls_loss: 0.1709, mask_loss: 0.2873, iou_score_loss: 0.0063, loss: 0.9754 +2022-06-02 16:36:03,976 - INFO - Epoch [52/128][220/300] lr: 0.004, eta: 6:22:50, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1873, offset_loss: 0.4434, cls_loss: 0.1270, mask_loss: 0.2556, iou_score_loss: 0.0070, loss: 1.0203 +2022-06-02 16:36:12,525 - INFO - Epoch [52/128][230/300] lr: 0.004, eta: 6:20:11, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1776, offset_loss: 0.3740, cls_loss: 0.2008, mask_loss: 0.2471, iou_score_loss: 0.0095, loss: 1.0089 +2022-06-02 16:36:21,690 - INFO - Epoch [52/128][240/300] lr: 0.004, eta: 6:18:46, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1478, offset_loss: 0.3514, cls_loss: 0.2445, mask_loss: 0.2428, iou_score_loss: 0.0096, loss: 0.9961 +2022-06-02 16:36:33,690 - INFO - Epoch [52/128][250/300] lr: 0.004, eta: 6:21:43, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1785, offset_loss: 0.4307, cls_loss: 0.2065, mask_loss: 0.3072, iou_score_loss: 0.0094, loss: 1.1323 +2022-06-02 16:36:44,167 - INFO - Epoch [52/128][260/300] lr: 0.004, eta: 6:22:12, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2105, offset_loss: 0.3956, cls_loss: 0.2514, mask_loss: 0.2420, iou_score_loss: 0.0091, loss: 1.1086 +2022-06-02 16:36:54,359 - INFO - Epoch [52/128][270/300] lr: 0.004, eta: 6:22:17, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2542, offset_loss: 0.4215, cls_loss: 0.2587, mask_loss: 0.2818, iou_score_loss: 0.0080, loss: 1.2242 +2022-06-02 16:37:04,748 - INFO - Epoch [52/128][280/300] lr: 0.004, eta: 6:22:34, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1404, offset_loss: 0.3371, cls_loss: 0.1776, mask_loss: 0.2396, iou_score_loss: 0.0068, loss: 0.9015 +2022-06-02 16:37:14,654 - INFO - Epoch [52/128][290/300] lr: 0.004, eta: 6:22:11, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1944, offset_loss: 0.4388, cls_loss: 0.2319, mask_loss: 0.3163, iou_score_loss: 0.0123, loss: 1.1937 +2022-06-02 16:37:22,970 - INFO - Epoch [52/128][300/300] lr: 0.004, eta: 6:19:50, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1520, offset_loss: 0.3837, cls_loss: 0.1982, mask_loss: 0.2839, iou_score_loss: 0.0098, loss: 1.0274 +2022-06-02 16:37:23,935 - INFO - Validation +2022-06-02 16:38:36,054 - INFO - Evaluate instance segmentation +2022-06-02 16:38:47,855 - INFO - AP: 0.453. AP_50: 0.663. AP_25: 0.787 +2022-06-02 16:38:47,856 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 16:38:54,900 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 16:38:54,900 - INFO - mIoU: 72.0 +2022-06-02 16:38:56,331 - INFO - Acc: 89.8 +2022-06-02 16:38:59,753 - INFO - Offset MAE: 0.442 +2022-06-02 16:39:13,025 - INFO - Epoch [53/128][10/300] lr: 0.004, eta: 8:20:33, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1788, offset_loss: 0.5379, cls_loss: 0.1694, mask_loss: 0.2967, iou_score_loss: 0.0058, loss: 1.1886 +2022-06-02 16:39:23,869 - INFO - Epoch [53/128][20/300] lr: 0.004, eta: 7:35:47, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1981, offset_loss: 0.4114, cls_loss: 0.2175, mask_loss: 0.3214, iou_score_loss: 0.0082, loss: 1.1567 +2022-06-02 16:39:34,248 - INFO - Epoch [53/128][30/300] lr: 0.004, eta: 7:15:06, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1683, offset_loss: 0.3357, cls_loss: 0.2468, mask_loss: 0.2421, iou_score_loss: 0.0069, loss: 0.9998 +2022-06-02 16:39:43,755 - INFO - Epoch [53/128][40/300] lr: 0.004, eta: 6:56:19, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.2096, offset_loss: 0.3769, cls_loss: 0.1973, mask_loss: 0.2403, iou_score_loss: 0.0077, loss: 1.0318 +2022-06-02 16:39:53,434 - INFO - Epoch [53/128][50/300] lr: 0.004, eta: 6:46:20, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1917, offset_loss: 0.3472, cls_loss: 0.1788, mask_loss: 0.2662, iou_score_loss: 0.0092, loss: 0.9931 +2022-06-02 16:40:02,754 - INFO - Epoch [53/128][60/300] lr: 0.004, eta: 6:37:22, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2109, offset_loss: 0.4106, cls_loss: 0.2122, mask_loss: 0.2952, iou_score_loss: 0.0069, loss: 1.1357 +2022-06-02 16:40:12,806 - INFO - Epoch [53/128][70/300] lr: 0.004, eta: 6:34:51, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1242, offset_loss: 0.3832, cls_loss: 0.2135, mask_loss: 0.2304, iou_score_loss: 0.0062, loss: 0.9575 +2022-06-02 16:40:23,395 - INFO - Epoch [53/128][80/300] lr: 0.004, eta: 6:35:26, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1861, offset_loss: 0.4349, cls_loss: 0.2211, mask_loss: 0.2707, iou_score_loss: 0.0078, loss: 1.1206 +2022-06-02 16:40:33,223 - INFO - Epoch [53/128][90/300] lr: 0.004, eta: 6:32:42, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1944, offset_loss: 0.3921, cls_loss: 0.2388, mask_loss: 0.2451, iou_score_loss: 0.0093, loss: 1.0797 +2022-06-02 16:40:42,225 - INFO - Epoch [53/128][100/300] lr: 0.004, eta: 6:27:20, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1942, offset_loss: 0.4183, cls_loss: 0.2951, mask_loss: 0.2833, iou_score_loss: 0.0077, loss: 1.1986 +2022-06-02 16:40:51,330 - INFO - Epoch [53/128][110/300] lr: 0.004, eta: 6:23:14, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1890, offset_loss: 0.4093, cls_loss: 0.2143, mask_loss: 0.2755, iou_score_loss: 0.0053, loss: 1.0934 +2022-06-02 16:41:00,594 - INFO - Epoch [53/128][120/300] lr: 0.004, eta: 6:20:17, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2182, offset_loss: 0.4294, cls_loss: 0.3293, mask_loss: 0.3044, iou_score_loss: 0.0100, loss: 1.2913 +2022-06-02 16:41:09,996 - INFO - Epoch [53/128][130/300] lr: 0.004, eta: 6:18:14, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2042, offset_loss: 0.3924, cls_loss: 0.2612, mask_loss: 0.2876, iou_score_loss: 0.0117, loss: 1.1571 +2022-06-02 16:41:19,190 - INFO - Epoch [53/128][140/300] lr: 0.004, eta: 6:15:52, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1327, offset_loss: 0.3242, cls_loss: 0.2191, mask_loss: 0.2490, iou_score_loss: 0.0074, loss: 0.9325 +2022-06-02 16:41:28,389 - INFO - Epoch [53/128][150/300] lr: 0.004, eta: 6:13:49, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1618, offset_loss: 0.3972, cls_loss: 0.1782, mask_loss: 0.3019, iou_score_loss: 0.0069, loss: 1.0461 +2022-06-02 16:41:39,832 - INFO - Epoch [53/128][160/300] lr: 0.004, eta: 6:17:18, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1893, offset_loss: 0.3721, cls_loss: 0.1913, mask_loss: 0.3005, iou_score_loss: 0.0092, loss: 1.0625 +2022-06-02 16:41:50,593 - INFO - Epoch [53/128][170/300] lr: 0.004, eta: 6:18:49, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1522, offset_loss: 0.4121, cls_loss: 0.1995, mask_loss: 0.2510, iou_score_loss: 0.0096, loss: 1.0244 +2022-06-02 16:42:01,318 - INFO - Epoch [53/128][180/300] lr: 0.004, eta: 6:20:04, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1736, offset_loss: 0.3801, cls_loss: 0.1979, mask_loss: 0.2794, iou_score_loss: 0.0061, loss: 1.0371 +2022-06-02 16:42:10,576 - INFO - Epoch [53/128][190/300] lr: 0.004, eta: 6:18:15, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1541, offset_loss: 0.4083, cls_loss: 0.1842, mask_loss: 0.2725, iou_score_loss: 0.0079, loss: 1.0271 +2022-06-02 16:42:20,858 - INFO - Epoch [53/128][200/300] lr: 0.004, eta: 6:18:32, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1732, offset_loss: 0.3564, cls_loss: 0.2298, mask_loss: 0.2912, iou_score_loss: 0.0090, loss: 1.0596 +2022-06-02 16:42:30,896 - INFO - Epoch [53/128][210/300] lr: 0.004, eta: 6:18:19, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1749, offset_loss: 0.3625, cls_loss: 0.2316, mask_loss: 0.2932, iou_score_loss: 0.0100, loss: 1.0722 +2022-06-02 16:42:40,628 - INFO - Epoch [53/128][220/300] lr: 0.004, eta: 6:17:38, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.2232, offset_loss: 0.3914, cls_loss: 0.2300, mask_loss: 0.3193, iou_score_loss: 0.0083, loss: 1.1723 +2022-06-02 16:42:51,631 - INFO - Epoch [53/128][230/300] lr: 0.004, eta: 6:19:04, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1915, offset_loss: 0.4508, cls_loss: 0.2352, mask_loss: 0.2934, iou_score_loss: 0.0100, loss: 1.1808 +2022-06-02 16:43:01,082 - INFO - Epoch [53/128][240/300] lr: 0.004, eta: 6:17:55, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1721, offset_loss: 0.5039, cls_loss: 0.2271, mask_loss: 0.2970, iou_score_loss: 0.0102, loss: 1.2102 +2022-06-02 16:43:10,146 - INFO - Epoch [53/128][250/300] lr: 0.004, eta: 6:16:16, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1809, offset_loss: 0.3716, cls_loss: 0.2541, mask_loss: 0.3322, iou_score_loss: 0.0082, loss: 1.1470 +2022-06-02 16:43:20,792 - INFO - Epoch [53/128][260/300] lr: 0.004, eta: 6:17:01, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1743, offset_loss: 0.3928, cls_loss: 0.2259, mask_loss: 0.2509, iou_score_loss: 0.0075, loss: 1.0514 +2022-06-02 16:43:31,190 - INFO - Epoch [53/128][270/300] lr: 0.004, eta: 6:17:22, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1479, offset_loss: 0.4694, cls_loss: 0.2151, mask_loss: 0.2532, iou_score_loss: 0.0083, loss: 1.0939 +2022-06-02 16:43:41,077 - INFO - Epoch [53/128][280/300] lr: 0.004, eta: 6:16:58, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1762, offset_loss: 0.3411, cls_loss: 0.2735, mask_loss: 0.2717, iou_score_loss: 0.0103, loss: 1.0727 +2022-06-02 16:43:50,938 - INFO - Epoch [53/128][290/300] lr: 0.004, eta: 6:16:34, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2070, offset_loss: 0.4324, cls_loss: 0.2264, mask_loss: 0.2796, iou_score_loss: 0.0091, loss: 1.1544 +2022-06-02 16:43:59,198 - INFO - Epoch [53/128][300/300] lr: 0.004, eta: 6:14:11, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1933, offset_loss: 0.3912, cls_loss: 0.2595, mask_loss: 0.2635, iou_score_loss: 0.0099, loss: 1.1174 +2022-06-02 16:44:16,063 - INFO - Epoch [54/128][10/300] lr: 0.004, eta: 9:51:19, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1942, offset_loss: 0.4136, cls_loss: 0.2019, mask_loss: 0.2458, iou_score_loss: 0.0082, loss: 1.0636 +2022-06-02 16:44:25,938 - INFO - Epoch [54/128][20/300] lr: 0.004, eta: 8:00:14, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.2121, offset_loss: 0.3626, cls_loss: 0.2432, mask_loss: 0.2913, iou_score_loss: 0.0087, loss: 1.1179 +2022-06-02 16:44:36,056 - INFO - Epoch [54/128][30/300] lr: 0.004, eta: 7:26:20, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1961, offset_loss: 0.3765, cls_loss: 0.2558, mask_loss: 0.2950, iou_score_loss: 0.0067, loss: 1.1301 +2022-06-02 16:44:46,976 - INFO - Epoch [54/128][40/300] lr: 0.004, eta: 7:16:52, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.2318, offset_loss: 0.3825, cls_loss: 0.2007, mask_loss: 0.2658, iou_score_loss: 0.0082, loss: 1.0890 +2022-06-02 16:44:56,902 - INFO - Epoch [54/128][50/300] lr: 0.004, eta: 7:03:36, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1741, offset_loss: 0.3483, cls_loss: 0.2345, mask_loss: 0.2732, iou_score_loss: 0.0077, loss: 1.0378 +2022-06-02 16:45:07,384 - INFO - Epoch [54/128][60/300] lr: 0.004, eta: 6:57:56, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1514, offset_loss: 0.3426, cls_loss: 0.1520, mask_loss: 0.2880, iou_score_loss: 0.0059, loss: 0.9399 +2022-06-02 16:45:16,491 - INFO - Epoch [54/128][70/300] lr: 0.004, eta: 6:46:53, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1640, offset_loss: 0.4695, cls_loss: 0.1848, mask_loss: 0.2941, iou_score_loss: 0.0110, loss: 1.1234 +2022-06-02 16:45:27,012 - INFO - Epoch [54/128][80/300] lr: 0.004, eta: 6:45:00, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1909, offset_loss: 0.3535, cls_loss: 0.2778, mask_loss: 0.2685, iou_score_loss: 0.0088, loss: 1.0995 +2022-06-02 16:45:36,765 - INFO - Epoch [54/128][90/300] lr: 0.004, eta: 6:40:16, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1635, offset_loss: 0.3248, cls_loss: 0.2460, mask_loss: 0.2748, iou_score_loss: 0.0093, loss: 1.0183 +2022-06-02 16:45:47,653 - INFO - Epoch [54/128][100/300] lr: 0.004, eta: 6:40:49, mem: 9016, data_time: 0.00, iter_time: 1.38, semantic_loss: 0.1853, offset_loss: 0.3749, cls_loss: 0.2203, mask_loss: 0.2850, iou_score_loss: 0.0091, loss: 1.0746 +2022-06-02 16:45:56,379 - INFO - Epoch [54/128][110/300] lr: 0.004, eta: 6:33:46, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1529, offset_loss: 0.3756, cls_loss: 0.1510, mask_loss: 0.2737, iou_score_loss: 0.0083, loss: 0.9615 +2022-06-02 16:46:06,341 - INFO - Epoch [54/128][120/300] lr: 0.004, eta: 6:31:47, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1881, offset_loss: 0.4143, cls_loss: 0.1862, mask_loss: 0.2638, iou_score_loss: 0.0101, loss: 1.0624 +2022-06-02 16:46:15,840 - INFO - Epoch [54/128][130/300] lr: 0.004, eta: 6:28:45, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1759, offset_loss: 0.3546, cls_loss: 0.2255, mask_loss: 0.2873, iou_score_loss: 0.0065, loss: 1.0499 +2022-06-02 16:46:26,334 - INFO - Epoch [54/128][140/300] lr: 0.004, eta: 6:28:44, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1721, offset_loss: 0.3137, cls_loss: 0.1929, mask_loss: 0.2670, iou_score_loss: 0.0053, loss: 0.9511 +2022-06-02 16:46:36,943 - INFO - Epoch [54/128][150/300] lr: 0.004, eta: 6:28:58, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1726, offset_loss: 0.3627, cls_loss: 0.2383, mask_loss: 0.2767, iou_score_loss: 0.0099, loss: 1.0602 +2022-06-02 16:46:46,047 - INFO - Epoch [54/128][160/300] lr: 0.004, eta: 6:25:41, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1876, offset_loss: 0.4095, cls_loss: 0.1677, mask_loss: 0.2960, iou_score_loss: 0.0057, loss: 1.0665 +2022-06-02 16:46:55,706 - INFO - Epoch [54/128][170/300] lr: 0.004, eta: 6:23:59, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1851, offset_loss: 0.3703, cls_loss: 0.2296, mask_loss: 0.2641, iou_score_loss: 0.0068, loss: 1.0559 +2022-06-02 16:47:05,770 - INFO - Epoch [54/128][180/300] lr: 0.004, eta: 6:23:19, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1444, offset_loss: 0.3616, cls_loss: 0.2801, mask_loss: 0.2830, iou_score_loss: 0.0097, loss: 1.0789 +2022-06-02 16:47:15,401 - INFO - Epoch [54/128][190/300] lr: 0.004, eta: 6:21:49, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1770, offset_loss: 0.4226, cls_loss: 0.1937, mask_loss: 0.2769, iou_score_loss: 0.0082, loss: 1.0784 +2022-06-02 16:47:25,013 - INFO - Epoch [54/128][200/300] lr: 0.004, eta: 6:20:24, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1598, offset_loss: 0.3574, cls_loss: 0.2233, mask_loss: 0.2733, iou_score_loss: 0.0098, loss: 1.0236 +2022-06-02 16:47:35,825 - INFO - Epoch [54/128][210/300] lr: 0.004, eta: 6:21:16, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1427, offset_loss: 0.4654, cls_loss: 0.1928, mask_loss: 0.2681, iou_score_loss: 0.0062, loss: 1.0751 +2022-06-02 16:47:45,947 - INFO - Epoch [54/128][220/300] lr: 0.004, eta: 6:20:51, mem: 9016, data_time: 0.00, iter_time: 1.36, semantic_loss: 0.1935, offset_loss: 0.3465, cls_loss: 0.3393, mask_loss: 0.2976, iou_score_loss: 0.0089, loss: 1.1858 +2022-06-02 16:47:55,546 - INFO - Epoch [54/128][230/300] lr: 0.004, eta: 6:19:38, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1803, offset_loss: 0.3599, cls_loss: 0.2304, mask_loss: 0.2433, iou_score_loss: 0.0058, loss: 1.0198 +2022-06-02 16:48:04,442 - INFO - Epoch [54/128][240/300] lr: 0.004, eta: 6:17:23, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2417, offset_loss: 0.3880, cls_loss: 0.2631, mask_loss: 0.3109, iou_score_loss: 0.0081, loss: 1.2118 +2022-06-02 16:48:14,222 - INFO - Epoch [54/128][250/300] lr: 0.004, eta: 6:16:38, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1708, offset_loss: 0.4117, cls_loss: 0.2052, mask_loss: 0.2805, iou_score_loss: 0.0093, loss: 1.0774 +2022-06-02 16:48:23,679 - INFO - Epoch [54/128][260/300] lr: 0.004, eta: 6:15:29, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2080, offset_loss: 0.3965, cls_loss: 0.1948, mask_loss: 0.3213, iou_score_loss: 0.0092, loss: 1.1298 +2022-06-02 16:48:33,586 - INFO - Epoch [54/128][270/300] lr: 0.004, eta: 6:15:01, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2133, offset_loss: 0.3882, cls_loss: 0.2504, mask_loss: 0.2751, iou_score_loss: 0.0074, loss: 1.1344 +2022-06-02 16:48:44,373 - INFO - Epoch [54/128][280/300] lr: 0.004, eta: 6:15:43, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1768, offset_loss: 0.4319, cls_loss: 0.2012, mask_loss: 0.2602, iou_score_loss: 0.0059, loss: 1.0760 +2022-06-02 16:48:53,733 - INFO - Epoch [54/128][290/300] lr: 0.004, eta: 6:14:33, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1841, offset_loss: 0.3322, cls_loss: 0.1555, mask_loss: 0.2522, iou_score_loss: 0.0087, loss: 0.9328 +2022-06-02 16:49:02,268 - INFO - Epoch [54/128][300/300] lr: 0.004, eta: 6:12:26, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.2188, offset_loss: 0.4205, cls_loss: 0.2420, mask_loss: 0.2487, iou_score_loss: 0.0094, loss: 1.1394 +2022-06-02 16:49:18,698 - INFO - Epoch [55/128][10/300] lr: 0.004, eta: 9:26:59, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1973, offset_loss: 0.3938, cls_loss: 0.1487, mask_loss: 0.2727, iou_score_loss: 0.0081, loss: 1.0206 +2022-06-02 16:49:28,530 - INFO - Epoch [55/128][20/300] lr: 0.004, eta: 7:45:06, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1765, offset_loss: 0.3958, cls_loss: 0.1762, mask_loss: 0.2865, iou_score_loss: 0.0063, loss: 1.0413 +2022-06-02 16:49:37,632 - INFO - Epoch [55/128][30/300] lr: 0.004, eta: 7:02:16, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1694, offset_loss: 0.3390, cls_loss: 0.2252, mask_loss: 0.2612, iou_score_loss: 0.0083, loss: 1.0030 +2022-06-02 16:49:47,028 - INFO - Epoch [55/128][40/300] lr: 0.004, eta: 6:43:12, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1806, offset_loss: 0.4199, cls_loss: 0.2219, mask_loss: 0.2863, iou_score_loss: 0.0080, loss: 1.1166 +2022-06-02 16:49:57,032 - INFO - Epoch [55/128][50/300] lr: 0.004, eta: 6:36:09, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1736, offset_loss: 0.4118, cls_loss: 0.3077, mask_loss: 0.2764, iou_score_loss: 0.0096, loss: 1.1791 +2022-06-02 16:50:07,479 - INFO - Epoch [55/128][60/300] lr: 0.004, eta: 6:34:16, mem: 9016, data_time: 0.00, iter_time: 2.20, semantic_loss: 0.2268, offset_loss: 0.4563, cls_loss: 0.1954, mask_loss: 0.2626, iou_score_loss: 0.0076, loss: 1.1488 +2022-06-02 16:50:17,442 - INFO - Epoch [55/128][70/300] lr: 0.004, eta: 6:30:22, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1848, offset_loss: 0.4028, cls_loss: 0.1837, mask_loss: 0.2917, iou_score_loss: 0.0071, loss: 1.0701 +2022-06-02 16:50:26,253 - INFO - Epoch [55/128][80/300] lr: 0.004, eta: 6:22:03, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1810, offset_loss: 0.3668, cls_loss: 0.2129, mask_loss: 0.2234, iou_score_loss: 0.0065, loss: 0.9906 +2022-06-02 16:50:35,701 - INFO - Epoch [55/128][90/300] lr: 0.004, eta: 6:18:06, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1735, offset_loss: 0.3646, cls_loss: 0.1652, mask_loss: 0.2771, iou_score_loss: 0.0049, loss: 0.9853 +2022-06-02 16:50:44,971 - INFO - Epoch [55/128][100/300] lr: 0.004, eta: 6:14:16, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1825, offset_loss: 0.4648, cls_loss: 0.2004, mask_loss: 0.2864, iou_score_loss: 0.0072, loss: 1.1412 +2022-06-02 16:50:54,572 - INFO - Epoch [55/128][110/300] lr: 0.004, eta: 6:12:15, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.2147, offset_loss: 0.4249, cls_loss: 0.1949, mask_loss: 0.2693, iou_score_loss: 0.0071, loss: 1.1109 +2022-06-02 16:51:04,298 - INFO - Epoch [55/128][120/300] lr: 0.004, eta: 6:10:54, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2078, offset_loss: 0.3407, cls_loss: 0.2063, mask_loss: 0.2683, iou_score_loss: 0.0084, loss: 1.0316 +2022-06-02 16:51:14,364 - INFO - Epoch [55/128][130/300] lr: 0.004, eta: 6:10:40, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1681, offset_loss: 0.4022, cls_loss: 0.1844, mask_loss: 0.3009, iou_score_loss: 0.0056, loss: 1.0612 +2022-06-02 16:51:24,274 - INFO - Epoch [55/128][140/300] lr: 0.004, eta: 6:10:05, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1476, offset_loss: 0.3874, cls_loss: 0.2171, mask_loss: 0.2252, iou_score_loss: 0.0073, loss: 0.9845 +2022-06-02 16:51:34,340 - INFO - Epoch [55/128][150/300] lr: 0.004, eta: 6:09:54, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.2070, offset_loss: 0.4261, cls_loss: 0.1740, mask_loss: 0.2329, iou_score_loss: 0.0070, loss: 1.0471 +2022-06-02 16:51:44,879 - INFO - Epoch [55/128][160/300] lr: 0.004, eta: 6:10:50, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1857, offset_loss: 0.4043, cls_loss: 0.2421, mask_loss: 0.2751, iou_score_loss: 0.0055, loss: 1.1127 +2022-06-02 16:51:56,570 - INFO - Epoch [55/128][170/300] lr: 0.004, eta: 6:14:06, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2318, offset_loss: 0.3912, cls_loss: 0.1921, mask_loss: 0.2924, iou_score_loss: 0.0124, loss: 1.1198 +2022-06-02 16:52:06,573 - INFO - Epoch [55/128][180/300] lr: 0.004, eta: 6:13:34, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1726, offset_loss: 0.4547, cls_loss: 0.2223, mask_loss: 0.2801, iou_score_loss: 0.0064, loss: 1.1361 +2022-06-02 16:52:16,561 - INFO - Epoch [55/128][190/300] lr: 0.004, eta: 6:13:00, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1859, offset_loss: 0.3494, cls_loss: 0.1942, mask_loss: 0.2858, iou_score_loss: 0.0082, loss: 1.0234 +2022-06-02 16:52:25,505 - INFO - Epoch [55/128][200/300] lr: 0.004, eta: 6:10:36, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1914, offset_loss: 0.3747, cls_loss: 0.2354, mask_loss: 0.2928, iou_score_loss: 0.0054, loss: 1.0997 +2022-06-02 16:52:35,531 - INFO - Epoch [55/128][210/300] lr: 0.004, eta: 6:10:18, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2183, offset_loss: 0.3659, cls_loss: 0.1781, mask_loss: 0.2629, iou_score_loss: 0.0095, loss: 1.0348 +2022-06-02 16:52:45,314 - INFO - Epoch [55/128][220/300] lr: 0.004, eta: 6:09:36, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1462, offset_loss: 0.4263, cls_loss: 0.1870, mask_loss: 0.2274, iou_score_loss: 0.0064, loss: 0.9933 +2022-06-02 16:52:55,306 - INFO - Epoch [55/128][230/300] lr: 0.004, eta: 6:09:16, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.2117, offset_loss: 0.4373, cls_loss: 0.2002, mask_loss: 0.3032, iou_score_loss: 0.0077, loss: 1.1600 +2022-06-02 16:53:05,497 - INFO - Epoch [55/128][240/300] lr: 0.004, eta: 6:09:15, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1654, offset_loss: 0.3741, cls_loss: 0.2223, mask_loss: 0.2841, iou_score_loss: 0.0072, loss: 1.0531 +2022-06-02 16:53:15,454 - INFO - Epoch [55/128][250/300] lr: 0.004, eta: 6:08:53, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.2102, offset_loss: 0.3922, cls_loss: 0.1865, mask_loss: 0.2530, iou_score_loss: 0.0067, loss: 1.0487 +2022-06-02 16:53:25,113 - INFO - Epoch [55/128][260/300] lr: 0.004, eta: 6:08:08, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2093, offset_loss: 0.4113, cls_loss: 0.2237, mask_loss: 0.2639, iou_score_loss: 0.0108, loss: 1.1190 +2022-06-02 16:53:33,652 - INFO - Epoch [55/128][270/300] lr: 0.004, eta: 6:05:54, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1571, offset_loss: 0.3326, cls_loss: 0.1706, mask_loss: 0.2673, iou_score_loss: 0.0077, loss: 0.9352 +2022-06-02 16:53:44,169 - INFO - Epoch [55/128][280/300] lr: 0.004, eta: 6:06:24, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.2093, offset_loss: 0.3677, cls_loss: 0.2352, mask_loss: 0.2379, iou_score_loss: 0.0055, loss: 1.0556 +2022-06-02 16:53:53,926 - INFO - Epoch [55/128][290/300] lr: 0.004, eta: 6:05:53, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1571, offset_loss: 0.3308, cls_loss: 0.2194, mask_loss: 0.3248, iou_score_loss: 0.0094, loss: 1.0415 +2022-06-02 16:54:01,927 - INFO - Epoch [55/128][300/300] lr: 0.004, eta: 6:03:16, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2023, offset_loss: 0.3688, cls_loss: 0.1742, mask_loss: 0.2444, iou_score_loss: 0.0086, loss: 0.9983 +2022-06-02 16:54:18,318 - INFO - Epoch [56/128][10/300] lr: 0.004, eta: 9:14:19, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1872, offset_loss: 0.3439, cls_loss: 0.2176, mask_loss: 0.2623, iou_score_loss: 0.0061, loss: 1.0170 +2022-06-02 16:54:28,257 - INFO - Epoch [56/128][20/300] lr: 0.004, eta: 7:38:15, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1542, offset_loss: 0.3479, cls_loss: 0.2496, mask_loss: 0.2638, iou_score_loss: 0.0087, loss: 1.0242 +2022-06-02 16:54:38,165 - INFO - Epoch [56/128][30/300] lr: 0.004, eta: 7:05:47, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1518, offset_loss: 0.3638, cls_loss: 0.2452, mask_loss: 0.2883, iou_score_loss: 0.0079, loss: 1.0570 +2022-06-02 16:54:47,579 - INFO - Epoch [56/128][40/300] lr: 0.004, eta: 6:44:52, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2135, offset_loss: 0.4352, cls_loss: 0.2550, mask_loss: 0.2224, iou_score_loss: 0.0071, loss: 1.1330 +2022-06-02 16:54:56,729 - INFO - Epoch [56/128][50/300] lr: 0.004, eta: 6:30:16, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1520, offset_loss: 0.3922, cls_loss: 0.2336, mask_loss: 0.2764, iou_score_loss: 0.0065, loss: 1.0607 +2022-06-02 16:55:06,458 - INFO - Epoch [56/128][60/300] lr: 0.004, eta: 6:24:10, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1744, offset_loss: 0.4544, cls_loss: 0.2101, mask_loss: 0.2674, iou_score_loss: 0.0127, loss: 1.1189 +2022-06-02 16:55:15,901 - INFO - Epoch [56/128][70/300] lr: 0.004, eta: 6:18:15, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1818, offset_loss: 0.4534, cls_loss: 0.1869, mask_loss: 0.2690, iou_score_loss: 0.0097, loss: 1.1007 +2022-06-02 16:55:25,035 - INFO - Epoch [56/128][80/300] lr: 0.004, eta: 6:12:16, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1814, offset_loss: 0.3896, cls_loss: 0.2953, mask_loss: 0.2436, iou_score_loss: 0.0077, loss: 1.1175 +2022-06-02 16:55:34,321 - INFO - Epoch [56/128][90/300] lr: 0.004, eta: 6:08:20, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1864, offset_loss: 0.4940, cls_loss: 0.2139, mask_loss: 0.2526, iou_score_loss: 0.0089, loss: 1.1557 +2022-06-02 16:55:44,067 - INFO - Epoch [56/128][100/300] lr: 0.004, eta: 6:06:41, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.1625, offset_loss: 0.4701, cls_loss: 0.2418, mask_loss: 0.2658, iou_score_loss: 0.0066, loss: 1.1468 +2022-06-02 16:55:52,960 - INFO - Epoch [56/128][110/300] lr: 0.004, eta: 6:02:35, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1744, offset_loss: 0.4097, cls_loss: 0.2506, mask_loss: 0.2614, iou_score_loss: 0.0083, loss: 1.1044 +2022-06-02 16:56:02,464 - INFO - Epoch [56/128][120/300] lr: 0.004, eta: 6:01:00, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1606, offset_loss: 0.3668, cls_loss: 0.1953, mask_loss: 0.2514, iou_score_loss: 0.0064, loss: 0.9806 +2022-06-02 16:56:11,671 - INFO - Epoch [56/128][130/300] lr: 0.004, eta: 5:58:46, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1568, offset_loss: 0.3543, cls_loss: 0.2155, mask_loss: 0.2587, iou_score_loss: 0.0054, loss: 0.9906 +2022-06-02 16:56:20,988 - INFO - Epoch [56/128][140/300] lr: 0.004, eta: 5:57:08, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1949, offset_loss: 0.3799, cls_loss: 0.1740, mask_loss: 0.2893, iou_score_loss: 0.0073, loss: 1.0454 +2022-06-02 16:56:31,576 - INFO - Epoch [56/128][150/300] lr: 0.004, eta: 5:58:45, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1869, offset_loss: 0.4105, cls_loss: 0.2026, mask_loss: 0.2657, iou_score_loss: 0.0051, loss: 1.0707 +2022-06-02 16:56:41,590 - INFO - Epoch [56/128][160/300] lr: 0.004, eta: 5:58:50, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1850, offset_loss: 0.3944, cls_loss: 0.2401, mask_loss: 0.2802, iou_score_loss: 0.0104, loss: 1.1102 +2022-06-02 16:56:51,823 - INFO - Epoch [56/128][170/300] lr: 0.004, eta: 5:59:23, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1618, offset_loss: 0.3744, cls_loss: 0.1709, mask_loss: 0.2619, iou_score_loss: 0.0051, loss: 0.9741 +2022-06-02 16:57:01,559 - INFO - Epoch [56/128][180/300] lr: 0.004, eta: 5:58:50, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2016, offset_loss: 0.4197, cls_loss: 0.2115, mask_loss: 0.2813, iou_score_loss: 0.0106, loss: 1.1248 +2022-06-02 16:57:12,891 - INFO - Epoch [56/128][190/300] lr: 0.004, eta: 6:01:23, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1872, offset_loss: 0.3916, cls_loss: 0.1717, mask_loss: 0.2757, iou_score_loss: 0.0099, loss: 1.0360 +2022-06-02 16:57:23,674 - INFO - Epoch [56/128][200/300] lr: 0.004, eta: 6:02:39, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1477, offset_loss: 0.4349, cls_loss: 0.2235, mask_loss: 0.3170, iou_score_loss: 0.0075, loss: 1.1305 +2022-06-02 16:57:33,361 - INFO - Epoch [56/128][210/300] lr: 0.004, eta: 6:01:54, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2083, offset_loss: 0.4071, cls_loss: 0.1779, mask_loss: 0.2776, iou_score_loss: 0.0079, loss: 1.0789 +2022-06-02 16:57:43,343 - INFO - Epoch [56/128][220/300] lr: 0.004, eta: 6:01:41, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1988, offset_loss: 0.3661, cls_loss: 0.2298, mask_loss: 0.2727, iou_score_loss: 0.0106, loss: 1.0780 +2022-06-02 16:57:53,466 - INFO - Epoch [56/128][230/300] lr: 0.004, eta: 6:01:41, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.2012, offset_loss: 0.3781, cls_loss: 0.1744, mask_loss: 0.2943, iou_score_loss: 0.0112, loss: 1.0592 +2022-06-02 16:58:03,553 - INFO - Epoch [56/128][240/300] lr: 0.004, eta: 6:01:38, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1621, offset_loss: 0.4144, cls_loss: 0.1844, mask_loss: 0.2481, iou_score_loss: 0.0071, loss: 1.0161 +2022-06-02 16:58:13,390 - INFO - Epoch [56/128][250/300] lr: 0.004, eta: 6:01:12, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2004, offset_loss: 0.3824, cls_loss: 0.2255, mask_loss: 0.2931, iou_score_loss: 0.0085, loss: 1.1099 +2022-06-02 16:58:24,028 - INFO - Epoch [56/128][260/300] lr: 0.004, eta: 6:01:55, mem: 9016, data_time: 0.00, iter_time: 1.45, semantic_loss: 0.1767, offset_loss: 0.3798, cls_loss: 0.2104, mask_loss: 0.2613, iou_score_loss: 0.0069, loss: 1.0350 +2022-06-02 16:58:33,833 - INFO - Epoch [56/128][270/300] lr: 0.004, eta: 6:01:26, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1788, offset_loss: 0.3491, cls_loss: 0.2064, mask_loss: 0.2829, iou_score_loss: 0.0082, loss: 1.0254 +2022-06-02 16:58:43,621 - INFO - Epoch [56/128][280/300] lr: 0.004, eta: 6:00:58, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2010, offset_loss: 0.4041, cls_loss: 0.1933, mask_loss: 0.2915, iou_score_loss: 0.0072, loss: 1.0971 +2022-06-02 16:58:53,412 - INFO - Epoch [56/128][290/300] lr: 0.004, eta: 6:00:31, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1648, offset_loss: 0.3957, cls_loss: 0.2484, mask_loss: 0.2498, iou_score_loss: 0.0078, loss: 1.0664 +2022-06-02 16:59:02,368 - INFO - Epoch [56/128][300/300] lr: 0.004, eta: 5:59:05, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1688, offset_loss: 0.4201, cls_loss: 0.1907, mask_loss: 0.2750, iou_score_loss: 0.0074, loss: 1.0622 +2022-06-02 16:59:03,361 - INFO - Validation +2022-06-02 17:00:13,419 - INFO - Evaluate instance segmentation +2022-06-02 17:00:24,834 - INFO - AP: 0.455. AP_50: 0.667. AP_25: 0.791 +2022-06-02 17:00:24,835 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 17:00:31,849 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 17:00:31,849 - INFO - mIoU: 72.0 +2022-06-02 17:00:33,226 - INFO - Acc: 89.8 +2022-06-02 17:00:36,663 - INFO - Offset MAE: 0.442 +2022-06-02 17:00:48,924 - INFO - Epoch [57/128][10/300] lr: 0.0039, eta: 7:17:54, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.2237, offset_loss: 0.4008, cls_loss: 0.2047, mask_loss: 0.2907, iou_score_loss: 0.0070, loss: 1.1268 +2022-06-02 17:00:58,678 - INFO - Epoch [57/128][20/300] lr: 0.0039, eta: 6:34:19, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1832, offset_loss: 0.3442, cls_loss: 0.2170, mask_loss: 0.2383, iou_score_loss: 0.0065, loss: 0.9892 +2022-06-02 17:01:08,481 - INFO - Epoch [57/128][30/300] lr: 0.0039, eta: 6:20:14, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1658, offset_loss: 0.3880, cls_loss: 0.2124, mask_loss: 0.2518, iou_score_loss: 0.0094, loss: 1.0275 +2022-06-02 17:01:17,188 - INFO - Epoch [57/128][40/300] lr: 0.0039, eta: 6:03:15, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1646, offset_loss: 0.3660, cls_loss: 0.3033, mask_loss: 0.2819, iou_score_loss: 0.0064, loss: 1.1222 +2022-06-02 17:01:27,221 - INFO - Epoch [57/128][50/300] lr: 0.0039, eta: 6:02:25, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1823, offset_loss: 0.3943, cls_loss: 0.2555, mask_loss: 0.2671, iou_score_loss: 0.0111, loss: 1.1103 +2022-06-02 17:01:36,633 - INFO - Epoch [57/128][60/300] lr: 0.0039, eta: 5:58:17, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2120, offset_loss: 0.3479, cls_loss: 0.2495, mask_loss: 0.2933, iou_score_loss: 0.0065, loss: 1.1092 +2022-06-02 17:01:45,770 - INFO - Epoch [57/128][70/300] lr: 0.0039, eta: 5:53:32, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1405, offset_loss: 0.3632, cls_loss: 0.1746, mask_loss: 0.2926, iou_score_loss: 0.0081, loss: 0.9791 +2022-06-02 17:01:55,014 - INFO - Epoch [57/128][80/300] lr: 0.0039, eta: 5:50:47, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1531, offset_loss: 0.3341, cls_loss: 0.1879, mask_loss: 0.2346, iou_score_loss: 0.0089, loss: 0.9186 +2022-06-02 17:02:05,225 - INFO - Epoch [57/128][90/300] lr: 0.0039, eta: 5:52:25, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1823, offset_loss: 0.4541, cls_loss: 0.1997, mask_loss: 0.2948, iou_score_loss: 0.0075, loss: 1.1384 +2022-06-02 17:02:14,653 - INFO - Epoch [57/128][100/300] lr: 0.0039, eta: 5:50:49, mem: 9016, data_time: 0.00, iter_time: 0.58, semantic_loss: 0.1167, offset_loss: 0.2832, cls_loss: 0.1839, mask_loss: 0.2510, iou_score_loss: 0.0074, loss: 0.8421 +2022-06-02 17:02:25,152 - INFO - Epoch [57/128][110/300] lr: 0.0039, eta: 5:52:54, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1556, offset_loss: 0.4059, cls_loss: 0.2001, mask_loss: 0.2684, iou_score_loss: 0.0056, loss: 1.0356 +2022-06-02 17:02:35,288 - INFO - Epoch [57/128][120/300] lr: 0.0039, eta: 5:53:38, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1892, offset_loss: 0.3699, cls_loss: 0.2904, mask_loss: 0.3268, iou_score_loss: 0.0103, loss: 1.1865 +2022-06-02 17:02:44,250 - INFO - Epoch [57/128][130/300] lr: 0.0039, eta: 5:50:54, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.2077, offset_loss: 0.4128, cls_loss: 0.2606, mask_loss: 0.2652, iou_score_loss: 0.0091, loss: 1.1554 +2022-06-02 17:02:54,285 - INFO - Epoch [57/128][140/300] lr: 0.0039, eta: 5:51:20, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1724, offset_loss: 0.3647, cls_loss: 0.2220, mask_loss: 0.2910, iou_score_loss: 0.0062, loss: 1.0563 +2022-06-02 17:03:04,715 - INFO - Epoch [57/128][150/300] lr: 0.0039, eta: 5:52:37, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1637, offset_loss: 0.3965, cls_loss: 0.2745, mask_loss: 0.2630, iou_score_loss: 0.0077, loss: 1.1055 +2022-06-02 17:03:14,342 - INFO - Epoch [57/128][160/300] lr: 0.0039, eta: 5:51:56, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1731, offset_loss: 0.4052, cls_loss: 0.2621, mask_loss: 0.2679, iou_score_loss: 0.0055, loss: 1.1138 +2022-06-02 17:03:23,994 - INFO - Epoch [57/128][170/300] lr: 0.0039, eta: 5:51:22, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1618, offset_loss: 0.3477, cls_loss: 0.1982, mask_loss: 0.2689, iou_score_loss: 0.0113, loss: 0.9880 +2022-06-02 17:03:34,324 - INFO - Epoch [57/128][180/300] lr: 0.0039, eta: 5:52:11, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1830, offset_loss: 0.4204, cls_loss: 0.1982, mask_loss: 0.2685, iou_score_loss: 0.0060, loss: 1.0761 +2022-06-02 17:03:45,075 - INFO - Epoch [57/128][190/300] lr: 0.0039, eta: 5:53:41, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1674, offset_loss: 0.4195, cls_loss: 0.1774, mask_loss: 0.2630, iou_score_loss: 0.0073, loss: 1.0347 +2022-06-02 17:03:55,645 - INFO - Epoch [57/128][200/300] lr: 0.0039, eta: 5:54:41, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1899, offset_loss: 0.3645, cls_loss: 0.2315, mask_loss: 0.2838, iou_score_loss: 0.0090, loss: 1.0787 +2022-06-02 17:04:06,678 - INFO - Epoch [57/128][210/300] lr: 0.0039, eta: 5:56:22, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1718, offset_loss: 0.3775, cls_loss: 0.2281, mask_loss: 0.2511, iou_score_loss: 0.0057, loss: 1.0341 +2022-06-02 17:04:15,783 - INFO - Epoch [57/128][220/300] lr: 0.0039, eta: 5:54:45, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1318, offset_loss: 0.3031, cls_loss: 0.1783, mask_loss: 0.2359, iou_score_loss: 0.0060, loss: 0.8552 +2022-06-02 17:04:25,111 - INFO - Epoch [57/128][230/300] lr: 0.0039, eta: 5:53:37, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1379, offset_loss: 0.3677, cls_loss: 0.2070, mask_loss: 0.2414, iou_score_loss: 0.0091, loss: 0.9631 +2022-06-02 17:04:34,432 - INFO - Epoch [57/128][240/300] lr: 0.0039, eta: 5:52:32, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1566, offset_loss: 0.3485, cls_loss: 0.1822, mask_loss: 0.2727, iou_score_loss: 0.0074, loss: 0.9675 +2022-06-02 17:04:44,162 - INFO - Epoch [57/128][250/300] lr: 0.0039, eta: 5:52:08, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1513, offset_loss: 0.3907, cls_loss: 0.1660, mask_loss: 0.2614, iou_score_loss: 0.0085, loss: 0.9778 +2022-06-02 17:04:56,087 - INFO - Epoch [57/128][260/300] lr: 0.0039, eta: 5:54:44, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1830, offset_loss: 0.3869, cls_loss: 0.1880, mask_loss: 0.3167, iou_score_loss: 0.0111, loss: 1.0857 +2022-06-02 17:05:05,391 - INFO - Epoch [57/128][270/300] lr: 0.0039, eta: 5:53:41, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1793, offset_loss: 0.3758, cls_loss: 0.2476, mask_loss: 0.2912, iou_score_loss: 0.0094, loss: 1.1033 +2022-06-02 17:05:13,744 - INFO - Epoch [57/128][280/300] lr: 0.0039, eta: 5:51:30, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1915, offset_loss: 0.4030, cls_loss: 0.2009, mask_loss: 0.2757, iou_score_loss: 0.0092, loss: 1.0802 +2022-06-02 17:05:23,292 - INFO - Epoch [57/128][290/300] lr: 0.0039, eta: 5:50:55, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1747, offset_loss: 0.4205, cls_loss: 0.1819, mask_loss: 0.2615, iou_score_loss: 0.0057, loss: 1.0443 +2022-06-02 17:05:32,687 - INFO - Epoch [57/128][300/300] lr: 0.0039, eta: 5:50:11, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1764, offset_loss: 0.3842, cls_loss: 0.2144, mask_loss: 0.2582, iou_score_loss: 0.0088, loss: 1.0419 +2022-06-02 17:05:49,328 - INFO - Epoch [58/128][10/300] lr: 0.0039, eta: 9:07:35, mem: 9016, data_time: 1.14, iter_time: 2.18, semantic_loss: 0.2061, offset_loss: 0.3959, cls_loss: 0.3250, mask_loss: 0.2919, iou_score_loss: 0.0090, loss: 1.2279 +2022-06-02 17:05:58,801 - INFO - Epoch [58/128][20/300] lr: 0.0039, eta: 7:21:42, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1527, offset_loss: 0.3992, cls_loss: 0.1814, mask_loss: 0.2369, iou_score_loss: 0.0075, loss: 0.9777 +2022-06-02 17:06:08,375 - INFO - Epoch [58/128][30/300] lr: 0.0039, eta: 6:47:18, mem: 9016, data_time: 0.13, iter_time: 1.17, semantic_loss: 0.1685, offset_loss: 0.4040, cls_loss: 0.2572, mask_loss: 0.2760, iou_score_loss: 0.0085, loss: 1.1143 +2022-06-02 17:06:18,357 - INFO - Epoch [58/128][40/300] lr: 0.0039, eta: 6:33:54, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1401, offset_loss: 0.3817, cls_loss: 0.1880, mask_loss: 0.2604, iou_score_loss: 0.0084, loss: 0.9786 +2022-06-02 17:06:27,758 - INFO - Epoch [58/128][50/300] lr: 0.0039, eta: 6:21:35, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1709, offset_loss: 0.3418, cls_loss: 0.1509, mask_loss: 0.2750, iou_score_loss: 0.0076, loss: 0.9463 +2022-06-02 17:06:36,903 - INFO - Epoch [58/128][60/300] lr: 0.0039, eta: 6:11:40, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1882, offset_loss: 0.3686, cls_loss: 0.2037, mask_loss: 0.3397, iou_score_loss: 0.0081, loss: 1.1084 +2022-06-02 17:06:47,332 - INFO - Epoch [58/128][70/300] lr: 0.0039, eta: 6:11:15, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1903, offset_loss: 0.3756, cls_loss: 0.2367, mask_loss: 0.2496, iou_score_loss: 0.0094, loss: 1.0616 +2022-06-02 17:06:56,648 - INFO - Epoch [58/128][80/300] lr: 0.0039, eta: 6:05:50, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1872, offset_loss: 0.3969, cls_loss: 0.2053, mask_loss: 0.2309, iou_score_loss: 0.0063, loss: 1.0266 +2022-06-02 17:07:06,817 - INFO - Epoch [58/128][90/300] lr: 0.0039, eta: 6:04:53, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.1675, offset_loss: 0.4767, cls_loss: 0.1840, mask_loss: 0.2660, iou_score_loss: 0.0074, loss: 1.1016 +2022-06-02 17:07:15,774 - INFO - Epoch [58/128][100/300] lr: 0.0039, eta: 5:59:58, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1651, offset_loss: 0.3813, cls_loss: 0.2082, mask_loss: 0.2638, iou_score_loss: 0.0079, loss: 1.0262 +2022-06-02 17:07:24,942 - INFO - Epoch [58/128][110/300] lr: 0.0039, eta: 5:56:32, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2379, offset_loss: 0.4213, cls_loss: 0.2023, mask_loss: 0.3113, iou_score_loss: 0.0114, loss: 1.1841 +2022-06-02 17:07:35,353 - INFO - Epoch [58/128][120/300] lr: 0.0039, eta: 5:57:18, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1630, offset_loss: 0.3575, cls_loss: 0.2288, mask_loss: 0.2719, iou_score_loss: 0.0121, loss: 1.0332 +2022-06-02 17:07:45,375 - INFO - Epoch [58/128][130/300] lr: 0.0039, eta: 5:56:52, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1869, offset_loss: 0.3437, cls_loss: 0.2575, mask_loss: 0.3038, iou_score_loss: 0.0090, loss: 1.1009 +2022-06-02 17:07:54,824 - INFO - Epoch [58/128][140/300] lr: 0.0039, eta: 5:55:01, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1600, offset_loss: 0.3407, cls_loss: 0.1915, mask_loss: 0.2361, iou_score_loss: 0.0074, loss: 0.9357 +2022-06-02 17:08:04,797 - INFO - Epoch [58/128][150/300] lr: 0.0039, eta: 5:54:37, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1659, offset_loss: 0.3963, cls_loss: 0.1927, mask_loss: 0.3333, iou_score_loss: 0.0100, loss: 1.0982 +2022-06-02 17:08:14,577 - INFO - Epoch [58/128][160/300] lr: 0.0039, eta: 5:53:51, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.2165, offset_loss: 0.3686, cls_loss: 0.2848, mask_loss: 0.2749, iou_score_loss: 0.0107, loss: 1.1555 +2022-06-02 17:08:24,669 - INFO - Epoch [58/128][170/300] lr: 0.0039, eta: 5:53:45, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1872, offset_loss: 0.4224, cls_loss: 0.2323, mask_loss: 0.2875, iou_score_loss: 0.0071, loss: 1.1365 +2022-06-02 17:08:34,158 - INFO - Epoch [58/128][180/300] lr: 0.0039, eta: 5:52:31, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.2190, offset_loss: 0.4084, cls_loss: 0.2134, mask_loss: 0.2870, iou_score_loss: 0.0099, loss: 1.1377 +2022-06-02 17:08:44,456 - INFO - Epoch [58/128][190/300] lr: 0.0039, eta: 5:52:52, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2075, offset_loss: 0.3854, cls_loss: 0.1866, mask_loss: 0.2489, iou_score_loss: 0.0073, loss: 1.0358 +2022-06-02 17:08:54,979 - INFO - Epoch [58/128][200/300] lr: 0.0039, eta: 5:53:35, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1779, offset_loss: 0.3800, cls_loss: 0.2464, mask_loss: 0.3176, iou_score_loss: 0.0092, loss: 1.1310 +2022-06-02 17:09:05,255 - INFO - Epoch [58/128][210/300] lr: 0.0039, eta: 5:53:46, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1781, offset_loss: 0.4065, cls_loss: 0.2461, mask_loss: 0.2374, iou_score_loss: 0.0108, loss: 1.0788 +2022-06-02 17:09:15,321 - INFO - Epoch [58/128][220/300] lr: 0.0039, eta: 5:53:36, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.2120, offset_loss: 0.4322, cls_loss: 0.2029, mask_loss: 0.2879, iou_score_loss: 0.0088, loss: 1.1439 +2022-06-02 17:09:26,012 - INFO - Epoch [58/128][230/300] lr: 0.0039, eta: 5:54:24, mem: 9016, data_time: 0.00, iter_time: 1.34, semantic_loss: 0.1597, offset_loss: 0.3545, cls_loss: 0.2757, mask_loss: 0.2662, iou_score_loss: 0.0116, loss: 1.0677 +2022-06-02 17:09:36,336 - INFO - Epoch [58/128][240/300] lr: 0.0039, eta: 5:54:33, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1615, offset_loss: 0.3548, cls_loss: 0.2145, mask_loss: 0.2787, iou_score_loss: 0.0090, loss: 1.0184 +2022-06-02 17:09:45,830 - INFO - Epoch [58/128][250/300] lr: 0.0039, eta: 5:53:33, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1861, offset_loss: 0.3777, cls_loss: 0.2298, mask_loss: 0.2523, iou_score_loss: 0.0098, loss: 1.0558 +2022-06-02 17:09:56,327 - INFO - Epoch [58/128][260/300] lr: 0.0039, eta: 5:53:56, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1762, offset_loss: 0.3990, cls_loss: 0.1915, mask_loss: 0.2814, iou_score_loss: 0.0097, loss: 1.0578 +2022-06-02 17:10:06,103 - INFO - Epoch [58/128][270/300] lr: 0.0039, eta: 5:53:22, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1588, offset_loss: 0.3951, cls_loss: 0.2117, mask_loss: 0.2701, iou_score_loss: 0.0084, loss: 1.0440 +2022-06-02 17:10:15,875 - INFO - Epoch [58/128][280/300] lr: 0.0039, eta: 5:52:48, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1880, offset_loss: 0.3584, cls_loss: 0.2066, mask_loss: 0.2978, iou_score_loss: 0.0069, loss: 1.0577 +2022-06-02 17:10:26,516 - INFO - Epoch [58/128][290/300] lr: 0.0039, eta: 5:53:20, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1524, offset_loss: 0.4003, cls_loss: 0.2275, mask_loss: 0.2635, iou_score_loss: 0.0071, loss: 1.0508 +2022-06-02 17:10:35,327 - INFO - Epoch [58/128][300/300] lr: 0.0039, eta: 5:51:40, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.2107, offset_loss: 0.4036, cls_loss: 0.2190, mask_loss: 0.2681, iou_score_loss: 0.0087, loss: 1.1101 +2022-06-02 17:10:52,533 - INFO - Epoch [59/128][10/300] lr: 0.0039, eta: 9:23:33, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1390, offset_loss: 0.3577, cls_loss: 0.2058, mask_loss: 0.2541, iou_score_loss: 0.0088, loss: 0.9654 +2022-06-02 17:11:02,040 - INFO - Epoch [59/128][20/300] lr: 0.0039, eta: 7:28:03, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1645, offset_loss: 0.3785, cls_loss: 0.2089, mask_loss: 0.2916, iou_score_loss: 0.0074, loss: 1.0508 +2022-06-02 17:11:12,607 - INFO - Epoch [59/128][30/300] lr: 0.0039, eta: 7:01:39, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1510, offset_loss: 0.3391, cls_loss: 0.2198, mask_loss: 0.2897, iou_score_loss: 0.0087, loss: 1.0082 +2022-06-02 17:11:22,461 - INFO - Epoch [59/128][40/300] lr: 0.0039, eta: 6:42:02, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1620, offset_loss: 0.4448, cls_loss: 0.2188, mask_loss: 0.2567, iou_score_loss: 0.0085, loss: 1.0907 +2022-06-02 17:11:32,457 - INFO - Epoch [59/128][50/300] lr: 0.0039, eta: 6:31:25, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1248, offset_loss: 0.3492, cls_loss: 0.1507, mask_loss: 0.2817, iou_score_loss: 0.0057, loss: 0.9121 +2022-06-02 17:11:42,480 - INFO - Epoch [59/128][60/300] lr: 0.0039, eta: 6:24:18, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2359, offset_loss: 0.3828, cls_loss: 0.2452, mask_loss: 0.2606, iou_score_loss: 0.0085, loss: 1.1329 +2022-06-02 17:11:51,584 - INFO - Epoch [59/128][70/300] lr: 0.0039, eta: 6:14:38, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1659, offset_loss: 0.3156, cls_loss: 0.1624, mask_loss: 0.2939, iou_score_loss: 0.0096, loss: 0.9474 +2022-06-02 17:12:01,994 - INFO - Epoch [59/128][80/300] lr: 0.0039, eta: 6:13:01, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1918, offset_loss: 0.4326, cls_loss: 0.2571, mask_loss: 0.2709, iou_score_loss: 0.0079, loss: 1.1601 +2022-06-02 17:12:12,865 - INFO - Epoch [59/128][90/300] lr: 0.0039, eta: 6:13:27, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1787, offset_loss: 0.4019, cls_loss: 0.1766, mask_loss: 0.2662, iou_score_loss: 0.0063, loss: 1.0297 +2022-06-02 17:12:22,933 - INFO - Epoch [59/128][100/300] lr: 0.0039, eta: 6:11:03, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1581, offset_loss: 0.3916, cls_loss: 0.1783, mask_loss: 0.2765, iou_score_loss: 0.0098, loss: 1.0143 +2022-06-02 17:12:32,353 - INFO - Epoch [59/128][110/300] lr: 0.0039, eta: 6:06:55, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1262, offset_loss: 0.3142, cls_loss: 0.1927, mask_loss: 0.2726, iou_score_loss: 0.0067, loss: 0.9125 +2022-06-02 17:12:42,388 - INFO - Epoch [59/128][120/300] lr: 0.0039, eta: 6:05:18, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1635, offset_loss: 0.3725, cls_loss: 0.1753, mask_loss: 0.2558, iou_score_loss: 0.0068, loss: 0.9739 +2022-06-02 17:12:50,485 - INFO - Epoch [59/128][130/300] lr: 0.0039, eta: 5:58:33, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1599, offset_loss: 0.4068, cls_loss: 0.1974, mask_loss: 0.2858, iou_score_loss: 0.0097, loss: 1.0596 +2022-06-02 17:12:59,175 - INFO - Epoch [59/128][140/300] lr: 0.0039, eta: 5:54:30, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1638, offset_loss: 0.3464, cls_loss: 0.2864, mask_loss: 0.2770, iou_score_loss: 0.0105, loss: 1.0841 +2022-06-02 17:13:09,537 - INFO - Epoch [59/128][150/300] lr: 0.0039, eta: 5:54:40, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1593, offset_loss: 0.3819, cls_loss: 0.2036, mask_loss: 0.2806, iou_score_loss: 0.0084, loss: 1.0337 +2022-06-02 17:13:19,582 - INFO - Epoch [59/128][160/300] lr: 0.0039, eta: 5:54:13, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.2142, offset_loss: 0.3679, cls_loss: 0.2146, mask_loss: 0.2996, iou_score_loss: 0.0081, loss: 1.1044 +2022-06-02 17:13:28,557 - INFO - Epoch [59/128][170/300] lr: 0.0039, eta: 5:51:32, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1417, offset_loss: 0.3631, cls_loss: 0.1902, mask_loss: 0.2413, iou_score_loss: 0.0077, loss: 0.9440 +2022-06-02 17:13:37,680 - INFO - Epoch [59/128][180/300] lr: 0.0039, eta: 5:49:26, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1751, offset_loss: 0.3365, cls_loss: 0.2242, mask_loss: 0.3106, iou_score_loss: 0.0077, loss: 1.0540 +2022-06-02 17:13:48,231 - INFO - Epoch [59/128][190/300] lr: 0.0039, eta: 5:50:08, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2247, offset_loss: 0.4428, cls_loss: 0.1937, mask_loss: 0.2869, iou_score_loss: 0.0112, loss: 1.1593 +2022-06-02 17:13:57,315 - INFO - Epoch [59/128][200/300] lr: 0.0039, eta: 5:48:13, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1939, offset_loss: 0.3517, cls_loss: 0.1983, mask_loss: 0.3083, iou_score_loss: 0.0087, loss: 1.0609 +2022-06-02 17:14:07,768 - INFO - Epoch [59/128][210/300] lr: 0.0039, eta: 5:48:41, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1469, offset_loss: 0.3473, cls_loss: 0.2359, mask_loss: 0.2322, iou_score_loss: 0.0091, loss: 0.9714 +2022-06-02 17:14:17,522 - INFO - Epoch [59/128][220/300] lr: 0.0039, eta: 5:48:05, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1603, offset_loss: 0.3461, cls_loss: 0.1735, mask_loss: 0.2321, iou_score_loss: 0.0068, loss: 0.9188 +2022-06-02 17:14:28,127 - INFO - Epoch [59/128][230/300] lr: 0.0039, eta: 5:48:45, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1766, offset_loss: 0.4417, cls_loss: 0.1937, mask_loss: 0.2204, iou_score_loss: 0.0061, loss: 1.0384 +2022-06-02 17:14:38,525 - INFO - Epoch [59/128][240/300] lr: 0.0039, eta: 5:49:01, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2044, offset_loss: 0.3764, cls_loss: 0.2025, mask_loss: 0.2924, iou_score_loss: 0.0072, loss: 1.0830 +2022-06-02 17:14:48,478 - INFO - Epoch [59/128][250/300] lr: 0.0039, eta: 5:48:39, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2314, offset_loss: 0.3427, cls_loss: 0.2160, mask_loss: 0.2635, iou_score_loss: 0.0070, loss: 1.0606 +2022-06-02 17:14:58,634 - INFO - Epoch [59/128][260/300] lr: 0.0039, eta: 5:48:36, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1940, offset_loss: 0.4467, cls_loss: 0.2079, mask_loss: 0.2614, iou_score_loss: 0.0071, loss: 1.1171 +2022-06-02 17:15:08,354 - INFO - Epoch [59/128][270/300] lr: 0.0039, eta: 5:47:58, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1469, offset_loss: 0.4169, cls_loss: 0.2548, mask_loss: 0.2947, iou_score_loss: 0.0117, loss: 1.1249 +2022-06-02 17:15:20,406 - INFO - Epoch [59/128][280/300] lr: 0.0039, eta: 5:50:15, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2850, offset_loss: 0.5355, cls_loss: 0.2194, mask_loss: 0.3011, iou_score_loss: 0.0095, loss: 1.3506 +2022-06-02 17:15:30,833 - INFO - Epoch [59/128][290/300] lr: 0.0039, eta: 5:50:25, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2251, offset_loss: 0.4287, cls_loss: 0.2293, mask_loss: 0.3056, iou_score_loss: 0.0113, loss: 1.2002 +2022-06-02 17:15:39,601 - INFO - Epoch [59/128][300/300] lr: 0.0039, eta: 5:48:40, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1478, offset_loss: 0.3388, cls_loss: 0.1859, mask_loss: 0.2525, iou_score_loss: 0.0102, loss: 0.9352 +2022-06-02 17:15:55,289 - INFO - Epoch [60/128][10/300] lr: 0.0039, eta: 8:23:06, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1913, offset_loss: 0.4359, cls_loss: 0.2084, mask_loss: 0.2543, iou_score_loss: 0.0081, loss: 1.0981 +2022-06-02 17:16:05,198 - INFO - Epoch [60/128][20/300] lr: 0.0039, eta: 7:01:57, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1675, offset_loss: 0.4087, cls_loss: 0.1886, mask_loss: 0.2668, iou_score_loss: 0.0075, loss: 1.0391 +2022-06-02 17:16:15,506 - INFO - Epoch [60/128][30/300] lr: 0.0039, eta: 6:39:43, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2392, offset_loss: 0.3956, cls_loss: 0.2684, mask_loss: 0.2957, iou_score_loss: 0.0080, loss: 1.2070 +2022-06-02 17:16:25,166 - INFO - Epoch [60/128][40/300] lr: 0.0039, eta: 6:22:28, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1654, offset_loss: 0.3821, cls_loss: 0.1551, mask_loss: 0.2426, iou_score_loss: 0.0054, loss: 0.9506 +2022-06-02 17:16:35,113 - INFO - Epoch [60/128][50/300] lr: 0.0039, eta: 6:14:34, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1658, offset_loss: 0.4006, cls_loss: 0.2783, mask_loss: 0.2581, iou_score_loss: 0.0086, loss: 1.1114 +2022-06-02 17:16:44,853 - INFO - Epoch [60/128][60/300] lr: 0.0039, eta: 6:07:51, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1778, offset_loss: 0.4072, cls_loss: 0.2526, mask_loss: 0.2296, iou_score_loss: 0.0092, loss: 1.0763 +2022-06-02 17:16:54,284 - INFO - Epoch [60/128][70/300] lr: 0.0039, eta: 6:01:21, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1730, offset_loss: 0.3865, cls_loss: 0.1774, mask_loss: 0.2576, iou_score_loss: 0.0085, loss: 1.0030 +2022-06-02 17:17:04,065 - INFO - Epoch [60/128][80/300] lr: 0.0039, eta: 5:58:03, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1825, offset_loss: 0.3290, cls_loss: 0.2446, mask_loss: 0.2712, iou_score_loss: 0.0065, loss: 1.0339 +2022-06-02 17:17:13,703 - INFO - Epoch [60/128][90/300] lr: 0.0039, eta: 5:54:58, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2031, offset_loss: 0.3468, cls_loss: 0.1809, mask_loss: 0.2581, iou_score_loss: 0.0075, loss: 0.9964 +2022-06-02 17:17:24,081 - INFO - Epoch [60/128][100/300] lr: 0.0039, eta: 5:54:56, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1667, offset_loss: 0.4137, cls_loss: 0.2335, mask_loss: 0.3150, iou_score_loss: 0.0078, loss: 1.1368 +2022-06-02 17:17:33,125 - INFO - Epoch [60/128][110/300] lr: 0.0039, eta: 5:50:43, mem: 9016, data_time: 0.00, iter_time: 1.66, semantic_loss: 0.2184, offset_loss: 0.4146, cls_loss: 0.1884, mask_loss: 0.2717, iou_score_loss: 0.0073, loss: 1.1004 +2022-06-02 17:17:42,489 - INFO - Epoch [60/128][120/300] lr: 0.0039, eta: 5:48:05, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1714, offset_loss: 0.3705, cls_loss: 0.2148, mask_loss: 0.2622, iou_score_loss: 0.0080, loss: 1.0268 +2022-06-02 17:17:52,193 - INFO - Epoch [60/128][130/300] lr: 0.0039, eta: 5:46:47, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1340, offset_loss: 0.4294, cls_loss: 0.1328, mask_loss: 0.2401, iou_score_loss: 0.0085, loss: 0.9449 +2022-06-02 17:18:02,044 - INFO - Epoch [60/128][140/300] lr: 0.0039, eta: 5:45:55, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1858, offset_loss: 0.3681, cls_loss: 0.2282, mask_loss: 0.2879, iou_score_loss: 0.0090, loss: 1.0789 +2022-06-02 17:18:10,229 - INFO - Epoch [60/128][150/300] lr: 0.0039, eta: 5:41:24, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1348, offset_loss: 0.4052, cls_loss: 0.1869, mask_loss: 0.2924, iou_score_loss: 0.0061, loss: 1.0253 +2022-06-02 17:18:20,667 - INFO - Epoch [60/128][160/300] lr: 0.0039, eta: 5:42:11, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1736, offset_loss: 0.3816, cls_loss: 0.1898, mask_loss: 0.2977, iou_score_loss: 0.0064, loss: 1.0492 +2022-06-02 17:18:34,009 - INFO - Epoch [60/128][170/300] lr: 0.0039, eta: 5:48:50, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2008, offset_loss: 0.4479, cls_loss: 0.1838, mask_loss: 0.2857, iou_score_loss: 0.0062, loss: 1.1244 +2022-06-02 17:18:43,865 - INFO - Epoch [60/128][180/300] lr: 0.0039, eta: 5:48:01, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1593, offset_loss: 0.3686, cls_loss: 0.1876, mask_loss: 0.2930, iou_score_loss: 0.0087, loss: 1.0171 +2022-06-02 17:18:54,604 - INFO - Epoch [60/128][190/300] lr: 0.0039, eta: 5:48:51, mem: 9016, data_time: 0.00, iter_time: 1.41, semantic_loss: 0.2054, offset_loss: 0.4296, cls_loss: 0.2376, mask_loss: 0.2971, iou_score_loss: 0.0090, loss: 1.1787 +2022-06-02 17:19:05,049 - INFO - Epoch [60/128][200/300] lr: 0.0039, eta: 5:49:05, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1801, offset_loss: 0.3571, cls_loss: 0.1734, mask_loss: 0.2465, iou_score_loss: 0.0056, loss: 0.9626 +2022-06-02 17:19:14,596 - INFO - Epoch [60/128][210/300] lr: 0.0039, eta: 5:47:50, mem: 9016, data_time: 0.00, iter_time: 0.53, semantic_loss: 0.1546, offset_loss: 0.3581, cls_loss: 0.2845, mask_loss: 0.3014, iou_score_loss: 0.0063, loss: 1.1050 +2022-06-02 17:19:23,897 - INFO - Epoch [60/128][220/300] lr: 0.0039, eta: 5:46:18, mem: 9016, data_time: 0.00, iter_time: 0.61, semantic_loss: 0.1276, offset_loss: 0.3444, cls_loss: 0.1586, mask_loss: 0.2553, iou_score_loss: 0.0069, loss: 0.8929 +2022-06-02 17:19:34,430 - INFO - Epoch [60/128][230/300] lr: 0.0039, eta: 5:46:41, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1484, offset_loss: 0.4225, cls_loss: 0.2339, mask_loss: 0.2793, iou_score_loss: 0.0073, loss: 1.0915 +2022-06-02 17:19:43,719 - INFO - Epoch [60/128][240/300] lr: 0.0039, eta: 5:45:17, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1871, offset_loss: 0.3742, cls_loss: 0.2090, mask_loss: 0.2630, iou_score_loss: 0.0061, loss: 1.0395 +2022-06-02 17:19:54,270 - INFO - Epoch [60/128][250/300] lr: 0.0039, eta: 5:45:42, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.2026, offset_loss: 0.4334, cls_loss: 0.1999, mask_loss: 0.2752, iou_score_loss: 0.0094, loss: 1.1206 +2022-06-02 17:20:04,539 - INFO - Epoch [60/128][260/300] lr: 0.0039, eta: 5:45:42, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1984, offset_loss: 0.3844, cls_loss: 0.2052, mask_loss: 0.3057, iou_score_loss: 0.0102, loss: 1.1039 +2022-06-02 17:20:14,590 - INFO - Epoch [60/128][270/300] lr: 0.0039, eta: 5:45:24, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1513, offset_loss: 0.3188, cls_loss: 0.1705, mask_loss: 0.2645, iou_score_loss: 0.0057, loss: 0.9107 +2022-06-02 17:20:26,389 - INFO - Epoch [60/128][280/300] lr: 0.0039, eta: 5:47:14, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.2014, offset_loss: 0.3711, cls_loss: 0.1583, mask_loss: 0.2858, iou_score_loss: 0.0077, loss: 1.0242 +2022-06-02 17:20:35,661 - INFO - Epoch [60/128][290/300] lr: 0.0039, eta: 5:45:58, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.2221, offset_loss: 0.3775, cls_loss: 0.1838, mask_loss: 0.3013, iou_score_loss: 0.0067, loss: 1.0915 +2022-06-02 17:20:44,327 - INFO - Epoch [60/128][300/300] lr: 0.0039, eta: 5:44:07, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1952, offset_loss: 0.3486, cls_loss: 0.1742, mask_loss: 0.2682, iou_score_loss: 0.0081, loss: 0.9943 +2022-06-02 17:20:45,330 - INFO - Validation +2022-06-02 17:21:56,825 - INFO - Evaluate instance segmentation +2022-06-02 17:22:08,675 - INFO - AP: 0.448. AP_50: 0.661. AP_25: 0.785 +2022-06-02 17:22:08,676 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 17:22:15,571 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 17:22:15,571 - INFO - mIoU: 72.0 +2022-06-02 17:22:16,913 - INFO - Acc: 89.8 +2022-06-02 17:22:20,405 - INFO - Offset MAE: 0.442 +2022-06-02 17:22:34,510 - INFO - Epoch [61/128][10/300] lr: 0.0038, eta: 7:56:01, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2156, offset_loss: 0.3936, cls_loss: 0.2077, mask_loss: 0.2826, iou_score_loss: 0.0087, loss: 1.1082 +2022-06-02 17:22:45,305 - INFO - Epoch [61/128][20/300] lr: 0.0038, eta: 7:01:25, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1581, offset_loss: 0.4125, cls_loss: 0.1871, mask_loss: 0.2402, iou_score_loss: 0.0071, loss: 1.0050 +2022-06-02 17:22:55,702 - INFO - Epoch [61/128][30/300] lr: 0.0038, eta: 6:38:31, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2099, offset_loss: 0.4376, cls_loss: 0.1729, mask_loss: 0.2935, iou_score_loss: 0.0087, loss: 1.1226 +2022-06-02 17:23:05,949 - INFO - Epoch [61/128][40/300] lr: 0.0038, eta: 6:25:36, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1541, offset_loss: 0.4232, cls_loss: 0.1798, mask_loss: 0.2580, iou_score_loss: 0.0078, loss: 1.0230 +2022-06-02 17:23:15,679 - INFO - Epoch [61/128][50/300] lr: 0.0038, eta: 6:14:19, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1878, offset_loss: 0.3442, cls_loss: 0.2387, mask_loss: 0.2444, iou_score_loss: 0.0089, loss: 1.0240 +2022-06-02 17:23:25,210 - INFO - Epoch [61/128][60/300] lr: 0.0038, eta: 6:05:41, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1837, offset_loss: 0.4111, cls_loss: 0.1993, mask_loss: 0.2710, iou_score_loss: 0.0070, loss: 1.0722 +2022-06-02 17:23:35,620 - INFO - Epoch [61/128][70/300] lr: 0.0038, eta: 6:03:40, mem: 9016, data_time: 0.00, iter_time: 0.62, semantic_loss: 0.1737, offset_loss: 0.4147, cls_loss: 0.1979, mask_loss: 0.2939, iou_score_loss: 0.0087, loss: 1.0890 +2022-06-02 17:23:45,676 - INFO - Epoch [61/128][80/300] lr: 0.0038, eta: 6:00:36, mem: 9016, data_time: 0.00, iter_time: 0.61, semantic_loss: 0.1985, offset_loss: 0.4238, cls_loss: 0.2692, mask_loss: 0.2903, iou_score_loss: 0.0094, loss: 1.1912 +2022-06-02 17:23:58,882 - INFO - Epoch [61/128][90/300] lr: 0.0038, eta: 6:10:00, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1527, offset_loss: 0.3313, cls_loss: 0.2540, mask_loss: 0.2642, iou_score_loss: 0.0086, loss: 1.0107 +2022-06-02 17:24:08,750 - INFO - Epoch [61/128][100/300] lr: 0.0038, eta: 6:06:16, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1877, offset_loss: 0.3553, cls_loss: 0.2085, mask_loss: 0.2703, iou_score_loss: 0.0070, loss: 1.0287 +2022-06-02 17:24:18,981 - INFO - Epoch [61/128][110/300] lr: 0.0038, eta: 6:04:14, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1723, offset_loss: 0.3890, cls_loss: 0.1963, mask_loss: 0.2917, iou_score_loss: 0.0067, loss: 1.0560 +2022-06-02 17:24:28,446 - INFO - Epoch [61/128][120/300] lr: 0.0038, eta: 6:00:24, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1809, offset_loss: 0.3402, cls_loss: 0.1949, mask_loss: 0.2397, iou_score_loss: 0.0102, loss: 0.9658 +2022-06-02 17:24:38,461 - INFO - Epoch [61/128][130/300] lr: 0.0038, eta: 5:58:33, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1508, offset_loss: 0.3337, cls_loss: 0.1896, mask_loss: 0.2619, iou_score_loss: 0.0062, loss: 0.9421 +2022-06-02 17:24:47,850 - INFO - Epoch [61/128][140/300] lr: 0.0038, eta: 5:55:25, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.2031, offset_loss: 0.3938, cls_loss: 0.2058, mask_loss: 0.2717, iou_score_loss: 0.0077, loss: 1.0819 +2022-06-02 17:24:57,114 - INFO - Epoch [61/128][150/300] lr: 0.0038, eta: 5:52:23, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1607, offset_loss: 0.3480, cls_loss: 0.2608, mask_loss: 0.2668, iou_score_loss: 0.0072, loss: 1.0435 +2022-06-02 17:25:07,558 - INFO - Epoch [61/128][160/300] lr: 0.0038, eta: 5:52:14, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1555, offset_loss: 0.3319, cls_loss: 0.1898, mask_loss: 0.2398, iou_score_loss: 0.0097, loss: 0.9267 +2022-06-02 17:25:18,295 - INFO - Epoch [61/128][170/300] lr: 0.0038, eta: 5:52:39, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1594, offset_loss: 0.4115, cls_loss: 0.1471, mask_loss: 0.2321, iou_score_loss: 0.0069, loss: 0.9571 +2022-06-02 17:25:28,387 - INFO - Epoch [61/128][180/300] lr: 0.0038, eta: 5:51:47, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1685, offset_loss: 0.3623, cls_loss: 0.2144, mask_loss: 0.2742, iou_score_loss: 0.0085, loss: 1.0280 +2022-06-02 17:25:38,322 - INFO - Epoch [61/128][190/300] lr: 0.0038, eta: 5:50:43, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1780, offset_loss: 0.3502, cls_loss: 0.2079, mask_loss: 0.2726, iou_score_loss: 0.0104, loss: 1.0192 +2022-06-02 17:25:47,953 - INFO - Epoch [61/128][200/300] lr: 0.0038, eta: 5:49:14, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1889, offset_loss: 0.4179, cls_loss: 0.2594, mask_loss: 0.3103, iou_score_loss: 0.0087, loss: 1.1853 +2022-06-02 17:25:58,745 - INFO - Epoch [61/128][210/300] lr: 0.0038, eta: 5:49:43, mem: 9016, data_time: 0.00, iter_time: 1.46, semantic_loss: 0.2243, offset_loss: 0.4228, cls_loss: 0.2258, mask_loss: 0.2835, iou_score_loss: 0.0093, loss: 1.1656 +2022-06-02 17:26:08,051 - INFO - Epoch [61/128][220/300] lr: 0.0038, eta: 5:47:52, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2019, offset_loss: 0.3662, cls_loss: 0.2474, mask_loss: 0.2703, iou_score_loss: 0.0079, loss: 1.0936 +2022-06-02 17:26:17,916 - INFO - Epoch [61/128][230/300] lr: 0.0038, eta: 5:47:01, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1746, offset_loss: 0.3741, cls_loss: 0.2111, mask_loss: 0.2843, iou_score_loss: 0.0102, loss: 1.0545 +2022-06-02 17:26:27,828 - INFO - Epoch [61/128][240/300] lr: 0.0038, eta: 5:46:16, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1625, offset_loss: 0.3387, cls_loss: 0.1932, mask_loss: 0.2583, iou_score_loss: 0.0073, loss: 0.9599 +2022-06-02 17:26:37,982 - INFO - Epoch [61/128][250/300] lr: 0.0038, eta: 5:45:52, mem: 9016, data_time: 0.00, iter_time: 1.44, semantic_loss: 0.1945, offset_loss: 0.3394, cls_loss: 0.1740, mask_loss: 0.2732, iou_score_loss: 0.0055, loss: 0.9866 +2022-06-02 17:26:48,342 - INFO - Epoch [61/128][260/300] lr: 0.0038, eta: 5:45:48, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1564, offset_loss: 0.4103, cls_loss: 0.1959, mask_loss: 0.2837, iou_score_loss: 0.0098, loss: 1.0561 +2022-06-02 17:26:58,754 - INFO - Epoch [61/128][270/300] lr: 0.0038, eta: 5:45:44, mem: 9016, data_time: 0.00, iter_time: 1.47, semantic_loss: 0.1688, offset_loss: 0.3946, cls_loss: 0.2123, mask_loss: 0.3222, iou_score_loss: 0.0090, loss: 1.1069 +2022-06-02 17:27:08,736 - INFO - Epoch [61/128][280/300] lr: 0.0038, eta: 5:45:12, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1770, offset_loss: 0.3998, cls_loss: 0.2061, mask_loss: 0.2761, iou_score_loss: 0.0069, loss: 1.0659 +2022-06-02 17:27:18,336 - INFO - Epoch [61/128][290/300] lr: 0.0038, eta: 5:44:13, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1904, offset_loss: 0.3616, cls_loss: 0.2223, mask_loss: 0.2768, iou_score_loss: 0.0089, loss: 1.0600 +2022-06-02 17:27:27,130 - INFO - Epoch [61/128][300/300] lr: 0.0038, eta: 5:42:24, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1667, offset_loss: 0.3947, cls_loss: 0.1963, mask_loss: 0.2638, iou_score_loss: 0.0071, loss: 1.0286 +2022-06-02 17:27:44,184 - INFO - Epoch [62/128][10/300] lr: 0.0038, eta: 8:49:53, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1956, offset_loss: 0.3468, cls_loss: 0.2046, mask_loss: 0.2418, iou_score_loss: 0.0062, loss: 0.9950 +2022-06-02 17:27:54,996 - INFO - Epoch [62/128][20/300] lr: 0.0038, eta: 7:26:09, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1671, offset_loss: 0.4319, cls_loss: 0.2613, mask_loss: 0.2387, iou_score_loss: 0.0077, loss: 1.1068 +2022-06-02 17:28:04,183 - INFO - Epoch [62/128][30/300] lr: 0.0038, eta: 6:39:40, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1460, offset_loss: 0.4177, cls_loss: 0.1833, mask_loss: 0.2524, iou_score_loss: 0.0071, loss: 1.0065 +2022-06-02 17:28:14,178 - INFO - Epoch [62/128][40/300] lr: 0.0038, eta: 6:23:06, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2337, offset_loss: 0.4238, cls_loss: 0.2093, mask_loss: 0.3044, iou_score_loss: 0.0099, loss: 1.1811 +2022-06-02 17:28:23,732 - INFO - Epoch [62/128][50/300] lr: 0.0038, eta: 6:10:14, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2604, offset_loss: 0.3713, cls_loss: 0.2071, mask_loss: 0.2307, iou_score_loss: 0.0060, loss: 1.0754 +2022-06-02 17:28:33,133 - INFO - Epoch [62/128][60/300] lr: 0.0038, eta: 6:00:42, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1985, offset_loss: 0.3835, cls_loss: 0.2794, mask_loss: 0.2817, iou_score_loss: 0.0074, loss: 1.1505 +2022-06-02 17:28:42,795 - INFO - Epoch [62/128][70/300] lr: 0.0038, eta: 5:55:03, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1692, offset_loss: 0.3596, cls_loss: 0.2292, mask_loss: 0.3045, iou_score_loss: 0.0083, loss: 1.0708 +2022-06-02 17:28:51,908 - INFO - Epoch [62/128][80/300] lr: 0.0038, eta: 5:48:29, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2018, offset_loss: 0.3635, cls_loss: 0.1933, mask_loss: 0.2848, iou_score_loss: 0.0101, loss: 1.0535 +2022-06-02 17:29:01,561 - INFO - Epoch [62/128][90/300] lr: 0.0038, eta: 5:45:25, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1553, offset_loss: 0.3911, cls_loss: 0.2623, mask_loss: 0.2559, iou_score_loss: 0.0073, loss: 1.0719 +2022-06-02 17:29:13,554 - INFO - Epoch [62/128][100/300] lr: 0.0038, eta: 5:50:43, mem: 9016, data_time: 0.00, iter_time: 1.34, semantic_loss: 0.2203, offset_loss: 0.4235, cls_loss: 0.2971, mask_loss: 0.2859, iou_score_loss: 0.0075, loss: 1.2343 +2022-06-02 17:29:23,098 - INFO - Epoch [62/128][110/300] lr: 0.0038, eta: 5:47:32, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1845, offset_loss: 0.4227, cls_loss: 0.2357, mask_loss: 0.2925, iou_score_loss: 0.0080, loss: 1.1433 +2022-06-02 17:29:32,239 - INFO - Epoch [62/128][120/300] lr: 0.0038, eta: 5:43:47, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1571, offset_loss: 0.4406, cls_loss: 0.1528, mask_loss: 0.2422, iou_score_loss: 0.0077, loss: 1.0004 +2022-06-02 17:29:41,917 - INFO - Epoch [62/128][130/300] lr: 0.0038, eta: 5:42:00, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1504, offset_loss: 0.3802, cls_loss: 0.2024, mask_loss: 0.2528, iou_score_loss: 0.0076, loss: 0.9933 +2022-06-02 17:29:52,906 - INFO - Epoch [62/128][140/300] lr: 0.0038, eta: 5:43:31, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1887, offset_loss: 0.4373, cls_loss: 0.2192, mask_loss: 0.2964, iou_score_loss: 0.0100, loss: 1.1515 +2022-06-02 17:30:01,984 - INFO - Epoch [62/128][150/300] lr: 0.0038, eta: 5:40:33, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1885, offset_loss: 0.4031, cls_loss: 0.2142, mask_loss: 0.3038, iou_score_loss: 0.0076, loss: 1.1171 +2022-06-02 17:30:11,743 - INFO - Epoch [62/128][160/300] lr: 0.0038, eta: 5:39:23, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1776, offset_loss: 0.4291, cls_loss: 0.2162, mask_loss: 0.2764, iou_score_loss: 0.0092, loss: 1.1084 +2022-06-02 17:30:20,730 - INFO - Epoch [62/128][170/300] lr: 0.0038, eta: 5:36:48, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1414, offset_loss: 0.4957, cls_loss: 0.2022, mask_loss: 0.3016, iou_score_loss: 0.0096, loss: 1.1505 +2022-06-02 17:30:30,022 - INFO - Epoch [62/128][180/300] lr: 0.0038, eta: 5:35:06, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1727, offset_loss: 0.3356, cls_loss: 0.2280, mask_loss: 0.2784, iou_score_loss: 0.0088, loss: 1.0235 +2022-06-02 17:30:40,007 - INFO - Epoch [62/128][190/300] lr: 0.0038, eta: 5:34:43, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1701, offset_loss: 0.4219, cls_loss: 0.2228, mask_loss: 0.2665, iou_score_loss: 0.0088, loss: 1.0901 +2022-06-02 17:30:49,312 - INFO - Epoch [62/128][200/300] lr: 0.0038, eta: 5:33:16, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1711, offset_loss: 0.3244, cls_loss: 0.1657, mask_loss: 0.2655, iou_score_loss: 0.0068, loss: 0.9334 +2022-06-02 17:30:59,086 - INFO - Epoch [62/128][210/300] lr: 0.0038, eta: 5:32:40, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1771, offset_loss: 0.4287, cls_loss: 0.1790, mask_loss: 0.2607, iou_score_loss: 0.0075, loss: 1.0530 +2022-06-02 17:31:07,500 - INFO - Epoch [62/128][220/300] lr: 0.0038, eta: 5:30:03, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1547, offset_loss: 0.3481, cls_loss: 0.2154, mask_loss: 0.2680, iou_score_loss: 0.0054, loss: 0.9916 +2022-06-02 17:31:17,341 - INFO - Epoch [62/128][230/300] lr: 0.0038, eta: 5:29:42, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1754, offset_loss: 0.4603, cls_loss: 0.1847, mask_loss: 0.2738, iou_score_loss: 0.0069, loss: 1.1011 +2022-06-02 17:31:27,066 - INFO - Epoch [62/128][240/300] lr: 0.0038, eta: 5:29:14, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1509, offset_loss: 0.5130, cls_loss: 0.2313, mask_loss: 0.2855, iou_score_loss: 0.0101, loss: 1.1908 +2022-06-02 17:31:36,673 - INFO - Epoch [62/128][250/300] lr: 0.0038, eta: 5:28:37, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1640, offset_loss: 0.3691, cls_loss: 0.1825, mask_loss: 0.2477, iou_score_loss: 0.0060, loss: 0.9693 +2022-06-02 17:31:47,144 - INFO - Epoch [62/128][260/300] lr: 0.0038, eta: 5:29:06, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1908, offset_loss: 0.4603, cls_loss: 0.2122, mask_loss: 0.2800, iou_score_loss: 0.0065, loss: 1.1499 +2022-06-02 17:31:56,782 - INFO - Epoch [62/128][270/300] lr: 0.0038, eta: 5:28:35, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2161, offset_loss: 0.3514, cls_loss: 0.2119, mask_loss: 0.2703, iou_score_loss: 0.0080, loss: 1.0577 +2022-06-02 17:32:06,734 - INFO - Epoch [62/128][280/300] lr: 0.0038, eta: 5:28:26, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1419, offset_loss: 0.3606, cls_loss: 0.2186, mask_loss: 0.2607, iou_score_loss: 0.0078, loss: 0.9896 +2022-06-02 17:32:16,956 - INFO - Epoch [62/128][290/300] lr: 0.0038, eta: 5:28:34, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1659, offset_loss: 0.3187, cls_loss: 0.2342, mask_loss: 0.2718, iou_score_loss: 0.0096, loss: 1.0002 +2022-06-02 17:32:25,032 - INFO - Epoch [62/128][300/300] lr: 0.0038, eta: 5:26:21, mem: 9016, data_time: 0.00, iter_time: 0.63, semantic_loss: 0.1978, offset_loss: 0.3588, cls_loss: 0.2539, mask_loss: 0.2899, iou_score_loss: 0.0067, loss: 1.1071 +2022-06-02 17:32:44,566 - INFO - Epoch [63/128][10/300] lr: 0.0038, eta: 10:05:17, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2244, offset_loss: 0.3982, cls_loss: 0.2268, mask_loss: 0.2801, iou_score_loss: 0.0087, loss: 1.1381 +2022-06-02 17:32:54,384 - INFO - Epoch [63/128][20/300] lr: 0.0038, eta: 7:44:08, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2005, offset_loss: 0.3391, cls_loss: 0.2350, mask_loss: 0.2961, iou_score_loss: 0.0091, loss: 1.0798 +2022-06-02 17:33:05,056 - INFO - Epoch [63/128][30/300] lr: 0.0038, eta: 7:06:30, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1720, offset_loss: 0.3861, cls_loss: 0.1832, mask_loss: 0.2884, iou_score_loss: 0.0066, loss: 1.0363 +2022-06-02 17:33:14,235 - INFO - Epoch [63/128][40/300] lr: 0.0038, eta: 6:35:21, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1775, offset_loss: 0.3985, cls_loss: 0.1681, mask_loss: 0.3017, iou_score_loss: 0.0068, loss: 1.0525 +2022-06-02 17:33:24,033 - INFO - Epoch [63/128][50/300] lr: 0.0038, eta: 6:20:39, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1714, offset_loss: 0.4299, cls_loss: 0.2401, mask_loss: 0.2667, iou_score_loss: 0.0073, loss: 1.1153 +2022-06-02 17:33:34,018 - INFO - Epoch [63/128][60/300] lr: 0.0038, eta: 6:11:46, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1749, offset_loss: 0.3703, cls_loss: 0.2204, mask_loss: 0.2342, iou_score_loss: 0.0079, loss: 1.0076 +2022-06-02 17:33:43,595 - INFO - Epoch [63/128][70/300] lr: 0.0038, eta: 6:03:29, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2166, offset_loss: 0.3616, cls_loss: 0.2233, mask_loss: 0.2836, iou_score_loss: 0.0082, loss: 1.0934 +2022-06-02 17:33:52,689 - INFO - Epoch [63/128][80/300] lr: 0.0038, eta: 5:55:12, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1986, offset_loss: 0.3836, cls_loss: 0.2398, mask_loss: 0.2441, iou_score_loss: 0.0090, loss: 1.0751 +2022-06-02 17:34:03,430 - INFO - Epoch [63/128][90/300] lr: 0.0038, eta: 5:54:50, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1770, offset_loss: 0.3968, cls_loss: 0.2027, mask_loss: 0.2727, iou_score_loss: 0.0065, loss: 1.0557 +2022-06-02 17:34:13,471 - INFO - Epoch [63/128][100/300] lr: 0.0038, eta: 5:52:07, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1579, offset_loss: 0.3571, cls_loss: 0.2266, mask_loss: 0.2421, iou_score_loss: 0.0084, loss: 0.9921 +2022-06-02 17:34:24,857 - INFO - Epoch [63/128][110/300] lr: 0.0038, eta: 5:53:57, mem: 9016, data_time: 1.79, iter_time: 2.71, semantic_loss: 0.1872, offset_loss: 0.4099, cls_loss: 0.1991, mask_loss: 0.2755, iou_score_loss: 0.0103, loss: 1.0820 +2022-06-02 17:34:34,901 - INFO - Epoch [63/128][120/300] lr: 0.0038, eta: 5:51:44, mem: 9016, data_time: 0.00, iter_time: 0.63, semantic_loss: 0.1673, offset_loss: 0.4145, cls_loss: 0.2104, mask_loss: 0.2689, iou_score_loss: 0.0116, loss: 1.0727 +2022-06-02 17:34:43,896 - INFO - Epoch [63/128][130/300] lr: 0.0038, eta: 5:47:11, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1660, offset_loss: 0.4239, cls_loss: 0.1807, mask_loss: 0.2528, iou_score_loss: 0.0090, loss: 1.0323 +2022-06-02 17:34:53,462 - INFO - Epoch [63/128][140/300] lr: 0.0038, eta: 5:44:38, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1810, offset_loss: 0.4341, cls_loss: 0.1565, mask_loss: 0.2291, iou_score_loss: 0.0078, loss: 1.0085 +2022-06-02 17:35:02,732 - INFO - Epoch [63/128][150/300] lr: 0.0038, eta: 5:41:43, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1660, offset_loss: 0.3841, cls_loss: 0.1834, mask_loss: 0.2756, iou_score_loss: 0.0061, loss: 1.0153 +2022-06-02 17:35:12,386 - INFO - Epoch [63/128][160/300] lr: 0.0038, eta: 5:39:56, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1859, offset_loss: 0.3930, cls_loss: 0.1718, mask_loss: 0.2751, iou_score_loss: 0.0068, loss: 1.0325 +2022-06-02 17:35:21,819 - INFO - Epoch [63/128][170/300] lr: 0.0038, eta: 5:37:57, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1955, offset_loss: 0.4376, cls_loss: 0.2316, mask_loss: 0.3309, iou_score_loss: 0.0099, loss: 1.2054 +2022-06-02 17:35:31,310 - INFO - Epoch [63/128][180/300] lr: 0.0038, eta: 5:36:11, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1999, offset_loss: 0.3887, cls_loss: 0.1899, mask_loss: 0.2396, iou_score_loss: 0.0083, loss: 1.0263 +2022-06-02 17:35:40,917 - INFO - Epoch [63/128][190/300] lr: 0.0038, eta: 5:34:53, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1830, offset_loss: 0.3770, cls_loss: 0.2019, mask_loss: 0.2837, iou_score_loss: 0.0097, loss: 1.0553 +2022-06-02 17:35:50,480 - INFO - Epoch [63/128][200/300] lr: 0.0038, eta: 5:33:38, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1467, offset_loss: 0.4855, cls_loss: 0.1850, mask_loss: 0.2644, iou_score_loss: 0.0092, loss: 1.0909 +2022-06-02 17:36:00,228 - INFO - Epoch [63/128][210/300] lr: 0.0038, eta: 5:32:44, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1362, offset_loss: 0.3583, cls_loss: 0.2137, mask_loss: 0.2273, iou_score_loss: 0.0064, loss: 0.9419 +2022-06-02 17:36:08,972 - INFO - Epoch [63/128][220/300] lr: 0.0038, eta: 5:30:25, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1964, offset_loss: 0.3900, cls_loss: 0.2526, mask_loss: 0.3915, iou_score_loss: 0.0095, loss: 1.2400 +2022-06-02 17:36:19,687 - INFO - Epoch [63/128][230/300] lr: 0.0038, eta: 5:31:05, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1460, offset_loss: 0.3176, cls_loss: 0.2268, mask_loss: 0.2202, iou_score_loss: 0.0080, loss: 0.9185 +2022-06-02 17:36:29,127 - INFO - Epoch [63/128][240/300] lr: 0.0038, eta: 5:29:57, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1987, offset_loss: 0.3484, cls_loss: 0.2152, mask_loss: 0.2770, iou_score_loss: 0.0082, loss: 1.0475 +2022-06-02 17:36:38,972 - INFO - Epoch [63/128][250/300] lr: 0.0038, eta: 5:29:25, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1753, offset_loss: 0.3938, cls_loss: 0.1822, mask_loss: 0.3317, iou_score_loss: 0.0104, loss: 1.0934 +2022-06-02 17:36:49,244 - INFO - Epoch [63/128][260/300] lr: 0.0038, eta: 5:29:27, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1681, offset_loss: 0.4978, cls_loss: 0.2023, mask_loss: 0.2820, iou_score_loss: 0.0066, loss: 1.1568 +2022-06-02 17:36:58,581 - INFO - Epoch [63/128][270/300] lr: 0.0038, eta: 5:28:20, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2331, offset_loss: 0.3984, cls_loss: 0.2211, mask_loss: 0.2682, iou_score_loss: 0.0073, loss: 1.1282 +2022-06-02 17:37:07,315 - INFO - Epoch [63/128][280/300] lr: 0.0038, eta: 5:26:36, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1523, offset_loss: 0.4075, cls_loss: 0.1690, mask_loss: 0.2439, iou_score_loss: 0.0088, loss: 0.9815 +2022-06-02 17:37:18,035 - INFO - Epoch [63/128][290/300] lr: 0.0038, eta: 5:27:11, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1525, offset_loss: 0.3835, cls_loss: 0.2351, mask_loss: 0.2378, iou_score_loss: 0.0060, loss: 1.0149 +2022-06-02 17:37:27,092 - INFO - Epoch [63/128][300/300] lr: 0.0038, eta: 5:25:57, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1947, offset_loss: 0.5144, cls_loss: 0.2324, mask_loss: 0.2942, iou_score_loss: 0.0089, loss: 1.2445 +2022-06-02 17:37:43,667 - INFO - Epoch [64/128][10/300] lr: 0.0037, eta: 8:18:25, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1674, offset_loss: 0.3077, cls_loss: 0.1948, mask_loss: 0.2692, iou_score_loss: 0.0075, loss: 0.9466 +2022-06-02 17:37:53,151 - INFO - Epoch [64/128][20/300] lr: 0.0037, eta: 6:43:11, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1967, offset_loss: 0.3925, cls_loss: 0.1884, mask_loss: 0.2581, iou_score_loss: 0.0074, loss: 1.0430 +2022-06-02 17:38:03,371 - INFO - Epoch [64/128][30/300] lr: 0.0037, eta: 6:19:21, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1794, offset_loss: 0.4102, cls_loss: 0.2542, mask_loss: 0.2507, iou_score_loss: 0.0068, loss: 1.1012 +2022-06-02 17:38:12,575 - INFO - Epoch [64/128][40/300] lr: 0.0037, eta: 5:58:47, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1854, offset_loss: 0.3617, cls_loss: 0.2114, mask_loss: 0.2523, iou_score_loss: 0.0083, loss: 1.0191 +2022-06-02 17:38:21,409 - INFO - Epoch [64/128][50/300] lr: 0.0037, eta: 5:44:11, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1671, offset_loss: 0.3228, cls_loss: 0.2526, mask_loss: 0.2877, iou_score_loss: 0.0072, loss: 1.0375 +2022-06-02 17:38:30,172 - INFO - Epoch [64/128][60/300] lr: 0.0037, eta: 5:34:02, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1845, offset_loss: 0.3903, cls_loss: 0.2322, mask_loss: 0.2782, iou_score_loss: 0.0076, loss: 1.0928 +2022-06-02 17:38:39,141 - INFO - Epoch [64/128][70/300] lr: 0.0037, eta: 5:27:42, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1818, offset_loss: 0.3664, cls_loss: 0.1757, mask_loss: 0.2856, iou_score_loss: 0.0071, loss: 1.0167 +2022-06-02 17:38:49,417 - INFO - Epoch [64/128][80/300] lr: 0.0037, eta: 5:28:10, mem: 9016, data_time: 0.00, iter_time: 1.90, semantic_loss: 0.1711, offset_loss: 0.3348, cls_loss: 0.2150, mask_loss: 0.2404, iou_score_loss: 0.0063, loss: 0.9676 +2022-06-02 17:38:59,003 - INFO - Epoch [64/128][90/300] lr: 0.0037, eta: 5:25:58, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1831, offset_loss: 0.3851, cls_loss: 0.1910, mask_loss: 0.2590, iou_score_loss: 0.0074, loss: 1.0255 +2022-06-02 17:39:07,697 - INFO - Epoch [64/128][100/300] lr: 0.0037, eta: 5:21:23, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1461, offset_loss: 0.3698, cls_loss: 0.1542, mask_loss: 0.2360, iou_score_loss: 0.0081, loss: 0.9143 +2022-06-02 17:39:17,109 - INFO - Epoch [64/128][110/300] lr: 0.0037, eta: 5:19:37, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1943, offset_loss: 0.4187, cls_loss: 0.2136, mask_loss: 0.3296, iou_score_loss: 0.0092, loss: 1.1654 +2022-06-02 17:39:26,895 - INFO - Epoch [64/128][120/300] lr: 0.0037, eta: 5:19:11, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1876, offset_loss: 0.3938, cls_loss: 0.2059, mask_loss: 0.2353, iou_score_loss: 0.0083, loss: 1.0310 +2022-06-02 17:39:37,148 - INFO - Epoch [64/128][130/300] lr: 0.0037, eta: 5:19:57, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1922, offset_loss: 0.4104, cls_loss: 0.1896, mask_loss: 0.3194, iou_score_loss: 0.0084, loss: 1.1200 +2022-06-02 17:39:46,952 - INFO - Epoch [64/128][140/300] lr: 0.0037, eta: 5:19:31, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1530, offset_loss: 0.3706, cls_loss: 0.1963, mask_loss: 0.2327, iou_score_loss: 0.0081, loss: 0.9607 +2022-06-02 17:39:57,121 - INFO - Epoch [64/128][150/300] lr: 0.0037, eta: 5:19:58, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2083, offset_loss: 0.4001, cls_loss: 0.1895, mask_loss: 0.2699, iou_score_loss: 0.0089, loss: 1.0769 +2022-06-02 17:40:07,045 - INFO - Epoch [64/128][160/300] lr: 0.0037, eta: 5:19:47, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1700, offset_loss: 0.3662, cls_loss: 0.2118, mask_loss: 0.2924, iou_score_loss: 0.0078, loss: 1.0482 +2022-06-02 17:40:16,355 - INFO - Epoch [64/128][170/300] lr: 0.0037, eta: 5:18:26, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1618, offset_loss: 0.3412, cls_loss: 0.2238, mask_loss: 0.2703, iou_score_loss: 0.0057, loss: 1.0027 +2022-06-02 17:40:26,905 - INFO - Epoch [64/128][180/300] lr: 0.0037, eta: 5:19:28, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.2162, offset_loss: 0.3695, cls_loss: 0.3470, mask_loss: 0.2474, iou_score_loss: 0.0061, loss: 1.1861 +2022-06-02 17:40:37,263 - INFO - Epoch [64/128][190/300] lr: 0.0037, eta: 5:20:02, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1558, offset_loss: 0.3559, cls_loss: 0.1803, mask_loss: 0.2760, iou_score_loss: 0.0081, loss: 0.9760 +2022-06-02 17:40:47,577 - INFO - Epoch [64/128][200/300] lr: 0.0037, eta: 5:20:29, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1549, offset_loss: 0.3436, cls_loss: 0.1791, mask_loss: 0.2357, iou_score_loss: 0.0078, loss: 0.9211 +2022-06-02 17:40:58,205 - INFO - Epoch [64/128][210/300] lr: 0.0037, eta: 5:21:21, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1550, offset_loss: 0.4103, cls_loss: 0.1871, mask_loss: 0.2635, iou_score_loss: 0.0081, loss: 1.0240 +2022-06-02 17:41:08,852 - INFO - Epoch [64/128][220/300] lr: 0.0037, eta: 5:22:06, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1631, offset_loss: 0.4010, cls_loss: 0.1566, mask_loss: 0.2744, iou_score_loss: 0.0069, loss: 1.0021 +2022-06-02 17:41:19,428 - INFO - Epoch [64/128][230/300] lr: 0.0037, eta: 5:22:44, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1728, offset_loss: 0.3802, cls_loss: 0.2120, mask_loss: 0.2914, iou_score_loss: 0.0079, loss: 1.0642 +2022-06-02 17:41:29,311 - INFO - Epoch [64/128][240/300] lr: 0.0037, eta: 5:22:20, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1737, offset_loss: 0.3701, cls_loss: 0.1658, mask_loss: 0.2759, iou_score_loss: 0.0086, loss: 0.9942 +2022-06-02 17:41:40,384 - INFO - Epoch [64/128][250/300] lr: 0.0037, eta: 5:23:29, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1615, offset_loss: 0.4162, cls_loss: 0.2222, mask_loss: 0.2684, iou_score_loss: 0.0078, loss: 1.0761 +2022-06-02 17:41:50,370 - INFO - Epoch [64/128][260/300] lr: 0.0037, eta: 5:23:13, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1976, offset_loss: 0.3761, cls_loss: 0.1718, mask_loss: 0.2664, iou_score_loss: 0.0074, loss: 1.0193 +2022-06-02 17:42:00,126 - INFO - Epoch [64/128][270/300] lr: 0.0037, eta: 5:22:39, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1942, offset_loss: 0.4900, cls_loss: 0.2467, mask_loss: 0.2764, iou_score_loss: 0.0059, loss: 1.2131 +2022-06-02 17:42:09,732 - INFO - Epoch [64/128][280/300] lr: 0.0037, eta: 5:21:58, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.2022, offset_loss: 0.3514, cls_loss: 0.2495, mask_loss: 0.2767, iou_score_loss: 0.0076, loss: 1.0874 +2022-06-02 17:42:19,200 - INFO - Epoch [64/128][290/300] lr: 0.0037, eta: 5:21:09, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2022, offset_loss: 0.3916, cls_loss: 0.2304, mask_loss: 0.2903, iou_score_loss: 0.0073, loss: 1.1218 +2022-06-02 17:42:27,981 - INFO - Epoch [64/128][300/300] lr: 0.0037, eta: 5:19:39, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1827, offset_loss: 0.3766, cls_loss: 0.2504, mask_loss: 0.2826, iou_score_loss: 0.0071, loss: 1.0993 +2022-06-02 17:42:29,008 - INFO - Validation +2022-06-02 17:43:39,702 - INFO - Evaluate instance segmentation +2022-06-02 17:43:51,431 - INFO - AP: 0.454. AP_50: 0.668. AP_25: 0.795 +2022-06-02 17:43:51,432 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 17:43:58,472 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 17:43:58,473 - INFO - mIoU: 72.0 +2022-06-02 17:43:59,865 - INFO - Acc: 89.8 +2022-06-02 17:44:03,317 - INFO - Offset MAE: 0.442 +2022-06-02 17:44:16,923 - INFO - Epoch [65/128][10/300] lr: 0.0037, eta: 7:11:51, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1322, offset_loss: 0.3656, cls_loss: 0.1514, mask_loss: 0.2493, iou_score_loss: 0.0061, loss: 0.9046 +2022-06-02 17:44:27,313 - INFO - Epoch [65/128][20/300] lr: 0.0037, eta: 6:22:00, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1487, offset_loss: 0.3358, cls_loss: 0.2374, mask_loss: 0.2354, iou_score_loss: 0.0074, loss: 0.9647 +2022-06-02 17:44:36,846 - INFO - Epoch [65/128][30/300] lr: 0.0037, eta: 5:55:55, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1778, offset_loss: 0.3929, cls_loss: 0.2376, mask_loss: 0.2620, iou_score_loss: 0.0064, loss: 1.0766 +2022-06-02 17:44:46,354 - INFO - Epoch [65/128][40/300] lr: 0.0037, eta: 5:42:49, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1498, offset_loss: 0.4488, cls_loss: 0.1443, mask_loss: 0.2937, iou_score_loss: 0.0069, loss: 1.0435 +2022-06-02 17:44:55,970 - INFO - Epoch [65/128][50/300] lr: 0.0037, eta: 5:35:30, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1539, offset_loss: 0.3654, cls_loss: 0.1954, mask_loss: 0.2387, iou_score_loss: 0.0106, loss: 0.9640 +2022-06-02 17:45:05,825 - INFO - Epoch [65/128][60/300] lr: 0.0037, eta: 5:31:46, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1532, offset_loss: 0.3332, cls_loss: 0.1838, mask_loss: 0.2835, iou_score_loss: 0.0076, loss: 0.9614 +2022-06-02 17:45:16,190 - INFO - Epoch [65/128][70/300] lr: 0.0037, eta: 5:31:23, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2045, offset_loss: 0.3764, cls_loss: 0.1916, mask_loss: 0.2546, iou_score_loss: 0.0059, loss: 1.0329 +2022-06-02 17:45:26,125 - INFO - Epoch [65/128][80/300] lr: 0.0037, eta: 5:29:28, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1780, offset_loss: 0.3556, cls_loss: 0.2250, mask_loss: 0.2737, iou_score_loss: 0.0084, loss: 1.0407 +2022-06-02 17:45:36,037 - INFO - Epoch [65/128][90/300] lr: 0.0037, eta: 5:27:42, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1468, offset_loss: 0.3845, cls_loss: 0.1766, mask_loss: 0.3037, iou_score_loss: 0.0059, loss: 1.0177 +2022-06-02 17:45:46,338 - INFO - Epoch [65/128][100/300] lr: 0.0037, eta: 5:27:38, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1705, offset_loss: 0.3448, cls_loss: 0.1235, mask_loss: 0.2701, iou_score_loss: 0.0083, loss: 0.9172 +2022-06-02 17:45:55,845 - INFO - Epoch [65/128][110/300] lr: 0.0037, eta: 5:25:12, mem: 9016, data_time: 0.00, iter_time: 0.61, semantic_loss: 0.1779, offset_loss: 0.4362, cls_loss: 0.2201, mask_loss: 0.2506, iou_score_loss: 0.0083, loss: 1.0933 +2022-06-02 17:46:06,069 - INFO - Epoch [65/128][120/300] lr: 0.0037, eta: 5:25:02, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1864, offset_loss: 0.3986, cls_loss: 0.2255, mask_loss: 0.2723, iou_score_loss: 0.0078, loss: 1.0907 +2022-06-02 17:46:15,618 - INFO - Epoch [65/128][130/300] lr: 0.0037, eta: 5:23:13, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1582, offset_loss: 0.3465, cls_loss: 0.2134, mask_loss: 0.2532, iou_score_loss: 0.0085, loss: 0.9798 +2022-06-02 17:46:25,288 - INFO - Epoch [65/128][140/300] lr: 0.0037, eta: 5:21:53, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1687, offset_loss: 0.3759, cls_loss: 0.2181, mask_loss: 0.2464, iou_score_loss: 0.0103, loss: 1.0194 +2022-06-02 17:46:35,227 - INFO - Epoch [65/128][150/300] lr: 0.0037, eta: 5:21:20, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1696, offset_loss: 0.3592, cls_loss: 0.1766, mask_loss: 0.2574, iou_score_loss: 0.0071, loss: 0.9698 +2022-06-02 17:46:44,572 - INFO - Epoch [65/128][160/300] lr: 0.0037, eta: 5:19:35, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.2088, offset_loss: 0.3789, cls_loss: 0.1820, mask_loss: 0.2830, iou_score_loss: 0.0055, loss: 1.0581 +2022-06-02 17:46:55,457 - INFO - Epoch [65/128][170/300] lr: 0.0037, eta: 5:20:58, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1756, offset_loss: 0.3759, cls_loss: 0.1622, mask_loss: 0.2420, iou_score_loss: 0.0075, loss: 0.9632 +2022-06-02 17:47:03,660 - INFO - Epoch [65/128][180/300] lr: 0.0037, eta: 5:17:25, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1521, offset_loss: 0.3835, cls_loss: 0.2300, mask_loss: 0.2307, iou_score_loss: 0.0082, loss: 1.0045 +2022-06-02 17:47:13,127 - INFO - Epoch [65/128][190/300] lr: 0.0037, eta: 5:16:21, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.2565, offset_loss: 0.3468, cls_loss: 0.2580, mask_loss: 0.2646, iou_score_loss: 0.0075, loss: 1.1334 +2022-06-02 17:47:22,668 - INFO - Epoch [65/128][200/300] lr: 0.0037, eta: 5:15:29, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1594, offset_loss: 0.5364, cls_loss: 0.1260, mask_loss: 0.2842, iou_score_loss: 0.0065, loss: 1.1126 +2022-06-02 17:47:32,078 - INFO - Epoch [65/128][210/300] lr: 0.0037, eta: 5:14:29, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1766, offset_loss: 0.4140, cls_loss: 0.1333, mask_loss: 0.2987, iou_score_loss: 0.0095, loss: 1.0320 +2022-06-02 17:47:41,155 - INFO - Epoch [65/128][220/300] lr: 0.0037, eta: 5:13:02, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1681, offset_loss: 0.4189, cls_loss: 0.1859, mask_loss: 0.2544, iou_score_loss: 0.0079, loss: 1.0351 +2022-06-02 17:47:49,549 - INFO - Epoch [65/128][230/300] lr: 0.0037, eta: 5:10:50, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.2195, offset_loss: 0.3657, cls_loss: 0.1717, mask_loss: 0.2670, iou_score_loss: 0.0097, loss: 1.0335 +2022-06-02 17:47:59,086 - INFO - Epoch [65/128][240/300] lr: 0.0037, eta: 5:10:17, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1809, offset_loss: 0.3657, cls_loss: 0.2220, mask_loss: 0.3023, iou_score_loss: 0.0104, loss: 1.0813 +2022-06-02 17:48:09,140 - INFO - Epoch [65/128][250/300] lr: 0.0037, eta: 5:10:25, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1716, offset_loss: 0.4339, cls_loss: 0.1998, mask_loss: 0.2789, iou_score_loss: 0.0061, loss: 1.0903 +2022-06-02 17:48:19,493 - INFO - Epoch [65/128][260/300] lr: 0.0037, eta: 5:10:54, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.2128, offset_loss: 0.3622, cls_loss: 0.2468, mask_loss: 0.2657, iou_score_loss: 0.0075, loss: 1.0950 +2022-06-02 17:48:28,812 - INFO - Epoch [65/128][270/300] lr: 0.0037, eta: 5:10:06, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2330, offset_loss: 0.3599, cls_loss: 0.2414, mask_loss: 0.2589, iou_score_loss: 0.0075, loss: 1.1007 +2022-06-02 17:48:38,914 - INFO - Epoch [65/128][280/300] lr: 0.0037, eta: 5:10:15, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1404, offset_loss: 0.3926, cls_loss: 0.2219, mask_loss: 0.2666, iou_score_loss: 0.0061, loss: 1.0276 +2022-06-02 17:48:50,252 - INFO - Epoch [65/128][290/300] lr: 0.0037, eta: 5:11:41, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1706, offset_loss: 0.3618, cls_loss: 0.2153, mask_loss: 0.2306, iou_score_loss: 0.0077, loss: 0.9859 +2022-06-02 17:48:59,479 - INFO - Epoch [65/128][300/300] lr: 0.0037, eta: 5:10:52, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2089, offset_loss: 0.4090, cls_loss: 0.2430, mask_loss: 0.2975, iou_score_loss: 0.0079, loss: 1.1664 +2022-06-02 17:49:16,825 - INFO - Epoch [66/128][10/300] lr: 0.0036, eta: 8:31:15, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1801, offset_loss: 0.3824, cls_loss: 0.1448, mask_loss: 0.3258, iou_score_loss: 0.0074, loss: 1.0405 +2022-06-02 17:49:26,313 - INFO - Epoch [66/128][20/300] lr: 0.0036, eta: 6:44:57, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1806, offset_loss: 0.3697, cls_loss: 0.2090, mask_loss: 0.2347, iou_score_loss: 0.0055, loss: 0.9996 +2022-06-02 17:49:36,069 - INFO - Epoch [66/128][30/300] lr: 0.0036, eta: 6:11:33, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1309, offset_loss: 0.4053, cls_loss: 0.1640, mask_loss: 0.2738, iou_score_loss: 0.0053, loss: 0.9794 +2022-06-02 17:49:46,389 - INFO - Epoch [66/128][40/300] lr: 0.0036, eta: 5:59:55, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1398, offset_loss: 0.3609, cls_loss: 0.1877, mask_loss: 0.2615, iou_score_loss: 0.0059, loss: 0.9558 +2022-06-02 17:49:56,368 - INFO - Epoch [66/128][50/300] lr: 0.0036, eta: 5:50:34, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1782, offset_loss: 0.3717, cls_loss: 0.2261, mask_loss: 0.2545, iou_score_loss: 0.0089, loss: 1.0394 +2022-06-02 17:50:05,965 - INFO - Epoch [66/128][60/300] lr: 0.0036, eta: 5:42:09, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2073, offset_loss: 0.4420, cls_loss: 0.1979, mask_loss: 0.2994, iou_score_loss: 0.0093, loss: 1.1558 +2022-06-02 17:50:16,255 - INFO - Epoch [66/128][70/300] lr: 0.0036, eta: 5:39:16, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1866, offset_loss: 0.3864, cls_loss: 0.2294, mask_loss: 0.3254, iou_score_loss: 0.0083, loss: 1.1361 +2022-06-02 17:50:25,235 - INFO - Epoch [66/128][80/300] lr: 0.0036, eta: 5:31:56, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2121, offset_loss: 0.4253, cls_loss: 0.2624, mask_loss: 0.2795, iou_score_loss: 0.0066, loss: 1.1859 +2022-06-02 17:50:36,161 - INFO - Epoch [66/128][90/300] lr: 0.0036, eta: 5:32:56, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1593, offset_loss: 0.3750, cls_loss: 0.1847, mask_loss: 0.2732, iou_score_loss: 0.0056, loss: 0.9978 +2022-06-02 17:50:46,447 - INFO - Epoch [66/128][100/300] lr: 0.0036, eta: 5:31:44, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1611, offset_loss: 0.3365, cls_loss: 0.3063, mask_loss: 0.2341, iou_score_loss: 0.0061, loss: 1.0441 +2022-06-02 17:50:57,405 - INFO - Epoch [66/128][110/300] lr: 0.0036, eta: 5:32:36, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.2036, offset_loss: 0.3502, cls_loss: 0.2077, mask_loss: 0.2796, iou_score_loss: 0.0080, loss: 1.0490 +2022-06-02 17:51:07,419 - INFO - Epoch [66/128][120/300] lr: 0.0036, eta: 5:30:50, mem: 9016, data_time: 0.00, iter_time: 1.36, semantic_loss: 0.1948, offset_loss: 0.3938, cls_loss: 0.1790, mask_loss: 0.2645, iou_score_loss: 0.0080, loss: 1.0402 +2022-06-02 17:51:17,307 - INFO - Epoch [66/128][130/300] lr: 0.0036, eta: 5:29:00, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1690, offset_loss: 0.4492, cls_loss: 0.2215, mask_loss: 0.2547, iou_score_loss: 0.0079, loss: 1.1023 +2022-06-02 17:51:26,935 - INFO - Epoch [66/128][140/300] lr: 0.0036, eta: 5:26:52, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1597, offset_loss: 0.3628, cls_loss: 0.2131, mask_loss: 0.2651, iou_score_loss: 0.0076, loss: 1.0083 +2022-06-02 17:51:37,895 - INFO - Epoch [66/128][150/300] lr: 0.0036, eta: 5:27:44, mem: 9016, data_time: 0.00, iter_time: 1.38, semantic_loss: 0.2157, offset_loss: 0.4192, cls_loss: 0.3120, mask_loss: 0.2808, iou_score_loss: 0.0090, loss: 1.2368 +2022-06-02 17:51:47,681 - INFO - Epoch [66/128][160/300] lr: 0.0036, eta: 5:26:10, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1730, offset_loss: 0.4228, cls_loss: 0.2158, mask_loss: 0.3123, iou_score_loss: 0.0100, loss: 1.1339 +2022-06-02 17:51:58,051 - INFO - Epoch [66/128][170/300] lr: 0.0036, eta: 5:25:53, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1378, offset_loss: 0.3058, cls_loss: 0.1651, mask_loss: 0.2563, iou_score_loss: 0.0051, loss: 0.8701 +2022-06-02 17:52:08,394 - INFO - Epoch [66/128][180/300] lr: 0.0036, eta: 5:25:32, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.2012, offset_loss: 0.5127, cls_loss: 0.2350, mask_loss: 0.2712, iou_score_loss: 0.0106, loss: 1.2307 +2022-06-02 17:52:17,985 - INFO - Epoch [66/128][190/300] lr: 0.0036, eta: 5:23:59, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1957, offset_loss: 0.3678, cls_loss: 0.1913, mask_loss: 0.2559, iou_score_loss: 0.0080, loss: 1.0187 +2022-06-02 17:52:27,759 - INFO - Epoch [66/128][200/300] lr: 0.0036, eta: 5:22:49, mem: 9016, data_time: 0.00, iter_time: 0.58, semantic_loss: 0.1970, offset_loss: 0.4015, cls_loss: 0.1787, mask_loss: 0.2388, iou_score_loss: 0.0071, loss: 1.0231 +2022-06-02 17:52:38,255 - INFO - Epoch [66/128][210/300] lr: 0.0036, eta: 5:22:53, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1620, offset_loss: 0.3846, cls_loss: 0.1915, mask_loss: 0.2520, iou_score_loss: 0.0073, loss: 0.9974 +2022-06-02 17:52:48,728 - INFO - Epoch [66/128][220/300] lr: 0.0036, eta: 5:22:51, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.2162, offset_loss: 0.4371, cls_loss: 0.1664, mask_loss: 0.2452, iou_score_loss: 0.0089, loss: 1.0738 +2022-06-02 17:52:59,395 - INFO - Epoch [66/128][230/300] lr: 0.0036, eta: 5:23:03, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1624, offset_loss: 0.3735, cls_loss: 0.2383, mask_loss: 0.3288, iou_score_loss: 0.0079, loss: 1.1109 +2022-06-02 17:53:09,712 - INFO - Epoch [66/128][240/300] lr: 0.0036, eta: 5:22:50, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1539, offset_loss: 0.3601, cls_loss: 0.1807, mask_loss: 0.2433, iou_score_loss: 0.0065, loss: 0.9446 +2022-06-02 17:53:19,523 - INFO - Epoch [66/128][250/300] lr: 0.0036, eta: 5:21:57, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1696, offset_loss: 0.4332, cls_loss: 0.2685, mask_loss: 0.2879, iou_score_loss: 0.0073, loss: 1.1665 +2022-06-02 17:53:29,575 - INFO - Epoch [66/128][260/300] lr: 0.0036, eta: 5:21:24, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1820, offset_loss: 0.3806, cls_loss: 0.1946, mask_loss: 0.2503, iou_score_loss: 0.0071, loss: 1.0146 +2022-06-02 17:53:40,287 - INFO - Epoch [66/128][270/300] lr: 0.0036, eta: 5:21:40, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.1905, offset_loss: 0.3662, cls_loss: 0.1811, mask_loss: 0.2650, iou_score_loss: 0.0072, loss: 1.0100 +2022-06-02 17:53:49,357 - INFO - Epoch [66/128][280/300] lr: 0.0036, eta: 5:20:03, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1576, offset_loss: 0.3729, cls_loss: 0.1946, mask_loss: 0.2895, iou_score_loss: 0.0109, loss: 1.0254 +2022-06-02 17:53:58,907 - INFO - Epoch [66/128][290/300] lr: 0.0036, eta: 5:19:03, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.1738, offset_loss: 0.5008, cls_loss: 0.2560, mask_loss: 0.2656, iou_score_loss: 0.0097, loss: 1.2058 +2022-06-02 17:54:08,590 - INFO - Epoch [66/128][300/300] lr: 0.0036, eta: 5:18:16, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1977, offset_loss: 0.3480, cls_loss: 0.1866, mask_loss: 0.2645, iou_score_loss: 0.0076, loss: 1.0043 +2022-06-02 17:54:25,139 - INFO - Epoch [67/128][10/300] lr: 0.0036, eta: 7:59:29, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1743, offset_loss: 0.3430, cls_loss: 0.2055, mask_loss: 0.2356, iou_score_loss: 0.0082, loss: 0.9665 +2022-06-02 17:54:36,648 - INFO - Epoch [67/128][20/300] lr: 0.0036, eta: 6:57:30, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1721, offset_loss: 0.3601, cls_loss: 0.1665, mask_loss: 0.2689, iou_score_loss: 0.0075, loss: 0.9752 +2022-06-02 17:54:47,594 - INFO - Epoch [67/128][30/300] lr: 0.0036, eta: 6:31:16, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1872, offset_loss: 0.3700, cls_loss: 0.1977, mask_loss: 0.2668, iou_score_loss: 0.0094, loss: 1.0310 +2022-06-02 17:54:56,711 - INFO - Epoch [67/128][40/300] lr: 0.0036, eta: 6:03:40, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1745, offset_loss: 0.3766, cls_loss: 0.1499, mask_loss: 0.2809, iou_score_loss: 0.0069, loss: 0.9889 +2022-06-02 17:55:07,324 - INFO - Epoch [67/128][50/300] lr: 0.0036, eta: 5:56:30, mem: 9016, data_time: 0.00, iter_time: 2.40, semantic_loss: 0.1771, offset_loss: 0.4178, cls_loss: 0.2536, mask_loss: 0.3320, iou_score_loss: 0.0119, loss: 1.1924 +2022-06-02 17:55:16,453 - INFO - Epoch [67/128][60/300] lr: 0.0036, eta: 5:43:57, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1973, offset_loss: 0.3884, cls_loss: 0.2257, mask_loss: 0.2682, iou_score_loss: 0.0074, loss: 1.0870 +2022-06-02 17:55:26,682 - INFO - Epoch [67/128][70/300] lr: 0.0036, eta: 5:39:45, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2177, offset_loss: 0.3758, cls_loss: 0.2096, mask_loss: 0.2583, iou_score_loss: 0.0069, loss: 1.0683 +2022-06-02 17:55:35,676 - INFO - Epoch [67/128][80/300] lr: 0.0036, eta: 5:31:50, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1569, offset_loss: 0.3971, cls_loss: 0.1900, mask_loss: 0.2793, iou_score_loss: 0.0077, loss: 1.0310 +2022-06-02 17:55:46,398 - INFO - Epoch [67/128][90/300] lr: 0.0036, eta: 5:31:35, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1456, offset_loss: 0.3512, cls_loss: 0.1578, mask_loss: 0.2617, iou_score_loss: 0.0058, loss: 0.9221 +2022-06-02 17:55:55,918 - INFO - Epoch [67/128][100/300] lr: 0.0036, eta: 5:27:33, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1687, offset_loss: 0.3688, cls_loss: 0.2814, mask_loss: 0.2858, iou_score_loss: 0.0136, loss: 1.1183 +2022-06-02 17:56:05,857 - INFO - Epoch [67/128][110/300] lr: 0.0036, eta: 5:25:30, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1985, offset_loss: 0.3434, cls_loss: 0.2403, mask_loss: 0.2823, iou_score_loss: 0.0073, loss: 1.0718 +2022-06-02 17:56:17,521 - INFO - Epoch [67/128][120/300] lr: 0.0036, eta: 5:28:08, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.2175, offset_loss: 0.5087, cls_loss: 0.2581, mask_loss: 0.3077, iou_score_loss: 0.0071, loss: 1.2991 +2022-06-02 17:56:26,995 - INFO - Epoch [67/128][130/300] lr: 0.0036, eta: 5:25:08, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1420, offset_loss: 0.3497, cls_loss: 0.1822, mask_loss: 0.2621, iou_score_loss: 0.0082, loss: 0.9442 +2022-06-02 17:56:36,935 - INFO - Epoch [67/128][140/300] lr: 0.0036, eta: 5:23:38, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1936, offset_loss: 0.3626, cls_loss: 0.1817, mask_loss: 0.2601, iou_score_loss: 0.0100, loss: 1.0081 +2022-06-02 17:56:46,065 - INFO - Epoch [67/128][150/300] lr: 0.0036, eta: 5:20:36, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1706, offset_loss: 0.3805, cls_loss: 0.1709, mask_loss: 0.2524, iou_score_loss: 0.0080, loss: 0.9824 +2022-06-02 17:56:56,442 - INFO - Epoch [67/128][160/300] lr: 0.0036, eta: 5:20:19, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1464, offset_loss: 0.3274, cls_loss: 0.1998, mask_loss: 0.2250, iou_score_loss: 0.0066, loss: 0.9052 +2022-06-02 17:57:07,244 - INFO - Epoch [67/128][170/300] lr: 0.0036, eta: 5:20:50, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.2304, offset_loss: 0.3853, cls_loss: 0.1585, mask_loss: 0.2675, iou_score_loss: 0.0082, loss: 1.0498 +2022-06-02 17:57:15,857 - INFO - Epoch [67/128][180/300] lr: 0.0036, eta: 5:17:33, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1869, offset_loss: 0.3925, cls_loss: 0.1693, mask_loss: 0.2609, iou_score_loss: 0.0083, loss: 1.0178 +2022-06-02 17:57:25,633 - INFO - Epoch [67/128][190/300] lr: 0.0036, eta: 5:16:27, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2246, offset_loss: 0.4639, cls_loss: 0.2297, mask_loss: 0.2843, iou_score_loss: 0.0076, loss: 1.2101 +2022-06-02 17:57:35,670 - INFO - Epoch [67/128][200/300] lr: 0.0036, eta: 5:15:52, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2106, offset_loss: 0.3731, cls_loss: 0.3629, mask_loss: 0.2678, iou_score_loss: 0.0079, loss: 1.2224 +2022-06-02 17:57:45,663 - INFO - Epoch [67/128][210/300] lr: 0.0036, eta: 5:15:14, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1604, offset_loss: 0.3041, cls_loss: 0.1766, mask_loss: 0.2652, iou_score_loss: 0.0076, loss: 0.9140 +2022-06-02 17:57:55,325 - INFO - Epoch [67/128][220/300] lr: 0.0036, eta: 5:14:12, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1771, offset_loss: 0.3840, cls_loss: 0.1812, mask_loss: 0.2290, iou_score_loss: 0.0064, loss: 0.9778 +2022-06-02 17:58:04,978 - INFO - Epoch [67/128][230/300] lr: 0.0036, eta: 5:13:14, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1630, offset_loss: 0.3555, cls_loss: 0.1971, mask_loss: 0.2778, iou_score_loss: 0.0069, loss: 1.0002 +2022-06-02 17:58:15,211 - INFO - Epoch [67/128][240/300] lr: 0.0036, eta: 5:13:02, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1378, offset_loss: 0.3772, cls_loss: 0.2039, mask_loss: 0.2947, iou_score_loss: 0.0062, loss: 1.0197 +2022-06-02 17:58:25,671 - INFO - Epoch [67/128][250/300] lr: 0.0036, eta: 5:13:10, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1168, offset_loss: 0.4039, cls_loss: 0.1847, mask_loss: 0.2382, iou_score_loss: 0.0058, loss: 0.9494 +2022-06-02 17:58:35,354 - INFO - Epoch [67/128][260/300] lr: 0.0036, eta: 5:12:21, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1818, offset_loss: 0.4095, cls_loss: 0.2429, mask_loss: 0.2928, iou_score_loss: 0.0101, loss: 1.1371 +2022-06-02 17:58:46,633 - INFO - Epoch [67/128][270/300] lr: 0.0036, eta: 5:13:22, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1800, offset_loss: 0.4179, cls_loss: 0.2595, mask_loss: 0.2992, iou_score_loss: 0.0089, loss: 1.1655 +2022-06-02 17:58:57,945 - INFO - Epoch [67/128][280/300] lr: 0.0036, eta: 5:14:21, mem: 9016, data_time: 0.00, iter_time: 1.93, semantic_loss: 0.1930, offset_loss: 0.5202, cls_loss: 0.2333, mask_loss: 0.2960, iou_score_loss: 0.0136, loss: 1.2560 +2022-06-02 17:59:08,497 - INFO - Epoch [67/128][290/300] lr: 0.0036, eta: 5:14:26, mem: 9016, data_time: 0.00, iter_time: 1.40, semantic_loss: 0.1521, offset_loss: 0.3703, cls_loss: 0.2057, mask_loss: 0.2740, iou_score_loss: 0.0086, loss: 1.0107 +2022-06-02 17:59:16,925 - INFO - Epoch [67/128][300/300] lr: 0.0036, eta: 5:12:22, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1777, offset_loss: 0.4152, cls_loss: 0.1792, mask_loss: 0.2937, iou_score_loss: 0.0071, loss: 1.0728 +2022-06-02 17:59:35,605 - INFO - Epoch [68/128][10/300] lr: 0.0035, eta: 8:56:11, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1786, offset_loss: 0.3591, cls_loss: 0.2489, mask_loss: 0.2757, iou_score_loss: 0.0071, loss: 1.0693 +2022-06-02 17:59:45,217 - INFO - Epoch [68/128][20/300] lr: 0.0035, eta: 6:54:38, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1922, offset_loss: 0.3556, cls_loss: 0.1961, mask_loss: 0.2576, iou_score_loss: 0.0064, loss: 1.0079 +2022-06-02 17:59:54,197 - INFO - Epoch [68/128][30/300] lr: 0.0035, eta: 6:07:15, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2077, offset_loss: 0.3850, cls_loss: 0.1468, mask_loss: 0.2803, iou_score_loss: 0.0090, loss: 1.0288 +2022-06-02 18:00:04,316 - INFO - Epoch [68/128][40/300] lr: 0.0035, eta: 5:52:23, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1597, offset_loss: 0.4096, cls_loss: 0.1860, mask_loss: 0.2609, iou_score_loss: 0.0082, loss: 1.0244 +2022-06-02 18:00:14,009 - INFO - Epoch [68/128][50/300] lr: 0.0035, eta: 5:40:44, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1905, offset_loss: 0.3399, cls_loss: 0.2204, mask_loss: 0.2267, iou_score_loss: 0.0058, loss: 0.9833 +2022-06-02 18:00:23,352 - INFO - Epoch [68/128][60/300] lr: 0.0035, eta: 5:31:05, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2130, offset_loss: 0.3945, cls_loss: 0.2105, mask_loss: 0.2880, iou_score_loss: 0.0086, loss: 1.1146 +2022-06-02 18:00:33,328 - INFO - Epoch [68/128][70/300] lr: 0.0035, eta: 5:26:58, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1748, offset_loss: 0.4241, cls_loss: 0.1839, mask_loss: 0.2707, iou_score_loss: 0.0065, loss: 1.0599 +2022-06-02 18:00:41,761 - INFO - Epoch [68/128][80/300] lr: 0.0035, eta: 5:17:51, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2571, offset_loss: 0.3937, cls_loss: 0.2025, mask_loss: 0.2864, iou_score_loss: 0.0079, loss: 1.1475 +2022-06-02 18:00:51,830 - INFO - Epoch [68/128][90/300] lr: 0.0035, eta: 5:16:21, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1527, offset_loss: 0.3473, cls_loss: 0.1578, mask_loss: 0.2535, iou_score_loss: 0.0077, loss: 0.9190 +2022-06-02 18:01:01,974 - INFO - Epoch [68/128][100/300] lr: 0.0035, eta: 5:15:23, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1775, offset_loss: 0.3798, cls_loss: 0.1445, mask_loss: 0.2625, iou_score_loss: 0.0056, loss: 0.9699 +2022-06-02 18:01:13,054 - INFO - Epoch [68/128][110/300] lr: 0.0035, eta: 5:17:05, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2212, offset_loss: 0.3937, cls_loss: 0.2113, mask_loss: 0.2761, iou_score_loss: 0.0084, loss: 1.1106 +2022-06-02 18:01:23,914 - INFO - Epoch [68/128][120/300] lr: 0.0035, eta: 5:17:54, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1789, offset_loss: 0.3579, cls_loss: 0.2050, mask_loss: 0.2652, iou_score_loss: 0.0065, loss: 1.0134 +2022-06-02 18:01:33,846 - INFO - Epoch [68/128][130/300] lr: 0.0035, eta: 5:16:27, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1382, offset_loss: 0.3298, cls_loss: 0.1542, mask_loss: 0.2484, iou_score_loss: 0.0064, loss: 0.8770 +2022-06-02 18:01:44,951 - INFO - Epoch [68/128][140/300] lr: 0.0035, eta: 5:17:39, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1708, offset_loss: 0.4003, cls_loss: 0.1503, mask_loss: 0.2520, iou_score_loss: 0.0058, loss: 0.9792 +2022-06-02 18:01:54,843 - INFO - Epoch [68/128][150/300] lr: 0.0035, eta: 5:16:17, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1513, offset_loss: 0.4287, cls_loss: 0.1883, mask_loss: 0.2394, iou_score_loss: 0.0086, loss: 1.0163 +2022-06-02 18:02:04,494 - INFO - Epoch [68/128][160/300] lr: 0.0035, eta: 5:14:33, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.2000, offset_loss: 0.3430, cls_loss: 0.2550, mask_loss: 0.3040, iou_score_loss: 0.0073, loss: 1.1093 +2022-06-02 18:02:13,759 - INFO - Epoch [68/128][170/300] lr: 0.0035, eta: 5:12:24, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.2046, offset_loss: 0.3461, cls_loss: 0.2041, mask_loss: 0.2794, iou_score_loss: 0.0071, loss: 1.0413 +2022-06-02 18:02:24,357 - INFO - Epoch [68/128][180/300] lr: 0.0035, eta: 5:12:40, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1812, offset_loss: 0.3789, cls_loss: 0.1516, mask_loss: 0.2459, iou_score_loss: 0.0077, loss: 0.9652 +2022-06-02 18:02:34,195 - INFO - Epoch [68/128][190/300] lr: 0.0035, eta: 5:11:40, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1642, offset_loss: 0.3764, cls_loss: 0.1781, mask_loss: 0.2875, iou_score_loss: 0.0049, loss: 1.0112 +2022-06-02 18:02:45,718 - INFO - Epoch [68/128][200/300] lr: 0.0035, eta: 5:13:17, mem: 9016, data_time: 0.00, iter_time: 1.49, semantic_loss: 0.2062, offset_loss: 0.4210, cls_loss: 0.2112, mask_loss: 0.2670, iou_score_loss: 0.0077, loss: 1.1131 +2022-06-02 18:02:56,167 - INFO - Epoch [68/128][210/300] lr: 0.0035, eta: 5:13:12, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2067, offset_loss: 0.3641, cls_loss: 0.2243, mask_loss: 0.3080, iou_score_loss: 0.0079, loss: 1.1110 +2022-06-02 18:03:06,167 - INFO - Epoch [68/128][220/300] lr: 0.0035, eta: 5:12:31, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.2136, offset_loss: 0.3965, cls_loss: 0.2455, mask_loss: 0.2324, iou_score_loss: 0.0080, loss: 1.0959 +2022-06-02 18:03:15,395 - INFO - Epoch [68/128][230/300] lr: 0.0035, eta: 5:10:49, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2128, offset_loss: 0.3703, cls_loss: 0.2683, mask_loss: 0.2959, iou_score_loss: 0.0094, loss: 1.1567 +2022-06-02 18:03:26,208 - INFO - Epoch [68/128][240/300] lr: 0.0035, eta: 5:11:16, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1798, offset_loss: 0.3908, cls_loss: 0.2130, mask_loss: 0.2588, iou_score_loss: 0.0064, loss: 1.0487 +2022-06-02 18:03:36,963 - INFO - Epoch [68/128][250/300] lr: 0.0035, eta: 5:11:37, mem: 9016, data_time: 0.00, iter_time: 1.40, semantic_loss: 0.1253, offset_loss: 0.3137, cls_loss: 0.2250, mask_loss: 0.2055, iou_score_loss: 0.0085, loss: 0.8780 +2022-06-02 18:03:47,224 - INFO - Epoch [68/128][260/300] lr: 0.0035, eta: 5:11:19, mem: 9016, data_time: 0.00, iter_time: 1.41, semantic_loss: 0.1652, offset_loss: 0.3560, cls_loss: 0.2069, mask_loss: 0.2380, iou_score_loss: 0.0064, loss: 0.9725 +2022-06-02 18:03:57,048 - INFO - Epoch [68/128][270/300] lr: 0.0035, eta: 5:10:33, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.2265, offset_loss: 0.4992, cls_loss: 0.2129, mask_loss: 0.2777, iou_score_loss: 0.0092, loss: 1.2256 +2022-06-02 18:04:06,786 - INFO - Epoch [68/128][280/300] lr: 0.0035, eta: 5:09:43, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1761, offset_loss: 0.3874, cls_loss: 0.2096, mask_loss: 0.2885, iou_score_loss: 0.0076, loss: 1.0692 +2022-06-02 18:04:17,240 - INFO - Epoch [68/128][290/300] lr: 0.0035, eta: 5:09:43, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1626, offset_loss: 0.4294, cls_loss: 0.2384, mask_loss: 0.2840, iou_score_loss: 0.0116, loss: 1.1260 +2022-06-02 18:04:26,832 - INFO - Epoch [68/128][300/300] lr: 0.0035, eta: 5:08:49, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1416, offset_loss: 0.3472, cls_loss: 0.2067, mask_loss: 0.2631, iou_score_loss: 0.0055, loss: 0.9640 +2022-06-02 18:04:27,860 - INFO - Validation +2022-06-02 18:05:38,855 - INFO - Evaluate instance segmentation +2022-06-02 18:05:50,529 - INFO - AP: 0.451. AP_50: 0.665. AP_25: 0.786 +2022-06-02 18:05:50,530 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 18:05:57,496 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 18:05:57,496 - INFO - mIoU: 72.0 +2022-06-02 18:05:58,893 - INFO - Acc: 89.8 +2022-06-02 18:06:02,346 - INFO - Offset MAE: 0.442 +2022-06-02 18:06:16,977 - INFO - Epoch [69/128][10/300] lr: 0.0035, eta: 7:15:55, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1546, offset_loss: 0.4304, cls_loss: 0.2182, mask_loss: 0.2532, iou_score_loss: 0.0067, loss: 1.0631 +2022-06-02 18:06:26,657 - INFO - Epoch [69/128][20/300] lr: 0.0035, eta: 6:02:56, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1764, offset_loss: 0.4202, cls_loss: 0.2225, mask_loss: 0.2737, iou_score_loss: 0.0078, loss: 1.1006 +2022-06-02 18:06:36,609 - INFO - Epoch [69/128][30/300] lr: 0.0035, eta: 5:41:10, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1554, offset_loss: 0.3666, cls_loss: 0.1996, mask_loss: 0.2922, iou_score_loss: 0.0089, loss: 1.0227 +2022-06-02 18:06:46,523 - INFO - Epoch [69/128][40/300] lr: 0.0035, eta: 5:29:51, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1749, offset_loss: 0.3345, cls_loss: 0.2637, mask_loss: 0.2736, iou_score_loss: 0.0099, loss: 1.0567 +2022-06-02 18:06:56,448 - INFO - Epoch [69/128][50/300] lr: 0.0035, eta: 5:23:06, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1734, offset_loss: 0.3748, cls_loss: 0.2384, mask_loss: 0.2734, iou_score_loss: 0.0058, loss: 1.0658 +2022-06-02 18:07:06,719 - INFO - Epoch [69/128][60/300] lr: 0.0035, eta: 5:20:18, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1662, offset_loss: 0.3638, cls_loss: 0.1580, mask_loss: 0.2519, iou_score_loss: 0.0066, loss: 0.9465 +2022-06-02 18:07:17,016 - INFO - Epoch [69/128][70/300] lr: 0.0035, eta: 5:18:19, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1713, offset_loss: 0.3876, cls_loss: 0.1821, mask_loss: 0.2395, iou_score_loss: 0.0110, loss: 0.9916 +2022-06-02 18:07:26,278 - INFO - Epoch [69/128][80/300] lr: 0.0035, eta: 5:13:00, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1429, offset_loss: 0.3642, cls_loss: 0.2002, mask_loss: 0.2529, iou_score_loss: 0.0073, loss: 0.9675 +2022-06-02 18:07:35,838 - INFO - Epoch [69/128][90/300] lr: 0.0035, eta: 5:09:42, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1642, offset_loss: 0.3950, cls_loss: 0.2067, mask_loss: 0.2665, iou_score_loss: 0.0082, loss: 1.0405 +2022-06-02 18:07:47,786 - INFO - Epoch [69/128][100/300] lr: 0.0035, eta: 5:14:16, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1621, offset_loss: 0.4098, cls_loss: 0.3128, mask_loss: 0.3071, iou_score_loss: 0.0085, loss: 1.2003 +2022-06-02 18:07:59,315 - INFO - Epoch [69/128][110/300] lr: 0.0035, eta: 5:16:48, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1778, offset_loss: 0.3674, cls_loss: 0.2243, mask_loss: 0.2928, iou_score_loss: 0.0093, loss: 1.0716 +2022-06-02 18:08:09,527 - INFO - Epoch [69/128][120/300] lr: 0.0035, eta: 5:15:36, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.2182, offset_loss: 0.4126, cls_loss: 0.2204, mask_loss: 0.2939, iou_score_loss: 0.0076, loss: 1.1526 +2022-06-02 18:08:19,957 - INFO - Epoch [69/128][130/300] lr: 0.0035, eta: 5:15:03, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1502, offset_loss: 0.4889, cls_loss: 0.2144, mask_loss: 0.2872, iou_score_loss: 0.0102, loss: 1.1509 +2022-06-02 18:08:29,959 - INFO - Epoch [69/128][140/300] lr: 0.0035, eta: 5:13:38, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1324, offset_loss: 0.3193, cls_loss: 0.1864, mask_loss: 0.2324, iou_score_loss: 0.0106, loss: 0.8812 +2022-06-02 18:08:40,009 - INFO - Epoch [69/128][150/300] lr: 0.0035, eta: 5:12:30, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1332, offset_loss: 0.4601, cls_loss: 0.2232, mask_loss: 0.2766, iou_score_loss: 0.0079, loss: 1.1009 +2022-06-02 18:08:48,960 - INFO - Epoch [69/128][160/300] lr: 0.0035, eta: 5:09:26, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1620, offset_loss: 0.4103, cls_loss: 0.1728, mask_loss: 0.2972, iou_score_loss: 0.0077, loss: 1.0499 +2022-06-02 18:08:58,602 - INFO - Epoch [69/128][170/300] lr: 0.0035, eta: 5:07:55, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.2188, offset_loss: 0.4151, cls_loss: 0.2277, mask_loss: 0.2897, iou_score_loss: 0.0086, loss: 1.1599 +2022-06-02 18:09:07,705 - INFO - Epoch [69/128][180/300] lr: 0.0035, eta: 5:05:39, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1679, offset_loss: 0.4011, cls_loss: 0.1789, mask_loss: 0.2618, iou_score_loss: 0.0076, loss: 1.0172 +2022-06-02 18:09:18,100 - INFO - Epoch [69/128][190/300] lr: 0.0035, eta: 5:05:40, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1446, offset_loss: 0.4019, cls_loss: 0.1563, mask_loss: 0.2588, iou_score_loss: 0.0094, loss: 0.9711 +2022-06-02 18:09:28,105 - INFO - Epoch [69/128][200/300] lr: 0.0035, eta: 5:05:04, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1500, offset_loss: 0.3077, cls_loss: 0.2509, mask_loss: 0.2300, iou_score_loss: 0.0069, loss: 0.9456 +2022-06-02 18:09:37,195 - INFO - Epoch [69/128][210/300] lr: 0.0035, eta: 5:03:12, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1930, offset_loss: 0.3274, cls_loss: 0.1649, mask_loss: 0.2569, iou_score_loss: 0.0064, loss: 0.9486 +2022-06-02 18:09:46,518 - INFO - Epoch [69/128][220/300] lr: 0.0035, eta: 5:01:49, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1956, offset_loss: 0.4360, cls_loss: 0.2777, mask_loss: 0.2675, iou_score_loss: 0.0090, loss: 1.1857 +2022-06-02 18:09:56,674 - INFO - Epoch [69/128][230/300] lr: 0.0035, eta: 5:01:37, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.2002, offset_loss: 0.3654, cls_loss: 0.2222, mask_loss: 0.2510, iou_score_loss: 0.0082, loss: 1.0470 +2022-06-02 18:10:07,046 - INFO - Epoch [69/128][240/300] lr: 0.0035, eta: 5:01:41, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1752, offset_loss: 0.4164, cls_loss: 0.1810, mask_loss: 0.2242, iou_score_loss: 0.0079, loss: 1.0047 +2022-06-02 18:10:17,034 - INFO - Epoch [69/128][250/300] lr: 0.0035, eta: 5:01:16, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1920, offset_loss: 0.3686, cls_loss: 0.1650, mask_loss: 0.2690, iou_score_loss: 0.0053, loss: 1.0000 +2022-06-02 18:10:27,022 - INFO - Epoch [69/128][260/300] lr: 0.0035, eta: 5:00:50, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1763, offset_loss: 0.3741, cls_loss: 0.2231, mask_loss: 0.2508, iou_score_loss: 0.0078, loss: 1.0320 +2022-06-02 18:10:36,783 - INFO - Epoch [69/128][270/300] lr: 0.0035, eta: 5:00:13, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1884, offset_loss: 0.3960, cls_loss: 0.2392, mask_loss: 0.2745, iou_score_loss: 0.0088, loss: 1.1070 +2022-06-02 18:10:47,466 - INFO - Epoch [69/128][280/300] lr: 0.0035, eta: 5:00:38, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2005, offset_loss: 0.4194, cls_loss: 0.2972, mask_loss: 0.2621, iou_score_loss: 0.0081, loss: 1.1873 +2022-06-02 18:10:56,495 - INFO - Epoch [69/128][290/300] lr: 0.0035, eta: 4:59:16, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1351, offset_loss: 0.3647, cls_loss: 0.1713, mask_loss: 0.2726, iou_score_loss: 0.0084, loss: 0.9520 +2022-06-02 18:11:05,210 - INFO - Epoch [69/128][300/300] lr: 0.0035, eta: 4:57:43, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1866, offset_loss: 0.3640, cls_loss: 0.2148, mask_loss: 0.2606, iou_score_loss: 0.0083, loss: 1.0342 +2022-06-02 18:11:22,230 - INFO - Epoch [70/128][10/300] lr: 0.0034, eta: 7:49:47, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.2321, offset_loss: 0.4132, cls_loss: 0.1858, mask_loss: 0.3231, iou_score_loss: 0.0114, loss: 1.1656 +2022-06-02 18:11:32,077 - INFO - Epoch [70/128][20/300] lr: 0.0034, eta: 6:19:30, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1525, offset_loss: 0.3842, cls_loss: 0.1872, mask_loss: 0.2669, iou_score_loss: 0.0082, loss: 0.9990 +2022-06-02 18:11:41,549 - INFO - Epoch [70/128][30/300] lr: 0.0034, eta: 5:45:54, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1980, offset_loss: 0.3777, cls_loss: 0.1952, mask_loss: 0.2533, iou_score_loss: 0.0069, loss: 1.0311 +2022-06-02 18:11:51,292 - INFO - Epoch [70/128][40/300] lr: 0.0034, eta: 5:31:05, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1747, offset_loss: 0.3577, cls_loss: 0.1428, mask_loss: 0.2223, iou_score_loss: 0.0061, loss: 0.9036 +2022-06-02 18:12:00,999 - INFO - Epoch [70/128][50/300] lr: 0.0034, eta: 5:21:47, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1694, offset_loss: 0.4249, cls_loss: 0.1877, mask_loss: 0.2475, iou_score_loss: 0.0078, loss: 1.0372 +2022-06-02 18:12:10,581 - INFO - Epoch [70/128][60/300] lr: 0.0034, eta: 5:14:57, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1741, offset_loss: 0.4068, cls_loss: 0.1864, mask_loss: 0.3044, iou_score_loss: 0.0086, loss: 1.0803 +2022-06-02 18:12:20,161 - INFO - Epoch [70/128][70/300] lr: 0.0034, eta: 5:09:58, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1932, offset_loss: 0.4018, cls_loss: 0.2509, mask_loss: 0.3147, iou_score_loss: 0.0101, loss: 1.1709 +2022-06-02 18:12:30,331 - INFO - Epoch [70/128][80/300] lr: 0.0034, eta: 5:08:25, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1818, offset_loss: 0.3693, cls_loss: 0.2055, mask_loss: 0.2698, iou_score_loss: 0.0070, loss: 1.0334 +2022-06-02 18:12:39,898 - INFO - Epoch [70/128][90/300] lr: 0.0034, eta: 5:05:14, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1809, offset_loss: 0.4708, cls_loss: 0.2073, mask_loss: 0.2796, iou_score_loss: 0.0077, loss: 1.1463 +2022-06-02 18:12:50,378 - INFO - Epoch [70/128][100/300] lr: 0.0034, eta: 5:05:18, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1464, offset_loss: 0.3825, cls_loss: 0.1818, mask_loss: 0.2650, iou_score_loss: 0.0066, loss: 0.9823 +2022-06-02 18:13:00,432 - INFO - Epoch [70/128][110/300] lr: 0.0034, eta: 5:04:11, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.2472, offset_loss: 0.4655, cls_loss: 0.1810, mask_loss: 0.3042, iou_score_loss: 0.0078, loss: 1.2057 +2022-06-02 18:13:10,334 - INFO - Epoch [70/128][120/300] lr: 0.0034, eta: 5:02:51, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2099, offset_loss: 0.3625, cls_loss: 0.2030, mask_loss: 0.2548, iou_score_loss: 0.0088, loss: 1.0389 +2022-06-02 18:13:21,138 - INFO - Epoch [70/128][130/300] lr: 0.0034, eta: 5:03:39, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1638, offset_loss: 0.4614, cls_loss: 0.2416, mask_loss: 0.2576, iou_score_loss: 0.0088, loss: 1.1332 +2022-06-02 18:13:29,925 - INFO - Epoch [70/128][140/300] lr: 0.0034, eta: 5:00:15, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2044, offset_loss: 0.4214, cls_loss: 0.1891, mask_loss: 0.2767, iou_score_loss: 0.0103, loss: 1.1020 +2022-06-02 18:13:40,461 - INFO - Epoch [70/128][150/300] lr: 0.0034, eta: 5:00:37, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1515, offset_loss: 0.5089, cls_loss: 0.1663, mask_loss: 0.2793, iou_score_loss: 0.0087, loss: 1.1148 +2022-06-02 18:13:50,243 - INFO - Epoch [70/128][160/300] lr: 0.0034, eta: 4:59:30, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1759, offset_loss: 0.3410, cls_loss: 0.2327, mask_loss: 0.2625, iou_score_loss: 0.0087, loss: 1.0207 +2022-06-02 18:14:00,299 - INFO - Epoch [70/128][170/300] lr: 0.0034, eta: 4:59:00, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1795, offset_loss: 0.4257, cls_loss: 0.1619, mask_loss: 0.2186, iou_score_loss: 0.0067, loss: 0.9924 +2022-06-02 18:14:11,720 - INFO - Epoch [70/128][180/300] lr: 0.0034, eta: 5:00:46, mem: 9016, data_time: 0.00, iter_time: 1.89, semantic_loss: 0.1963, offset_loss: 0.4702, cls_loss: 0.1787, mask_loss: 0.2583, iou_score_loss: 0.0090, loss: 1.1125 +2022-06-02 18:14:21,267 - INFO - Epoch [70/128][190/300] lr: 0.0034, eta: 4:59:27, mem: 9016, data_time: 0.00, iter_time: 1.40, semantic_loss: 0.1479, offset_loss: 0.4511, cls_loss: 0.1544, mask_loss: 0.2675, iou_score_loss: 0.0080, loss: 1.0290 +2022-06-02 18:14:31,308 - INFO - Epoch [70/128][200/300] lr: 0.0034, eta: 4:58:57, mem: 9016, data_time: 0.00, iter_time: 1.68, semantic_loss: 0.1827, offset_loss: 0.3461, cls_loss: 0.1716, mask_loss: 0.2874, iou_score_loss: 0.0079, loss: 0.9957 +2022-06-02 18:14:40,995 - INFO - Epoch [70/128][210/300] lr: 0.0034, eta: 4:57:59, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1892, offset_loss: 0.4515, cls_loss: 0.2072, mask_loss: 0.2619, iou_score_loss: 0.0080, loss: 1.1177 +2022-06-02 18:14:50,773 - INFO - Epoch [70/128][220/300] lr: 0.0034, eta: 4:57:14, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2106, offset_loss: 0.4106, cls_loss: 0.2837, mask_loss: 0.2534, iou_score_loss: 0.0074, loss: 1.1657 +2022-06-02 18:15:01,087 - INFO - Epoch [70/128][230/300] lr: 0.0034, eta: 4:57:12, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1864, offset_loss: 0.3543, cls_loss: 0.1286, mask_loss: 0.2484, iou_score_loss: 0.0053, loss: 0.9231 +2022-06-02 18:15:11,044 - INFO - Epoch [70/128][240/300] lr: 0.0034, eta: 4:56:44, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1997, offset_loss: 0.4395, cls_loss: 0.2380, mask_loss: 0.2543, iou_score_loss: 0.0099, loss: 1.1414 +2022-06-02 18:15:20,547 - INFO - Epoch [70/128][250/300] lr: 0.0034, eta: 4:55:46, mem: 9016, data_time: 0.00, iter_time: 0.62, semantic_loss: 0.1753, offset_loss: 0.2961, cls_loss: 0.1708, mask_loss: 0.2327, iou_score_loss: 0.0075, loss: 0.8824 +2022-06-02 18:15:32,550 - INFO - Epoch [70/128][260/300] lr: 0.0034, eta: 4:57:38, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1905, offset_loss: 0.3796, cls_loss: 0.2243, mask_loss: 0.2860, iou_score_loss: 0.0086, loss: 1.0890 +2022-06-02 18:15:43,605 - INFO - Epoch [70/128][270/300] lr: 0.0034, eta: 4:58:19, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1704, offset_loss: 0.4132, cls_loss: 0.2393, mask_loss: 0.2627, iou_score_loss: 0.0088, loss: 1.0944 +2022-06-02 18:15:54,808 - INFO - Epoch [70/128][280/300] lr: 0.0034, eta: 4:59:08, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1622, offset_loss: 0.3948, cls_loss: 0.1926, mask_loss: 0.3022, iou_score_loss: 0.0082, loss: 1.0600 +2022-06-02 18:16:04,566 - INFO - Epoch [70/128][290/300] lr: 0.0034, eta: 4:58:26, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1678, offset_loss: 0.3598, cls_loss: 0.2303, mask_loss: 0.2635, iou_score_loss: 0.0071, loss: 1.0285 +2022-06-02 18:16:13,210 - INFO - Epoch [70/128][300/300] lr: 0.0034, eta: 4:56:40, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2147, offset_loss: 0.3641, cls_loss: 0.1902, mask_loss: 0.2612, iou_score_loss: 0.0078, loss: 1.0380 +2022-06-02 18:16:28,756 - INFO - Epoch [71/128][10/300] lr: 0.0034, eta: 6:59:26, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1919, offset_loss: 0.4123, cls_loss: 0.2445, mask_loss: 0.2947, iou_score_loss: 0.0076, loss: 1.1509 +2022-06-02 18:16:38,899 - INFO - Epoch [71/128][20/300] lr: 0.0034, eta: 5:56:18, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1907, offset_loss: 0.3862, cls_loss: 0.1759, mask_loss: 0.3001, iou_score_loss: 0.0086, loss: 1.0614 +2022-06-02 18:16:49,260 - INFO - Epoch [71/128][30/300] lr: 0.0034, eta: 5:37:31, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1307, offset_loss: 0.3775, cls_loss: 0.1532, mask_loss: 0.2514, iou_score_loss: 0.0058, loss: 0.9185 +2022-06-02 18:16:59,315 - INFO - Epoch [71/128][40/300] lr: 0.0034, eta: 5:25:40, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1431, offset_loss: 0.4060, cls_loss: 0.1547, mask_loss: 0.2307, iou_score_loss: 0.0086, loss: 0.9430 +2022-06-02 18:17:07,559 - INFO - Epoch [71/128][50/300] lr: 0.0034, eta: 5:08:07, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2160, offset_loss: 0.4103, cls_loss: 0.1776, mask_loss: 0.2777, iou_score_loss: 0.0098, loss: 1.0915 +2022-06-02 18:17:17,647 - INFO - Epoch [71/128][60/300] lr: 0.0034, eta: 5:05:12, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1521, offset_loss: 0.3449, cls_loss: 0.1526, mask_loss: 0.2386, iou_score_loss: 0.0081, loss: 0.8963 +2022-06-02 18:17:27,713 - INFO - Epoch [71/128][70/300] lr: 0.0034, eta: 5:02:57, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1848, offset_loss: 0.3176, cls_loss: 0.2319, mask_loss: 0.2486, iou_score_loss: 0.0092, loss: 0.9921 +2022-06-02 18:17:38,581 - INFO - Epoch [71/128][80/300] lr: 0.0034, eta: 5:04:10, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1430, offset_loss: 0.3497, cls_loss: 0.1892, mask_loss: 0.2827, iou_score_loss: 0.0065, loss: 0.9710 +2022-06-02 18:17:48,338 - INFO - Epoch [71/128][90/300] lr: 0.0034, eta: 5:01:28, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1675, offset_loss: 0.3879, cls_loss: 0.2811, mask_loss: 0.2686, iou_score_loss: 0.0105, loss: 1.1155 +2022-06-02 18:17:59,231 - INFO - Epoch [71/128][100/300] lr: 0.0034, eta: 5:02:32, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1745, offset_loss: 0.3807, cls_loss: 0.1618, mask_loss: 0.2655, iou_score_loss: 0.0079, loss: 0.9903 +2022-06-02 18:18:09,946 - INFO - Epoch [71/128][110/300] lr: 0.0034, eta: 5:02:59, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.2065, offset_loss: 0.3634, cls_loss: 0.1666, mask_loss: 0.2719, iou_score_loss: 0.0058, loss: 1.0141 +2022-06-02 18:18:19,901 - INFO - Epoch [71/128][120/300] lr: 0.0034, eta: 5:01:27, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1565, offset_loss: 0.3971, cls_loss: 0.2059, mask_loss: 0.2823, iou_score_loss: 0.0063, loss: 1.0482 +2022-06-02 18:18:29,958 - INFO - Epoch [71/128][130/300] lr: 0.0034, eta: 5:00:22, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1857, offset_loss: 0.4172, cls_loss: 0.1576, mask_loss: 0.2973, iou_score_loss: 0.0065, loss: 1.0644 +2022-06-02 18:18:39,718 - INFO - Epoch [71/128][140/300] lr: 0.0034, eta: 4:58:46, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1910, offset_loss: 0.4287, cls_loss: 0.2843, mask_loss: 0.2868, iou_score_loss: 0.0080, loss: 1.1988 +2022-06-02 18:18:50,924 - INFO - Epoch [71/128][150/300] lr: 0.0034, eta: 5:00:13, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1492, offset_loss: 0.3609, cls_loss: 0.2181, mask_loss: 0.2647, iou_score_loss: 0.0083, loss: 1.0012 +2022-06-02 18:19:00,375 - INFO - Epoch [71/128][160/300] lr: 0.0034, eta: 4:58:14, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1110, offset_loss: 0.3340, cls_loss: 0.1855, mask_loss: 0.2052, iou_score_loss: 0.0060, loss: 0.8417 +2022-06-02 18:19:11,276 - INFO - Epoch [71/128][170/300] lr: 0.0034, eta: 4:58:57, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1764, offset_loss: 0.3641, cls_loss: 0.1686, mask_loss: 0.2907, iou_score_loss: 0.0086, loss: 1.0083 +2022-06-02 18:19:21,381 - INFO - Epoch [71/128][180/300] lr: 0.0034, eta: 4:58:16, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1652, offset_loss: 0.4668, cls_loss: 0.1224, mask_loss: 0.2726, iou_score_loss: 0.0081, loss: 1.0351 +2022-06-02 18:19:31,356 - INFO - Epoch [71/128][190/300] lr: 0.0034, eta: 4:57:30, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2235, offset_loss: 0.4121, cls_loss: 0.2262, mask_loss: 0.3172, iou_score_loss: 0.0082, loss: 1.1872 +2022-06-02 18:19:41,717 - INFO - Epoch [71/128][200/300] lr: 0.0034, eta: 4:57:18, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1870, offset_loss: 0.3625, cls_loss: 0.1451, mask_loss: 0.2517, iou_score_loss: 0.0067, loss: 0.9530 +2022-06-02 18:19:52,304 - INFO - Epoch [71/128][210/300] lr: 0.0034, eta: 4:57:24, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1863, offset_loss: 0.3530, cls_loss: 0.2165, mask_loss: 0.2736, iou_score_loss: 0.0069, loss: 1.0363 +2022-06-02 18:20:02,572 - INFO - Epoch [71/128][220/300] lr: 0.0034, eta: 4:57:05, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1673, offset_loss: 0.4585, cls_loss: 0.2233, mask_loss: 0.2501, iou_score_loss: 0.0090, loss: 1.1081 +2022-06-02 18:20:12,660 - INFO - Epoch [71/128][230/300] lr: 0.0034, eta: 4:56:32, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1810, offset_loss: 0.4155, cls_loss: 0.2521, mask_loss: 0.2994, iou_score_loss: 0.0076, loss: 1.1556 +2022-06-02 18:20:22,852 - INFO - Epoch [71/128][240/300] lr: 0.0034, eta: 4:56:12, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1758, offset_loss: 0.3456, cls_loss: 0.1825, mask_loss: 0.2683, iou_score_loss: 0.0078, loss: 0.9800 +2022-06-02 18:20:32,842 - INFO - Epoch [71/128][250/300] lr: 0.0034, eta: 4:55:36, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.2113, offset_loss: 0.4516, cls_loss: 0.2553, mask_loss: 0.2396, iou_score_loss: 0.0081, loss: 1.1658 +2022-06-02 18:20:43,085 - INFO - Epoch [71/128][260/300] lr: 0.0034, eta: 4:55:19, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1740, offset_loss: 0.4551, cls_loss: 0.1643, mask_loss: 0.2722, iou_score_loss: 0.0079, loss: 1.0736 +2022-06-02 18:20:52,664 - INFO - Epoch [71/128][270/300] lr: 0.0034, eta: 4:54:21, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1785, offset_loss: 0.3645, cls_loss: 0.2368, mask_loss: 0.2738, iou_score_loss: 0.0083, loss: 1.0620 +2022-06-02 18:21:02,572 - INFO - Epoch [71/128][280/300] lr: 0.0034, eta: 4:53:46, mem: 9016, data_time: 0.00, iter_time: 1.48, semantic_loss: 0.1886, offset_loss: 0.3667, cls_loss: 0.2302, mask_loss: 0.2931, iou_score_loss: 0.0067, loss: 1.0854 +2022-06-02 18:21:12,768 - INFO - Epoch [71/128][290/300] lr: 0.0034, eta: 4:53:30, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1650, offset_loss: 0.3419, cls_loss: 0.2399, mask_loss: 0.2545, iou_score_loss: 0.0094, loss: 1.0107 +2022-06-02 18:21:22,689 - INFO - Epoch [71/128][300/300] lr: 0.0034, eta: 4:52:59, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1791, offset_loss: 0.3569, cls_loss: 0.2033, mask_loss: 0.2816, iou_score_loss: 0.0085, loss: 1.0294 +2022-06-02 18:21:39,059 - INFO - Epoch [72/128][10/300] lr: 0.0033, eta: 7:11:10, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1775, offset_loss: 0.3623, cls_loss: 0.2092, mask_loss: 0.2611, iou_score_loss: 0.0062, loss: 1.0163 +2022-06-02 18:21:49,465 - INFO - Epoch [72/128][20/300] lr: 0.0033, eta: 6:03:34, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2001, offset_loss: 0.3696, cls_loss: 0.2107, mask_loss: 0.2569, iou_score_loss: 0.0086, loss: 1.0459 +2022-06-02 18:21:58,665 - INFO - Epoch [72/128][30/300] lr: 0.0033, eta: 5:29:33, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1472, offset_loss: 0.3923, cls_loss: 0.1880, mask_loss: 0.2574, iou_score_loss: 0.0084, loss: 0.9933 +2022-06-02 18:22:09,110 - INFO - Epoch [72/128][40/300] lr: 0.0033, eta: 5:21:01, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1696, offset_loss: 0.3979, cls_loss: 0.2487, mask_loss: 0.2867, iou_score_loss: 0.0094, loss: 1.1122 +2022-06-02 18:22:18,743 - INFO - Epoch [72/128][50/300] lr: 0.0033, eta: 5:11:32, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1628, offset_loss: 0.4109, cls_loss: 0.1724, mask_loss: 0.2624, iou_score_loss: 0.0071, loss: 1.0155 +2022-06-02 18:22:28,051 - INFO - Epoch [72/128][60/300] lr: 0.0033, eta: 5:03:35, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1343, offset_loss: 0.4117, cls_loss: 0.2806, mask_loss: 0.2051, iou_score_loss: 0.0061, loss: 1.0380 +2022-06-02 18:22:37,369 - INFO - Epoch [72/128][70/300] lr: 0.0033, eta: 4:57:51, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1907, offset_loss: 0.5327, cls_loss: 0.2022, mask_loss: 0.2699, iou_score_loss: 0.0093, loss: 1.2048 +2022-06-02 18:22:46,631 - INFO - Epoch [72/128][80/300] lr: 0.0033, eta: 4:53:18, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2589, offset_loss: 0.3998, cls_loss: 0.2042, mask_loss: 0.2840, iou_score_loss: 0.0109, loss: 1.1579 +2022-06-02 18:22:58,184 - INFO - Epoch [72/128][90/300] lr: 0.0033, eta: 4:56:57, mem: 9016, data_time: 0.00, iter_time: 1.39, semantic_loss: 0.1437, offset_loss: 0.4131, cls_loss: 0.1421, mask_loss: 0.2380, iou_score_loss: 0.0061, loss: 0.9432 +2022-06-02 18:23:09,423 - INFO - Epoch [72/128][100/300] lr: 0.0033, eta: 4:58:56, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1883, offset_loss: 0.4239, cls_loss: 0.2015, mask_loss: 0.2776, iou_score_loss: 0.0070, loss: 1.0983 +2022-06-02 18:23:19,160 - INFO - Epoch [72/128][110/300] lr: 0.0033, eta: 4:56:39, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2139, offset_loss: 0.4199, cls_loss: 0.2015, mask_loss: 0.2875, iou_score_loss: 0.0102, loss: 1.1329 +2022-06-02 18:23:29,492 - INFO - Epoch [72/128][120/300] lr: 0.0033, eta: 4:56:09, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1720, offset_loss: 0.3736, cls_loss: 0.1669, mask_loss: 0.2835, iou_score_loss: 0.0108, loss: 1.0068 +2022-06-02 18:23:40,517 - INFO - Epoch [72/128][130/300] lr: 0.0033, eta: 4:57:12, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1922, offset_loss: 0.3591, cls_loss: 0.2422, mask_loss: 0.2738, iou_score_loss: 0.0077, loss: 1.0751 +2022-06-02 18:23:50,665 - INFO - Epoch [72/128][140/300] lr: 0.0033, eta: 4:56:18, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1653, offset_loss: 0.3772, cls_loss: 0.2423, mask_loss: 0.2639, iou_score_loss: 0.0084, loss: 1.0571 +2022-06-02 18:23:59,808 - INFO - Epoch [72/128][150/300] lr: 0.0033, eta: 4:53:35, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1942, offset_loss: 0.3825, cls_loss: 0.1860, mask_loss: 0.3076, iou_score_loss: 0.0075, loss: 1.0778 +2022-06-02 18:24:10,460 - INFO - Epoch [72/128][160/300] lr: 0.0033, eta: 4:53:53, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1919, offset_loss: 0.3943, cls_loss: 0.2020, mask_loss: 0.2978, iou_score_loss: 0.0097, loss: 1.0958 +2022-06-02 18:24:21,876 - INFO - Epoch [72/128][170/300] lr: 0.0033, eta: 4:55:22, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1803, offset_loss: 0.3794, cls_loss: 0.2578, mask_loss: 0.2970, iou_score_loss: 0.0073, loss: 1.1218 +2022-06-02 18:24:31,628 - INFO - Epoch [72/128][180/300] lr: 0.0033, eta: 4:54:05, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1714, offset_loss: 0.3673, cls_loss: 0.2169, mask_loss: 0.2807, iou_score_loss: 0.0074, loss: 1.0437 +2022-06-02 18:24:42,007 - INFO - Epoch [72/128][190/300] lr: 0.0033, eta: 4:53:50, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1646, offset_loss: 0.4377, cls_loss: 0.1909, mask_loss: 0.2884, iou_score_loss: 0.0080, loss: 1.0897 +2022-06-02 18:24:52,291 - INFO - Epoch [72/128][200/300] lr: 0.0033, eta: 4:53:27, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1809, offset_loss: 0.3427, cls_loss: 0.2628, mask_loss: 0.2539, iou_score_loss: 0.0072, loss: 1.0476 +2022-06-02 18:25:02,202 - INFO - Epoch [72/128][210/300] lr: 0.0033, eta: 4:52:36, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1558, offset_loss: 0.5066, cls_loss: 0.1590, mask_loss: 0.2250, iou_score_loss: 0.0068, loss: 1.0533 +2022-06-02 18:25:11,251 - INFO - Epoch [72/128][220/300] lr: 0.0033, eta: 4:50:42, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2084, offset_loss: 0.3776, cls_loss: 0.2351, mask_loss: 0.2729, iou_score_loss: 0.0085, loss: 1.1024 +2022-06-02 18:25:22,011 - INFO - Epoch [72/128][230/300] lr: 0.0033, eta: 4:51:04, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2159, offset_loss: 0.3939, cls_loss: 0.1970, mask_loss: 0.2841, iou_score_loss: 0.0061, loss: 1.0971 +2022-06-02 18:25:32,619 - INFO - Epoch [72/128][240/300] lr: 0.0033, eta: 4:51:10, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.2059, offset_loss: 0.4385, cls_loss: 0.1756, mask_loss: 0.2849, iou_score_loss: 0.0072, loss: 1.1120 +2022-06-02 18:25:43,080 - INFO - Epoch [72/128][250/300] lr: 0.0033, eta: 4:51:07, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1737, offset_loss: 0.5047, cls_loss: 0.2371, mask_loss: 0.2881, iou_score_loss: 0.0081, loss: 1.2118 +2022-06-02 18:25:52,261 - INFO - Epoch [72/128][260/300] lr: 0.0033, eta: 4:49:40, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.2140, offset_loss: 0.3658, cls_loss: 0.2284, mask_loss: 0.2772, iou_score_loss: 0.0071, loss: 1.0926 +2022-06-02 18:26:01,972 - INFO - Epoch [72/128][270/300] lr: 0.0033, eta: 4:48:52, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1917, offset_loss: 0.3718, cls_loss: 0.1978, mask_loss: 0.3045, iou_score_loss: 0.0084, loss: 1.0742 +2022-06-02 18:26:12,685 - INFO - Epoch [72/128][280/300] lr: 0.0033, eta: 4:49:05, mem: 9016, data_time: 0.00, iter_time: 1.49, semantic_loss: 0.1785, offset_loss: 0.3646, cls_loss: 0.2200, mask_loss: 0.3222, iou_score_loss: 0.0093, loss: 1.0946 +2022-06-02 18:26:23,739 - INFO - Epoch [72/128][290/300] lr: 0.0033, eta: 4:49:38, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1711, offset_loss: 0.3660, cls_loss: 0.1830, mask_loss: 0.2677, iou_score_loss: 0.0071, loss: 0.9950 +2022-06-02 18:26:31,884 - INFO - Epoch [72/128][300/300] lr: 0.0033, eta: 4:47:26, mem: 9016, data_time: 0.00, iter_time: 0.49, semantic_loss: 0.2052, offset_loss: 0.3507, cls_loss: 0.2360, mask_loss: 0.2623, iou_score_loss: 0.0086, loss: 1.0629 +2022-06-02 18:26:32,960 - INFO - Validation +2022-06-02 18:27:44,782 - INFO - Evaluate instance segmentation +2022-06-02 18:27:55,587 - INFO - AP: 0.460. AP_50: 0.670. AP_25: 0.793 +2022-06-02 18:27:55,587 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 18:28:02,276 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 18:28:02,276 - INFO - mIoU: 72.0 +2022-06-02 18:28:03,519 - INFO - Acc: 89.8 +2022-06-02 18:28:06,675 - INFO - Offset MAE: 0.442 +2022-06-02 18:28:20,770 - INFO - Epoch [73/128][10/300] lr: 0.0033, eta: 6:32:14, mem: 9016, data_time: 0.00, iter_time: 1.27, semantic_loss: 0.1552, offset_loss: 0.4014, cls_loss: 0.2497, mask_loss: 0.2605, iou_score_loss: 0.0073, loss: 1.0741 +2022-06-02 18:28:30,511 - INFO - Epoch [73/128][20/300] lr: 0.0033, eta: 5:31:57, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1900, offset_loss: 0.3167, cls_loss: 0.2672, mask_loss: 0.2613, iou_score_loss: 0.0072, loss: 1.0424 +2022-06-02 18:28:38,946 - INFO - Epoch [73/128][30/300] lr: 0.0033, eta: 4:59:55, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1895, offset_loss: 0.3802, cls_loss: 0.1947, mask_loss: 0.3068, iou_score_loss: 0.0085, loss: 1.0797 +2022-06-02 18:28:48,185 - INFO - Epoch [73/128][40/300] lr: 0.0033, eta: 4:49:08, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1839, offset_loss: 0.4729, cls_loss: 0.2075, mask_loss: 0.2646, iou_score_loss: 0.0086, loss: 1.1375 +2022-06-02 18:28:57,712 - INFO - Epoch [73/128][50/300] lr: 0.0033, eta: 4:44:25, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2165, offset_loss: 0.3852, cls_loss: 0.2251, mask_loss: 0.3024, iou_score_loss: 0.0075, loss: 1.1367 +2022-06-02 18:29:07,299 - INFO - Epoch [73/128][60/300] lr: 0.0033, eta: 4:41:26, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1716, offset_loss: 0.3888, cls_loss: 0.1962, mask_loss: 0.2445, iou_score_loss: 0.0072, loss: 1.0083 +2022-06-02 18:29:17,445 - INFO - Epoch [73/128][70/300] lr: 0.0033, eta: 4:41:35, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1664, offset_loss: 0.4157, cls_loss: 0.1790, mask_loss: 0.2367, iou_score_loss: 0.0056, loss: 1.0034 +2022-06-02 18:29:27,136 - INFO - Epoch [73/128][80/300] lr: 0.0033, eta: 4:39:59, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1673, offset_loss: 0.3566, cls_loss: 0.2094, mask_loss: 0.2692, iou_score_loss: 0.0084, loss: 1.0109 +2022-06-02 18:29:37,343 - INFO - Epoch [73/128][90/300] lr: 0.0033, eta: 4:40:15, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1874, offset_loss: 0.3715, cls_loss: 0.1798, mask_loss: 0.2868, iou_score_loss: 0.0082, loss: 1.0338 +2022-06-02 18:29:48,570 - INFO - Epoch [73/128][100/300] lr: 0.0033, eta: 4:43:23, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.2135, offset_loss: 0.4567, cls_loss: 0.1797, mask_loss: 0.2942, iou_score_loss: 0.0082, loss: 1.1523 +2022-06-02 18:29:57,988 - INFO - Epoch [73/128][110/300] lr: 0.0033, eta: 4:41:16, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1696, offset_loss: 0.4401, cls_loss: 0.2252, mask_loss: 0.2523, iou_score_loss: 0.0061, loss: 1.0932 +2022-06-02 18:30:07,200 - INFO - Epoch [73/128][120/300] lr: 0.0033, eta: 4:39:00, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1670, offset_loss: 0.4611, cls_loss: 0.2157, mask_loss: 0.2544, iou_score_loss: 0.0084, loss: 1.1067 +2022-06-02 18:30:15,642 - INFO - Epoch [73/128][130/300] lr: 0.0033, eta: 4:35:27, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.2096, offset_loss: 0.3700, cls_loss: 0.2198, mask_loss: 0.3059, iou_score_loss: 0.0080, loss: 1.1133 +2022-06-02 18:30:26,501 - INFO - Epoch [73/128][140/300] lr: 0.0033, eta: 4:37:07, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1502, offset_loss: 0.3661, cls_loss: 0.1401, mask_loss: 0.2587, iou_score_loss: 0.0067, loss: 0.9219 +2022-06-02 18:30:36,269 - INFO - Epoch [73/128][150/300] lr: 0.0033, eta: 4:36:36, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1987, offset_loss: 0.3423, cls_loss: 0.2155, mask_loss: 0.2705, iou_score_loss: 0.0058, loss: 1.0328 +2022-06-02 18:30:46,160 - INFO - Epoch [73/128][160/300] lr: 0.0033, eta: 4:36:18, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1845, offset_loss: 0.3823, cls_loss: 0.2235, mask_loss: 0.2277, iou_score_loss: 0.0079, loss: 1.0259 +2022-06-02 18:30:55,402 - INFO - Epoch [73/128][170/300] lr: 0.0033, eta: 4:34:57, mem: 9016, data_time: 0.00, iter_time: 1.27, semantic_loss: 0.1674, offset_loss: 0.4150, cls_loss: 0.2054, mask_loss: 0.2349, iou_score_loss: 0.0059, loss: 1.0286 +2022-06-02 18:31:06,519 - INFO - Epoch [73/128][180/300] lr: 0.0033, eta: 4:36:37, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1527, offset_loss: 0.3520, cls_loss: 0.2278, mask_loss: 0.2550, iou_score_loss: 0.0073, loss: 0.9947 +2022-06-02 18:31:16,553 - INFO - Epoch [73/128][190/300] lr: 0.0033, eta: 4:36:31, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2269, offset_loss: 0.4332, cls_loss: 0.2341, mask_loss: 0.2473, iou_score_loss: 0.0073, loss: 1.1489 +2022-06-02 18:31:26,160 - INFO - Epoch [73/128][200/300] lr: 0.0033, eta: 4:35:50, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1680, offset_loss: 0.3793, cls_loss: 0.1659, mask_loss: 0.2770, iou_score_loss: 0.0057, loss: 0.9958 +2022-06-02 18:31:36,152 - INFO - Epoch [73/128][210/300] lr: 0.0033, eta: 4:35:41, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2015, offset_loss: 0.4552, cls_loss: 0.2737, mask_loss: 0.2848, iou_score_loss: 0.0063, loss: 1.2215 +2022-06-02 18:31:47,643 - INFO - Epoch [73/128][220/300] lr: 0.0033, eta: 4:37:26, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1565, offset_loss: 0.3567, cls_loss: 0.1571, mask_loss: 0.2314, iou_score_loss: 0.0049, loss: 0.9067 +2022-06-02 18:31:57,471 - INFO - Epoch [73/128][230/300] lr: 0.0033, eta: 4:37:01, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2189, offset_loss: 0.3759, cls_loss: 0.1930, mask_loss: 0.2665, iou_score_loss: 0.0068, loss: 1.0612 +2022-06-02 18:32:06,607 - INFO - Epoch [73/128][240/300] lr: 0.0033, eta: 4:35:49, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1990, offset_loss: 0.4134, cls_loss: 0.1950, mask_loss: 0.2265, iou_score_loss: 0.0048, loss: 1.0387 +2022-06-02 18:32:16,885 - INFO - Epoch [73/128][250/300] lr: 0.0033, eta: 4:35:58, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1490, offset_loss: 0.3372, cls_loss: 0.2039, mask_loss: 0.2570, iou_score_loss: 0.0083, loss: 0.9553 +2022-06-02 18:32:26,766 - INFO - Epoch [73/128][260/300] lr: 0.0033, eta: 4:35:40, mem: 9016, data_time: 0.00, iter_time: 1.41, semantic_loss: 0.1528, offset_loss: 0.3969, cls_loss: 0.1929, mask_loss: 0.2385, iou_score_loss: 0.0092, loss: 0.9902 +2022-06-02 18:32:36,133 - INFO - Epoch [73/128][270/300] lr: 0.0033, eta: 4:34:51, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1402, offset_loss: 0.4223, cls_loss: 0.2161, mask_loss: 0.2810, iou_score_loss: 0.0059, loss: 1.0654 +2022-06-02 18:32:46,452 - INFO - Epoch [73/128][280/300] lr: 0.0033, eta: 4:35:00, mem: 9016, data_time: 0.00, iter_time: 1.49, semantic_loss: 0.1997, offset_loss: 0.4477, cls_loss: 0.2102, mask_loss: 0.2470, iou_score_loss: 0.0089, loss: 1.1135 +2022-06-02 18:32:56,919 - INFO - Epoch [73/128][290/300] lr: 0.0033, eta: 4:35:18, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1553, offset_loss: 0.4178, cls_loss: 0.2024, mask_loss: 0.2951, iou_score_loss: 0.0070, loss: 1.0775 +2022-06-02 18:33:05,616 - INFO - Epoch [73/128][300/300] lr: 0.0033, eta: 4:33:57, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1804, offset_loss: 0.3910, cls_loss: 0.1803, mask_loss: 0.2548, iou_score_loss: 0.0084, loss: 1.0149 +2022-06-02 18:33:21,770 - INFO - Epoch [74/128][10/300] lr: 0.0032, eta: 6:51:09, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1545, offset_loss: 0.4084, cls_loss: 0.1974, mask_loss: 0.2795, iou_score_loss: 0.0099, loss: 1.0497 +2022-06-02 18:33:32,300 - INFO - Epoch [74/128][20/300] lr: 0.0032, eta: 5:50:07, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1925, offset_loss: 0.3758, cls_loss: 0.2088, mask_loss: 0.2738, iou_score_loss: 0.0089, loss: 1.0599 +2022-06-02 18:33:40,935 - INFO - Epoch [74/128][30/300] lr: 0.0032, eta: 5:12:15, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1882, offset_loss: 0.4060, cls_loss: 0.2215, mask_loss: 0.2947, iou_score_loss: 0.0072, loss: 1.1176 +2022-06-02 18:33:53,184 - INFO - Epoch [74/128][40/300] lr: 0.0032, eta: 5:17:58, mem: 9016, data_time: 0.00, iter_time: 3.12, semantic_loss: 0.1542, offset_loss: 0.4177, cls_loss: 0.2084, mask_loss: 0.2426, iou_score_loss: 0.0076, loss: 1.0305 +2022-06-02 18:34:02,322 - INFO - Epoch [74/128][50/300] lr: 0.0032, eta: 5:04:17, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1400, offset_loss: 0.3842, cls_loss: 0.1627, mask_loss: 0.2828, iou_score_loss: 0.0085, loss: 0.9782 +2022-06-02 18:34:12,046 - INFO - Epoch [74/128][60/300] lr: 0.0032, eta: 4:57:54, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1892, offset_loss: 0.3600, cls_loss: 0.2953, mask_loss: 0.2567, iou_score_loss: 0.0072, loss: 1.1084 +2022-06-02 18:34:21,515 - INFO - Epoch [74/128][70/300] lr: 0.0032, eta: 4:52:12, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1425, offset_loss: 0.3478, cls_loss: 0.2008, mask_loss: 0.2794, iou_score_loss: 0.0076, loss: 0.9781 +2022-06-02 18:34:31,610 - INFO - Epoch [74/128][80/300] lr: 0.0032, eta: 4:49:57, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1844, offset_loss: 0.3748, cls_loss: 0.2907, mask_loss: 0.3029, iou_score_loss: 0.0093, loss: 1.1622 +2022-06-02 18:34:41,279 - INFO - Epoch [74/128][90/300] lr: 0.0032, eta: 4:47:02, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1862, offset_loss: 0.3925, cls_loss: 0.1901, mask_loss: 0.2742, iou_score_loss: 0.0097, loss: 1.0526 +2022-06-02 18:34:51,777 - INFO - Epoch [74/128][100/300] lr: 0.0032, eta: 4:46:54, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1750, offset_loss: 0.4152, cls_loss: 0.2449, mask_loss: 0.2596, iou_score_loss: 0.0059, loss: 1.1005 +2022-06-02 18:35:01,134 - INFO - Epoch [74/128][110/300] lr: 0.0032, eta: 4:43:52, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1720, offset_loss: 0.3577, cls_loss: 0.2047, mask_loss: 0.2630, iou_score_loss: 0.0057, loss: 1.0030 +2022-06-02 18:35:11,684 - INFO - Epoch [74/128][120/300] lr: 0.0032, eta: 4:44:05, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.2108, offset_loss: 0.3289, cls_loss: 0.2393, mask_loss: 0.2597, iou_score_loss: 0.0074, loss: 1.0461 +2022-06-02 18:35:22,601 - INFO - Epoch [74/128][130/300] lr: 0.0032, eta: 4:44:59, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1791, offset_loss: 0.3575, cls_loss: 0.1604, mask_loss: 0.3061, iou_score_loss: 0.0049, loss: 1.0081 +2022-06-02 18:35:32,410 - INFO - Epoch [74/128][140/300] lr: 0.0032, eta: 4:43:32, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1640, offset_loss: 0.4585, cls_loss: 0.2090, mask_loss: 0.2828, iou_score_loss: 0.0058, loss: 1.1201 +2022-06-02 18:35:42,181 - INFO - Epoch [74/128][150/300] lr: 0.0032, eta: 4:42:15, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.2020, offset_loss: 0.3564, cls_loss: 0.1805, mask_loss: 0.2661, iou_score_loss: 0.0066, loss: 1.0115 +2022-06-02 18:35:51,864 - INFO - Epoch [74/128][160/300] lr: 0.0032, eta: 4:40:56, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1586, offset_loss: 0.3574, cls_loss: 0.1984, mask_loss: 0.2251, iou_score_loss: 0.0074, loss: 0.9470 +2022-06-02 18:36:02,704 - INFO - Epoch [74/128][170/300] lr: 0.0032, eta: 4:41:35, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1872, offset_loss: 0.3320, cls_loss: 0.2425, mask_loss: 0.2994, iou_score_loss: 0.0083, loss: 1.0693 +2022-06-02 18:36:13,468 - INFO - Epoch [74/128][180/300] lr: 0.0032, eta: 4:42:03, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1730, offset_loss: 0.3484, cls_loss: 0.2667, mask_loss: 0.2832, iou_score_loss: 0.0098, loss: 1.0812 +2022-06-02 18:36:24,100 - INFO - Epoch [74/128][190/300] lr: 0.0032, eta: 4:42:16, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2071, offset_loss: 0.4006, cls_loss: 0.2308, mask_loss: 0.2544, iou_score_loss: 0.0056, loss: 1.0986 +2022-06-02 18:36:34,431 - INFO - Epoch [74/128][200/300] lr: 0.0032, eta: 4:42:01, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1504, offset_loss: 0.3961, cls_loss: 0.2315, mask_loss: 0.2278, iou_score_loss: 0.0092, loss: 1.0150 +2022-06-02 18:36:44,281 - INFO - Epoch [74/128][210/300] lr: 0.0032, eta: 4:41:09, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1711, offset_loss: 0.3824, cls_loss: 0.1848, mask_loss: 0.2739, iou_score_loss: 0.0092, loss: 1.0214 +2022-06-02 18:36:54,201 - INFO - Epoch [74/128][220/300] lr: 0.0032, eta: 4:40:27, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1729, offset_loss: 0.3552, cls_loss: 0.1789, mask_loss: 0.2579, iou_score_loss: 0.0078, loss: 0.9726 +2022-06-02 18:37:04,492 - INFO - Epoch [74/128][230/300] lr: 0.0032, eta: 4:40:13, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1697, offset_loss: 0.4121, cls_loss: 0.1663, mask_loss: 0.2953, iou_score_loss: 0.0088, loss: 1.0522 +2022-06-02 18:37:14,415 - INFO - Epoch [74/128][240/300] lr: 0.0032, eta: 4:39:35, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1718, offset_loss: 0.4494, cls_loss: 0.1373, mask_loss: 0.2696, iou_score_loss: 0.0097, loss: 1.0378 +2022-06-02 18:37:25,027 - INFO - Epoch [74/128][250/300] lr: 0.0032, eta: 4:39:43, mem: 9016, data_time: 0.00, iter_time: 1.64, semantic_loss: 0.1791, offset_loss: 0.4457, cls_loss: 0.2134, mask_loss: 0.2936, iou_score_loss: 0.0075, loss: 1.1393 +2022-06-02 18:37:34,448 - INFO - Epoch [74/128][260/300] lr: 0.0032, eta: 4:38:35, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1930, offset_loss: 0.3894, cls_loss: 0.1831, mask_loss: 0.2618, iou_score_loss: 0.0085, loss: 1.0359 +2022-06-02 18:37:44,488 - INFO - Epoch [74/128][270/300] lr: 0.0032, eta: 4:38:10, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1661, offset_loss: 0.3099, cls_loss: 0.2331, mask_loss: 0.2604, iou_score_loss: 0.0081, loss: 0.9776 +2022-06-02 18:37:54,379 - INFO - Epoch [74/128][280/300] lr: 0.0032, eta: 4:37:38, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2197, offset_loss: 0.3803, cls_loss: 0.1877, mask_loss: 0.3016, iou_score_loss: 0.0086, loss: 1.0979 +2022-06-02 18:38:05,225 - INFO - Epoch [74/128][290/300] lr: 0.0032, eta: 4:38:00, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1812, offset_loss: 0.3725, cls_loss: 0.2934, mask_loss: 0.2582, iou_score_loss: 0.0086, loss: 1.1140 +2022-06-02 18:38:13,889 - INFO - Epoch [74/128][300/300] lr: 0.0032, eta: 4:36:22, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.2321, offset_loss: 0.3966, cls_loss: 0.2189, mask_loss: 0.2704, iou_score_loss: 0.0077, loss: 1.1256 +2022-06-02 18:38:31,218 - INFO - Epoch [75/128][10/300] lr: 0.0031, eta: 7:16:38, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1587, offset_loss: 0.3655, cls_loss: 0.1710, mask_loss: 0.2543, iou_score_loss: 0.0064, loss: 0.9559 +2022-06-02 18:38:40,615 - INFO - Epoch [75/128][20/300] lr: 0.0031, eta: 5:44:50, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1605, offset_loss: 0.4005, cls_loss: 0.1809, mask_loss: 0.2671, iou_score_loss: 0.0072, loss: 1.0162 +2022-06-02 18:38:49,516 - INFO - Epoch [75/128][30/300] lr: 0.0031, eta: 5:09:48, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1320, offset_loss: 0.3756, cls_loss: 0.1474, mask_loss: 0.2498, iou_score_loss: 0.0068, loss: 0.9116 +2022-06-02 18:38:59,294 - INFO - Epoch [75/128][40/300] lr: 0.0031, eta: 4:57:52, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1402, offset_loss: 0.4454, cls_loss: 0.1417, mask_loss: 0.2725, iou_score_loss: 0.0051, loss: 1.0050 +2022-06-02 18:39:09,317 - INFO - Epoch [75/128][50/300] lr: 0.0031, eta: 4:52:11, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1894, offset_loss: 0.4425, cls_loss: 0.1542, mask_loss: 0.2923, iou_score_loss: 0.0059, loss: 1.0843 +2022-06-02 18:39:19,909 - INFO - Epoch [75/128][60/300] lr: 0.0031, eta: 4:50:49, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1884, offset_loss: 0.4450, cls_loss: 0.1966, mask_loss: 0.3154, iou_score_loss: 0.0086, loss: 1.1539 +2022-06-02 18:39:29,351 - INFO - Epoch [75/128][70/300] lr: 0.0031, eta: 4:45:24, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1674, offset_loss: 0.4090, cls_loss: 0.1906, mask_loss: 0.2710, iou_score_loss: 0.0096, loss: 1.0476 +2022-06-02 18:39:39,555 - INFO - Epoch [75/128][80/300] lr: 0.0031, eta: 4:43:51, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.2130, offset_loss: 0.4786, cls_loss: 0.2376, mask_loss: 0.3000, iou_score_loss: 0.0080, loss: 1.2373 +2022-06-02 18:39:49,012 - INFO - Epoch [75/128][90/300] lr: 0.0031, eta: 4:40:22, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1838, offset_loss: 0.3633, cls_loss: 0.1709, mask_loss: 0.2575, iou_score_loss: 0.0074, loss: 0.9829 +2022-06-02 18:39:58,277 - INFO - Epoch [75/128][100/300] lr: 0.0031, eta: 4:37:03, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1525, offset_loss: 0.3654, cls_loss: 0.2397, mask_loss: 0.2761, iou_score_loss: 0.0057, loss: 1.0395 +2022-06-02 18:40:07,980 - INFO - Epoch [75/128][110/300] lr: 0.0031, eta: 4:35:17, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1410, offset_loss: 0.4351, cls_loss: 0.2062, mask_loss: 0.2333, iou_score_loss: 0.0071, loss: 1.0228 +2022-06-02 18:40:17,978 - INFO - Epoch [75/128][120/300] lr: 0.0031, eta: 4:34:35, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1799, offset_loss: 0.5005, cls_loss: 0.2050, mask_loss: 0.2898, iou_score_loss: 0.0090, loss: 1.1842 +2022-06-02 18:40:27,366 - INFO - Epoch [75/128][130/300] lr: 0.0031, eta: 4:32:38, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1844, offset_loss: 0.4017, cls_loss: 0.2609, mask_loss: 0.2882, iou_score_loss: 0.0088, loss: 1.1439 +2022-06-02 18:40:37,420 - INFO - Epoch [75/128][140/300] lr: 0.0031, eta: 4:32:11, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2341, offset_loss: 0.4710, cls_loss: 0.2094, mask_loss: 0.2891, iou_score_loss: 0.0100, loss: 1.2135 +2022-06-02 18:40:47,921 - INFO - Epoch [75/128][150/300] lr: 0.0031, eta: 4:32:37, mem: 9016, data_time: 0.00, iter_time: 1.36, semantic_loss: 0.1669, offset_loss: 0.3579, cls_loss: 0.2320, mask_loss: 0.2683, iou_score_loss: 0.0064, loss: 1.0315 +2022-06-02 18:40:57,566 - INFO - Epoch [75/128][160/300] lr: 0.0031, eta: 4:31:32, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1734, offset_loss: 0.3600, cls_loss: 0.2494, mask_loss: 0.2759, iou_score_loss: 0.0069, loss: 1.0657 +2022-06-02 18:41:09,205 - INFO - Epoch [75/128][170/300] lr: 0.0031, eta: 4:33:42, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1696, offset_loss: 0.3467, cls_loss: 0.1771, mask_loss: 0.2532, iou_score_loss: 0.0072, loss: 0.9538 +2022-06-02 18:41:18,945 - INFO - Epoch [75/128][180/300] lr: 0.0031, eta: 4:32:46, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2074, offset_loss: 0.3669, cls_loss: 0.2169, mask_loss: 0.2619, iou_score_loss: 0.0085, loss: 1.0615 +2022-06-02 18:41:29,483 - INFO - Epoch [75/128][190/300] lr: 0.0031, eta: 4:33:05, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1770, offset_loss: 0.3726, cls_loss: 0.2045, mask_loss: 0.2869, iou_score_loss: 0.0057, loss: 1.0466 +2022-06-02 18:41:40,060 - INFO - Epoch [75/128][200/300] lr: 0.0031, eta: 4:33:22, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1404, offset_loss: 0.3788, cls_loss: 0.1692, mask_loss: 0.2670, iou_score_loss: 0.0063, loss: 0.9618 +2022-06-02 18:41:51,010 - INFO - Epoch [75/128][210/300] lr: 0.0031, eta: 4:34:04, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1572, offset_loss: 0.4284, cls_loss: 0.2393, mask_loss: 0.2787, iou_score_loss: 0.0098, loss: 1.1134 +2022-06-02 18:42:01,110 - INFO - Epoch [75/128][220/300] lr: 0.0031, eta: 4:33:40, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1828, offset_loss: 0.4239, cls_loss: 0.2025, mask_loss: 0.2688, iou_score_loss: 0.0073, loss: 1.0854 +2022-06-02 18:42:11,855 - INFO - Epoch [75/128][230/300] lr: 0.0031, eta: 4:34:03, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2033, offset_loss: 0.3886, cls_loss: 0.1788, mask_loss: 0.2813, iou_score_loss: 0.0096, loss: 1.0616 +2022-06-02 18:42:22,143 - INFO - Epoch [75/128][240/300] lr: 0.0031, eta: 4:33:50, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.2006, offset_loss: 0.3457, cls_loss: 0.1492, mask_loss: 0.2671, iou_score_loss: 0.0054, loss: 0.9679 +2022-06-02 18:42:31,542 - INFO - Epoch [75/128][250/300] lr: 0.0031, eta: 4:32:44, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1452, offset_loss: 0.3378, cls_loss: 0.1721, mask_loss: 0.2460, iou_score_loss: 0.0062, loss: 0.9074 +2022-06-02 18:42:41,410 - INFO - Epoch [75/128][260/300] lr: 0.0031, eta: 4:32:10, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1907, offset_loss: 0.3946, cls_loss: 0.3038, mask_loss: 0.2685, iou_score_loss: 0.0091, loss: 1.1667 +2022-06-02 18:42:51,746 - INFO - Epoch [75/128][270/300] lr: 0.0031, eta: 4:32:05, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1619, offset_loss: 0.4665, cls_loss: 0.1531, mask_loss: 0.2510, iou_score_loss: 0.0056, loss: 1.0382 +2022-06-02 18:43:02,162 - INFO - Epoch [75/128][280/300] lr: 0.0031, eta: 4:32:05, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1782, offset_loss: 0.4146, cls_loss: 0.2041, mask_loss: 0.2749, iou_score_loss: 0.0096, loss: 1.0814 +2022-06-02 18:43:11,881 - INFO - Epoch [75/128][290/300] lr: 0.0031, eta: 4:31:24, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1879, offset_loss: 0.4163, cls_loss: 0.2989, mask_loss: 0.3111, iou_score_loss: 0.0079, loss: 1.2222 +2022-06-02 18:43:20,377 - INFO - Epoch [75/128][300/300] lr: 0.0031, eta: 4:29:43, mem: 9016, data_time: 0.00, iter_time: 0.63, semantic_loss: 0.1612, offset_loss: 0.3997, cls_loss: 0.2043, mask_loss: 0.3402, iou_score_loss: 0.0099, loss: 1.1154 +2022-06-02 18:43:37,617 - INFO - Epoch [76/128][10/300] lr: 0.0031, eta: 7:06:33, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1950, offset_loss: 0.3415, cls_loss: 0.2052, mask_loss: 0.2682, iou_score_loss: 0.0084, loss: 1.0182 +2022-06-02 18:43:48,479 - INFO - Epoch [76/128][20/300] lr: 0.0031, eta: 5:56:48, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2629, offset_loss: 0.3601, cls_loss: 0.1980, mask_loss: 0.2975, iou_score_loss: 0.0120, loss: 1.1305 +2022-06-02 18:43:58,672 - INFO - Epoch [76/128][30/300] lr: 0.0031, eta: 5:27:38, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1501, offset_loss: 0.3572, cls_loss: 0.1414, mask_loss: 0.2628, iou_score_loss: 0.0068, loss: 0.9183 +2022-06-02 18:44:08,545 - INFO - Epoch [76/128][40/300] lr: 0.0031, eta: 5:10:47, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1580, offset_loss: 0.4070, cls_loss: 0.1247, mask_loss: 0.2552, iou_score_loss: 0.0074, loss: 0.9523 +2022-06-02 18:44:17,525 - INFO - Epoch [76/128][50/300] lr: 0.0031, eta: 4:55:53, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1556, offset_loss: 0.3878, cls_loss: 0.1771, mask_loss: 0.2391, iou_score_loss: 0.0056, loss: 0.9651 +2022-06-02 18:44:26,405 - INFO - Epoch [76/128][60/300] lr: 0.0031, eta: 4:45:30, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1860, offset_loss: 0.3727, cls_loss: 0.1596, mask_loss: 0.2794, iou_score_loss: 0.0083, loss: 1.0061 +2022-06-02 18:44:35,990 - INFO - Epoch [76/128][70/300] lr: 0.0031, eta: 4:40:36, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1633, offset_loss: 0.3724, cls_loss: 0.1666, mask_loss: 0.2263, iou_score_loss: 0.0063, loss: 0.9350 +2022-06-02 18:44:45,786 - INFO - Epoch [76/128][80/300] lr: 0.0031, eta: 4:37:45, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.2024, offset_loss: 0.3797, cls_loss: 0.2013, mask_loss: 0.2961, iou_score_loss: 0.0082, loss: 1.0878 +2022-06-02 18:44:56,173 - INFO - Epoch [76/128][90/300] lr: 0.0031, eta: 4:37:02, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1594, offset_loss: 0.3239, cls_loss: 0.1278, mask_loss: 0.2352, iou_score_loss: 0.0044, loss: 0.8507 +2022-06-02 18:45:06,469 - INFO - Epoch [76/128][100/300] lr: 0.0031, eta: 4:36:22, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.2097, offset_loss: 0.3831, cls_loss: 0.2325, mask_loss: 0.2570, iou_score_loss: 0.0083, loss: 1.0906 +2022-06-02 18:45:17,201 - INFO - Epoch [76/128][110/300] lr: 0.0031, eta: 4:36:46, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1972, offset_loss: 0.3858, cls_loss: 0.2271, mask_loss: 0.2754, iou_score_loss: 0.0071, loss: 1.0926 +2022-06-02 18:45:27,817 - INFO - Epoch [76/128][120/300] lr: 0.0031, eta: 4:36:49, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1816, offset_loss: 0.3846, cls_loss: 0.2734, mask_loss: 0.2645, iou_score_loss: 0.0079, loss: 1.1119 +2022-06-02 18:45:38,990 - INFO - Epoch [76/128][130/300] lr: 0.0031, eta: 4:37:54, mem: 9016, data_time: 0.00, iter_time: 1.45, semantic_loss: 0.1583, offset_loss: 0.3525, cls_loss: 0.2107, mask_loss: 0.2754, iou_score_loss: 0.0074, loss: 1.0043 +2022-06-02 18:45:48,499 - INFO - Epoch [76/128][140/300] lr: 0.0031, eta: 4:35:45, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1683, offset_loss: 0.3352, cls_loss: 0.1911, mask_loss: 0.2426, iou_score_loss: 0.0061, loss: 0.9433 +2022-06-02 18:45:58,449 - INFO - Epoch [76/128][150/300] lr: 0.0031, eta: 4:34:36, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1472, offset_loss: 0.4267, cls_loss: 0.2324, mask_loss: 0.2512, iou_score_loss: 0.0074, loss: 1.0650 +2022-06-02 18:46:08,349 - INFO - Epoch [76/128][160/300] lr: 0.0031, eta: 4:33:30, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1588, offset_loss: 0.3999, cls_loss: 0.1976, mask_loss: 0.2851, iou_score_loss: 0.0088, loss: 1.0502 +2022-06-02 18:46:18,885 - INFO - Epoch [76/128][170/300] lr: 0.0031, eta: 4:33:32, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1770, offset_loss: 0.3526, cls_loss: 0.1516, mask_loss: 0.2546, iou_score_loss: 0.0071, loss: 0.9430 +2022-06-02 18:46:28,925 - INFO - Epoch [76/128][180/300] lr: 0.0031, eta: 4:32:46, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1573, offset_loss: 0.3433, cls_loss: 0.2064, mask_loss: 0.2840, iou_score_loss: 0.0078, loss: 0.9989 +2022-06-02 18:46:39,478 - INFO - Epoch [76/128][190/300] lr: 0.0031, eta: 4:32:48, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1740, offset_loss: 0.4364, cls_loss: 0.1703, mask_loss: 0.2446, iou_score_loss: 0.0079, loss: 1.0333 +2022-06-02 18:46:49,259 - INFO - Epoch [76/128][200/300] lr: 0.0031, eta: 4:31:47, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1535, offset_loss: 0.3152, cls_loss: 0.1708, mask_loss: 0.2742, iou_score_loss: 0.0063, loss: 0.9200 +2022-06-02 18:46:58,736 - INFO - Epoch [76/128][210/300] lr: 0.0031, eta: 4:30:29, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1372, offset_loss: 0.3526, cls_loss: 0.1516, mask_loss: 0.2585, iou_score_loss: 0.0060, loss: 0.9058 +2022-06-02 18:47:09,055 - INFO - Epoch [76/128][220/300] lr: 0.0031, eta: 4:30:16, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1501, offset_loss: 0.3861, cls_loss: 0.2634, mask_loss: 0.3135, iou_score_loss: 0.0060, loss: 1.1191 +2022-06-02 18:47:18,566 - INFO - Epoch [76/128][230/300] lr: 0.0031, eta: 4:29:10, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2282, offset_loss: 0.3862, cls_loss: 0.1835, mask_loss: 0.2973, iou_score_loss: 0.0071, loss: 1.1024 +2022-06-02 18:47:28,795 - INFO - Epoch [76/128][240/300] lr: 0.0031, eta: 4:28:51, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1538, offset_loss: 0.3129, cls_loss: 0.2222, mask_loss: 0.2356, iou_score_loss: 0.0065, loss: 0.9310 +2022-06-02 18:47:39,409 - INFO - Epoch [76/128][250/300] lr: 0.0031, eta: 4:29:04, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1493, offset_loss: 0.4232, cls_loss: 0.3685, mask_loss: 0.2286, iou_score_loss: 0.0112, loss: 1.1807 +2022-06-02 18:47:48,867 - INFO - Epoch [76/128][260/300] lr: 0.0031, eta: 4:28:02, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1880, offset_loss: 0.3666, cls_loss: 0.1534, mask_loss: 0.2901, iou_score_loss: 0.0047, loss: 1.0029 +2022-06-02 18:47:59,567 - INFO - Epoch [76/128][270/300] lr: 0.0031, eta: 4:28:16, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1822, offset_loss: 0.3565, cls_loss: 0.2479, mask_loss: 0.2672, iou_score_loss: 0.0074, loss: 1.0611 +2022-06-02 18:48:09,948 - INFO - Epoch [76/128][280/300] lr: 0.0031, eta: 4:28:10, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1729, offset_loss: 0.4079, cls_loss: 0.1918, mask_loss: 0.2811, iou_score_loss: 0.0095, loss: 1.0631 +2022-06-02 18:48:21,506 - INFO - Epoch [76/128][290/300] lr: 0.0031, eta: 4:29:07, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2136, offset_loss: 0.4172, cls_loss: 0.2025, mask_loss: 0.3106, iou_score_loss: 0.0092, loss: 1.1531 +2022-06-02 18:48:29,944 - INFO - Epoch [76/128][300/300] lr: 0.0031, eta: 4:27:18, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1888, offset_loss: 0.4138, cls_loss: 0.2526, mask_loss: 0.2453, iou_score_loss: 0.0078, loss: 1.1083 +2022-06-02 18:48:30,985 - INFO - Validation +2022-06-02 18:49:41,939 - INFO - Evaluate instance segmentation +2022-06-02 18:49:53,287 - INFO - AP: 0.457. AP_50: 0.669. AP_25: 0.792 +2022-06-02 18:49:53,288 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 18:50:00,291 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 18:50:00,292 - INFO - mIoU: 72.0 +2022-06-02 18:50:01,626 - INFO - Acc: 89.8 +2022-06-02 18:50:05,262 - INFO - Offset MAE: 0.442 +2022-06-02 18:50:20,660 - INFO - Epoch [77/128][10/300] lr: 0.003, eta: 6:37:39, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1650, offset_loss: 0.3697, cls_loss: 0.1612, mask_loss: 0.2492, iou_score_loss: 0.0063, loss: 0.9514 +2022-06-02 18:50:30,774 - INFO - Epoch [77/128][20/300] lr: 0.003, eta: 5:30:00, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.2132, offset_loss: 0.3887, cls_loss: 0.2294, mask_loss: 0.2667, iou_score_loss: 0.0065, loss: 1.1045 +2022-06-02 18:50:39,646 - INFO - Epoch [77/128][30/300] lr: 0.003, eta: 4:56:34, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1745, offset_loss: 0.3587, cls_loss: 0.1644, mask_loss: 0.2723, iou_score_loss: 0.0079, loss: 0.9779 +2022-06-02 18:50:51,061 - INFO - Epoch [77/128][40/300] lr: 0.003, eta: 4:56:19, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1636, offset_loss: 0.3961, cls_loss: 0.2145, mask_loss: 0.2687, iou_score_loss: 0.0069, loss: 1.0498 +2022-06-02 18:51:00,397 - INFO - Epoch [77/128][50/300] lr: 0.003, eta: 4:45:13, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1651, offset_loss: 0.3813, cls_loss: 0.1659, mask_loss: 0.2512, iou_score_loss: 0.0070, loss: 0.9706 +2022-06-02 18:51:09,405 - INFO - Epoch [77/128][60/300] lr: 0.003, eta: 4:36:28, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1654, offset_loss: 0.3839, cls_loss: 0.1989, mask_loss: 0.2995, iou_score_loss: 0.0058, loss: 1.0535 +2022-06-02 18:51:19,066 - INFO - Epoch [77/128][70/300] lr: 0.003, eta: 4:32:33, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1793, offset_loss: 0.3347, cls_loss: 0.1822, mask_loss: 0.2356, iou_score_loss: 0.0078, loss: 0.9395 +2022-06-02 18:51:28,538 - INFO - Epoch [77/128][80/300] lr: 0.003, eta: 4:28:51, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1975, offset_loss: 0.3683, cls_loss: 0.2078, mask_loss: 0.3080, iou_score_loss: 0.0073, loss: 1.0888 +2022-06-02 18:51:38,436 - INFO - Epoch [77/128][90/300] lr: 0.003, eta: 4:27:16, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.2231, offset_loss: 0.4052, cls_loss: 0.2206, mask_loss: 0.2970, iou_score_loss: 0.0071, loss: 1.1529 +2022-06-02 18:51:52,518 - INFO - Epoch [77/128][100/300] lr: 0.003, eta: 4:36:49, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1781, offset_loss: 0.3966, cls_loss: 0.1737, mask_loss: 0.2892, iou_score_loss: 0.0053, loss: 1.0429 +2022-06-02 18:52:04,023 - INFO - Epoch [77/128][110/300] lr: 0.003, eta: 4:38:29, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1486, offset_loss: 0.3151, cls_loss: 0.1413, mask_loss: 0.2515, iou_score_loss: 0.0063, loss: 0.8627 +2022-06-02 18:52:13,610 - INFO - Epoch [77/128][120/300] lr: 0.003, eta: 4:35:41, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1570, offset_loss: 0.3649, cls_loss: 0.1875, mask_loss: 0.2633, iou_score_loss: 0.0066, loss: 0.9792 +2022-06-02 18:52:24,602 - INFO - Epoch [77/128][130/300] lr: 0.003, eta: 4:36:09, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2224, offset_loss: 0.3774, cls_loss: 0.2235, mask_loss: 0.2860, iou_score_loss: 0.0082, loss: 1.1176 +2022-06-02 18:52:34,135 - INFO - Epoch [77/128][140/300] lr: 0.003, eta: 4:33:48, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1552, offset_loss: 0.4299, cls_loss: 0.1767, mask_loss: 0.2634, iou_score_loss: 0.0073, loss: 1.0325 +2022-06-02 18:52:43,736 - INFO - Epoch [77/128][150/300] lr: 0.003, eta: 4:31:51, mem: 9016, data_time: 0.00, iter_time: 0.63, semantic_loss: 0.1612, offset_loss: 0.3842, cls_loss: 0.1894, mask_loss: 0.2650, iou_score_loss: 0.0053, loss: 1.0052 +2022-06-02 18:52:54,937 - INFO - Epoch [77/128][160/300] lr: 0.003, eta: 4:32:42, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1711, offset_loss: 0.3882, cls_loss: 0.1974, mask_loss: 0.2778, iou_score_loss: 0.0113, loss: 1.0459 +2022-06-02 18:53:03,788 - INFO - Epoch [77/128][170/300] lr: 0.003, eta: 4:29:53, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1488, offset_loss: 0.3264, cls_loss: 0.2508, mask_loss: 0.2491, iou_score_loss: 0.0065, loss: 0.9816 +2022-06-02 18:53:14,320 - INFO - Epoch [77/128][180/300] lr: 0.003, eta: 4:29:47, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1383, offset_loss: 0.4050, cls_loss: 0.2846, mask_loss: 0.2381, iou_score_loss: 0.0072, loss: 1.0732 +2022-06-02 18:53:24,440 - INFO - Epoch [77/128][190/300] lr: 0.003, eta: 4:29:04, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1318, offset_loss: 0.3484, cls_loss: 0.2161, mask_loss: 0.2431, iou_score_loss: 0.0072, loss: 0.9466 +2022-06-02 18:53:35,238 - INFO - Epoch [77/128][200/300] lr: 0.003, eta: 4:29:20, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1853, offset_loss: 0.4031, cls_loss: 0.1623, mask_loss: 0.2601, iou_score_loss: 0.0073, loss: 1.0181 +2022-06-02 18:53:44,600 - INFO - Epoch [77/128][210/300] lr: 0.003, eta: 4:27:47, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1875, offset_loss: 0.4538, cls_loss: 0.2606, mask_loss: 0.2878, iou_score_loss: 0.0072, loss: 1.1968 +2022-06-02 18:53:55,213 - INFO - Epoch [77/128][220/300] lr: 0.003, eta: 4:27:48, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1657, offset_loss: 0.3940, cls_loss: 0.1999, mask_loss: 0.2959, iou_score_loss: 0.0104, loss: 1.0659 +2022-06-02 18:54:04,342 - INFO - Epoch [77/128][230/300] lr: 0.003, eta: 4:26:09, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1464, offset_loss: 0.3847, cls_loss: 0.1735, mask_loss: 0.3006, iou_score_loss: 0.0083, loss: 1.0134 +2022-06-02 18:54:14,344 - INFO - Epoch [77/128][240/300] lr: 0.003, eta: 4:25:35, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1767, offset_loss: 0.3603, cls_loss: 0.2196, mask_loss: 0.2316, iou_score_loss: 0.0080, loss: 0.9962 +2022-06-02 18:54:25,529 - INFO - Epoch [77/128][250/300] lr: 0.003, eta: 4:26:14, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1713, offset_loss: 0.3690, cls_loss: 0.1769, mask_loss: 0.2534, iou_score_loss: 0.0064, loss: 0.9770 +2022-06-02 18:54:35,988 - INFO - Epoch [77/128][260/300] lr: 0.003, eta: 4:26:05, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.2338, offset_loss: 0.4487, cls_loss: 0.2066, mask_loss: 0.3599, iou_score_loss: 0.0078, loss: 1.2568 +2022-06-02 18:54:45,008 - INFO - Epoch [77/128][270/300] lr: 0.003, eta: 4:24:37, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1333, offset_loss: 0.3086, cls_loss: 0.1606, mask_loss: 0.2344, iou_score_loss: 0.0066, loss: 0.8435 +2022-06-02 18:54:53,754 - INFO - Epoch [77/128][280/300] lr: 0.003, eta: 4:22:59, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1589, offset_loss: 0.3628, cls_loss: 0.1393, mask_loss: 0.2848, iou_score_loss: 0.0062, loss: 0.9520 +2022-06-02 18:55:03,521 - INFO - Epoch [77/128][290/300] lr: 0.003, eta: 4:22:19, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2181, offset_loss: 0.4168, cls_loss: 0.2133, mask_loss: 0.3064, iou_score_loss: 0.0094, loss: 1.1641 +2022-06-02 18:55:12,557 - INFO - Epoch [77/128][300/300] lr: 0.003, eta: 4:21:06, mem: 9016, data_time: 0.00, iter_time: 0.53, semantic_loss: 0.1507, offset_loss: 0.3286, cls_loss: 0.2385, mask_loss: 0.2616, iou_score_loss: 0.0083, loss: 0.9878 +2022-06-02 18:55:30,084 - INFO - Epoch [78/128][10/300] lr: 0.0029, eta: 6:56:14, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1502, offset_loss: 0.3292, cls_loss: 0.1538, mask_loss: 0.2542, iou_score_loss: 0.0062, loss: 0.8935 +2022-06-02 18:55:41,976 - INFO - Epoch [78/128][20/300] lr: 0.0029, eta: 5:59:22, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1485, offset_loss: 0.4162, cls_loss: 0.2063, mask_loss: 0.2504, iou_score_loss: 0.0063, loss: 1.0278 +2022-06-02 18:55:52,077 - INFO - Epoch [78/128][30/300] lr: 0.0029, eta: 5:25:07, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1843, offset_loss: 0.3727, cls_loss: 0.1968, mask_loss: 0.2907, iou_score_loss: 0.0093, loss: 1.0538 +2022-06-02 18:56:02,045 - INFO - Epoch [78/128][40/300] lr: 0.0029, eta: 5:07:02, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1797, offset_loss: 0.3406, cls_loss: 0.1765, mask_loss: 0.2847, iou_score_loss: 0.0070, loss: 0.9885 +2022-06-02 18:56:12,412 - INFO - Epoch [78/128][50/300] lr: 0.0029, eta: 4:58:08, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1816, offset_loss: 0.3384, cls_loss: 0.1883, mask_loss: 0.2791, iou_score_loss: 0.0066, loss: 0.9940 +2022-06-02 18:56:23,389 - INFO - Epoch [78/128][60/300] lr: 0.0029, eta: 4:54:48, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2058, offset_loss: 0.3379, cls_loss: 0.2261, mask_loss: 0.2466, iou_score_loss: 0.0084, loss: 1.0248 +2022-06-02 18:56:33,734 - INFO - Epoch [78/128][70/300] lr: 0.0029, eta: 4:50:03, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1489, offset_loss: 0.4406, cls_loss: 0.1946, mask_loss: 0.2811, iou_score_loss: 0.0074, loss: 1.0727 +2022-06-02 18:56:43,512 - INFO - Epoch [78/128][80/300] lr: 0.0029, eta: 4:44:35, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1566, offset_loss: 0.3813, cls_loss: 0.1968, mask_loss: 0.2799, iou_score_loss: 0.0061, loss: 1.0208 +2022-06-02 18:56:53,346 - INFO - Epoch [78/128][90/300] lr: 0.0029, eta: 4:40:32, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1717, offset_loss: 0.4384, cls_loss: 0.2762, mask_loss: 0.2457, iou_score_loss: 0.0083, loss: 1.1403 +2022-06-02 18:57:04,385 - INFO - Epoch [78/128][100/300] lr: 0.0029, eta: 4:40:12, mem: 9016, data_time: 0.00, iter_time: 1.43, semantic_loss: 0.1753, offset_loss: 0.3537, cls_loss: 0.1882, mask_loss: 0.2959, iou_score_loss: 0.0072, loss: 1.0203 +2022-06-02 18:57:13,381 - INFO - Epoch [78/128][110/300] lr: 0.0029, eta: 4:35:20, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2028, offset_loss: 0.4408, cls_loss: 0.1972, mask_loss: 0.2991, iou_score_loss: 0.0080, loss: 1.1479 +2022-06-02 18:57:22,296 - INFO - Epoch [78/128][120/300] lr: 0.0029, eta: 4:31:01, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1528, offset_loss: 0.3830, cls_loss: 0.1866, mask_loss: 0.2580, iou_score_loss: 0.0061, loss: 0.9864 +2022-06-02 18:57:33,145 - INFO - Epoch [78/128][130/300] lr: 0.0029, eta: 4:31:06, mem: 9016, data_time: 0.00, iter_time: 1.40, semantic_loss: 0.1999, offset_loss: 0.3849, cls_loss: 0.1851, mask_loss: 0.3002, iou_score_loss: 0.0060, loss: 1.0761 +2022-06-02 18:57:42,817 - INFO - Epoch [78/128][140/300] lr: 0.0029, eta: 4:29:00, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1768, offset_loss: 0.3639, cls_loss: 0.1833, mask_loss: 0.2122, iou_score_loss: 0.0089, loss: 0.9449 +2022-06-02 18:57:52,745 - INFO - Epoch [78/128][150/300] lr: 0.0029, eta: 4:27:36, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1894, offset_loss: 0.3992, cls_loss: 0.1942, mask_loss: 0.2508, iou_score_loss: 0.0076, loss: 1.0412 +2022-06-02 18:58:03,468 - INFO - Epoch [78/128][160/300] lr: 0.0029, eta: 4:27:39, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1614, offset_loss: 0.3261, cls_loss: 0.1463, mask_loss: 0.2425, iou_score_loss: 0.0073, loss: 0.8835 +2022-06-02 18:58:12,759 - INFO - Epoch [78/128][170/300] lr: 0.0029, eta: 4:25:30, mem: 9016, data_time: 0.00, iter_time: 1.42, semantic_loss: 0.2126, offset_loss: 0.4245, cls_loss: 0.3195, mask_loss: 0.2730, iou_score_loss: 0.0083, loss: 1.2379 +2022-06-02 18:58:22,917 - INFO - Epoch [78/128][180/300] lr: 0.0029, eta: 4:24:49, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1852, offset_loss: 0.3833, cls_loss: 0.1958, mask_loss: 0.2736, iou_score_loss: 0.0066, loss: 1.0444 +2022-06-02 18:58:33,070 - INFO - Epoch [78/128][190/300] lr: 0.0029, eta: 4:24:10, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1894, offset_loss: 0.3610, cls_loss: 0.2587, mask_loss: 0.2741, iou_score_loss: 0.0084, loss: 1.0915 +2022-06-02 18:58:43,664 - INFO - Epoch [78/128][200/300] lr: 0.0029, eta: 4:24:08, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2468, offset_loss: 0.3711, cls_loss: 0.2341, mask_loss: 0.2911, iou_score_loss: 0.0095, loss: 1.1526 +2022-06-02 18:58:52,797 - INFO - Epoch [78/128][210/300] lr: 0.0029, eta: 4:22:20, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1335, offset_loss: 0.4217, cls_loss: 0.1979, mask_loss: 0.2340, iou_score_loss: 0.0085, loss: 0.9956 +2022-06-02 18:59:02,789 - INFO - Epoch [78/128][220/300] lr: 0.0029, eta: 4:21:39, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1751, offset_loss: 0.3492, cls_loss: 0.1995, mask_loss: 0.2671, iou_score_loss: 0.0087, loss: 0.9996 +2022-06-02 18:59:12,721 - INFO - Epoch [78/128][230/300] lr: 0.0029, eta: 4:20:56, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1943, offset_loss: 0.4368, cls_loss: 0.2915, mask_loss: 0.2738, iou_score_loss: 0.0084, loss: 1.2047 +2022-06-02 18:59:23,608 - INFO - Epoch [78/128][240/300] lr: 0.0029, eta: 4:21:18, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1530, offset_loss: 0.3919, cls_loss: 0.2786, mask_loss: 0.2593, iou_score_loss: 0.0067, loss: 1.0895 +2022-06-02 18:59:32,827 - INFO - Epoch [78/128][250/300] lr: 0.0029, eta: 4:19:56, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.2153, offset_loss: 0.4516, cls_loss: 0.1526, mask_loss: 0.2746, iou_score_loss: 0.0062, loss: 1.1002 +2022-06-02 18:59:43,399 - INFO - Epoch [78/128][260/300] lr: 0.0029, eta: 4:19:58, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1887, offset_loss: 0.3706, cls_loss: 0.2061, mask_loss: 0.2868, iou_score_loss: 0.0053, loss: 1.0575 +2022-06-02 18:59:53,797 - INFO - Epoch [78/128][270/300] lr: 0.0029, eta: 4:19:49, mem: 9016, data_time: 0.00, iter_time: 1.40, semantic_loss: 0.1543, offset_loss: 0.3569, cls_loss: 0.1845, mask_loss: 0.2668, iou_score_loss: 0.0071, loss: 0.9697 +2022-06-02 19:00:03,477 - INFO - Epoch [78/128][280/300] lr: 0.0029, eta: 4:19:01, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1777, offset_loss: 0.3771, cls_loss: 0.2178, mask_loss: 0.3203, iou_score_loss: 0.0057, loss: 1.0985 +2022-06-02 19:00:12,734 - INFO - Epoch [78/128][290/300] lr: 0.0029, eta: 4:17:53, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1454, offset_loss: 0.3045, cls_loss: 0.1563, mask_loss: 0.2062, iou_score_loss: 0.0071, loss: 0.8195 +2022-06-02 19:00:20,902 - INFO - Epoch [78/128][300/300] lr: 0.0029, eta: 4:15:57, mem: 9016, data_time: 0.00, iter_time: 0.47, semantic_loss: 0.1734, offset_loss: 0.3759, cls_loss: 0.2630, mask_loss: 0.2507, iou_score_loss: 0.0065, loss: 1.0694 +2022-06-02 19:00:38,959 - INFO - Epoch [79/128][10/300] lr: 0.0029, eta: 7:00:31, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1875, offset_loss: 0.3450, cls_loss: 0.2429, mask_loss: 0.3378, iou_score_loss: 0.0069, loss: 1.1202 +2022-06-02 19:00:47,981 - INFO - Epoch [79/128][20/300] lr: 0.0029, eta: 5:22:44, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1721, offset_loss: 0.3823, cls_loss: 0.1657, mask_loss: 0.2769, iou_score_loss: 0.0059, loss: 1.0030 +2022-06-02 19:00:58,088 - INFO - Epoch [79/128][30/300] lr: 0.0029, eta: 4:58:58, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1687, offset_loss: 0.3295, cls_loss: 0.1906, mask_loss: 0.2642, iou_score_loss: 0.0072, loss: 0.9602 +2022-06-02 19:01:09,187 - INFO - Epoch [79/128][40/300] lr: 0.0029, eta: 4:53:18, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1614, offset_loss: 0.3848, cls_loss: 0.2278, mask_loss: 0.2220, iou_score_loss: 0.0080, loss: 1.0040 +2022-06-02 19:01:18,859 - INFO - Epoch [79/128][50/300] lr: 0.0029, eta: 4:42:37, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2177, offset_loss: 0.3837, cls_loss: 0.1922, mask_loss: 0.2911, iou_score_loss: 0.0086, loss: 1.0933 +2022-06-02 19:01:29,299 - INFO - Epoch [79/128][60/300] lr: 0.0029, eta: 4:38:44, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.2072, offset_loss: 0.3920, cls_loss: 0.1989, mask_loss: 0.2531, iou_score_loss: 0.0070, loss: 1.0583 +2022-06-02 19:01:39,384 - INFO - Epoch [79/128][70/300] lr: 0.0029, eta: 4:34:35, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1916, offset_loss: 0.4174, cls_loss: 0.1962, mask_loss: 0.2558, iou_score_loss: 0.0067, loss: 1.0677 +2022-06-02 19:01:51,295 - INFO - Epoch [79/128][80/300] lr: 0.0029, eta: 4:37:08, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1797, offset_loss: 0.4330, cls_loss: 0.2261, mask_loss: 0.2391, iou_score_loss: 0.0099, loss: 1.0877 +2022-06-02 19:02:01,416 - INFO - Epoch [79/128][90/300] lr: 0.0029, eta: 4:34:07, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.2048, offset_loss: 0.4261, cls_loss: 0.2638, mask_loss: 0.3104, iou_score_loss: 0.0090, loss: 1.2141 +2022-06-02 19:02:11,518 - INFO - Epoch [79/128][100/300] lr: 0.0029, eta: 4:31:36, mem: 9016, data_time: 0.00, iter_time: 1.56, semantic_loss: 0.1440, offset_loss: 0.4182, cls_loss: 0.2097, mask_loss: 0.2783, iou_score_loss: 0.0085, loss: 1.0587 +2022-06-02 19:02:22,864 - INFO - Epoch [79/128][110/300] lr: 0.0029, eta: 4:32:21, mem: 9016, data_time: 0.00, iter_time: 1.45, semantic_loss: 0.2046, offset_loss: 0.4113, cls_loss: 0.2159, mask_loss: 0.2720, iou_score_loss: 0.0081, loss: 1.1120 +2022-06-02 19:02:33,433 - INFO - Epoch [79/128][120/300] lr: 0.0029, eta: 4:31:20, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1913, offset_loss: 0.4041, cls_loss: 0.1401, mask_loss: 0.2542, iou_score_loss: 0.0076, loss: 0.9973 +2022-06-02 19:02:42,334 - INFO - Epoch [79/128][130/300] lr: 0.0029, eta: 4:27:16, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1741, offset_loss: 0.3440, cls_loss: 0.2753, mask_loss: 0.2963, iou_score_loss: 0.0084, loss: 1.0981 +2022-06-02 19:02:52,423 - INFO - Epoch [79/128][140/300] lr: 0.0029, eta: 4:25:52, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1411, offset_loss: 0.3250, cls_loss: 0.2052, mask_loss: 0.2212, iou_score_loss: 0.0063, loss: 0.8988 +2022-06-02 19:03:03,284 - INFO - Epoch [79/128][150/300] lr: 0.0029, eta: 4:25:54, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1680, offset_loss: 0.4159, cls_loss: 0.1492, mask_loss: 0.2625, iou_score_loss: 0.0081, loss: 1.0037 +2022-06-02 19:03:14,597 - INFO - Epoch [79/128][160/300] lr: 0.0029, eta: 4:26:35, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1241, offset_loss: 0.4405, cls_loss: 0.2320, mask_loss: 0.2677, iou_score_loss: 0.0053, loss: 1.0698 +2022-06-02 19:03:26,455 - INFO - Epoch [79/128][170/300] lr: 0.0029, eta: 4:27:59, mem: 9016, data_time: 0.00, iter_time: 1.34, semantic_loss: 0.2014, offset_loss: 0.4751, cls_loss: 0.1597, mask_loss: 0.2718, iou_score_loss: 0.0088, loss: 1.1169 +2022-06-02 19:03:35,872 - INFO - Epoch [79/128][180/300] lr: 0.0029, eta: 4:25:51, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1707, offset_loss: 0.3895, cls_loss: 0.2364, mask_loss: 0.2649, iou_score_loss: 0.0087, loss: 1.0701 +2022-06-02 19:03:45,579 - INFO - Epoch [79/128][190/300] lr: 0.0029, eta: 4:24:16, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1713, offset_loss: 0.3393, cls_loss: 0.2492, mask_loss: 0.2904, iou_score_loss: 0.0078, loss: 1.0579 +2022-06-02 19:03:55,011 - INFO - Epoch [79/128][200/300] lr: 0.0029, eta: 4:22:33, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1583, offset_loss: 0.3263, cls_loss: 0.1743, mask_loss: 0.2137, iou_score_loss: 0.0049, loss: 0.8776 +2022-06-02 19:04:06,252 - INFO - Epoch [79/128][210/300] lr: 0.0029, eta: 4:23:03, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.1390, offset_loss: 0.3690, cls_loss: 0.1723, mask_loss: 0.2585, iou_score_loss: 0.0081, loss: 0.9469 +2022-06-02 19:04:16,149 - INFO - Epoch [79/128][220/300] lr: 0.0029, eta: 4:22:00, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1736, offset_loss: 0.3094, cls_loss: 0.3018, mask_loss: 0.2753, iou_score_loss: 0.0101, loss: 1.0703 +2022-06-02 19:04:27,444 - INFO - Epoch [79/128][230/300] lr: 0.0029, eta: 4:22:33, mem: 9016, data_time: 0.00, iter_time: 1.44, semantic_loss: 0.1810, offset_loss: 0.3808, cls_loss: 0.1914, mask_loss: 0.3040, iou_score_loss: 0.0067, loss: 1.0639 +2022-06-02 19:04:36,112 - INFO - Epoch [79/128][240/300] lr: 0.0029, eta: 4:20:19, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1741, offset_loss: 0.4452, cls_loss: 0.2299, mask_loss: 0.2925, iou_score_loss: 0.0079, loss: 1.1497 +2022-06-02 19:04:46,929 - INFO - Epoch [79/128][250/300] lr: 0.0029, eta: 4:20:23, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2280, offset_loss: 0.3917, cls_loss: 0.1516, mask_loss: 0.2567, iou_score_loss: 0.0063, loss: 1.0343 +2022-06-02 19:04:58,097 - INFO - Epoch [79/128][260/300] lr: 0.0029, eta: 4:20:45, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1662, offset_loss: 0.3708, cls_loss: 0.1949, mask_loss: 0.2548, iou_score_loss: 0.0060, loss: 0.9926 +2022-06-02 19:05:09,298 - INFO - Epoch [79/128][270/300] lr: 0.0029, eta: 4:21:05, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2019, offset_loss: 0.3620, cls_loss: 0.1962, mask_loss: 0.3131, iou_score_loss: 0.0108, loss: 1.0841 +2022-06-02 19:05:19,020 - INFO - Epoch [79/128][280/300] lr: 0.0029, eta: 4:20:07, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1404, offset_loss: 0.4014, cls_loss: 0.1873, mask_loss: 0.2715, iou_score_loss: 0.0061, loss: 1.0068 +2022-06-02 19:05:29,873 - INFO - Epoch [79/128][290/300] lr: 0.0029, eta: 4:20:09, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1288, offset_loss: 0.3859, cls_loss: 0.2050, mask_loss: 0.2348, iou_score_loss: 0.0074, loss: 0.9619 +2022-06-02 19:05:39,782 - INFO - Epoch [79/128][300/300] lr: 0.0029, eta: 4:19:24, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1724, offset_loss: 0.4308, cls_loss: 0.1707, mask_loss: 0.2386, iou_score_loss: 0.0082, loss: 1.0207 +2022-06-02 19:05:57,206 - INFO - Epoch [80/128][10/300] lr: 0.0028, eta: 6:35:35, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1800, offset_loss: 0.3833, cls_loss: 0.1892, mask_loss: 0.2671, iou_score_loss: 0.0063, loss: 1.0259 +2022-06-02 19:06:07,231 - INFO - Epoch [80/128][20/300] lr: 0.0028, eta: 5:20:23, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1241, offset_loss: 0.3854, cls_loss: 0.1428, mask_loss: 0.2603, iou_score_loss: 0.0051, loss: 0.9177 +2022-06-02 19:06:17,385 - INFO - Epoch [80/128][30/300] lr: 0.0028, eta: 4:56:05, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.2580, offset_loss: 0.4219, cls_loss: 0.1659, mask_loss: 0.2721, iou_score_loss: 0.0065, loss: 1.1244 +2022-06-02 19:06:27,919 - INFO - Epoch [80/128][40/300] lr: 0.0028, eta: 4:46:22, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1512, offset_loss: 0.4228, cls_loss: 0.1689, mask_loss: 0.2775, iou_score_loss: 0.0058, loss: 1.0261 +2022-06-02 19:06:38,686 - INFO - Epoch [80/128][50/300] lr: 0.0028, eta: 4:41:28, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1649, offset_loss: 0.3747, cls_loss: 0.1554, mask_loss: 0.2953, iou_score_loss: 0.0054, loss: 0.9958 +2022-06-02 19:06:48,689 - INFO - Epoch [80/128][60/300] lr: 0.0028, eta: 4:35:06, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1529, offset_loss: 0.3371, cls_loss: 0.1747, mask_loss: 0.2254, iou_score_loss: 0.0060, loss: 0.8961 +2022-06-02 19:06:58,073 - INFO - Epoch [80/128][70/300] lr: 0.0028, eta: 4:28:14, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.2116, offset_loss: 0.3996, cls_loss: 0.1894, mask_loss: 0.2854, iou_score_loss: 0.0063, loss: 1.0923 +2022-06-02 19:07:08,111 - INFO - Epoch [80/128][80/300] lr: 0.0028, eta: 4:25:11, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1565, offset_loss: 0.4036, cls_loss: 0.2259, mask_loss: 0.2370, iou_score_loss: 0.0070, loss: 1.0301 +2022-06-02 19:07:17,797 - INFO - Epoch [80/128][90/300] lr: 0.0028, eta: 4:21:41, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1781, offset_loss: 0.3981, cls_loss: 0.2105, mask_loss: 0.2568, iou_score_loss: 0.0059, loss: 1.0495 +2022-06-02 19:07:28,078 - INFO - Epoch [80/128][100/300] lr: 0.0028, eta: 4:20:23, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1563, offset_loss: 0.4143, cls_loss: 0.1545, mask_loss: 0.2602, iou_score_loss: 0.0073, loss: 0.9926 +2022-06-02 19:07:40,501 - INFO - Epoch [80/128][110/300] lr: 0.0028, eta: 4:24:01, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1806, offset_loss: 0.4285, cls_loss: 0.1646, mask_loss: 0.2453, iou_score_loss: 0.0067, loss: 1.0257 +2022-06-02 19:07:49,670 - INFO - Epoch [80/128][120/300] lr: 0.0028, eta: 4:20:26, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.2184, offset_loss: 0.3664, cls_loss: 0.1966, mask_loss: 0.2687, iou_score_loss: 0.0090, loss: 1.0591 +2022-06-02 19:08:00,068 - INFO - Epoch [80/128][130/300] lr: 0.0028, eta: 4:19:42, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1610, offset_loss: 0.4553, cls_loss: 0.1615, mask_loss: 0.2755, iou_score_loss: 0.0048, loss: 1.0581 +2022-06-02 19:08:09,798 - INFO - Epoch [80/128][140/300] lr: 0.0028, eta: 4:17:51, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1829, offset_loss: 0.3700, cls_loss: 0.1421, mask_loss: 0.2493, iou_score_loss: 0.0060, loss: 0.9503 +2022-06-02 19:08:19,715 - INFO - Epoch [80/128][150/300] lr: 0.0028, eta: 4:16:30, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1949, offset_loss: 0.3934, cls_loss: 0.1779, mask_loss: 0.2228, iou_score_loss: 0.0060, loss: 0.9950 +2022-06-02 19:08:31,071 - INFO - Epoch [80/128][160/300] lr: 0.0028, eta: 4:17:30, mem: 9016, data_time: 0.00, iter_time: 1.94, semantic_loss: 0.1557, offset_loss: 0.3984, cls_loss: 0.2754, mask_loss: 0.2948, iou_score_loss: 0.0078, loss: 1.1321 +2022-06-02 19:08:41,856 - INFO - Epoch [80/128][170/300] lr: 0.0028, eta: 4:17:34, mem: 9016, data_time: 0.00, iter_time: 1.45, semantic_loss: 0.1773, offset_loss: 0.3767, cls_loss: 0.2032, mask_loss: 0.2929, iou_score_loss: 0.0073, loss: 1.0574 +2022-06-02 19:08:52,196 - INFO - Epoch [80/128][180/300] lr: 0.0028, eta: 4:17:00, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1909, offset_loss: 0.5418, cls_loss: 0.1838, mask_loss: 0.2791, iou_score_loss: 0.0067, loss: 1.2023 +2022-06-02 19:09:02,000 - INFO - Epoch [80/128][190/300] lr: 0.0028, eta: 4:15:45, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1683, offset_loss: 0.4276, cls_loss: 0.1839, mask_loss: 0.2898, iou_score_loss: 0.0067, loss: 1.0763 +2022-06-02 19:09:12,563 - INFO - Epoch [80/128][200/300] lr: 0.0028, eta: 4:15:34, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1654, offset_loss: 0.3946, cls_loss: 0.2087, mask_loss: 0.2819, iou_score_loss: 0.0076, loss: 1.0582 +2022-06-02 19:09:24,532 - INFO - Epoch [80/128][210/300] lr: 0.0028, eta: 4:17:00, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2243, offset_loss: 0.3723, cls_loss: 0.1844, mask_loss: 0.3166, iou_score_loss: 0.0061, loss: 1.1038 +2022-06-02 19:09:34,330 - INFO - Epoch [80/128][220/300] lr: 0.0028, eta: 4:15:54, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2100, offset_loss: 0.3971, cls_loss: 0.1759, mask_loss: 0.2990, iou_score_loss: 0.0041, loss: 1.0860 +2022-06-02 19:09:45,382 - INFO - Epoch [80/128][230/300] lr: 0.0028, eta: 4:16:11, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2200, offset_loss: 0.4071, cls_loss: 0.2590, mask_loss: 0.2998, iou_score_loss: 0.0094, loss: 1.1954 +2022-06-02 19:09:55,132 - INFO - Epoch [80/128][240/300] lr: 0.0028, eta: 4:15:07, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1830, offset_loss: 0.4315, cls_loss: 0.2477, mask_loss: 0.2756, iou_score_loss: 0.0064, loss: 1.1442 +2022-06-02 19:10:05,728 - INFO - Epoch [80/128][250/300] lr: 0.0028, eta: 4:14:58, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1743, offset_loss: 0.3414, cls_loss: 0.1960, mask_loss: 0.2799, iou_score_loss: 0.0067, loss: 0.9983 +2022-06-02 19:10:16,072 - INFO - Epoch [80/128][260/300] lr: 0.0028, eta: 4:14:34, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1785, offset_loss: 0.3726, cls_loss: 0.2000, mask_loss: 0.2958, iou_score_loss: 0.0085, loss: 1.0552 +2022-06-02 19:10:26,195 - INFO - Epoch [80/128][270/300] lr: 0.0028, eta: 4:13:58, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.3110, offset_loss: 0.4843, cls_loss: 0.1708, mask_loss: 0.3065, iou_score_loss: 0.0082, loss: 1.2808 +2022-06-02 19:10:36,299 - INFO - Epoch [80/128][280/300] lr: 0.0028, eta: 4:13:25, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1719, offset_loss: 0.4079, cls_loss: 0.2083, mask_loss: 0.2774, iou_score_loss: 0.0100, loss: 1.0755 +2022-06-02 19:10:49,019 - INFO - Epoch [80/128][290/300] lr: 0.0028, eta: 4:15:01, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2147, offset_loss: 0.3659, cls_loss: 0.2104, mask_loss: 0.2970, iou_score_loss: 0.0090, loss: 1.0970 +2022-06-02 19:10:57,352 - INFO - Epoch [80/128][300/300] lr: 0.0028, eta: 4:13:02, mem: 9016, data_time: 0.00, iter_time: 0.53, semantic_loss: 0.1341, offset_loss: 0.3946, cls_loss: 0.1858, mask_loss: 0.2467, iou_score_loss: 0.0086, loss: 0.9698 +2022-06-02 19:10:58,465 - INFO - Validation +2022-06-02 19:12:09,047 - INFO - Evaluate instance segmentation +2022-06-02 19:12:20,220 - INFO - AP: 0.456. AP_50: 0.670. AP_25: 0.789 +2022-06-02 19:12:20,221 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 19:12:27,165 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 19:12:27,165 - INFO - mIoU: 72.0 +2022-06-02 19:12:28,484 - INFO - Acc: 89.8 +2022-06-02 19:12:32,020 - INFO - Offset MAE: 0.442 +2022-06-02 19:12:45,791 - INFO - Epoch [81/128][10/300] lr: 0.0027, eta: 5:27:59, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1552, offset_loss: 0.3551, cls_loss: 0.2288, mask_loss: 0.2646, iou_score_loss: 0.0055, loss: 1.0092 +2022-06-02 19:12:55,470 - INFO - Epoch [81/128][20/300] lr: 0.0027, eta: 4:39:49, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1956, offset_loss: 0.5102, cls_loss: 0.1736, mask_loss: 0.2559, iou_score_loss: 0.0070, loss: 1.1422 +2022-06-02 19:13:05,239 - INFO - Epoch [81/128][30/300] lr: 0.0027, eta: 4:24:32, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1561, offset_loss: 0.3885, cls_loss: 0.1709, mask_loss: 0.3054, iou_score_loss: 0.0068, loss: 1.0277 +2022-06-02 19:13:15,630 - INFO - Epoch [81/128][40/300] lr: 0.0027, eta: 4:20:26, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1558, offset_loss: 0.3779, cls_loss: 0.1803, mask_loss: 0.2678, iou_score_loss: 0.0080, loss: 0.9897 +2022-06-02 19:13:26,216 - INFO - Epoch [81/128][50/300] lr: 0.0027, eta: 4:18:47, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1725, offset_loss: 0.3973, cls_loss: 0.2727, mask_loss: 0.2660, iou_score_loss: 0.0098, loss: 1.1183 +2022-06-02 19:13:36,254 - INFO - Epoch [81/128][60/300] lr: 0.0027, eta: 4:15:29, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1541, offset_loss: 0.3483, cls_loss: 0.1631, mask_loss: 0.2485, iou_score_loss: 0.0069, loss: 0.9209 +2022-06-02 19:13:46,322 - INFO - Epoch [81/128][70/300] lr: 0.0027, eta: 4:13:13, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1762, offset_loss: 0.3507, cls_loss: 0.1970, mask_loss: 0.3159, iou_score_loss: 0.0104, loss: 1.0502 +2022-06-02 19:13:56,103 - INFO - Epoch [81/128][80/300] lr: 0.0027, eta: 4:10:32, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1811, offset_loss: 0.3507, cls_loss: 0.2075, mask_loss: 0.2930, iou_score_loss: 0.0067, loss: 1.0389 +2022-06-02 19:14:07,348 - INFO - Epoch [81/128][90/300] lr: 0.0027, eta: 4:12:23, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1818, offset_loss: 0.3972, cls_loss: 0.1851, mask_loss: 0.3280, iou_score_loss: 0.0084, loss: 1.1005 +2022-06-02 19:14:16,937 - INFO - Epoch [81/128][100/300] lr: 0.0027, eta: 4:09:49, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2087, offset_loss: 0.3881, cls_loss: 0.1954, mask_loss: 0.2756, iou_score_loss: 0.0072, loss: 1.0750 +2022-06-02 19:14:27,349 - INFO - Epoch [81/128][110/300] lr: 0.0027, eta: 4:09:30, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.2005, offset_loss: 0.4234, cls_loss: 0.2105, mask_loss: 0.2605, iou_score_loss: 0.0069, loss: 1.1019 +2022-06-02 19:14:36,808 - INFO - Epoch [81/128][120/300] lr: 0.0027, eta: 4:07:19, mem: 9016, data_time: 0.00, iter_time: 1.51, semantic_loss: 0.1713, offset_loss: 0.4163, cls_loss: 0.2298, mask_loss: 0.2519, iou_score_loss: 0.0058, loss: 1.0751 +2022-06-02 19:14:46,528 - INFO - Epoch [81/128][130/300] lr: 0.0027, eta: 4:05:55, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1841, offset_loss: 0.3754, cls_loss: 0.2137, mask_loss: 0.2394, iou_score_loss: 0.0068, loss: 1.0195 +2022-06-02 19:14:57,042 - INFO - Epoch [81/128][140/300] lr: 0.0027, eta: 4:06:03, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1731, offset_loss: 0.3671, cls_loss: 0.1838, mask_loss: 0.2473, iou_score_loss: 0.0071, loss: 0.9784 +2022-06-02 19:15:06,949 - INFO - Epoch [81/128][150/300] lr: 0.0027, eta: 4:05:08, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1876, offset_loss: 0.4101, cls_loss: 0.1816, mask_loss: 0.2601, iou_score_loss: 0.0071, loss: 1.0464 +2022-06-02 19:15:16,889 - INFO - Epoch [81/128][160/300] lr: 0.0027, eta: 4:04:25, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1741, offset_loss: 0.3931, cls_loss: 0.2204, mask_loss: 0.2732, iou_score_loss: 0.0057, loss: 1.0664 +2022-06-02 19:15:26,920 - INFO - Epoch [81/128][170/300] lr: 0.0027, eta: 4:03:52, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2048, offset_loss: 0.4295, cls_loss: 0.2704, mask_loss: 0.2913, iou_score_loss: 0.0102, loss: 1.2062 +2022-06-02 19:15:38,382 - INFO - Epoch [81/128][180/300] lr: 0.0027, eta: 4:05:15, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1667, offset_loss: 0.3518, cls_loss: 0.1919, mask_loss: 0.2999, iou_score_loss: 0.0094, loss: 1.0197 +2022-06-02 19:15:49,267 - INFO - Epoch [81/128][190/300] lr: 0.0027, eta: 4:05:45, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1634, offset_loss: 0.3390, cls_loss: 0.2504, mask_loss: 0.2862, iou_score_loss: 0.0090, loss: 1.0479 +2022-06-02 19:15:59,147 - INFO - Epoch [81/128][200/300] lr: 0.0027, eta: 4:04:59, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1755, offset_loss: 0.3982, cls_loss: 0.1852, mask_loss: 0.3275, iou_score_loss: 0.0103, loss: 1.0967 +2022-06-02 19:16:08,063 - INFO - Epoch [81/128][210/300] lr: 0.0027, eta: 4:03:12, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1762, offset_loss: 0.3946, cls_loss: 0.2497, mask_loss: 0.3024, iou_score_loss: 0.0073, loss: 1.1301 +2022-06-02 19:16:18,994 - INFO - Epoch [81/128][220/300] lr: 0.0027, eta: 4:03:43, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1813, offset_loss: 0.3360, cls_loss: 0.2256, mask_loss: 0.2906, iou_score_loss: 0.0091, loss: 1.0427 +2022-06-02 19:16:29,656 - INFO - Epoch [81/128][230/300] lr: 0.0027, eta: 4:03:55, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1978, offset_loss: 0.3937, cls_loss: 0.2228, mask_loss: 0.2365, iou_score_loss: 0.0079, loss: 1.0587 +2022-06-02 19:16:39,516 - INFO - Epoch [81/128][240/300] lr: 0.0027, eta: 4:03:17, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.2024, offset_loss: 0.4059, cls_loss: 0.1694, mask_loss: 0.2665, iou_score_loss: 0.0085, loss: 1.0527 +2022-06-02 19:16:50,044 - INFO - Epoch [81/128][250/300] lr: 0.0027, eta: 4:03:19, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1997, offset_loss: 0.4285, cls_loss: 0.1994, mask_loss: 0.2669, iou_score_loss: 0.0094, loss: 1.1038 +2022-06-02 19:17:00,689 - INFO - Epoch [81/128][260/300] lr: 0.0027, eta: 4:03:26, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1760, offset_loss: 0.3548, cls_loss: 0.1954, mask_loss: 0.2236, iou_score_loss: 0.0071, loss: 0.9569 +2022-06-02 19:17:09,975 - INFO - Epoch [81/128][270/300] lr: 0.0027, eta: 4:02:21, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.2091, offset_loss: 0.3520, cls_loss: 0.1783, mask_loss: 0.2488, iou_score_loss: 0.0063, loss: 0.9944 +2022-06-02 19:17:21,268 - INFO - Epoch [81/128][280/300] lr: 0.0027, eta: 4:03:02, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1826, offset_loss: 0.3929, cls_loss: 0.1788, mask_loss: 0.2843, iou_score_loss: 0.0073, loss: 1.0459 +2022-06-02 19:17:31,111 - INFO - Epoch [81/128][290/300] lr: 0.0027, eta: 4:02:27, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1675, offset_loss: 0.3460, cls_loss: 0.2048, mask_loss: 0.2668, iou_score_loss: 0.0079, loss: 0.9929 +2022-06-02 19:17:39,490 - INFO - Epoch [81/128][300/300] lr: 0.0027, eta: 4:00:46, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1824, offset_loss: 0.3471, cls_loss: 0.1682, mask_loss: 0.2982, iou_score_loss: 0.0063, loss: 1.0021 +2022-06-02 19:17:56,100 - INFO - Epoch [82/128][10/300] lr: 0.0026, eta: 6:02:50, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1508, offset_loss: 0.3899, cls_loss: 0.2025, mask_loss: 0.2825, iou_score_loss: 0.0059, loss: 1.0317 +2022-06-02 19:18:06,235 - INFO - Epoch [82/128][20/300] lr: 0.0026, eta: 5:00:07, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1759, offset_loss: 0.4148, cls_loss: 0.1802, mask_loss: 0.2324, iou_score_loss: 0.0107, loss: 1.0140 +2022-06-02 19:18:16,503 - INFO - Epoch [82/128][30/300] lr: 0.0026, eta: 4:40:12, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1836, offset_loss: 0.3836, cls_loss: 0.1640, mask_loss: 0.3032, iou_score_loss: 0.0071, loss: 1.0415 +2022-06-02 19:18:26,432 - INFO - Epoch [82/128][40/300] lr: 0.0026, eta: 4:28:07, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1976, offset_loss: 0.3822, cls_loss: 0.1985, mask_loss: 0.2532, iou_score_loss: 0.0084, loss: 1.0398 +2022-06-02 19:18:35,552 - INFO - Epoch [82/128][50/300] lr: 0.0026, eta: 4:17:07, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1471, offset_loss: 0.3425, cls_loss: 0.1920, mask_loss: 0.2941, iou_score_loss: 0.0067, loss: 0.9824 +2022-06-02 19:18:45,759 - INFO - Epoch [82/128][60/300] lr: 0.0026, eta: 4:13:55, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1384, offset_loss: 0.3272, cls_loss: 0.1845, mask_loss: 0.2381, iou_score_loss: 0.0083, loss: 0.8964 +2022-06-02 19:18:55,686 - INFO - Epoch [82/128][70/300] lr: 0.0026, eta: 4:10:39, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1729, offset_loss: 0.3477, cls_loss: 0.1909, mask_loss: 0.2301, iou_score_loss: 0.0054, loss: 0.9470 +2022-06-02 19:19:04,629 - INFO - Epoch [82/128][80/300] lr: 0.0026, eta: 4:05:14, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1868, offset_loss: 0.3360, cls_loss: 0.1102, mask_loss: 0.2642, iou_score_loss: 0.0082, loss: 0.9054 +2022-06-02 19:19:16,501 - INFO - Epoch [82/128][90/300] lr: 0.0026, eta: 4:08:38, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1561, offset_loss: 0.3373, cls_loss: 0.1242, mask_loss: 0.2159, iou_score_loss: 0.0063, loss: 0.8397 +2022-06-02 19:19:26,680 - INFO - Epoch [82/128][100/300] lr: 0.0026, eta: 4:07:23, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1650, offset_loss: 0.3517, cls_loss: 0.1588, mask_loss: 0.2922, iou_score_loss: 0.0068, loss: 0.9745 +2022-06-02 19:19:36,802 - INFO - Epoch [82/128][110/300] lr: 0.0026, eta: 4:06:09, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.2158, offset_loss: 0.4153, cls_loss: 0.1642, mask_loss: 0.3243, iou_score_loss: 0.0057, loss: 1.1252 +2022-06-02 19:19:47,568 - INFO - Epoch [82/128][120/300] lr: 0.0026, eta: 4:06:25, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1813, offset_loss: 0.4151, cls_loss: 0.1610, mask_loss: 0.2762, iou_score_loss: 0.0099, loss: 1.0436 +2022-06-02 19:19:57,465 - INFO - Epoch [82/128][130/300] lr: 0.0026, eta: 4:05:02, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1844, offset_loss: 0.4229, cls_loss: 0.1734, mask_loss: 0.2591, iou_score_loss: 0.0052, loss: 1.0452 +2022-06-02 19:20:06,944 - INFO - Epoch [82/128][140/300] lr: 0.0026, eta: 4:03:07, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1784, offset_loss: 0.3554, cls_loss: 0.1824, mask_loss: 0.2546, iou_score_loss: 0.0077, loss: 0.9786 +2022-06-02 19:20:17,592 - INFO - Epoch [82/128][150/300] lr: 0.0026, eta: 4:03:15, mem: 9016, data_time: 0.00, iter_time: 1.34, semantic_loss: 0.1703, offset_loss: 0.3833, cls_loss: 0.1380, mask_loss: 0.2989, iou_score_loss: 0.0060, loss: 0.9965 +2022-06-02 19:20:26,315 - INFO - Epoch [82/128][160/300] lr: 0.0026, eta: 4:00:31, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.2064, offset_loss: 0.4325, cls_loss: 0.1222, mask_loss: 0.2518, iou_score_loss: 0.0071, loss: 1.0199 +2022-06-02 19:20:36,214 - INFO - Epoch [82/128][170/300] lr: 0.0026, eta: 3:59:45, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.2428, offset_loss: 0.4326, cls_loss: 0.2526, mask_loss: 0.2632, iou_score_loss: 0.0078, loss: 1.1991 +2022-06-02 19:20:46,962 - INFO - Epoch [82/128][180/300] lr: 0.0026, eta: 4:00:06, mem: 9016, data_time: 0.00, iter_time: 1.73, semantic_loss: 0.1859, offset_loss: 0.4323, cls_loss: 0.1839, mask_loss: 0.2346, iou_score_loss: 0.0075, loss: 1.0442 +2022-06-02 19:20:56,490 - INFO - Epoch [82/128][190/300] lr: 0.0026, eta: 3:58:57, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1921, offset_loss: 0.4336, cls_loss: 0.1750, mask_loss: 0.2605, iou_score_loss: 0.0089, loss: 1.0701 +2022-06-02 19:21:07,673 - INFO - Epoch [82/128][200/300] lr: 0.0026, eta: 3:59:48, mem: 9016, data_time: 0.00, iter_time: 1.52, semantic_loss: 0.1728, offset_loss: 0.4560, cls_loss: 0.1902, mask_loss: 0.2678, iou_score_loss: 0.0095, loss: 1.0964 +2022-06-02 19:21:17,262 - INFO - Epoch [82/128][210/300] lr: 0.0026, eta: 3:58:47, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.2249, offset_loss: 0.3825, cls_loss: 0.1812, mask_loss: 0.2576, iou_score_loss: 0.0081, loss: 1.0544 +2022-06-02 19:21:27,887 - INFO - Epoch [82/128][220/300] lr: 0.0026, eta: 3:58:55, mem: 9016, data_time: 0.00, iter_time: 1.47, semantic_loss: 0.1434, offset_loss: 0.3784, cls_loss: 0.1868, mask_loss: 0.3093, iou_score_loss: 0.0094, loss: 1.0274 +2022-06-02 19:21:37,833 - INFO - Epoch [82/128][230/300] lr: 0.0026, eta: 3:58:21, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2201, offset_loss: 0.4193, cls_loss: 0.2669, mask_loss: 0.2917, iou_score_loss: 0.0116, loss: 1.2096 +2022-06-02 19:21:47,907 - INFO - Epoch [82/128][240/300] lr: 0.0026, eta: 3:57:58, mem: 9016, data_time: 0.00, iter_time: 1.36, semantic_loss: 0.2033, offset_loss: 0.3664, cls_loss: 0.2087, mask_loss: 0.2757, iou_score_loss: 0.0078, loss: 1.0619 +2022-06-02 19:21:57,707 - INFO - Epoch [82/128][250/300] lr: 0.0026, eta: 3:57:20, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1695, offset_loss: 0.4012, cls_loss: 0.1800, mask_loss: 0.2495, iou_score_loss: 0.0077, loss: 1.0079 +2022-06-02 19:22:08,927 - INFO - Epoch [82/128][260/300] lr: 0.0026, eta: 3:58:00, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1584, offset_loss: 0.3555, cls_loss: 0.1676, mask_loss: 0.3079, iou_score_loss: 0.0075, loss: 0.9970 +2022-06-02 19:22:19,231 - INFO - Epoch [82/128][270/300] lr: 0.0026, eta: 3:57:49, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1758, offset_loss: 0.3812, cls_loss: 0.2588, mask_loss: 0.2539, iou_score_loss: 0.0071, loss: 1.0769 +2022-06-02 19:22:29,165 - INFO - Epoch [82/128][280/300] lr: 0.0026, eta: 3:57:20, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.2157, offset_loss: 0.3994, cls_loss: 0.2431, mask_loss: 0.2632, iou_score_loss: 0.0072, loss: 1.1286 +2022-06-02 19:22:39,165 - INFO - Epoch [82/128][290/300] lr: 0.0026, eta: 3:56:54, mem: 9016, data_time: 0.00, iter_time: 1.36, semantic_loss: 0.1797, offset_loss: 0.3739, cls_loss: 0.1499, mask_loss: 0.2528, iou_score_loss: 0.0053, loss: 0.9617 +2022-06-02 19:22:48,563 - INFO - Epoch [82/128][300/300] lr: 0.0026, eta: 3:56:03, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1911, offset_loss: 0.3731, cls_loss: 0.2022, mask_loss: 0.2667, iou_score_loss: 0.0068, loss: 1.0399 +2022-06-02 19:23:06,269 - INFO - Epoch [83/128][10/300] lr: 0.0026, eta: 6:20:54, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1631, offset_loss: 0.3877, cls_loss: 0.2092, mask_loss: 0.2516, iou_score_loss: 0.0095, loss: 1.0210 +2022-06-02 19:23:16,605 - INFO - Epoch [83/128][20/300] lr: 0.0026, eta: 5:08:56, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2029, offset_loss: 0.4206, cls_loss: 0.2480, mask_loss: 0.2479, iou_score_loss: 0.0077, loss: 1.1271 +2022-06-02 19:23:25,578 - INFO - Epoch [83/128][30/300] lr: 0.0026, eta: 4:34:28, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1678, offset_loss: 0.3488, cls_loss: 0.1822, mask_loss: 0.2769, iou_score_loss: 0.0078, loss: 0.9835 +2022-06-02 19:23:34,778 - INFO - Epoch [83/128][40/300] lr: 0.0026, eta: 4:18:29, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1748, offset_loss: 0.4218, cls_loss: 0.1824, mask_loss: 0.2762, iou_score_loss: 0.0073, loss: 1.0625 +2022-06-02 19:23:44,511 - INFO - Epoch [83/128][50/300] lr: 0.0026, eta: 4:11:16, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1883, offset_loss: 0.3774, cls_loss: 0.1972, mask_loss: 0.2502, iou_score_loss: 0.0072, loss: 1.0204 +2022-06-02 19:23:55,149 - INFO - Epoch [83/128][60/300] lr: 0.0026, eta: 4:09:50, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1983, offset_loss: 0.4602, cls_loss: 0.2774, mask_loss: 0.2479, iou_score_loss: 0.0104, loss: 1.1942 +2022-06-02 19:24:05,756 - INFO - Epoch [83/128][70/300] lr: 0.0026, eta: 4:08:39, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1555, offset_loss: 0.3811, cls_loss: 0.1826, mask_loss: 0.2587, iou_score_loss: 0.0080, loss: 0.9859 +2022-06-02 19:24:15,419 - INFO - Epoch [83/128][80/300] lr: 0.0026, eta: 4:05:02, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1602, offset_loss: 0.3329, cls_loss: 0.2449, mask_loss: 0.2814, iou_score_loss: 0.0081, loss: 1.0274 +2022-06-02 19:24:26,788 - INFO - Epoch [83/128][90/300] lr: 0.0026, eta: 4:06:30, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1540, offset_loss: 0.3679, cls_loss: 0.2282, mask_loss: 0.3140, iou_score_loss: 0.0061, loss: 1.0702 +2022-06-02 19:24:36,666 - INFO - Epoch [83/128][100/300] lr: 0.0026, eta: 4:04:16, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1699, offset_loss: 0.4001, cls_loss: 0.2449, mask_loss: 0.2962, iou_score_loss: 0.0077, loss: 1.1188 +2022-06-02 19:24:45,681 - INFO - Epoch [83/128][110/300] lr: 0.0026, eta: 4:00:34, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2123, offset_loss: 0.4347, cls_loss: 0.2142, mask_loss: 0.2659, iou_score_loss: 0.0088, loss: 1.1359 +2022-06-02 19:24:56,119 - INFO - Epoch [83/128][120/300] lr: 0.0026, eta: 4:00:12, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1734, offset_loss: 0.3978, cls_loss: 0.1627, mask_loss: 0.2653, iou_score_loss: 0.0094, loss: 1.0087 +2022-06-02 19:25:05,089 - INFO - Epoch [83/128][130/300] lr: 0.0026, eta: 3:57:16, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1603, offset_loss: 0.4669, cls_loss: 0.1709, mask_loss: 0.2540, iou_score_loss: 0.0106, loss: 1.0627 +2022-06-02 19:25:15,984 - INFO - Epoch [83/128][140/300] lr: 0.0026, eta: 3:57:52, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1698, offset_loss: 0.4094, cls_loss: 0.1458, mask_loss: 0.2663, iou_score_loss: 0.0094, loss: 1.0008 +2022-06-02 19:25:25,705 - INFO - Epoch [83/128][150/300] lr: 0.0026, eta: 3:56:35, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1715, offset_loss: 0.3670, cls_loss: 0.1718, mask_loss: 0.2381, iou_score_loss: 0.0079, loss: 0.9563 +2022-06-02 19:25:36,621 - INFO - Epoch [83/128][160/300] lr: 0.0026, eta: 3:57:10, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2122, offset_loss: 0.4374, cls_loss: 0.1896, mask_loss: 0.2819, iou_score_loss: 0.0066, loss: 1.1277 +2022-06-02 19:25:46,476 - INFO - Epoch [83/128][170/300] lr: 0.0026, eta: 3:56:14, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1914, offset_loss: 0.4065, cls_loss: 0.2356, mask_loss: 0.2609, iou_score_loss: 0.0075, loss: 1.1019 +2022-06-02 19:25:57,165 - INFO - Epoch [83/128][180/300] lr: 0.0026, eta: 3:56:24, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2010, offset_loss: 0.3553, cls_loss: 0.2402, mask_loss: 0.2505, iou_score_loss: 0.0094, loss: 1.0564 +2022-06-02 19:26:08,439 - INFO - Epoch [83/128][190/300] lr: 0.0026, eta: 3:57:16, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1304, offset_loss: 0.3502, cls_loss: 0.1150, mask_loss: 0.2058, iou_score_loss: 0.0087, loss: 0.8101 +2022-06-02 19:26:18,686 - INFO - Epoch [83/128][200/300] lr: 0.0026, eta: 3:56:50, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1802, offset_loss: 0.3821, cls_loss: 0.2031, mask_loss: 0.2639, iou_score_loss: 0.0069, loss: 1.0361 +2022-06-02 19:26:28,189 - INFO - Epoch [83/128][210/300] lr: 0.0026, eta: 3:55:40, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1764, offset_loss: 0.4137, cls_loss: 0.2993, mask_loss: 0.2470, iou_score_loss: 0.0069, loss: 1.1433 +2022-06-02 19:26:37,367 - INFO - Epoch [83/128][220/300] lr: 0.0026, eta: 3:54:13, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1924, offset_loss: 0.3442, cls_loss: 0.1693, mask_loss: 0.2460, iou_score_loss: 0.0069, loss: 0.9588 +2022-06-02 19:26:47,694 - INFO - Epoch [83/128][230/300] lr: 0.0026, eta: 3:54:01, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1689, offset_loss: 0.3770, cls_loss: 0.1725, mask_loss: 0.2420, iou_score_loss: 0.0051, loss: 0.9656 +2022-06-02 19:26:58,782 - INFO - Epoch [83/128][240/300] lr: 0.0026, eta: 3:54:33, mem: 9016, data_time: 0.00, iter_time: 1.52, semantic_loss: 0.1674, offset_loss: 0.4301, cls_loss: 0.1440, mask_loss: 0.2249, iou_score_loss: 0.0061, loss: 0.9724 +2022-06-02 19:27:09,151 - INFO - Epoch [83/128][250/300] lr: 0.0026, eta: 3:54:22, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2194, offset_loss: 0.3832, cls_loss: 0.2264, mask_loss: 0.2591, iou_score_loss: 0.0048, loss: 1.0929 +2022-06-02 19:27:19,605 - INFO - Epoch [83/128][260/300] lr: 0.0026, eta: 3:54:16, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1736, offset_loss: 0.4078, cls_loss: 0.1849, mask_loss: 0.3023, iou_score_loss: 0.0062, loss: 1.0748 +2022-06-02 19:27:29,854 - INFO - Epoch [83/128][270/300] lr: 0.0026, eta: 3:53:58, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1553, offset_loss: 0.4624, cls_loss: 0.1944, mask_loss: 0.3080, iou_score_loss: 0.0096, loss: 1.1296 +2022-06-02 19:27:40,611 - INFO - Epoch [83/128][280/300] lr: 0.0026, eta: 3:54:07, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1719, offset_loss: 0.3644, cls_loss: 0.1521, mask_loss: 0.3235, iou_score_loss: 0.0075, loss: 1.0193 +2022-06-02 19:27:52,149 - INFO - Epoch [83/128][290/300] lr: 0.0026, eta: 3:54:50, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1901, offset_loss: 0.4299, cls_loss: 0.1716, mask_loss: 0.2849, iou_score_loss: 0.0064, loss: 1.0830 +2022-06-02 19:28:00,845 - INFO - Epoch [83/128][300/300] lr: 0.0026, eta: 3:53:21, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1562, offset_loss: 0.3514, cls_loss: 0.1645, mask_loss: 0.2502, iou_score_loss: 0.0040, loss: 0.9263 +2022-06-02 19:28:18,595 - INFO - Epoch [84/128][10/300] lr: 0.0025, eta: 6:11:31, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.2301, offset_loss: 0.3395, cls_loss: 0.2199, mask_loss: 0.2498, iou_score_loss: 0.0094, loss: 1.0487 +2022-06-02 19:28:27,806 - INFO - Epoch [84/128][20/300] lr: 0.0025, eta: 4:48:54, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2113, offset_loss: 0.4287, cls_loss: 0.2199, mask_loss: 0.2959, iou_score_loss: 0.0101, loss: 1.1659 +2022-06-02 19:28:39,861 - INFO - Epoch [84/128][30/300] lr: 0.0025, eta: 4:42:46, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1403, offset_loss: 0.3417, cls_loss: 0.1565, mask_loss: 0.3003, iou_score_loss: 0.0070, loss: 0.9458 +2022-06-02 19:28:48,931 - INFO - Epoch [84/128][40/300] lr: 0.0025, eta: 4:22:49, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1495, offset_loss: 0.4792, cls_loss: 0.1917, mask_loss: 0.2611, iou_score_loss: 0.0078, loss: 1.0893 +2022-06-02 19:28:59,187 - INFO - Epoch [84/128][50/300] lr: 0.0025, eta: 4:16:05, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1811, offset_loss: 0.4115, cls_loss: 0.1888, mask_loss: 0.2949, iou_score_loss: 0.0086, loss: 1.0850 +2022-06-02 19:29:08,374 - INFO - Epoch [84/128][60/300] lr: 0.0025, eta: 4:07:28, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1647, offset_loss: 0.3677, cls_loss: 0.1994, mask_loss: 0.2516, iou_score_loss: 0.0072, loss: 0.9905 +2022-06-02 19:29:17,896 - INFO - Epoch [84/128][70/300] lr: 0.0025, eta: 4:02:26, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1624, offset_loss: 0.3170, cls_loss: 0.1980, mask_loss: 0.2470, iou_score_loss: 0.0086, loss: 0.9331 +2022-06-02 19:29:27,255 - INFO - Epoch [84/128][80/300] lr: 0.0025, eta: 3:58:09, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1666, offset_loss: 0.3881, cls_loss: 0.1681, mask_loss: 0.2619, iou_score_loss: 0.0059, loss: 0.9906 +2022-06-02 19:29:36,188 - INFO - Epoch [84/128][90/300] lr: 0.0025, eta: 3:53:43, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1472, offset_loss: 0.3646, cls_loss: 0.1560, mask_loss: 0.2285, iou_score_loss: 0.0068, loss: 0.9030 +2022-06-02 19:29:45,544 - INFO - Epoch [84/128][100/300] lr: 0.0025, eta: 3:51:02, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1993, offset_loss: 0.4278, cls_loss: 0.1617, mask_loss: 0.2989, iou_score_loss: 0.0072, loss: 1.0949 +2022-06-02 19:29:55,765 - INFO - Epoch [84/128][110/300] lr: 0.0025, eta: 3:50:37, mem: 9016, data_time: 0.00, iter_time: 1.47, semantic_loss: 0.2236, offset_loss: 0.4373, cls_loss: 0.1987, mask_loss: 0.3079, iou_score_loss: 0.0091, loss: 1.1767 +2022-06-02 19:30:06,131 - INFO - Epoch [84/128][120/300] lr: 0.0025, eta: 3:50:33, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1523, offset_loss: 0.3630, cls_loss: 0.2098, mask_loss: 0.2330, iou_score_loss: 0.0076, loss: 0.9656 +2022-06-02 19:30:15,231 - INFO - Epoch [84/128][130/300] lr: 0.0025, eta: 3:48:13, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2406, offset_loss: 0.4620, cls_loss: 0.2300, mask_loss: 0.3029, iou_score_loss: 0.0083, loss: 1.2439 +2022-06-02 19:30:24,686 - INFO - Epoch [84/128][140/300] lr: 0.0025, eta: 3:46:49, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1883, offset_loss: 0.3838, cls_loss: 0.1772, mask_loss: 0.2481, iou_score_loss: 0.0096, loss: 1.0070 +2022-06-02 19:30:34,498 - INFO - Epoch [84/128][150/300] lr: 0.0025, eta: 3:46:03, mem: 9016, data_time: 0.00, iter_time: 1.40, semantic_loss: 0.1523, offset_loss: 0.3965, cls_loss: 0.1934, mask_loss: 0.2464, iou_score_loss: 0.0084, loss: 0.9970 +2022-06-02 19:30:43,467 - INFO - Epoch [84/128][160/300] lr: 0.0025, eta: 3:44:16, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1426, offset_loss: 0.3529, cls_loss: 0.1676, mask_loss: 0.2035, iou_score_loss: 0.0083, loss: 0.8749 +2022-06-02 19:30:53,066 - INFO - Epoch [84/128][170/300] lr: 0.0025, eta: 3:43:26, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1695, offset_loss: 0.3695, cls_loss: 0.1601, mask_loss: 0.2802, iou_score_loss: 0.0073, loss: 0.9866 +2022-06-02 19:31:03,631 - INFO - Epoch [84/128][180/300] lr: 0.0025, eta: 3:43:53, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2117, offset_loss: 0.3666, cls_loss: 0.1913, mask_loss: 0.2461, iou_score_loss: 0.0069, loss: 1.0226 +2022-06-02 19:31:13,504 - INFO - Epoch [84/128][190/300] lr: 0.0025, eta: 3:43:29, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1383, offset_loss: 0.3375, cls_loss: 0.1714, mask_loss: 0.2468, iou_score_loss: 0.0062, loss: 0.9002 +2022-06-02 19:31:22,224 - INFO - Epoch [84/128][200/300] lr: 0.0025, eta: 3:41:50, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1712, offset_loss: 0.3526, cls_loss: 0.1614, mask_loss: 0.2868, iou_score_loss: 0.0078, loss: 0.9799 +2022-06-02 19:31:32,850 - INFO - Epoch [84/128][210/300] lr: 0.0025, eta: 3:42:18, mem: 9016, data_time: 0.00, iter_time: 1.42, semantic_loss: 0.1653, offset_loss: 0.3551, cls_loss: 0.1497, mask_loss: 0.2595, iou_score_loss: 0.0079, loss: 0.9376 +2022-06-02 19:31:42,681 - INFO - Epoch [84/128][220/300] lr: 0.0025, eta: 3:41:56, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1640, offset_loss: 0.4053, cls_loss: 0.2734, mask_loss: 0.2874, iou_score_loss: 0.0067, loss: 1.1367 +2022-06-02 19:31:52,335 - INFO - Epoch [84/128][230/300] lr: 0.0025, eta: 3:41:24, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1783, offset_loss: 0.3283, cls_loss: 0.2192, mask_loss: 0.3105, iou_score_loss: 0.0086, loss: 1.0449 +2022-06-02 19:32:02,649 - INFO - Epoch [84/128][240/300] lr: 0.0025, eta: 3:41:31, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1730, offset_loss: 0.4581, cls_loss: 0.2112, mask_loss: 0.2711, iou_score_loss: 0.0071, loss: 1.1206 +2022-06-02 19:32:12,218 - INFO - Epoch [84/128][250/300] lr: 0.0025, eta: 3:40:57, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1669, offset_loss: 0.3901, cls_loss: 0.2011, mask_loss: 0.2851, iou_score_loss: 0.0093, loss: 1.0526 +2022-06-02 19:32:20,460 - INFO - Epoch [84/128][260/300] lr: 0.0025, eta: 3:39:17, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1978, offset_loss: 0.3544, cls_loss: 0.2269, mask_loss: 0.2569, iou_score_loss: 0.0100, loss: 1.0460 +2022-06-02 19:32:30,073 - INFO - Epoch [84/128][270/300] lr: 0.0025, eta: 3:38:51, mem: 9016, data_time: 0.00, iter_time: 1.66, semantic_loss: 0.1781, offset_loss: 0.4614, cls_loss: 0.1722, mask_loss: 0.2568, iou_score_loss: 0.0080, loss: 1.0765 +2022-06-02 19:32:40,068 - INFO - Epoch [84/128][280/300] lr: 0.0025, eta: 3:38:45, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1802, offset_loss: 0.3571, cls_loss: 0.2609, mask_loss: 0.2652, iou_score_loss: 0.0056, loss: 1.0689 +2022-06-02 19:32:50,606 - INFO - Epoch [84/128][290/300] lr: 0.0025, eta: 3:39:03, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.2304, offset_loss: 0.3641, cls_loss: 0.1934, mask_loss: 0.2525, iou_score_loss: 0.0072, loss: 1.0476 +2022-06-02 19:32:59,459 - INFO - Epoch [84/128][300/300] lr: 0.0025, eta: 3:38:05, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1736, offset_loss: 0.3658, cls_loss: 0.1903, mask_loss: 0.2631, iou_score_loss: 0.0068, loss: 0.9995 +2022-06-02 19:33:00,682 - INFO - Validation +2022-06-02 19:34:12,556 - INFO - Evaluate instance segmentation +2022-06-02 19:34:24,058 - INFO - AP: 0.457. AP_50: 0.671. AP_25: 0.790 +2022-06-02 19:34:24,059 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 19:34:31,201 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 19:34:31,201 - INFO - mIoU: 72.0 +2022-06-02 19:34:32,606 - INFO - Acc: 89.8 +2022-06-02 19:34:36,168 - INFO - Offset MAE: 0.442 +2022-06-02 19:34:50,423 - INFO - Epoch [85/128][10/300] lr: 0.0024, eta: 5:10:49, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1853, offset_loss: 0.3519, cls_loss: 0.1852, mask_loss: 0.2630, iou_score_loss: 0.0071, loss: 0.9925 +2022-06-02 19:35:01,373 - INFO - Epoch [85/128][20/300] lr: 0.0024, eta: 4:35:29, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1621, offset_loss: 0.3947, cls_loss: 0.1668, mask_loss: 0.2569, iou_score_loss: 0.0070, loss: 0.9875 +2022-06-02 19:35:10,642 - INFO - Epoch [85/128][30/300] lr: 0.0024, eta: 4:11:24, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1462, offset_loss: 0.3659, cls_loss: 0.1824, mask_loss: 0.2421, iou_score_loss: 0.0057, loss: 0.9422 +2022-06-02 19:35:21,150 - INFO - Epoch [85/128][40/300] lr: 0.0024, eta: 4:06:04, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.2050, offset_loss: 0.3927, cls_loss: 0.2071, mask_loss: 0.2702, iou_score_loss: 0.0088, loss: 1.0839 +2022-06-02 19:35:31,882 - INFO - Epoch [85/128][50/300] lr: 0.0024, eta: 4:03:44, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1616, offset_loss: 0.3672, cls_loss: 0.1840, mask_loss: 0.2458, iou_score_loss: 0.0061, loss: 0.9648 +2022-06-02 19:35:44,273 - INFO - Epoch [85/128][60/300] lr: 0.0024, eta: 4:08:11, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1806, offset_loss: 0.3832, cls_loss: 0.2728, mask_loss: 0.2383, iou_score_loss: 0.0089, loss: 1.0838 +2022-06-02 19:35:54,256 - INFO - Epoch [85/128][70/300] lr: 0.0024, eta: 4:03:45, mem: 9016, data_time: 0.00, iter_time: 1.48, semantic_loss: 0.2056, offset_loss: 0.4656, cls_loss: 0.2199, mask_loss: 0.2648, iou_score_loss: 0.0090, loss: 1.1649 +2022-06-02 19:36:02,960 - INFO - Epoch [85/128][80/300] lr: 0.0024, eta: 3:56:54, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1335, offset_loss: 0.3672, cls_loss: 0.1331, mask_loss: 0.2375, iou_score_loss: 0.0078, loss: 0.8793 +2022-06-02 19:36:12,532 - INFO - Epoch [85/128][90/300] lr: 0.0024, eta: 3:53:41, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.2104, offset_loss: 0.4013, cls_loss: 0.1480, mask_loss: 0.2900, iou_score_loss: 0.0091, loss: 1.0588 +2022-06-02 19:36:23,810 - INFO - Epoch [85/128][100/300] lr: 0.0024, eta: 3:54:46, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1743, offset_loss: 0.4021, cls_loss: 0.2205, mask_loss: 0.2827, iou_score_loss: 0.0064, loss: 1.0860 +2022-06-02 19:36:33,419 - INFO - Epoch [85/128][110/300] lr: 0.0024, eta: 3:52:18, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1784, offset_loss: 0.3919, cls_loss: 0.2299, mask_loss: 0.2986, iou_score_loss: 0.0065, loss: 1.1053 +2022-06-02 19:36:44,115 - INFO - Epoch [85/128][120/300] lr: 0.0024, eta: 3:52:14, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1957, offset_loss: 0.3440, cls_loss: 0.2372, mask_loss: 0.2604, iou_score_loss: 0.0073, loss: 1.0447 +2022-06-02 19:36:54,697 - INFO - Epoch [85/128][130/300] lr: 0.0024, eta: 3:51:56, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1942, offset_loss: 0.3479, cls_loss: 0.1741, mask_loss: 0.2400, iou_score_loss: 0.0066, loss: 0.9628 +2022-06-02 19:37:04,653 - INFO - Epoch [85/128][140/300] lr: 0.0024, eta: 3:50:41, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1472, offset_loss: 0.3346, cls_loss: 0.1827, mask_loss: 0.2462, iou_score_loss: 0.0073, loss: 0.9180 +2022-06-02 19:37:14,767 - INFO - Epoch [85/128][150/300] lr: 0.0024, eta: 3:49:46, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1655, offset_loss: 0.4038, cls_loss: 0.1855, mask_loss: 0.2678, iou_score_loss: 0.0071, loss: 1.0298 +2022-06-02 19:37:24,531 - INFO - Epoch [85/128][160/300] lr: 0.0024, eta: 3:48:32, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1649, offset_loss: 0.4054, cls_loss: 0.1771, mask_loss: 0.3014, iou_score_loss: 0.0085, loss: 1.0573 +2022-06-02 19:37:35,071 - INFO - Epoch [85/128][170/300] lr: 0.0024, eta: 3:48:22, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2546, offset_loss: 0.4439, cls_loss: 0.2137, mask_loss: 0.2690, iou_score_loss: 0.0101, loss: 1.1913 +2022-06-02 19:37:45,634 - INFO - Epoch [85/128][180/300] lr: 0.0024, eta: 3:48:17, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1949, offset_loss: 0.4604, cls_loss: 0.3009, mask_loss: 0.2764, iou_score_loss: 0.0102, loss: 1.2428 +2022-06-02 19:37:55,709 - INFO - Epoch [85/128][190/300] lr: 0.0024, eta: 3:47:34, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1985, offset_loss: 0.4192, cls_loss: 0.1928, mask_loss: 0.2799, iou_score_loss: 0.0088, loss: 1.0991 +2022-06-02 19:38:06,657 - INFO - Epoch [85/128][200/300] lr: 0.0024, eta: 3:47:54, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1786, offset_loss: 0.3808, cls_loss: 0.1963, mask_loss: 0.2821, iou_score_loss: 0.0088, loss: 1.0466 +2022-06-02 19:38:18,038 - INFO - Epoch [85/128][210/300] lr: 0.0024, eta: 3:48:37, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1988, offset_loss: 0.3214, cls_loss: 0.1794, mask_loss: 0.2600, iou_score_loss: 0.0053, loss: 0.9649 +2022-06-02 19:38:27,722 - INFO - Epoch [85/128][220/300] lr: 0.0024, eta: 3:47:35, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1895, offset_loss: 0.3723, cls_loss: 0.1603, mask_loss: 0.2607, iou_score_loss: 0.0071, loss: 0.9898 +2022-06-02 19:38:37,819 - INFO - Epoch [85/128][230/300] lr: 0.0024, eta: 3:47:00, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1713, offset_loss: 0.3730, cls_loss: 0.1745, mask_loss: 0.2477, iou_score_loss: 0.0094, loss: 0.9760 +2022-06-02 19:38:49,059 - INFO - Epoch [85/128][240/300] lr: 0.0024, eta: 3:47:30, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1793, offset_loss: 0.4040, cls_loss: 0.2553, mask_loss: 0.2542, iou_score_loss: 0.0080, loss: 1.1007 +2022-06-02 19:38:59,898 - INFO - Epoch [85/128][250/300] lr: 0.0024, eta: 3:47:34, mem: 9016, data_time: 0.00, iter_time: 1.57, semantic_loss: 0.1778, offset_loss: 0.4608, cls_loss: 0.1863, mask_loss: 0.2595, iou_score_loss: 0.0099, loss: 1.0942 +2022-06-02 19:39:09,932 - INFO - Epoch [85/128][260/300] lr: 0.0024, eta: 3:46:59, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2009, offset_loss: 0.3696, cls_loss: 0.1157, mask_loss: 0.2719, iou_score_loss: 0.0078, loss: 0.9658 +2022-06-02 19:39:20,552 - INFO - Epoch [85/128][270/300] lr: 0.0024, eta: 3:46:52, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1459, offset_loss: 0.3532, cls_loss: 0.2007, mask_loss: 0.3068, iou_score_loss: 0.0109, loss: 1.0175 +2022-06-02 19:39:30,127 - INFO - Epoch [85/128][280/300] lr: 0.0024, eta: 3:45:59, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2353, offset_loss: 0.3632, cls_loss: 0.1721, mask_loss: 0.3306, iou_score_loss: 0.0080, loss: 1.1091 +2022-06-02 19:39:40,406 - INFO - Epoch [85/128][290/300] lr: 0.0024, eta: 3:45:38, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1865, offset_loss: 0.3535, cls_loss: 0.1914, mask_loss: 0.2255, iou_score_loss: 0.0087, loss: 0.9656 +2022-06-02 19:39:50,977 - INFO - Epoch [85/128][300/300] lr: 0.0024, eta: 3:45:31, mem: 9016, data_time: 0.00, iter_time: 0.46, semantic_loss: 0.1590, offset_loss: 0.3382, cls_loss: 0.1626, mask_loss: 0.2882, iou_score_loss: 0.0062, loss: 0.9543 +2022-06-02 19:40:07,138 - INFO - Epoch [86/128][10/300] lr: 0.0023, eta: 5:21:28, mem: 9016, data_time: 0.00, iter_time: 0.49, semantic_loss: 0.1728, offset_loss: 0.3489, cls_loss: 0.1981, mask_loss: 0.2468, iou_score_loss: 0.0081, loss: 0.9747 +2022-06-02 19:40:16,905 - INFO - Epoch [86/128][20/300] lr: 0.0023, eta: 4:25:14, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.2051, offset_loss: 0.4040, cls_loss: 0.1865, mask_loss: 0.2843, iou_score_loss: 0.0085, loss: 1.0886 +2022-06-02 19:40:26,202 - INFO - Epoch [86/128][30/300] lr: 0.0023, eta: 4:03:17, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1685, offset_loss: 0.3452, cls_loss: 0.1581, mask_loss: 0.2809, iou_score_loss: 0.0073, loss: 0.9600 +2022-06-02 19:40:35,188 - INFO - Epoch [86/128][40/300] lr: 0.0023, eta: 3:50:23, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1365, offset_loss: 0.3415, cls_loss: 0.1542, mask_loss: 0.2628, iou_score_loss: 0.0083, loss: 0.9033 +2022-06-02 19:40:44,860 - INFO - Epoch [86/128][50/300] lr: 0.0023, eta: 3:45:40, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1817, offset_loss: 0.4010, cls_loss: 0.2084, mask_loss: 0.2969, iou_score_loss: 0.0072, loss: 1.0952 +2022-06-02 19:40:54,785 - INFO - Epoch [86/128][60/300] lr: 0.0023, eta: 3:43:18, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1996, offset_loss: 0.3742, cls_loss: 0.2404, mask_loss: 0.2392, iou_score_loss: 0.0073, loss: 1.0606 +2022-06-02 19:41:05,624 - INFO - Epoch [86/128][70/300] lr: 0.0023, eta: 3:44:22, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1866, offset_loss: 0.3414, cls_loss: 0.2413, mask_loss: 0.3115, iou_score_loss: 0.0078, loss: 1.0886 +2022-06-02 19:41:14,920 - INFO - Epoch [86/128][80/300] lr: 0.0023, eta: 3:40:59, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.2328, offset_loss: 0.4056, cls_loss: 0.2277, mask_loss: 0.2470, iou_score_loss: 0.0082, loss: 1.1211 +2022-06-02 19:41:24,998 - INFO - Epoch [86/128][90/300] lr: 0.0023, eta: 3:40:10, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1830, offset_loss: 0.4073, cls_loss: 0.2431, mask_loss: 0.2671, iou_score_loss: 0.0056, loss: 1.1062 +2022-06-02 19:41:35,499 - INFO - Epoch [86/128][100/300] lr: 0.0023, eta: 3:40:23, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.1767, offset_loss: 0.4231, cls_loss: 0.2133, mask_loss: 0.2949, iou_score_loss: 0.0073, loss: 1.1153 +2022-06-02 19:41:44,904 - INFO - Epoch [86/128][110/300] lr: 0.0023, eta: 3:38:26, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1939, offset_loss: 0.4189, cls_loss: 0.2172, mask_loss: 0.2525, iou_score_loss: 0.0070, loss: 1.0895 +2022-06-02 19:41:54,552 - INFO - Epoch [86/128][120/300] lr: 0.0023, eta: 3:37:10, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1867, offset_loss: 0.3561, cls_loss: 0.1455, mask_loss: 0.2306, iou_score_loss: 0.0064, loss: 0.9253 +2022-06-02 19:42:05,652 - INFO - Epoch [86/128][130/300] lr: 0.0023, eta: 3:38:28, mem: 9016, data_time: 0.00, iter_time: 1.56, semantic_loss: 0.1827, offset_loss: 0.4192, cls_loss: 0.1867, mask_loss: 0.2755, iou_score_loss: 0.0076, loss: 1.0717 +2022-06-02 19:42:16,083 - INFO - Epoch [86/128][140/300] lr: 0.0023, eta: 3:38:35, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1718, offset_loss: 0.3763, cls_loss: 0.2190, mask_loss: 0.2725, iou_score_loss: 0.0076, loss: 1.0473 +2022-06-02 19:42:26,642 - INFO - Epoch [86/128][150/300] lr: 0.0023, eta: 3:38:47, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1668, offset_loss: 0.4471, cls_loss: 0.1581, mask_loss: 0.2783, iou_score_loss: 0.0084, loss: 1.0587 +2022-06-02 19:42:37,197 - INFO - Epoch [86/128][160/300] lr: 0.0023, eta: 3:38:58, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.2074, offset_loss: 0.4864, cls_loss: 0.1904, mask_loss: 0.2741, iou_score_loss: 0.0099, loss: 1.1682 +2022-06-02 19:42:47,163 - INFO - Epoch [86/128][170/300] lr: 0.0023, eta: 3:38:22, mem: 9016, data_time: 0.00, iter_time: 1.51, semantic_loss: 0.1778, offset_loss: 0.3465, cls_loss: 0.1905, mask_loss: 0.2587, iou_score_loss: 0.0084, loss: 0.9819 +2022-06-02 19:42:57,746 - INFO - Epoch [86/128][180/300] lr: 0.0023, eta: 3:38:33, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1812, offset_loss: 0.3866, cls_loss: 0.2058, mask_loss: 0.2591, iou_score_loss: 0.0079, loss: 1.0406 +2022-06-02 19:43:07,750 - INFO - Epoch [86/128][190/300] lr: 0.0023, eta: 3:38:02, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2145, offset_loss: 0.4180, cls_loss: 0.2459, mask_loss: 0.3087, iou_score_loss: 0.0077, loss: 1.1948 +2022-06-02 19:43:17,534 - INFO - Epoch [86/128][200/300] lr: 0.0023, eta: 3:37:20, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2199, offset_loss: 0.3962, cls_loss: 0.2541, mask_loss: 0.2836, iou_score_loss: 0.0124, loss: 1.1662 +2022-06-02 19:43:28,345 - INFO - Epoch [86/128][210/300] lr: 0.0023, eta: 3:37:42, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1887, offset_loss: 0.3722, cls_loss: 0.2158, mask_loss: 0.2939, iou_score_loss: 0.0068, loss: 1.0774 +2022-06-02 19:43:38,019 - INFO - Epoch [86/128][220/300] lr: 0.0023, eta: 3:36:56, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1348, offset_loss: 0.3356, cls_loss: 0.1312, mask_loss: 0.2315, iou_score_loss: 0.0061, loss: 0.8392 +2022-06-02 19:43:48,427 - INFO - Epoch [86/128][230/300] lr: 0.0023, eta: 3:36:54, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1464, offset_loss: 0.3648, cls_loss: 0.1977, mask_loss: 0.2550, iou_score_loss: 0.0062, loss: 0.9701 +2022-06-02 19:43:58,898 - INFO - Epoch [86/128][240/300] lr: 0.0023, eta: 3:36:54, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1612, offset_loss: 0.3927, cls_loss: 0.2226, mask_loss: 0.2770, iou_score_loss: 0.0098, loss: 1.0633 +2022-06-02 19:44:08,330 - INFO - Epoch [86/128][250/300] lr: 0.0023, eta: 3:36:01, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2246, offset_loss: 0.4638, cls_loss: 0.2100, mask_loss: 0.3211, iou_score_loss: 0.0059, loss: 1.2254 +2022-06-02 19:44:19,147 - INFO - Epoch [86/128][260/300] lr: 0.0023, eta: 3:36:18, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1777, offset_loss: 0.3312, cls_loss: 0.1541, mask_loss: 0.2510, iou_score_loss: 0.0069, loss: 0.9209 +2022-06-02 19:44:29,472 - INFO - Epoch [86/128][270/300] lr: 0.0023, eta: 3:36:11, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1417, offset_loss: 0.3257, cls_loss: 0.1648, mask_loss: 0.2613, iou_score_loss: 0.0075, loss: 0.9010 +2022-06-02 19:44:40,587 - INFO - Epoch [86/128][280/300] lr: 0.0023, eta: 3:36:37, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1519, offset_loss: 0.3832, cls_loss: 0.2077, mask_loss: 0.3155, iou_score_loss: 0.0069, loss: 1.0652 +2022-06-02 19:44:51,429 - INFO - Epoch [86/128][290/300] lr: 0.0023, eta: 3:36:51, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1503, offset_loss: 0.3840, cls_loss: 0.1816, mask_loss: 0.2947, iou_score_loss: 0.0074, loss: 1.0181 +2022-06-02 19:44:59,782 - INFO - Epoch [86/128][300/300] lr: 0.0023, eta: 3:35:19, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1988, offset_loss: 0.3755, cls_loss: 0.1694, mask_loss: 0.2679, iou_score_loss: 0.0090, loss: 1.0206 +2022-06-02 19:45:16,958 - INFO - Epoch [87/128][10/300] lr: 0.0022, eta: 5:36:12, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1816, offset_loss: 0.3415, cls_loss: 0.2245, mask_loss: 0.2605, iou_score_loss: 0.0079, loss: 1.0160 +2022-06-02 19:45:27,694 - INFO - Epoch [87/128][20/300] lr: 0.0022, eta: 4:40:16, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2004, offset_loss: 0.4145, cls_loss: 0.2575, mask_loss: 0.3220, iou_score_loss: 0.0098, loss: 1.2043 +2022-06-02 19:45:37,185 - INFO - Epoch [87/128][30/300] lr: 0.0022, eta: 4:13:08, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1801, offset_loss: 0.4243, cls_loss: 0.1529, mask_loss: 0.2462, iou_score_loss: 0.0070, loss: 1.0106 +2022-06-02 19:45:48,201 - INFO - Epoch [87/128][40/300] lr: 0.0022, eta: 4:07:20, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1887, offset_loss: 0.3456, cls_loss: 0.2296, mask_loss: 0.2835, iou_score_loss: 0.0100, loss: 1.0574 +2022-06-02 19:45:58,254 - INFO - Epoch [87/128][50/300] lr: 0.0022, eta: 3:59:46, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1807, offset_loss: 0.3549, cls_loss: 0.1724, mask_loss: 0.2794, iou_score_loss: 0.0060, loss: 0.9933 +2022-06-02 19:46:09,524 - INFO - Epoch [87/128][60/300] lr: 0.0022, eta: 3:58:53, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1450, offset_loss: 0.4373, cls_loss: 0.1457, mask_loss: 0.2328, iou_score_loss: 0.0082, loss: 0.9689 +2022-06-02 19:46:19,493 - INFO - Epoch [87/128][70/300] lr: 0.0022, eta: 3:54:20, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1475, offset_loss: 0.4598, cls_loss: 0.1481, mask_loss: 0.2819, iou_score_loss: 0.0064, loss: 1.0435 +2022-06-02 19:46:29,494 - INFO - Epoch [87/128][80/300] lr: 0.0022, eta: 3:50:57, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1541, offset_loss: 0.3571, cls_loss: 0.1948, mask_loss: 0.2390, iou_score_loss: 0.0059, loss: 0.9510 +2022-06-02 19:46:39,573 - INFO - Epoch [87/128][90/300] lr: 0.0022, eta: 3:48:29, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1646, offset_loss: 0.4065, cls_loss: 0.2322, mask_loss: 0.2772, iou_score_loss: 0.0063, loss: 1.0868 +2022-06-02 19:46:49,843 - INFO - Epoch [87/128][100/300] lr: 0.0022, eta: 3:46:51, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2141, offset_loss: 0.3886, cls_loss: 0.2567, mask_loss: 0.2353, iou_score_loss: 0.0059, loss: 1.1006 +2022-06-02 19:46:59,606 - INFO - Epoch [87/128][110/300] lr: 0.0022, eta: 3:44:34, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1686, offset_loss: 0.4050, cls_loss: 0.1577, mask_loss: 0.2525, iou_score_loss: 0.0081, loss: 0.9919 +2022-06-02 19:47:10,425 - INFO - Epoch [87/128][120/300] lr: 0.0022, eta: 3:44:26, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1868, offset_loss: 0.3721, cls_loss: 0.2123, mask_loss: 0.2541, iou_score_loss: 0.0061, loss: 1.0314 +2022-06-02 19:47:19,187 - INFO - Epoch [87/128][130/300] lr: 0.0022, eta: 3:41:01, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1446, offset_loss: 0.3469, cls_loss: 0.1793, mask_loss: 0.2566, iou_score_loss: 0.0064, loss: 0.9338 +2022-06-02 19:47:29,298 - INFO - Epoch [87/128][140/300] lr: 0.0022, eta: 3:40:03, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1725, offset_loss: 0.3494, cls_loss: 0.2220, mask_loss: 0.2541, iou_score_loss: 0.0068, loss: 1.0048 +2022-06-02 19:47:40,149 - INFO - Epoch [87/128][150/300] lr: 0.0022, eta: 3:40:13, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1932, offset_loss: 0.4233, cls_loss: 0.1537, mask_loss: 0.2690, iou_score_loss: 0.0066, loss: 1.0458 +2022-06-02 19:47:50,444 - INFO - Epoch [87/128][160/300] lr: 0.0022, eta: 3:39:37, mem: 9016, data_time: 0.00, iter_time: 1.27, semantic_loss: 0.1882, offset_loss: 0.4046, cls_loss: 0.1980, mask_loss: 0.2899, iou_score_loss: 0.0086, loss: 1.0892 +2022-06-02 19:47:59,932 - INFO - Epoch [87/128][170/300] lr: 0.0022, eta: 3:38:07, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1723, offset_loss: 0.3870, cls_loss: 0.2071, mask_loss: 0.2147, iou_score_loss: 0.0059, loss: 0.9869 +2022-06-02 19:48:10,428 - INFO - Epoch [87/128][180/300] lr: 0.0022, eta: 3:37:54, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2022, offset_loss: 0.4321, cls_loss: 0.2402, mask_loss: 0.3277, iou_score_loss: 0.0106, loss: 1.2128 +2022-06-02 19:48:21,578 - INFO - Epoch [87/128][190/300] lr: 0.0022, eta: 3:38:24, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1529, offset_loss: 0.3682, cls_loss: 0.1619, mask_loss: 0.2503, iou_score_loss: 0.0091, loss: 0.9424 +2022-06-02 19:48:32,774 - INFO - Epoch [87/128][200/300] lr: 0.0022, eta: 3:38:53, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1984, offset_loss: 0.3555, cls_loss: 0.2617, mask_loss: 0.2636, iou_score_loss: 0.0091, loss: 1.0883 +2022-06-02 19:48:43,169 - INFO - Epoch [87/128][210/300] lr: 0.0022, eta: 3:38:31, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1575, offset_loss: 0.4346, cls_loss: 0.1636, mask_loss: 0.2302, iou_score_loss: 0.0063, loss: 0.9922 +2022-06-02 19:48:53,913 - INFO - Epoch [87/128][220/300] lr: 0.0022, eta: 3:38:29, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.2115, offset_loss: 0.4568, cls_loss: 0.1759, mask_loss: 0.2970, iou_score_loss: 0.0081, loss: 1.1493 +2022-06-02 19:49:04,124 - INFO - Epoch [87/128][230/300] lr: 0.0022, eta: 3:37:59, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1467, offset_loss: 0.3535, cls_loss: 0.3465, mask_loss: 0.2534, iou_score_loss: 0.0069, loss: 1.1071 +2022-06-02 19:49:14,144 - INFO - Epoch [87/128][240/300] lr: 0.0022, eta: 3:37:19, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1863, offset_loss: 0.4206, cls_loss: 0.2066, mask_loss: 0.3134, iou_score_loss: 0.0070, loss: 1.1340 +2022-06-02 19:49:25,271 - INFO - Epoch [87/128][250/300] lr: 0.0022, eta: 3:37:37, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.2240, offset_loss: 0.3936, cls_loss: 0.1897, mask_loss: 0.2912, iou_score_loss: 0.0068, loss: 1.1053 +2022-06-02 19:49:36,439 - INFO - Epoch [87/128][260/300] lr: 0.0022, eta: 3:37:55, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1567, offset_loss: 0.3598, cls_loss: 0.1457, mask_loss: 0.2273, iou_score_loss: 0.0056, loss: 0.8951 +2022-06-02 19:49:46,430 - INFO - Epoch [87/128][270/300] lr: 0.0022, eta: 3:37:17, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1522, offset_loss: 0.4207, cls_loss: 0.1586, mask_loss: 0.2746, iou_score_loss: 0.0073, loss: 1.0134 +2022-06-02 19:49:56,349 - INFO - Epoch [87/128][280/300] lr: 0.0022, eta: 3:36:38, mem: 9016, data_time: 0.00, iter_time: 1.36, semantic_loss: 0.2079, offset_loss: 0.3962, cls_loss: 0.2197, mask_loss: 0.2980, iou_score_loss: 0.0070, loss: 1.1287 +2022-06-02 19:50:06,113 - INFO - Epoch [87/128][290/300] lr: 0.0022, eta: 3:35:53, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1863, offset_loss: 0.3695, cls_loss: 0.2199, mask_loss: 0.2625, iou_score_loss: 0.0087, loss: 1.0468 +2022-06-02 19:50:15,165 - INFO - Epoch [87/128][300/300] lr: 0.0022, eta: 3:34:43, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1514, offset_loss: 0.3397, cls_loss: 0.1829, mask_loss: 0.2311, iou_score_loss: 0.0071, loss: 0.9123 +2022-06-02 19:50:32,209 - INFO - Epoch [88/128][10/300] lr: 0.0022, eta: 5:24:23, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1908, offset_loss: 0.4086, cls_loss: 0.2693, mask_loss: 0.2595, iou_score_loss: 0.0092, loss: 1.1374 +2022-06-02 19:50:42,917 - INFO - Epoch [88/128][20/300] lr: 0.0022, eta: 4:31:42, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1598, offset_loss: 0.3347, cls_loss: 0.1888, mask_loss: 0.2714, iou_score_loss: 0.0082, loss: 0.9628 +2022-06-02 19:50:52,098 - INFO - Epoch [88/128][30/300] lr: 0.0022, eta: 4:03:34, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1892, offset_loss: 0.3167, cls_loss: 0.1934, mask_loss: 0.2475, iou_score_loss: 0.0091, loss: 0.9558 +2022-06-02 19:51:01,932 - INFO - Epoch [88/128][40/300] lr: 0.0022, eta: 3:52:41, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1955, offset_loss: 0.3517, cls_loss: 0.1959, mask_loss: 0.2895, iou_score_loss: 0.0067, loss: 1.0393 +2022-06-02 19:51:11,739 - INFO - Epoch [88/128][50/300] lr: 0.0022, eta: 3:46:05, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2192, offset_loss: 0.4386, cls_loss: 0.2090, mask_loss: 0.2825, iou_score_loss: 0.0091, loss: 1.1583 +2022-06-02 19:51:23,245 - INFO - Epoch [88/128][60/300] lr: 0.0022, eta: 3:47:23, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1426, offset_loss: 0.4476, cls_loss: 0.2319, mask_loss: 0.2465, iou_score_loss: 0.0069, loss: 1.0755 +2022-06-02 19:51:33,330 - INFO - Epoch [88/128][70/300] lr: 0.0022, eta: 3:44:06, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1842, offset_loss: 0.3638, cls_loss: 0.1875, mask_loss: 0.2937, iou_score_loss: 0.0071, loss: 1.0362 +2022-06-02 19:51:44,112 - INFO - Epoch [88/128][80/300] lr: 0.0022, eta: 3:43:23, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.2324, offset_loss: 0.4471, cls_loss: 0.1947, mask_loss: 0.2691, iou_score_loss: 0.0086, loss: 1.1519 +2022-06-02 19:51:53,994 - INFO - Epoch [88/128][90/300] lr: 0.0022, eta: 3:40:44, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1982, offset_loss: 0.4424, cls_loss: 0.1731, mask_loss: 0.2980, iou_score_loss: 0.0083, loss: 1.1200 +2022-06-02 19:52:03,961 - INFO - Epoch [88/128][100/300] lr: 0.0022, eta: 3:38:42, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2148, offset_loss: 0.4709, cls_loss: 0.1774, mask_loss: 0.2771, iou_score_loss: 0.0063, loss: 1.1464 +2022-06-02 19:52:13,856 - INFO - Epoch [88/128][110/300] lr: 0.0022, eta: 3:36:59, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1905, offset_loss: 0.3997, cls_loss: 0.1590, mask_loss: 0.2124, iou_score_loss: 0.0051, loss: 0.9667 +2022-06-02 19:52:24,137 - INFO - Epoch [88/128][120/300] lr: 0.0022, eta: 3:36:08, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1758, offset_loss: 0.4348, cls_loss: 0.1650, mask_loss: 0.2434, iou_score_loss: 0.0070, loss: 1.0261 +2022-06-02 19:52:34,603 - INFO - Epoch [88/128][130/300] lr: 0.0022, eta: 3:35:40, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1542, offset_loss: 0.4304, cls_loss: 0.1950, mask_loss: 0.2657, iou_score_loss: 0.0099, loss: 1.0552 +2022-06-02 19:52:45,167 - INFO - Epoch [88/128][140/300] lr: 0.0022, eta: 3:35:24, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1830, offset_loss: 0.4531, cls_loss: 0.2043, mask_loss: 0.2704, iou_score_loss: 0.0067, loss: 1.1174 +2022-06-02 19:52:54,957 - INFO - Epoch [88/128][150/300] lr: 0.0022, eta: 3:34:05, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1503, offset_loss: 0.4051, cls_loss: 0.2494, mask_loss: 0.2800, iou_score_loss: 0.0088, loss: 1.0935 +2022-06-02 19:53:05,465 - INFO - Epoch [88/128][160/300] lr: 0.0022, eta: 3:33:49, mem: 9016, data_time: 0.00, iter_time: 1.62, semantic_loss: 0.1982, offset_loss: 0.4472, cls_loss: 0.2118, mask_loss: 0.2648, iou_score_loss: 0.0090, loss: 1.1310 +2022-06-02 19:53:15,269 - INFO - Epoch [88/128][170/300] lr: 0.0022, eta: 3:32:45, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1822, offset_loss: 0.4459, cls_loss: 0.2285, mask_loss: 0.2379, iou_score_loss: 0.0090, loss: 1.1034 +2022-06-02 19:53:24,815 - INFO - Epoch [88/128][180/300] lr: 0.0022, eta: 3:31:28, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1935, offset_loss: 0.3442, cls_loss: 0.2412, mask_loss: 0.2845, iou_score_loss: 0.0058, loss: 1.0692 +2022-06-02 19:53:35,819 - INFO - Epoch [88/128][190/300] lr: 0.0022, eta: 3:31:51, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1702, offset_loss: 0.3750, cls_loss: 0.1729, mask_loss: 0.2346, iou_score_loss: 0.0054, loss: 0.9580 +2022-06-02 19:53:45,940 - INFO - Epoch [88/128][200/300] lr: 0.0022, eta: 3:31:18, mem: 9016, data_time: 0.00, iter_time: 1.41, semantic_loss: 0.1924, offset_loss: 0.4730, cls_loss: 0.1882, mask_loss: 0.2734, iou_score_loss: 0.0077, loss: 1.1348 +2022-06-02 19:53:57,061 - INFO - Epoch [88/128][210/300] lr: 0.0022, eta: 3:31:45, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1567, offset_loss: 0.3711, cls_loss: 0.2126, mask_loss: 0.2650, iou_score_loss: 0.0077, loss: 1.0131 +2022-06-02 19:54:06,974 - INFO - Epoch [88/128][220/300] lr: 0.0022, eta: 3:31:02, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1593, offset_loss: 0.4284, cls_loss: 0.1852, mask_loss: 0.2797, iou_score_loss: 0.0089, loss: 1.0615 +2022-06-02 19:54:17,417 - INFO - Epoch [88/128][230/300] lr: 0.0022, eta: 3:30:49, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1831, offset_loss: 0.4329, cls_loss: 0.2242, mask_loss: 0.2704, iou_score_loss: 0.0073, loss: 1.1179 +2022-06-02 19:54:27,896 - INFO - Epoch [88/128][240/300] lr: 0.0022, eta: 3:30:39, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1605, offset_loss: 0.3320, cls_loss: 0.1950, mask_loss: 0.2565, iou_score_loss: 0.0070, loss: 0.9509 +2022-06-02 19:54:37,762 - INFO - Epoch [88/128][250/300] lr: 0.0022, eta: 3:29:57, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2125, offset_loss: 0.3666, cls_loss: 0.1868, mask_loss: 0.2842, iou_score_loss: 0.0067, loss: 1.0569 +2022-06-02 19:54:48,331 - INFO - Epoch [88/128][260/300] lr: 0.0022, eta: 3:29:53, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1646, offset_loss: 0.3559, cls_loss: 0.1573, mask_loss: 0.2300, iou_score_loss: 0.0067, loss: 0.9146 +2022-06-02 19:54:58,772 - INFO - Epoch [88/128][270/300] lr: 0.0022, eta: 3:29:42, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1712, offset_loss: 0.4209, cls_loss: 0.2097, mask_loss: 0.2994, iou_score_loss: 0.0069, loss: 1.1080 +2022-06-02 19:55:10,686 - INFO - Epoch [88/128][280/300] lr: 0.0022, eta: 3:30:34, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1615, offset_loss: 0.5329, cls_loss: 0.1584, mask_loss: 0.2600, iou_score_loss: 0.0050, loss: 1.1178 +2022-06-02 19:55:22,378 - INFO - Epoch [88/128][290/300] lr: 0.0022, eta: 3:31:12, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1803, offset_loss: 0.3540, cls_loss: 0.1551, mask_loss: 0.2549, iou_score_loss: 0.0066, loss: 0.9508 +2022-06-02 19:55:31,971 - INFO - Epoch [88/128][300/300] lr: 0.0022, eta: 3:30:24, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1580, offset_loss: 0.3714, cls_loss: 0.2199, mask_loss: 0.2242, iou_score_loss: 0.0066, loss: 0.9802 +2022-06-02 19:55:33,196 - INFO - Validation +2022-06-02 19:56:46,002 - INFO - Evaluate instance segmentation +2022-06-02 19:56:57,070 - INFO - AP: 0.456. AP_50: 0.670. AP_25: 0.794 +2022-06-02 19:56:57,071 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 19:57:03,740 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 19:57:03,740 - INFO - mIoU: 72.0 +2022-06-02 19:57:04,970 - INFO - Acc: 89.8 +2022-06-02 19:57:08,123 - INFO - Offset MAE: 0.442 +2022-06-02 19:57:22,585 - INFO - Epoch [89/128][10/300] lr: 0.0021, eta: 4:47:18, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1974, offset_loss: 0.4769, cls_loss: 0.2264, mask_loss: 0.2463, iou_score_loss: 0.0073, loss: 1.1541 +2022-06-02 19:57:31,824 - INFO - Epoch [89/128][20/300] lr: 0.0021, eta: 3:55:48, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1740, offset_loss: 0.3556, cls_loss: 0.2062, mask_loss: 0.2874, iou_score_loss: 0.0055, loss: 1.0288 +2022-06-02 19:57:41,971 - INFO - Epoch [89/128][30/300] lr: 0.0021, eta: 3:44:28, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1983, offset_loss: 0.3691, cls_loss: 0.2887, mask_loss: 0.2551, iou_score_loss: 0.0045, loss: 1.1156 +2022-06-02 19:57:52,873 - INFO - Epoch [89/128][40/300] lr: 0.0021, eta: 3:42:36, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1799, offset_loss: 0.3781, cls_loss: 0.2071, mask_loss: 0.2748, iou_score_loss: 0.0073, loss: 1.0472 +2022-06-02 19:58:03,397 - INFO - Epoch [89/128][50/300] lr: 0.0021, eta: 3:39:51, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1545, offset_loss: 0.4073, cls_loss: 0.1884, mask_loss: 0.2879, iou_score_loss: 0.0066, loss: 1.0448 +2022-06-02 19:58:14,471 - INFO - Epoch [89/128][60/300] lr: 0.0021, eta: 3:39:46, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1750, offset_loss: 0.3664, cls_loss: 0.2013, mask_loss: 0.2755, iou_score_loss: 0.0063, loss: 1.0244 +2022-06-02 19:58:24,164 - INFO - Epoch [89/128][70/300] lr: 0.0021, eta: 3:35:46, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1997, offset_loss: 0.4051, cls_loss: 0.2268, mask_loss: 0.2797, iou_score_loss: 0.0071, loss: 1.1184 +2022-06-02 19:58:34,780 - INFO - Epoch [89/128][80/300] lr: 0.0021, eta: 3:34:59, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1475, offset_loss: 0.4022, cls_loss: 0.2422, mask_loss: 0.2292, iou_score_loss: 0.0066, loss: 1.0277 +2022-06-02 19:58:45,352 - INFO - Epoch [89/128][90/300] lr: 0.0021, eta: 3:34:15, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.2223, offset_loss: 0.3851, cls_loss: 0.2031, mask_loss: 0.2561, iou_score_loss: 0.0066, loss: 1.0731 +2022-06-02 19:58:54,236 - INFO - Epoch [89/128][100/300] lr: 0.0021, eta: 3:30:17, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1493, offset_loss: 0.4581, cls_loss: 0.2415, mask_loss: 0.2625, iou_score_loss: 0.0092, loss: 1.1206 +2022-06-02 19:59:03,873 - INFO - Epoch [89/128][110/300] lr: 0.0021, eta: 3:28:22, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1957, offset_loss: 0.3945, cls_loss: 0.1868, mask_loss: 0.2960, iou_score_loss: 0.0088, loss: 1.0818 +2022-06-02 19:59:14,424 - INFO - Epoch [89/128][120/300] lr: 0.0021, eta: 3:28:16, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1565, offset_loss: 0.4078, cls_loss: 0.1614, mask_loss: 0.2644, iou_score_loss: 0.0051, loss: 0.9952 +2022-06-02 19:59:25,451 - INFO - Epoch [89/128][130/300] lr: 0.0021, eta: 3:28:51, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1940, offset_loss: 0.3851, cls_loss: 0.1792, mask_loss: 0.2783, iou_score_loss: 0.0054, loss: 1.0419 +2022-06-02 19:59:36,032 - INFO - Epoch [89/128][140/300] lr: 0.0021, eta: 3:28:42, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1511, offset_loss: 0.3481, cls_loss: 0.1598, mask_loss: 0.2308, iou_score_loss: 0.0055, loss: 0.8953 +2022-06-02 19:59:45,297 - INFO - Epoch [89/128][150/300] lr: 0.0021, eta: 3:26:50, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1856, offset_loss: 0.3666, cls_loss: 0.1731, mask_loss: 0.2674, iou_score_loss: 0.0056, loss: 0.9984 +2022-06-02 19:59:55,364 - INFO - Epoch [89/128][160/300] lr: 0.0021, eta: 3:26:09, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1693, offset_loss: 0.3488, cls_loss: 0.2268, mask_loss: 0.2642, iou_score_loss: 0.0087, loss: 1.0178 +2022-06-02 20:00:05,051 - INFO - Epoch [89/128][170/300] lr: 0.0021, eta: 3:25:06, mem: 9016, data_time: 0.00, iter_time: 1.34, semantic_loss: 0.1698, offset_loss: 0.3446, cls_loss: 0.2169, mask_loss: 0.2589, iou_score_loss: 0.0066, loss: 0.9968 +2022-06-02 20:00:15,425 - INFO - Epoch [89/128][180/300] lr: 0.0021, eta: 3:24:54, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2204, offset_loss: 0.3697, cls_loss: 0.1912, mask_loss: 0.2628, iou_score_loss: 0.0074, loss: 1.0515 +2022-06-02 20:00:25,005 - INFO - Epoch [89/128][190/300] lr: 0.0021, eta: 3:23:52, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1974, offset_loss: 0.4337, cls_loss: 0.1598, mask_loss: 0.2480, iou_score_loss: 0.0100, loss: 1.0489 +2022-06-02 20:00:35,213 - INFO - Epoch [89/128][200/300] lr: 0.0021, eta: 3:23:33, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1913, offset_loss: 0.3907, cls_loss: 0.2428, mask_loss: 0.2870, iou_score_loss: 0.0087, loss: 1.1205 +2022-06-02 20:00:45,779 - INFO - Epoch [89/128][210/300] lr: 0.0021, eta: 3:23:35, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1268, offset_loss: 0.3284, cls_loss: 0.1681, mask_loss: 0.3054, iou_score_loss: 0.0090, loss: 0.9377 +2022-06-02 20:00:56,144 - INFO - Epoch [89/128][220/300] lr: 0.0021, eta: 3:23:24, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1884, offset_loss: 0.4369, cls_loss: 0.1989, mask_loss: 0.3034, iou_score_loss: 0.0092, loss: 1.1368 +2022-06-02 20:01:07,941 - INFO - Epoch [89/128][230/300] lr: 0.0021, eta: 3:24:28, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1528, offset_loss: 0.4816, cls_loss: 0.2036, mask_loss: 0.2666, iou_score_loss: 0.0065, loss: 1.1110 +2022-06-02 20:01:17,694 - INFO - Epoch [89/128][240/300] lr: 0.0021, eta: 3:23:43, mem: 9016, data_time: 0.00, iter_time: 1.44, semantic_loss: 0.1775, offset_loss: 0.4064, cls_loss: 0.2022, mask_loss: 0.2963, iou_score_loss: 0.0094, loss: 1.0918 +2022-06-02 20:01:27,675 - INFO - Epoch [89/128][250/300] lr: 0.0021, eta: 3:23:14, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1587, offset_loss: 0.3686, cls_loss: 0.1843, mask_loss: 0.2371, iou_score_loss: 0.0055, loss: 0.9542 +2022-06-02 20:01:38,228 - INFO - Epoch [89/128][260/300] lr: 0.0021, eta: 3:23:12, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1607, offset_loss: 0.3905, cls_loss: 0.1495, mask_loss: 0.2603, iou_score_loss: 0.0077, loss: 0.9687 +2022-06-02 20:01:47,604 - INFO - Epoch [89/128][270/300] lr: 0.0021, eta: 3:22:17, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1731, offset_loss: 0.3670, cls_loss: 0.2042, mask_loss: 0.2836, iou_score_loss: 0.0072, loss: 1.0352 +2022-06-02 20:01:57,586 - INFO - Epoch [89/128][280/300] lr: 0.0021, eta: 3:21:52, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1653, offset_loss: 0.3846, cls_loss: 0.2098, mask_loss: 0.2857, iou_score_loss: 0.0078, loss: 1.0531 +2022-06-02 20:02:08,729 - INFO - Epoch [89/128][290/300] lr: 0.0021, eta: 3:22:14, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1782, offset_loss: 0.4895, cls_loss: 0.2110, mask_loss: 0.2587, iou_score_loss: 0.0052, loss: 1.1427 +2022-06-02 20:02:16,821 - INFO - Epoch [89/128][300/300] lr: 0.0021, eta: 3:20:36, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1904, offset_loss: 0.3694, cls_loss: 0.1973, mask_loss: 0.2972, iou_score_loss: 0.0078, loss: 1.0621 +2022-06-02 20:02:33,402 - INFO - Epoch [90/128][10/300] lr: 0.002, eta: 4:58:07, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1966, offset_loss: 0.3582, cls_loss: 0.2436, mask_loss: 0.2413, iou_score_loss: 0.0069, loss: 1.0466 +2022-06-02 20:02:43,418 - INFO - Epoch [90/128][20/300] lr: 0.002, eta: 4:06:45, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1707, offset_loss: 0.3696, cls_loss: 0.1173, mask_loss: 0.2645, iou_score_loss: 0.0068, loss: 0.9288 +2022-06-02 20:02:53,490 - INFO - Epoch [90/128][30/300] lr: 0.002, eta: 3:49:38, mem: 9016, data_time: 0.00, iter_time: 1.39, semantic_loss: 0.2189, offset_loss: 0.3376, cls_loss: 0.2283, mask_loss: 0.2988, iou_score_loss: 0.0078, loss: 1.0913 +2022-06-02 20:03:01,850 - INFO - Epoch [90/128][40/300] lr: 0.002, eta: 3:32:35, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1350, offset_loss: 0.4398, cls_loss: 0.1823, mask_loss: 0.2371, iou_score_loss: 0.0070, loss: 1.0012 +2022-06-02 20:03:12,029 - INFO - Epoch [90/128][50/300] lr: 0.002, eta: 3:29:33, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1726, offset_loss: 0.3536, cls_loss: 0.2299, mask_loss: 0.2281, iou_score_loss: 0.0064, loss: 0.9906 +2022-06-02 20:03:21,855 - INFO - Epoch [90/128][60/300] lr: 0.002, eta: 3:26:14, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.2218, offset_loss: 0.4276, cls_loss: 0.1375, mask_loss: 0.2762, iou_score_loss: 0.0049, loss: 1.0680 +2022-06-02 20:03:30,981 - INFO - Epoch [90/128][70/300] lr: 0.002, eta: 3:21:53, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2182, offset_loss: 0.3820, cls_loss: 0.1993, mask_loss: 0.2612, iou_score_loss: 0.0086, loss: 1.0694 +2022-06-02 20:03:42,081 - INFO - Epoch [90/128][80/300] lr: 0.002, eta: 3:23:19, mem: 9016, data_time: 0.00, iter_time: 1.43, semantic_loss: 0.1990, offset_loss: 0.4631, cls_loss: 0.2173, mask_loss: 0.2856, iou_score_loss: 0.0063, loss: 1.1714 +2022-06-02 20:03:52,134 - INFO - Epoch [90/128][90/300] lr: 0.002, eta: 3:22:14, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1586, offset_loss: 0.4022, cls_loss: 0.2287, mask_loss: 0.2520, iou_score_loss: 0.0078, loss: 1.0493 +2022-06-02 20:04:02,889 - INFO - Epoch [90/128][100/300] lr: 0.002, eta: 3:22:39, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1594, offset_loss: 0.3339, cls_loss: 0.1757, mask_loss: 0.2497, iou_score_loss: 0.0058, loss: 0.9244 +2022-06-02 20:04:12,459 - INFO - Epoch [90/128][110/300] lr: 0.002, eta: 3:20:52, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2213, offset_loss: 0.4415, cls_loss: 0.2223, mask_loss: 0.2838, iou_score_loss: 0.0064, loss: 1.1752 +2022-06-02 20:04:22,425 - INFO - Epoch [90/128][120/300] lr: 0.002, eta: 3:20:00, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1695, offset_loss: 0.3465, cls_loss: 0.1741, mask_loss: 0.2760, iou_score_loss: 0.0076, loss: 0.9737 +2022-06-02 20:04:33,296 - INFO - Epoch [90/128][130/300] lr: 0.002, eta: 3:20:34, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1556, offset_loss: 0.4412, cls_loss: 0.1512, mask_loss: 0.2613, iou_score_loss: 0.0073, loss: 1.0166 +2022-06-02 20:04:42,864 - INFO - Epoch [90/128][140/300] lr: 0.002, eta: 3:19:16, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1789, offset_loss: 0.4687, cls_loss: 0.1361, mask_loss: 0.2497, iou_score_loss: 0.0069, loss: 1.0404 +2022-06-02 20:04:53,856 - INFO - Epoch [90/128][150/300] lr: 0.002, eta: 3:19:55, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1734, offset_loss: 0.3947, cls_loss: 0.1969, mask_loss: 0.2411, iou_score_loss: 0.0079, loss: 1.0140 +2022-06-02 20:05:02,802 - INFO - Epoch [90/128][160/300] lr: 0.002, eta: 3:18:00, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1819, offset_loss: 0.3417, cls_loss: 0.2226, mask_loss: 0.2754, iou_score_loss: 0.0072, loss: 1.0289 +2022-06-02 20:05:12,484 - INFO - Epoch [90/128][170/300] lr: 0.002, eta: 3:17:09, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.2041, offset_loss: 0.3503, cls_loss: 0.1650, mask_loss: 0.3158, iou_score_loss: 0.0059, loss: 1.0412 +2022-06-02 20:05:24,434 - INFO - Epoch [90/128][180/300] lr: 0.002, eta: 3:18:47, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1729, offset_loss: 0.3748, cls_loss: 0.1788, mask_loss: 0.2467, iou_score_loss: 0.0082, loss: 0.9814 +2022-06-02 20:05:33,765 - INFO - Epoch [90/128][190/300] lr: 0.002, eta: 3:17:34, mem: 9016, data_time: 0.00, iter_time: 1.44, semantic_loss: 0.1624, offset_loss: 0.3522, cls_loss: 0.1728, mask_loss: 0.2747, iou_score_loss: 0.0070, loss: 0.9691 +2022-06-02 20:05:45,367 - INFO - Epoch [90/128][200/300] lr: 0.002, eta: 3:18:39, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1813, offset_loss: 0.3992, cls_loss: 0.2148, mask_loss: 0.2964, iou_score_loss: 0.0082, loss: 1.0998 +2022-06-02 20:05:54,617 - INFO - Epoch [90/128][210/300] lr: 0.002, eta: 3:17:28, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1294, offset_loss: 0.3609, cls_loss: 0.1947, mask_loss: 0.2724, iou_score_loss: 0.0080, loss: 0.9653 +2022-06-02 20:06:04,170 - INFO - Epoch [90/128][220/300] lr: 0.002, eta: 3:16:38, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2136, offset_loss: 0.3611, cls_loss: 0.2201, mask_loss: 0.3024, iou_score_loss: 0.0077, loss: 1.1049 +2022-06-02 20:06:15,794 - INFO - Epoch [90/128][230/300] lr: 0.002, eta: 3:17:33, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1882, offset_loss: 0.3889, cls_loss: 0.2018, mask_loss: 0.2944, iou_score_loss: 0.0061, loss: 1.0794 +2022-06-02 20:06:26,867 - INFO - Epoch [90/128][240/300] lr: 0.002, eta: 3:17:59, mem: 9016, data_time: 0.31, iter_time: 1.43, semantic_loss: 0.1770, offset_loss: 0.3975, cls_loss: 0.2298, mask_loss: 0.2825, iou_score_loss: 0.0066, loss: 1.0934 +2022-06-02 20:06:36,685 - INFO - Epoch [90/128][250/300] lr: 0.002, eta: 3:17:23, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1527, offset_loss: 0.3466, cls_loss: 0.1710, mask_loss: 0.2547, iou_score_loss: 0.0054, loss: 0.9304 +2022-06-02 20:06:47,397 - INFO - Epoch [90/128][260/300] lr: 0.002, eta: 3:17:30, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1841, offset_loss: 0.4782, cls_loss: 0.2010, mask_loss: 0.2878, iou_score_loss: 0.0078, loss: 1.1589 +2022-06-02 20:06:57,617 - INFO - Epoch [90/128][270/300] lr: 0.002, eta: 3:17:13, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1607, offset_loss: 0.4126, cls_loss: 0.2153, mask_loss: 0.3083, iou_score_loss: 0.0070, loss: 1.1039 +2022-06-02 20:07:07,756 - INFO - Epoch [90/128][280/300] lr: 0.002, eta: 3:16:54, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1810, offset_loss: 0.3105, cls_loss: 0.1747, mask_loss: 0.2638, iou_score_loss: 0.0058, loss: 0.9357 +2022-06-02 20:07:18,797 - INFO - Epoch [90/128][290/300] lr: 0.002, eta: 3:17:12, mem: 9016, data_time: 0.00, iter_time: 1.63, semantic_loss: 0.2138, offset_loss: 0.5522, cls_loss: 0.1778, mask_loss: 0.2993, iou_score_loss: 0.0087, loss: 1.2518 +2022-06-02 20:07:26,960 - INFO - Epoch [90/128][300/300] lr: 0.002, eta: 3:15:37, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1448, offset_loss: 0.3538, cls_loss: 0.2246, mask_loss: 0.2477, iou_score_loss: 0.0056, loss: 0.9765 +2022-06-02 20:07:43,328 - INFO - Epoch [91/128][10/300] lr: 0.0019, eta: 4:46:09, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1543, offset_loss: 0.3246, cls_loss: 0.1553, mask_loss: 0.2998, iou_score_loss: 0.0073, loss: 0.9413 +2022-06-02 20:07:54,384 - INFO - Epoch [91/128][20/300] lr: 0.0019, eta: 4:07:58, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1605, offset_loss: 0.4250, cls_loss: 0.2030, mask_loss: 0.2529, iou_score_loss: 0.0087, loss: 1.0501 +2022-06-02 20:08:04,415 - INFO - Epoch [91/128][30/300] lr: 0.0019, eta: 3:48:29, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1509, offset_loss: 0.3242, cls_loss: 0.1991, mask_loss: 0.2299, iou_score_loss: 0.0053, loss: 0.9094 +2022-06-02 20:08:13,549 - INFO - Epoch [91/128][40/300] lr: 0.0019, eta: 3:34:28, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1592, offset_loss: 0.3909, cls_loss: 0.2568, mask_loss: 0.2563, iou_score_loss: 0.0100, loss: 1.0732 +2022-06-02 20:08:24,028 - INFO - Epoch [91/128][50/300] lr: 0.0019, eta: 3:31:00, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.2368, offset_loss: 0.3482, cls_loss: 0.2120, mask_loss: 0.2886, iou_score_loss: 0.0086, loss: 1.0943 +2022-06-02 20:08:33,959 - INFO - Epoch [91/128][60/300] lr: 0.0019, eta: 3:27:00, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2057, offset_loss: 0.3263, cls_loss: 0.2582, mask_loss: 0.2677, iou_score_loss: 0.0067, loss: 1.0646 +2022-06-02 20:08:44,203 - INFO - Epoch [91/128][70/300] lr: 0.0019, eta: 3:24:53, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1907, offset_loss: 0.4215, cls_loss: 0.2268, mask_loss: 0.2316, iou_score_loss: 0.0090, loss: 1.0796 +2022-06-02 20:08:53,621 - INFO - Epoch [91/128][80/300] lr: 0.0019, eta: 3:21:22, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1729, offset_loss: 0.4296, cls_loss: 0.1783, mask_loss: 0.2625, iou_score_loss: 0.0058, loss: 1.0492 +2022-06-02 20:09:03,373 - INFO - Epoch [91/128][90/300] lr: 0.0019, eta: 3:19:15, mem: 9016, data_time: 0.00, iter_time: 0.59, semantic_loss: 0.2323, offset_loss: 0.3582, cls_loss: 0.2895, mask_loss: 0.2800, iou_score_loss: 0.0070, loss: 1.1670 +2022-06-02 20:09:13,864 - INFO - Epoch [91/128][100/300] lr: 0.0019, eta: 3:18:56, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1630, offset_loss: 0.2930, cls_loss: 0.1801, mask_loss: 0.2495, iou_score_loss: 0.0070, loss: 0.8926 +2022-06-02 20:09:23,534 - INFO - Epoch [91/128][110/300] lr: 0.0019, eta: 3:17:11, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1488, offset_loss: 0.3849, cls_loss: 0.1814, mask_loss: 0.2540, iou_score_loss: 0.0088, loss: 0.9779 +2022-06-02 20:09:33,314 - INFO - Epoch [91/128][120/300] lr: 0.0019, eta: 3:15:56, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1804, offset_loss: 0.3291, cls_loss: 0.2365, mask_loss: 0.2464, iou_score_loss: 0.0063, loss: 0.9986 +2022-06-02 20:09:43,216 - INFO - Epoch [91/128][130/300] lr: 0.0019, eta: 3:15:00, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1673, offset_loss: 0.3946, cls_loss: 0.1572, mask_loss: 0.2683, iou_score_loss: 0.0066, loss: 0.9940 +2022-06-02 20:09:53,086 - INFO - Epoch [91/128][140/300] lr: 0.0019, eta: 3:14:07, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1375, offset_loss: 0.3354, cls_loss: 0.1641, mask_loss: 0.2470, iou_score_loss: 0.0077, loss: 0.8916 +2022-06-02 20:10:05,214 - INFO - Epoch [91/128][150/300] lr: 0.0019, eta: 3:16:11, mem: 9016, data_time: 0.00, iter_time: 1.88, semantic_loss: 0.1831, offset_loss: 0.3949, cls_loss: 0.2193, mask_loss: 0.2866, iou_score_loss: 0.0085, loss: 1.0925 +2022-06-02 20:10:14,752 - INFO - Epoch [91/128][160/300] lr: 0.0019, eta: 3:14:57, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1859, offset_loss: 0.3935, cls_loss: 0.2198, mask_loss: 0.2376, iou_score_loss: 0.0077, loss: 1.0444 +2022-06-02 20:10:25,954 - INFO - Epoch [91/128][170/300] lr: 0.0019, eta: 3:15:38, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1825, offset_loss: 0.4306, cls_loss: 0.1487, mask_loss: 0.2834, iou_score_loss: 0.0068, loss: 1.0520 +2022-06-02 20:10:36,145 - INFO - Epoch [91/128][180/300] lr: 0.0019, eta: 3:15:12, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1613, offset_loss: 0.3695, cls_loss: 0.1738, mask_loss: 0.2732, iou_score_loss: 0.0061, loss: 0.9839 +2022-06-02 20:10:45,067 - INFO - Epoch [91/128][190/300] lr: 0.0019, eta: 3:13:32, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1826, offset_loss: 0.3894, cls_loss: 0.2078, mask_loss: 0.3125, iou_score_loss: 0.0060, loss: 1.0983 +2022-06-02 20:10:56,617 - INFO - Epoch [91/128][200/300] lr: 0.0019, eta: 3:14:29, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1635, offset_loss: 0.4127, cls_loss: 0.1846, mask_loss: 0.2563, iou_score_loss: 0.0067, loss: 1.0238 +2022-06-02 20:11:06,964 - INFO - Epoch [91/128][210/300] lr: 0.0019, eta: 3:14:13, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2085, offset_loss: 0.3656, cls_loss: 0.1734, mask_loss: 0.2480, iou_score_loss: 0.0070, loss: 1.0025 +2022-06-02 20:11:17,741 - INFO - Epoch [91/128][220/300] lr: 0.0019, eta: 3:14:21, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1904, offset_loss: 0.3738, cls_loss: 0.2042, mask_loss: 0.2924, iou_score_loss: 0.0087, loss: 1.0694 +2022-06-02 20:11:27,248 - INFO - Epoch [91/128][230/300] lr: 0.0019, eta: 3:13:27, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1575, offset_loss: 0.3945, cls_loss: 0.1370, mask_loss: 0.2573, iou_score_loss: 0.0056, loss: 0.9519 +2022-06-02 20:11:38,663 - INFO - Epoch [91/128][240/300] lr: 0.0019, eta: 3:14:04, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1800, offset_loss: 0.4170, cls_loss: 0.1795, mask_loss: 0.2869, iou_score_loss: 0.0065, loss: 1.0699 +2022-06-02 20:11:49,315 - INFO - Epoch [91/128][250/300] lr: 0.0019, eta: 3:14:04, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2075, offset_loss: 0.3779, cls_loss: 0.2177, mask_loss: 0.2723, iou_score_loss: 0.0083, loss: 1.0837 +2022-06-02 20:11:59,145 - INFO - Epoch [91/128][260/300] lr: 0.0019, eta: 3:13:26, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1720, offset_loss: 0.4029, cls_loss: 0.1888, mask_loss: 0.2368, iou_score_loss: 0.0078, loss: 1.0083 +2022-06-02 20:12:09,034 - INFO - Epoch [91/128][270/300] lr: 0.0019, eta: 3:12:54, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1292, offset_loss: 0.3448, cls_loss: 0.1447, mask_loss: 0.2231, iou_score_loss: 0.0059, loss: 0.8477 +2022-06-02 20:12:19,807 - INFO - Epoch [91/128][280/300] lr: 0.0019, eta: 3:12:57, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1587, offset_loss: 0.3688, cls_loss: 0.1314, mask_loss: 0.2487, iou_score_loss: 0.0065, loss: 0.9141 +2022-06-02 20:12:29,982 - INFO - Epoch [91/128][290/300] lr: 0.0019, eta: 3:12:40, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1910, offset_loss: 0.3964, cls_loss: 0.1668, mask_loss: 0.2599, iou_score_loss: 0.0078, loss: 1.0220 +2022-06-02 20:12:39,463 - INFO - Epoch [91/128][300/300] lr: 0.0019, eta: 3:11:55, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1910, offset_loss: 0.3796, cls_loss: 0.2269, mask_loss: 0.2903, iou_score_loss: 0.0062, loss: 1.0941 +2022-06-02 20:12:57,272 - INFO - Epoch [92/128][10/300] lr: 0.0018, eta: 5:07:06, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2297, offset_loss: 0.3858, cls_loss: 0.1711, mask_loss: 0.2494, iou_score_loss: 0.0078, loss: 1.0438 +2022-06-02 20:13:07,482 - INFO - Epoch [92/128][20/300] lr: 0.0018, eta: 4:07:37, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2512, offset_loss: 0.4418, cls_loss: 0.2162, mask_loss: 0.2769, iou_score_loss: 0.0085, loss: 1.1945 +2022-06-02 20:13:16,649 - INFO - Epoch [92/128][30/300] lr: 0.0018, eta: 3:41:19, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1460, offset_loss: 0.3310, cls_loss: 0.1457, mask_loss: 0.2441, iou_score_loss: 0.0047, loss: 0.8715 +2022-06-02 20:13:28,686 - INFO - Epoch [92/128][40/300] lr: 0.0018, eta: 3:41:21, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1843, offset_loss: 0.4069, cls_loss: 0.1758, mask_loss: 0.2714, iou_score_loss: 0.0075, loss: 1.0460 +2022-06-02 20:13:37,619 - INFO - Epoch [92/128][50/300] lr: 0.0018, eta: 3:29:45, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1925, offset_loss: 0.3610, cls_loss: 0.2118, mask_loss: 0.2596, iou_score_loss: 0.0064, loss: 1.0313 +2022-06-02 20:13:48,180 - INFO - Epoch [92/128][60/300] lr: 0.0018, eta: 3:27:05, mem: 9016, data_time: 0.00, iter_time: 2.33, semantic_loss: 0.1880, offset_loss: 0.4154, cls_loss: 0.1745, mask_loss: 0.2830, iou_score_loss: 0.0066, loss: 1.0676 +2022-06-02 20:13:57,714 - INFO - Epoch [92/128][70/300] lr: 0.0018, eta: 3:22:20, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2119, offset_loss: 0.3311, cls_loss: 0.1754, mask_loss: 0.2817, iou_score_loss: 0.0070, loss: 1.0070 +2022-06-02 20:14:07,730 - INFO - Epoch [92/128][80/300] lr: 0.0018, eta: 3:19:55, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2142, offset_loss: 0.3647, cls_loss: 0.1764, mask_loss: 0.2743, iou_score_loss: 0.0074, loss: 1.0370 +2022-06-02 20:14:18,187 - INFO - Epoch [92/128][90/300] lr: 0.0018, eta: 3:18:51, mem: 9016, data_time: 0.00, iter_time: 0.62, semantic_loss: 0.1770, offset_loss: 0.3081, cls_loss: 0.1561, mask_loss: 0.2576, iou_score_loss: 0.0089, loss: 0.9077 +2022-06-02 20:14:27,799 - INFO - Epoch [92/128][100/300] lr: 0.0018, eta: 3:16:26, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1474, offset_loss: 0.3399, cls_loss: 0.1642, mask_loss: 0.2313, iou_score_loss: 0.0076, loss: 0.8904 +2022-06-02 20:14:38,833 - INFO - Epoch [92/128][110/300] lr: 0.0018, eta: 3:16:47, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2086, offset_loss: 0.4524, cls_loss: 0.1801, mask_loss: 0.2370, iou_score_loss: 0.0057, loss: 1.0838 +2022-06-02 20:14:47,709 - INFO - Epoch [92/128][120/300] lr: 0.0018, eta: 3:13:45, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1612, offset_loss: 0.3548, cls_loss: 0.1756, mask_loss: 0.2398, iou_score_loss: 0.0043, loss: 0.9357 +2022-06-02 20:14:57,024 - INFO - Epoch [92/128][130/300] lr: 0.0018, eta: 3:11:47, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2099, offset_loss: 0.4034, cls_loss: 0.1650, mask_loss: 0.2759, iou_score_loss: 0.0065, loss: 1.0606 +2022-06-02 20:15:06,820 - INFO - Epoch [92/128][140/300] lr: 0.0018, eta: 3:10:42, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1434, offset_loss: 0.3751, cls_loss: 0.1732, mask_loss: 0.2709, iou_score_loss: 0.0063, loss: 0.9689 +2022-06-02 20:15:16,907 - INFO - Epoch [92/128][150/300] lr: 0.0018, eta: 3:10:06, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1935, offset_loss: 0.3745, cls_loss: 0.2589, mask_loss: 0.2903, iou_score_loss: 0.0086, loss: 1.1258 +2022-06-02 20:15:26,559 - INFO - Epoch [92/128][160/300] lr: 0.0018, eta: 3:09:03, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1851, offset_loss: 0.3999, cls_loss: 0.1640, mask_loss: 0.2793, iou_score_loss: 0.0057, loss: 1.0341 +2022-06-02 20:15:35,837 - INFO - Epoch [92/128][170/300] lr: 0.0018, eta: 3:07:43, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.2111, offset_loss: 0.4030, cls_loss: 0.2216, mask_loss: 0.3116, iou_score_loss: 0.0081, loss: 1.1554 +2022-06-02 20:15:46,237 - INFO - Epoch [92/128][180/300] lr: 0.0018, eta: 3:07:36, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1503, offset_loss: 0.4429, cls_loss: 0.1866, mask_loss: 0.2631, iou_score_loss: 0.0047, loss: 1.0477 +2022-06-02 20:15:57,903 - INFO - Epoch [92/128][190/300] lr: 0.0018, eta: 3:08:46, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.2007, offset_loss: 0.4095, cls_loss: 0.1605, mask_loss: 0.3057, iou_score_loss: 0.0088, loss: 1.0852 +2022-06-02 20:16:08,772 - INFO - Epoch [92/128][200/300] lr: 0.0018, eta: 3:09:02, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1862, offset_loss: 0.3781, cls_loss: 0.2056, mask_loss: 0.2492, iou_score_loss: 0.0060, loss: 1.0250 +2022-06-02 20:16:18,201 - INFO - Epoch [92/128][210/300] lr: 0.0018, eta: 3:08:01, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1712, offset_loss: 0.3648, cls_loss: 0.2350, mask_loss: 0.2714, iou_score_loss: 0.0059, loss: 1.0484 +2022-06-02 20:16:27,336 - INFO - Epoch [92/128][220/300] lr: 0.0018, eta: 3:06:50, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2003, offset_loss: 0.4224, cls_loss: 0.1520, mask_loss: 0.2644, iou_score_loss: 0.0050, loss: 1.0441 +2022-06-02 20:16:37,085 - INFO - Epoch [92/128][230/300] lr: 0.0018, eta: 3:06:13, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1973, offset_loss: 0.4065, cls_loss: 0.1981, mask_loss: 0.2513, iou_score_loss: 0.0064, loss: 1.0595 +2022-06-02 20:16:48,458 - INFO - Epoch [92/128][240/300] lr: 0.0018, eta: 3:06:52, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2026, offset_loss: 0.4205, cls_loss: 0.1706, mask_loss: 0.2477, iou_score_loss: 0.0061, loss: 1.0475 +2022-06-02 20:16:59,817 - INFO - Epoch [92/128][250/300] lr: 0.0018, eta: 3:07:27, mem: 9016, data_time: 0.00, iter_time: 1.53, semantic_loss: 0.1685, offset_loss: 0.5898, cls_loss: 0.1401, mask_loss: 0.3063, iou_score_loss: 0.0079, loss: 1.2128 +2022-06-02 20:17:10,120 - INFO - Epoch [92/128][260/300] lr: 0.0018, eta: 3:07:14, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1403, offset_loss: 0.3502, cls_loss: 0.1549, mask_loss: 0.2540, iou_score_loss: 0.0088, loss: 0.9082 +2022-06-02 20:17:20,397 - INFO - Epoch [92/128][270/300] lr: 0.0018, eta: 3:07:00, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1900, offset_loss: 0.4083, cls_loss: 0.1857, mask_loss: 0.2292, iou_score_loss: 0.0090, loss: 1.0222 +2022-06-02 20:17:30,789 - INFO - Epoch [92/128][280/300] lr: 0.0018, eta: 3:06:51, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1648, offset_loss: 0.4179, cls_loss: 0.2033, mask_loss: 0.3166, iou_score_loss: 0.0094, loss: 1.1120 +2022-06-02 20:17:40,068 - INFO - Epoch [92/128][290/300] lr: 0.0018, eta: 3:06:00, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1954, offset_loss: 0.3967, cls_loss: 0.1918, mask_loss: 0.2635, iou_score_loss: 0.0082, loss: 1.0556 +2022-06-02 20:17:48,619 - INFO - Epoch [92/128][300/300] lr: 0.0018, eta: 3:04:46, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1828, offset_loss: 0.3615, cls_loss: 0.1667, mask_loss: 0.2628, iou_score_loss: 0.0093, loss: 0.9831 +2022-06-02 20:17:49,764 - INFO - Validation +2022-06-02 20:19:01,080 - INFO - Evaluate instance segmentation +2022-06-02 20:19:12,609 - INFO - AP: 0.455. AP_50: 0.672. AP_25: 0.790 +2022-06-02 20:19:12,610 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 20:19:19,650 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 20:19:19,650 - INFO - mIoU: 72.0 +2022-06-02 20:19:21,064 - INFO - Acc: 89.8 +2022-06-02 20:19:24,612 - INFO - Offset MAE: 0.442 +2022-06-02 20:19:39,666 - INFO - Epoch [93/128][10/300] lr: 0.0018, eta: 4:28:52, mem: 9016, data_time: 0.97, iter_time: 1.93, semantic_loss: 0.2024, offset_loss: 0.4034, cls_loss: 0.1767, mask_loss: 0.3098, iou_score_loss: 0.0077, loss: 1.1000 +2022-06-02 20:19:49,554 - INFO - Epoch [93/128][20/300] lr: 0.0018, eta: 3:43:13, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1939, offset_loss: 0.4383, cls_loss: 0.2215, mask_loss: 0.2986, iou_score_loss: 0.0071, loss: 1.1593 +2022-06-02 20:19:59,312 - INFO - Epoch [93/128][30/300] lr: 0.0018, eta: 3:27:05, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1736, offset_loss: 0.3501, cls_loss: 0.2427, mask_loss: 0.2660, iou_score_loss: 0.0071, loss: 1.0394 +2022-06-02 20:20:09,519 - INFO - Epoch [93/128][40/300] lr: 0.0018, eta: 3:20:56, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2262, offset_loss: 0.4108, cls_loss: 0.1626, mask_loss: 0.2724, iou_score_loss: 0.0064, loss: 1.0784 +2022-06-02 20:20:19,638 - INFO - Epoch [93/128][50/300] lr: 0.0018, eta: 3:16:51, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1970, offset_loss: 0.4193, cls_loss: 0.2353, mask_loss: 0.2909, iou_score_loss: 0.0089, loss: 1.1514 +2022-06-02 20:20:29,507 - INFO - Epoch [93/128][60/300] lr: 0.0018, eta: 3:13:18, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1758, offset_loss: 0.3530, cls_loss: 0.1572, mask_loss: 0.2557, iou_score_loss: 0.0052, loss: 0.9468 +2022-06-02 20:20:40,480 - INFO - Epoch [93/128][70/300] lr: 0.0018, eta: 3:13:36, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1596, offset_loss: 0.3993, cls_loss: 0.1520, mask_loss: 0.2701, iou_score_loss: 0.0051, loss: 0.9862 +2022-06-02 20:20:50,670 - INFO - Epoch [93/128][80/300] lr: 0.0018, eta: 3:11:58, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1353, offset_loss: 0.3208, cls_loss: 0.1391, mask_loss: 0.2442, iou_score_loss: 0.0060, loss: 0.8453 +2022-06-02 20:21:00,543 - INFO - Epoch [93/128][90/300] lr: 0.0018, eta: 3:10:05, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1773, offset_loss: 0.3684, cls_loss: 0.1848, mask_loss: 0.2527, iou_score_loss: 0.0064, loss: 0.9897 +2022-06-02 20:21:11,252 - INFO - Epoch [93/128][100/300] lr: 0.0018, eta: 3:10:01, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1934, offset_loss: 0.3587, cls_loss: 0.1398, mask_loss: 0.2701, iou_score_loss: 0.0060, loss: 0.9681 +2022-06-02 20:21:21,471 - INFO - Epoch [93/128][110/300] lr: 0.0018, eta: 3:09:08, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1782, offset_loss: 0.3683, cls_loss: 0.1740, mask_loss: 0.2566, iou_score_loss: 0.0086, loss: 0.9857 +2022-06-02 20:21:32,061 - INFO - Epoch [93/128][120/300] lr: 0.0018, eta: 3:08:54, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2120, offset_loss: 0.4384, cls_loss: 0.1872, mask_loss: 0.2679, iou_score_loss: 0.0078, loss: 1.1131 +2022-06-02 20:21:41,871 - INFO - Epoch [93/128][130/300] lr: 0.0018, eta: 3:07:38, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1778, offset_loss: 0.3743, cls_loss: 0.1906, mask_loss: 0.2641, iou_score_loss: 0.0047, loss: 1.0115 +2022-06-02 20:21:51,925 - INFO - Epoch [93/128][140/300] lr: 0.0018, eta: 3:06:48, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.2399, offset_loss: 0.4037, cls_loss: 0.2183, mask_loss: 0.3109, iou_score_loss: 0.0085, loss: 1.1813 +2022-06-02 20:22:03,377 - INFO - Epoch [93/128][150/300] lr: 0.0018, eta: 3:07:44, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.2193, offset_loss: 0.3710, cls_loss: 0.1812, mask_loss: 0.2723, iou_score_loss: 0.0083, loss: 1.0520 +2022-06-02 20:22:13,552 - INFO - Epoch [93/128][160/300] lr: 0.0018, eta: 3:07:08, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1795, offset_loss: 0.3901, cls_loss: 0.1437, mask_loss: 0.2769, iou_score_loss: 0.0077, loss: 0.9979 +2022-06-02 20:22:22,955 - INFO - Epoch [93/128][170/300] lr: 0.0018, eta: 3:05:45, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1519, offset_loss: 0.4706, cls_loss: 0.1898, mask_loss: 0.2344, iou_score_loss: 0.0070, loss: 1.0537 +2022-06-02 20:22:32,427 - INFO - Epoch [93/128][180/300] lr: 0.0018, eta: 3:04:33, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1912, offset_loss: 0.4924, cls_loss: 0.1983, mask_loss: 0.2429, iou_score_loss: 0.0088, loss: 1.1337 +2022-06-02 20:22:41,897 - INFO - Epoch [93/128][190/300] lr: 0.0018, eta: 3:03:31, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2134, offset_loss: 0.3451, cls_loss: 0.2258, mask_loss: 0.2882, iou_score_loss: 0.0093, loss: 1.0817 +2022-06-02 20:22:52,260 - INFO - Epoch [93/128][200/300] lr: 0.0018, eta: 3:03:20, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1978, offset_loss: 0.3895, cls_loss: 0.1896, mask_loss: 0.2616, iou_score_loss: 0.0085, loss: 1.0469 +2022-06-02 20:23:02,506 - INFO - Epoch [93/128][210/300] lr: 0.0018, eta: 3:03:03, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1794, offset_loss: 0.3678, cls_loss: 0.1888, mask_loss: 0.2579, iou_score_loss: 0.0067, loss: 1.0005 +2022-06-02 20:23:13,477 - INFO - Epoch [93/128][220/300] lr: 0.0018, eta: 3:03:21, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1805, offset_loss: 0.3652, cls_loss: 0.2144, mask_loss: 0.2705, iou_score_loss: 0.0068, loss: 1.0374 +2022-06-02 20:23:22,086 - INFO - Epoch [93/128][230/300] lr: 0.0018, eta: 3:01:47, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1407, offset_loss: 0.3277, cls_loss: 0.1593, mask_loss: 0.2144, iou_score_loss: 0.0059, loss: 0.8480 +2022-06-02 20:23:32,529 - INFO - Epoch [93/128][240/300] lr: 0.0018, eta: 3:01:44, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1550, offset_loss: 0.3729, cls_loss: 0.2016, mask_loss: 0.2865, iou_score_loss: 0.0067, loss: 1.0226 +2022-06-02 20:23:44,019 - INFO - Epoch [93/128][250/300] lr: 0.0018, eta: 3:02:23, mem: 9016, data_time: 0.00, iter_time: 1.60, semantic_loss: 0.2184, offset_loss: 0.3878, cls_loss: 0.1527, mask_loss: 0.2974, iou_score_loss: 0.0067, loss: 1.0630 +2022-06-02 20:23:54,903 - INFO - Epoch [93/128][260/300] lr: 0.0018, eta: 3:02:33, mem: 9016, data_time: 0.00, iter_time: 1.41, semantic_loss: 0.1802, offset_loss: 0.4343, cls_loss: 0.2346, mask_loss: 0.2725, iou_score_loss: 0.0083, loss: 1.1300 +2022-06-02 20:24:04,844 - INFO - Epoch [93/128][270/300] lr: 0.0018, eta: 3:02:04, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.2174, offset_loss: 0.4337, cls_loss: 0.2345, mask_loss: 0.2744, iou_score_loss: 0.0067, loss: 1.1668 +2022-06-02 20:24:14,441 - INFO - Epoch [93/128][280/300] lr: 0.0018, eta: 3:01:25, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1587, offset_loss: 0.3212, cls_loss: 0.1651, mask_loss: 0.2433, iou_score_loss: 0.0066, loss: 0.8949 +2022-06-02 20:24:23,370 - INFO - Epoch [93/128][290/300] lr: 0.0018, eta: 3:00:22, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1582, offset_loss: 0.4052, cls_loss: 0.1600, mask_loss: 0.2303, iou_score_loss: 0.0074, loss: 0.9610 +2022-06-02 20:24:32,771 - INFO - Epoch [93/128][300/300] lr: 0.0018, eta: 2:59:42, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.2084, offset_loss: 0.4301, cls_loss: 0.2015, mask_loss: 0.2714, iou_score_loss: 0.0069, loss: 1.1183 +2022-06-02 20:24:48,973 - INFO - Epoch [94/128][10/300] lr: 0.0017, eta: 4:20:38, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.2184, offset_loss: 0.3401, cls_loss: 0.2642, mask_loss: 0.3075, iou_score_loss: 0.0086, loss: 1.1388 +2022-06-02 20:24:59,468 - INFO - Epoch [94/128][20/300] lr: 0.0017, eta: 3:41:56, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1753, offset_loss: 0.5586, cls_loss: 0.2030, mask_loss: 0.3068, iou_score_loss: 0.0084, loss: 1.2521 +2022-06-02 20:25:09,825 - INFO - Epoch [94/128][30/300] lr: 0.0017, eta: 3:27:59, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1669, offset_loss: 0.3089, cls_loss: 0.1536, mask_loss: 0.2598, iou_score_loss: 0.0076, loss: 0.8968 +2022-06-02 20:25:20,076 - INFO - Epoch [94/128][40/300] lr: 0.0017, eta: 3:20:24, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1343, offset_loss: 0.4007, cls_loss: 0.1891, mask_loss: 0.2382, iou_score_loss: 0.0049, loss: 0.9673 +2022-06-02 20:25:30,578 - INFO - Epoch [94/128][50/300] lr: 0.0017, eta: 3:16:53, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.2096, offset_loss: 0.4256, cls_loss: 0.1699, mask_loss: 0.2815, iou_score_loss: 0.0084, loss: 1.0950 +2022-06-02 20:25:39,957 - INFO - Epoch [94/128][60/300] lr: 0.0017, eta: 3:11:05, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1687, offset_loss: 0.3496, cls_loss: 0.1713, mask_loss: 0.2495, iou_score_loss: 0.0062, loss: 0.9453 +2022-06-02 20:25:50,034 - INFO - Epoch [94/128][70/300] lr: 0.0017, eta: 3:08:36, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1400, offset_loss: 0.3154, cls_loss: 0.1576, mask_loss: 0.2426, iou_score_loss: 0.0068, loss: 0.8625 +2022-06-02 20:26:00,071 - INFO - Epoch [94/128][80/300] lr: 0.0017, eta: 3:06:42, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1231, offset_loss: 0.3508, cls_loss: 0.1742, mask_loss: 0.2259, iou_score_loss: 0.0070, loss: 0.8810 +2022-06-02 20:26:10,691 - INFO - Epoch [94/128][90/300] lr: 0.0017, eta: 3:06:17, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1976, offset_loss: 0.4487, cls_loss: 0.1750, mask_loss: 0.2986, iou_score_loss: 0.0098, loss: 1.1297 +2022-06-02 20:26:21,474 - INFO - Epoch [94/128][100/300] lr: 0.0017, eta: 3:06:11, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1749, offset_loss: 0.3841, cls_loss: 0.1725, mask_loss: 0.2446, iou_score_loss: 0.0078, loss: 0.9839 +2022-06-02 20:26:31,216 - INFO - Epoch [94/128][110/300] lr: 0.0017, eta: 3:04:26, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.2119, offset_loss: 0.3954, cls_loss: 0.1592, mask_loss: 0.2484, iou_score_loss: 0.0069, loss: 1.0217 +2022-06-02 20:26:41,477 - INFO - Epoch [94/128][120/300] lr: 0.0017, eta: 3:03:41, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1598, offset_loss: 0.4636, cls_loss: 0.2199, mask_loss: 0.2775, iou_score_loss: 0.0080, loss: 1.1288 +2022-06-02 20:26:52,653 - INFO - Epoch [94/128][130/300] lr: 0.0017, eta: 3:04:14, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1585, offset_loss: 0.3790, cls_loss: 0.1969, mask_loss: 0.2669, iou_score_loss: 0.0068, loss: 1.0081 +2022-06-02 20:27:03,190 - INFO - Epoch [94/128][140/300] lr: 0.0017, eta: 3:03:52, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2006, offset_loss: 0.3836, cls_loss: 0.1916, mask_loss: 0.2636, iou_score_loss: 0.0076, loss: 1.0470 +2022-06-02 20:27:12,593 - INFO - Epoch [94/128][150/300] lr: 0.0017, eta: 3:02:15, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1615, offset_loss: 0.3234, cls_loss: 0.1679, mask_loss: 0.2247, iou_score_loss: 0.0069, loss: 0.8845 +2022-06-02 20:27:24,300 - INFO - Epoch [94/128][160/300] lr: 0.0017, eta: 3:03:21, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2060, offset_loss: 0.3469, cls_loss: 0.2259, mask_loss: 0.2929, iou_score_loss: 0.0092, loss: 1.0809 +2022-06-02 20:27:35,303 - INFO - Epoch [94/128][170/300] lr: 0.0017, eta: 3:03:32, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1724, offset_loss: 0.3459, cls_loss: 0.2114, mask_loss: 0.2795, iou_score_loss: 0.0074, loss: 1.0167 +2022-06-02 20:27:45,892 - INFO - Epoch [94/128][180/300] lr: 0.0017, eta: 3:03:18, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1803, offset_loss: 0.4163, cls_loss: 0.2134, mask_loss: 0.2760, iou_score_loss: 0.0073, loss: 1.0932 +2022-06-02 20:27:54,820 - INFO - Epoch [94/128][190/300] lr: 0.0017, eta: 3:01:34, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2161, offset_loss: 0.3751, cls_loss: 0.2190, mask_loss: 0.2668, iou_score_loss: 0.0073, loss: 1.0843 +2022-06-02 20:28:04,870 - INFO - Epoch [94/128][200/300] lr: 0.0017, eta: 3:00:56, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1876, offset_loss: 0.3849, cls_loss: 0.1703, mask_loss: 0.2786, iou_score_loss: 0.0076, loss: 1.0289 +2022-06-02 20:28:15,313 - INFO - Epoch [94/128][210/300] lr: 0.0017, eta: 3:00:40, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1491, offset_loss: 0.3594, cls_loss: 0.1363, mask_loss: 0.2541, iou_score_loss: 0.0070, loss: 0.9060 +2022-06-02 20:28:25,906 - INFO - Epoch [94/128][220/300] lr: 0.0017, eta: 3:00:33, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2095, offset_loss: 0.3648, cls_loss: 0.2462, mask_loss: 0.2549, iou_score_loss: 0.0080, loss: 1.0835 +2022-06-02 20:28:36,297 - INFO - Epoch [94/128][230/300] lr: 0.0017, eta: 3:00:16, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1605, offset_loss: 0.3911, cls_loss: 0.2217, mask_loss: 0.2727, iou_score_loss: 0.0073, loss: 1.0534 +2022-06-02 20:28:46,406 - INFO - Epoch [94/128][240/300] lr: 0.0017, eta: 2:59:47, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1560, offset_loss: 0.3445, cls_loss: 0.1612, mask_loss: 0.2507, iou_score_loss: 0.0073, loss: 0.9198 +2022-06-02 20:28:56,395 - INFO - Epoch [94/128][250/300] lr: 0.0017, eta: 2:59:15, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1573, offset_loss: 0.3741, cls_loss: 0.1813, mask_loss: 0.2208, iou_score_loss: 0.0070, loss: 0.9405 +2022-06-02 20:29:07,329 - INFO - Epoch [94/128][260/300] lr: 0.0017, eta: 2:59:22, mem: 9016, data_time: 0.00, iter_time: 1.67, semantic_loss: 0.1915, offset_loss: 0.3953, cls_loss: 0.1728, mask_loss: 0.2737, iou_score_loss: 0.0078, loss: 1.0412 +2022-06-02 20:29:17,846 - INFO - Epoch [94/128][270/300] lr: 0.0017, eta: 2:59:12, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2009, offset_loss: 0.3421, cls_loss: 0.1611, mask_loss: 0.2682, iou_score_loss: 0.0074, loss: 0.9797 +2022-06-02 20:29:27,699 - INFO - Epoch [94/128][280/300] lr: 0.0017, eta: 2:58:37, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.2009, offset_loss: 0.4010, cls_loss: 0.2160, mask_loss: 0.2930, iou_score_loss: 0.0095, loss: 1.1204 +2022-06-02 20:29:37,481 - INFO - Epoch [94/128][290/300] lr: 0.0017, eta: 2:58:02, mem: 9016, data_time: 0.00, iter_time: 0.47, semantic_loss: 0.1514, offset_loss: 0.3423, cls_loss: 0.1967, mask_loss: 0.2955, iou_score_loss: 0.0064, loss: 0.9924 +2022-06-02 20:29:47,034 - INFO - Epoch [94/128][300/300] lr: 0.0017, eta: 2:57:21, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.2217, offset_loss: 0.3595, cls_loss: 0.2122, mask_loss: 0.2636, iou_score_loss: 0.0074, loss: 1.0644 +2022-06-02 20:30:03,444 - INFO - Epoch [95/128][10/300] lr: 0.0016, eta: 4:17:15, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.2146, offset_loss: 0.4054, cls_loss: 0.1667, mask_loss: 0.2759, iou_score_loss: 0.0106, loss: 1.0732 +2022-06-02 20:30:14,210 - INFO - Epoch [95/128][20/300] lr: 0.0016, eta: 3:39:50, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.2586, offset_loss: 0.3786, cls_loss: 0.1631, mask_loss: 0.2856, iou_score_loss: 0.0073, loss: 1.0932 +2022-06-02 20:30:23,923 - INFO - Epoch [95/128][30/300] lr: 0.0016, eta: 3:21:19, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1858, offset_loss: 0.3758, cls_loss: 0.1359, mask_loss: 0.2280, iou_score_loss: 0.0061, loss: 0.9317 +2022-06-02 20:30:35,439 - INFO - Epoch [95/128][40/300] lr: 0.0016, eta: 3:19:34, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1988, offset_loss: 0.3710, cls_loss: 0.1534, mask_loss: 0.2826, iou_score_loss: 0.0051, loss: 1.0110 +2022-06-02 20:30:46,069 - INFO - Epoch [95/128][50/300] lr: 0.0016, eta: 3:15:28, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1926, offset_loss: 0.4030, cls_loss: 0.1538, mask_loss: 0.2717, iou_score_loss: 0.0074, loss: 1.0285 +2022-06-02 20:30:56,796 - INFO - Epoch [95/128][60/300] lr: 0.0016, eta: 3:12:55, mem: 9016, data_time: 0.00, iter_time: 1.99, semantic_loss: 0.2152, offset_loss: 0.4321, cls_loss: 0.1709, mask_loss: 0.2489, iou_score_loss: 0.0061, loss: 1.0732 +2022-06-02 20:31:07,970 - INFO - Epoch [95/128][70/300] lr: 0.0016, eta: 3:12:10, mem: 9016, data_time: 0.00, iter_time: 1.41, semantic_loss: 0.1682, offset_loss: 0.4827, cls_loss: 0.1450, mask_loss: 0.2260, iou_score_loss: 0.0052, loss: 1.0270 +2022-06-02 20:31:17,631 - INFO - Epoch [95/128][80/300] lr: 0.0016, eta: 3:08:20, mem: 9016, data_time: 0.00, iter_time: 0.57, semantic_loss: 0.1730, offset_loss: 0.3366, cls_loss: 0.1590, mask_loss: 0.2802, iou_score_loss: 0.0057, loss: 0.9545 +2022-06-02 20:31:27,058 - INFO - Epoch [95/128][90/300] lr: 0.0016, eta: 3:04:54, mem: 9016, data_time: 0.00, iter_time: 1.34, semantic_loss: 0.1868, offset_loss: 0.4437, cls_loss: 0.1812, mask_loss: 0.2836, iou_score_loss: 0.0073, loss: 1.1026 +2022-06-02 20:31:36,446 - INFO - Epoch [95/128][100/300] lr: 0.0016, eta: 3:02:02, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2086, offset_loss: 0.3895, cls_loss: 0.2512, mask_loss: 0.3061, iou_score_loss: 0.0071, loss: 1.1624 +2022-06-02 20:31:46,187 - INFO - Epoch [95/128][110/300] lr: 0.0016, eta: 3:00:13, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1361, offset_loss: 0.3576, cls_loss: 0.1801, mask_loss: 0.2234, iou_score_loss: 0.0070, loss: 0.9042 +2022-06-02 20:31:55,427 - INFO - Epoch [95/128][120/300] lr: 0.0016, eta: 2:57:59, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1499, offset_loss: 0.3470, cls_loss: 0.2108, mask_loss: 0.2540, iou_score_loss: 0.0080, loss: 0.9698 +2022-06-02 20:32:05,749 - INFO - Epoch [95/128][130/300] lr: 0.0016, eta: 2:57:26, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1749, offset_loss: 0.4315, cls_loss: 0.1694, mask_loss: 0.2788, iou_score_loss: 0.0114, loss: 1.0659 +2022-06-02 20:32:15,275 - INFO - Epoch [95/128][140/300] lr: 0.0016, eta: 2:56:01, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2003, offset_loss: 0.3945, cls_loss: 0.2124, mask_loss: 0.2775, iou_score_loss: 0.0065, loss: 1.0913 +2022-06-02 20:32:25,734 - INFO - Epoch [95/128][150/300] lr: 0.0016, eta: 2:55:48, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1752, offset_loss: 0.3699, cls_loss: 0.1904, mask_loss: 0.2817, iou_score_loss: 0.0074, loss: 1.0247 +2022-06-02 20:32:35,955 - INFO - Epoch [95/128][160/300] lr: 0.0016, eta: 2:55:20, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1927, offset_loss: 0.3478, cls_loss: 0.1879, mask_loss: 0.2426, iou_score_loss: 0.0059, loss: 0.9770 +2022-06-02 20:32:46,419 - INFO - Epoch [95/128][170/300] lr: 0.0016, eta: 2:55:09, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2129, offset_loss: 0.3831, cls_loss: 0.1735, mask_loss: 0.2521, iou_score_loss: 0.0086, loss: 1.0302 +2022-06-02 20:32:56,206 - INFO - Epoch [95/128][180/300] lr: 0.0016, eta: 2:54:19, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.2145, offset_loss: 0.4274, cls_loss: 0.2407, mask_loss: 0.2611, iou_score_loss: 0.0078, loss: 1.1515 +2022-06-02 20:33:06,985 - INFO - Epoch [95/128][190/300] lr: 0.0016, eta: 2:54:27, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.2185, offset_loss: 0.3734, cls_loss: 0.1974, mask_loss: 0.2963, iou_score_loss: 0.0080, loss: 1.0936 +2022-06-02 20:33:17,718 - INFO - Epoch [95/128][200/300] lr: 0.0016, eta: 2:54:31, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1485, offset_loss: 0.4023, cls_loss: 0.1442, mask_loss: 0.2559, iou_score_loss: 0.0082, loss: 0.9590 +2022-06-02 20:33:27,672 - INFO - Epoch [95/128][210/300] lr: 0.0016, eta: 2:53:55, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.2142, offset_loss: 0.3512, cls_loss: 0.2554, mask_loss: 0.2299, iou_score_loss: 0.0079, loss: 1.0586 +2022-06-02 20:33:37,380 - INFO - Epoch [95/128][220/300] lr: 0.0016, eta: 2:53:10, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1820, offset_loss: 0.4129, cls_loss: 0.1909, mask_loss: 0.2643, iou_score_loss: 0.0070, loss: 1.0571 +2022-06-02 20:33:47,454 - INFO - Epoch [95/128][230/300] lr: 0.0016, eta: 2:52:46, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1901, offset_loss: 0.4061, cls_loss: 0.1890, mask_loss: 0.2909, iou_score_loss: 0.0068, loss: 1.0829 +2022-06-02 20:33:58,142 - INFO - Epoch [95/128][240/300] lr: 0.0016, eta: 2:52:48, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.2062, offset_loss: 0.4130, cls_loss: 0.1611, mask_loss: 0.2759, iou_score_loss: 0.0080, loss: 1.0642 +2022-06-02 20:34:08,290 - INFO - Epoch [95/128][250/300] lr: 0.0016, eta: 2:52:27, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.2054, offset_loss: 0.3711, cls_loss: 0.2179, mask_loss: 0.2257, iou_score_loss: 0.0082, loss: 1.0284 +2022-06-02 20:34:19,069 - INFO - Epoch [95/128][260/300] lr: 0.0016, eta: 2:52:32, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2024, offset_loss: 0.3721, cls_loss: 0.1930, mask_loss: 0.3119, iou_score_loss: 0.0059, loss: 1.0854 +2022-06-02 20:34:28,108 - INFO - Epoch [95/128][270/300] lr: 0.0016, eta: 2:51:31, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2273, offset_loss: 0.4322, cls_loss: 0.2353, mask_loss: 0.2757, iou_score_loss: 0.0081, loss: 1.1786 +2022-06-02 20:34:38,019 - INFO - Epoch [95/128][280/300] lr: 0.0016, eta: 2:51:04, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.2186, offset_loss: 0.4091, cls_loss: 0.1532, mask_loss: 0.2454, iou_score_loss: 0.0049, loss: 1.0311 +2022-06-02 20:34:47,978 - INFO - Epoch [95/128][290/300] lr: 0.0016, eta: 2:50:39, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1760, offset_loss: 0.4200, cls_loss: 0.2331, mask_loss: 0.2694, iou_score_loss: 0.0074, loss: 1.1058 +2022-06-02 20:34:56,628 - INFO - Epoch [95/128][300/300] lr: 0.0016, eta: 2:49:34, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1371, offset_loss: 0.3763, cls_loss: 0.1996, mask_loss: 0.2315, iou_score_loss: 0.0074, loss: 0.9519 +2022-06-02 20:35:12,790 - INFO - Epoch [96/128][10/300] lr: 0.0015, eta: 4:04:59, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1647, offset_loss: 0.3831, cls_loss: 0.2010, mask_loss: 0.2636, iou_score_loss: 0.0070, loss: 1.0194 +2022-06-02 20:35:22,828 - INFO - Epoch [96/128][20/300] lr: 0.0015, eta: 3:25:05, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1904, offset_loss: 0.3952, cls_loss: 0.1572, mask_loss: 0.2801, iou_score_loss: 0.0058, loss: 1.0287 +2022-06-02 20:35:32,695 - INFO - Epoch [96/128][30/300] lr: 0.0015, eta: 3:10:40, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1426, offset_loss: 0.3677, cls_loss: 0.1517, mask_loss: 0.2558, iou_score_loss: 0.0051, loss: 0.9230 +2022-06-02 20:35:42,761 - INFO - Epoch [96/128][40/300] lr: 0.0015, eta: 3:04:13, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1877, offset_loss: 0.4029, cls_loss: 0.2154, mask_loss: 0.2649, iou_score_loss: 0.0072, loss: 1.0781 +2022-06-02 20:35:52,265 - INFO - Epoch [96/128][50/300] lr: 0.0015, eta: 2:58:26, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1477, offset_loss: 0.3247, cls_loss: 0.1746, mask_loss: 0.2139, iou_score_loss: 0.0059, loss: 0.8668 +2022-06-02 20:36:01,776 - INFO - Epoch [96/128][60/300] lr: 0.0015, eta: 2:54:31, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2143, offset_loss: 0.3190, cls_loss: 0.2077, mask_loss: 0.2587, iou_score_loss: 0.0060, loss: 1.0057 +2022-06-02 20:36:13,644 - INFO - Epoch [96/128][70/300] lr: 0.0015, eta: 2:57:14, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2004, offset_loss: 0.4142, cls_loss: 0.1841, mask_loss: 0.2593, iou_score_loss: 0.0078, loss: 1.0658 +2022-06-02 20:36:24,576 - INFO - Epoch [96/128][80/300] lr: 0.0015, eta: 2:57:15, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1591, offset_loss: 0.3749, cls_loss: 0.1597, mask_loss: 0.2507, iou_score_loss: 0.0078, loss: 0.9522 +2022-06-02 20:36:34,547 - INFO - Epoch [96/128][90/300] lr: 0.0015, eta: 2:55:31, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1647, offset_loss: 0.3367, cls_loss: 0.1616, mask_loss: 0.2504, iou_score_loss: 0.0070, loss: 0.9204 +2022-06-02 20:36:44,076 - INFO - Epoch [96/128][100/300] lr: 0.0015, eta: 2:53:23, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2019, offset_loss: 0.3483, cls_loss: 0.2276, mask_loss: 0.2682, iou_score_loss: 0.0064, loss: 1.0523 +2022-06-02 20:36:54,095 - INFO - Epoch [96/128][110/300] lr: 0.0015, eta: 2:52:19, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1864, offset_loss: 0.3743, cls_loss: 0.1676, mask_loss: 0.2158, iou_score_loss: 0.0073, loss: 0.9513 +2022-06-02 20:37:03,700 - INFO - Epoch [96/128][120/300] lr: 0.0015, eta: 2:50:50, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1873, offset_loss: 0.4023, cls_loss: 0.1729, mask_loss: 0.2667, iou_score_loss: 0.0067, loss: 1.0358 +2022-06-02 20:37:13,756 - INFO - Epoch [96/128][130/300] lr: 0.0015, eta: 2:50:05, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1785, offset_loss: 0.3472, cls_loss: 0.2344, mask_loss: 0.2778, iou_score_loss: 0.0062, loss: 1.0442 +2022-06-02 20:37:23,428 - INFO - Epoch [96/128][140/300] lr: 0.0015, eta: 2:49:03, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1842, offset_loss: 0.3334, cls_loss: 0.2145, mask_loss: 0.3013, iou_score_loss: 0.0067, loss: 1.0400 +2022-06-02 20:37:33,782 - INFO - Epoch [96/128][150/300] lr: 0.0015, eta: 2:48:49, mem: 9016, data_time: 0.00, iter_time: 1.27, semantic_loss: 0.2037, offset_loss: 0.3668, cls_loss: 0.2493, mask_loss: 0.2898, iou_score_loss: 0.0079, loss: 1.1175 +2022-06-02 20:37:43,651 - INFO - Epoch [96/128][160/300] lr: 0.0015, eta: 2:48:08, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1718, offset_loss: 0.4281, cls_loss: 0.1674, mask_loss: 0.2599, iou_score_loss: 0.0097, loss: 1.0368 +2022-06-02 20:37:53,930 - INFO - Epoch [96/128][170/300] lr: 0.0015, eta: 2:47:53, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1537, offset_loss: 0.3612, cls_loss: 0.1419, mask_loss: 0.2620, iou_score_loss: 0.0056, loss: 0.9244 +2022-06-02 20:38:04,149 - INFO - Epoch [96/128][180/300] lr: 0.0015, eta: 2:47:34, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.2099, offset_loss: 0.3605, cls_loss: 0.1748, mask_loss: 0.2727, iou_score_loss: 0.0073, loss: 1.0252 +2022-06-02 20:38:12,744 - INFO - Epoch [96/128][190/300] lr: 0.0015, eta: 2:45:56, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1621, offset_loss: 0.3511, cls_loss: 0.1304, mask_loss: 0.2793, iou_score_loss: 0.0054, loss: 0.9282 +2022-06-02 20:38:24,065 - INFO - Epoch [96/128][200/300] lr: 0.0015, eta: 2:46:38, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1974, offset_loss: 0.3886, cls_loss: 0.1788, mask_loss: 0.2406, iou_score_loss: 0.0080, loss: 1.0134 +2022-06-02 20:38:35,011 - INFO - Epoch [96/128][210/300] lr: 0.0015, eta: 2:46:56, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1750, offset_loss: 0.5164, cls_loss: 0.1961, mask_loss: 0.2271, iou_score_loss: 0.0064, loss: 1.1209 +2022-06-02 20:38:46,193 - INFO - Epoch [96/128][220/300] lr: 0.0015, eta: 2:47:23, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1801, offset_loss: 0.3774, cls_loss: 0.1666, mask_loss: 0.2814, iou_score_loss: 0.0078, loss: 1.0132 +2022-06-02 20:38:56,575 - INFO - Epoch [96/128][230/300] lr: 0.0015, eta: 2:47:13, mem: 9016, data_time: 0.00, iter_time: 1.42, semantic_loss: 0.1951, offset_loss: 0.3786, cls_loss: 0.2249, mask_loss: 0.2647, iou_score_loss: 0.0069, loss: 1.0702 +2022-06-02 20:39:05,859 - INFO - Epoch [96/128][240/300] lr: 0.0015, eta: 2:46:19, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1742, offset_loss: 0.3786, cls_loss: 0.1779, mask_loss: 0.3135, iou_score_loss: 0.0091, loss: 1.0534 +2022-06-02 20:39:15,823 - INFO - Epoch [96/128][250/300] lr: 0.0015, eta: 2:45:54, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.2249, offset_loss: 0.4979, cls_loss: 0.1819, mask_loss: 0.2774, iou_score_loss: 0.0081, loss: 1.1903 +2022-06-02 20:39:27,047 - INFO - Epoch [96/128][260/300] lr: 0.0015, eta: 2:46:17, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2063, offset_loss: 0.3770, cls_loss: 0.2219, mask_loss: 0.3009, iou_score_loss: 0.0085, loss: 1.1146 +2022-06-02 20:39:36,218 - INFO - Epoch [96/128][270/300] lr: 0.0015, eta: 2:45:24, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.2087, offset_loss: 0.3625, cls_loss: 0.1860, mask_loss: 0.2669, iou_score_loss: 0.0064, loss: 1.0306 +2022-06-02 20:39:46,504 - INFO - Epoch [96/128][280/300] lr: 0.0015, eta: 2:45:14, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1603, offset_loss: 0.3604, cls_loss: 0.1171, mask_loss: 0.2872, iou_score_loss: 0.0065, loss: 0.9314 +2022-06-02 20:39:55,817 - INFO - Epoch [96/128][290/300] lr: 0.0015, eta: 2:44:31, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2562, offset_loss: 0.4058, cls_loss: 0.1806, mask_loss: 0.2662, iou_score_loss: 0.0076, loss: 1.1165 +2022-06-02 20:40:04,218 - INFO - Epoch [96/128][300/300] lr: 0.0015, eta: 2:43:21, mem: 9016, data_time: 0.00, iter_time: 0.58, semantic_loss: 0.1779, offset_loss: 0.3751, cls_loss: 0.1727, mask_loss: 0.2841, iou_score_loss: 0.0068, loss: 1.0167 +2022-06-02 20:40:05,315 - INFO - Validation +2022-06-02 20:41:16,780 - INFO - Evaluate instance segmentation +2022-06-02 20:41:28,184 - INFO - AP: 0.459. AP_50: 0.672. AP_25: 0.789 +2022-06-02 20:41:28,185 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 20:41:35,034 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 20:41:35,034 - INFO - mIoU: 72.0 +2022-06-02 20:41:36,424 - INFO - Acc: 89.8 +2022-06-02 20:41:39,883 - INFO - Offset MAE: 0.442 +2022-06-02 20:41:55,145 - INFO - Epoch [97/128][10/300] lr: 0.0014, eta: 4:02:15, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1917, offset_loss: 0.4257, cls_loss: 0.2524, mask_loss: 0.2804, iou_score_loss: 0.0076, loss: 1.1578 +2022-06-02 20:42:07,167 - INFO - Epoch [97/128][20/300] lr: 0.0014, eta: 3:37:07, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.2204, offset_loss: 0.4556, cls_loss: 0.1801, mask_loss: 0.3117, iou_score_loss: 0.0083, loss: 1.1760 +2022-06-02 20:42:17,712 - INFO - Epoch [97/128][30/300] lr: 0.0014, eta: 3:20:39, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1903, offset_loss: 0.3336, cls_loss: 0.1993, mask_loss: 0.2319, iou_score_loss: 0.0078, loss: 0.9629 +2022-06-02 20:42:28,052 - INFO - Epoch [97/128][40/300] lr: 0.0014, eta: 3:11:31, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1817, offset_loss: 0.3986, cls_loss: 0.1487, mask_loss: 0.2606, iou_score_loss: 0.0054, loss: 0.9951 +2022-06-02 20:42:39,160 - INFO - Epoch [97/128][50/300] lr: 0.0014, eta: 3:08:25, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1887, offset_loss: 0.4538, cls_loss: 0.2216, mask_loss: 0.2708, iou_score_loss: 0.0084, loss: 1.1433 +2022-06-02 20:42:48,376 - INFO - Epoch [97/128][60/300] lr: 0.0014, eta: 3:01:13, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1702, offset_loss: 0.4387, cls_loss: 0.1523, mask_loss: 0.2793, iou_score_loss: 0.0082, loss: 1.0486 +2022-06-02 20:42:57,599 - INFO - Epoch [97/128][70/300] lr: 0.0014, eta: 2:56:07, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1348, offset_loss: 0.3340, cls_loss: 0.1816, mask_loss: 0.2684, iou_score_loss: 0.0063, loss: 0.9251 +2022-06-02 20:43:08,815 - INFO - Epoch [97/128][80/300] lr: 0.0014, eta: 2:56:09, mem: 9016, data_time: 0.00, iter_time: 1.73, semantic_loss: 0.1548, offset_loss: 0.3824, cls_loss: 0.1913, mask_loss: 0.2321, iou_score_loss: 0.0074, loss: 0.9680 +2022-06-02 20:43:19,300 - INFO - Epoch [97/128][90/300] lr: 0.0014, eta: 2:54:53, mem: 9016, data_time: 0.00, iter_time: 1.54, semantic_loss: 0.2197, offset_loss: 0.3896, cls_loss: 0.2234, mask_loss: 0.2506, iou_score_loss: 0.0076, loss: 1.0909 +2022-06-02 20:43:29,938 - INFO - Epoch [97/128][100/300] lr: 0.0014, eta: 2:54:05, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.2050, offset_loss: 0.4535, cls_loss: 0.1996, mask_loss: 0.3545, iou_score_loss: 0.0101, loss: 1.2228 +2022-06-02 20:43:40,398 - INFO - Epoch [97/128][110/300] lr: 0.0014, eta: 2:53:09, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1957, offset_loss: 0.4595, cls_loss: 0.1648, mask_loss: 0.2890, iou_score_loss: 0.0056, loss: 1.1145 +2022-06-02 20:43:50,517 - INFO - Epoch [97/128][120/300] lr: 0.0014, eta: 2:51:52, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1604, offset_loss: 0.3805, cls_loss: 0.1862, mask_loss: 0.2680, iou_score_loss: 0.0054, loss: 1.0005 +2022-06-02 20:44:00,457 - INFO - Epoch [97/128][130/300] lr: 0.0014, eta: 2:50:33, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2624, offset_loss: 0.3923, cls_loss: 0.2127, mask_loss: 0.2664, iou_score_loss: 0.0057, loss: 1.1396 +2022-06-02 20:44:10,296 - INFO - Epoch [97/128][140/300] lr: 0.0014, eta: 2:49:17, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1563, offset_loss: 0.3734, cls_loss: 0.1598, mask_loss: 0.2640, iou_score_loss: 0.0068, loss: 0.9603 +2022-06-02 20:44:21,056 - INFO - Epoch [97/128][150/300] lr: 0.0014, eta: 2:49:08, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1697, offset_loss: 0.4728, cls_loss: 0.2126, mask_loss: 0.2536, iou_score_loss: 0.0065, loss: 1.1152 +2022-06-02 20:44:30,384 - INFO - Epoch [97/128][160/300] lr: 0.0014, eta: 2:47:34, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1883, offset_loss: 0.3419, cls_loss: 0.2376, mask_loss: 0.2461, iou_score_loss: 0.0068, loss: 1.0207 +2022-06-02 20:44:41,629 - INFO - Epoch [97/128][170/300] lr: 0.0014, eta: 2:47:56, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1583, offset_loss: 0.3641, cls_loss: 0.1647, mask_loss: 0.2758, iou_score_loss: 0.0087, loss: 0.9716 +2022-06-02 20:44:51,657 - INFO - Epoch [97/128][180/300] lr: 0.0014, eta: 2:47:11, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1833, offset_loss: 0.3829, cls_loss: 0.1635, mask_loss: 0.2856, iou_score_loss: 0.0068, loss: 1.0220 +2022-06-02 20:45:02,728 - INFO - Epoch [97/128][190/300] lr: 0.0014, eta: 2:47:21, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1847, offset_loss: 0.3679, cls_loss: 0.2043, mask_loss: 0.2822, iou_score_loss: 0.0075, loss: 1.0466 +2022-06-02 20:45:12,774 - INFO - Epoch [97/128][200/300] lr: 0.0014, eta: 2:46:41, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1777, offset_loss: 0.3564, cls_loss: 0.1431, mask_loss: 0.2876, iou_score_loss: 0.0071, loss: 0.9718 +2022-06-02 20:45:22,636 - INFO - Epoch [97/128][210/300] lr: 0.0014, eta: 2:45:54, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1636, offset_loss: 0.3784, cls_loss: 0.1572, mask_loss: 0.2394, iou_score_loss: 0.0052, loss: 0.9439 +2022-06-02 20:45:31,572 - INFO - Epoch [97/128][220/300] lr: 0.0014, eta: 2:44:33, mem: 9016, data_time: 0.00, iter_time: 1.36, semantic_loss: 0.1583, offset_loss: 0.3859, cls_loss: 0.2325, mask_loss: 0.2600, iou_score_loss: 0.0097, loss: 1.0463 +2022-06-02 20:45:41,378 - INFO - Epoch [97/128][230/300] lr: 0.0014, eta: 2:43:53, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1621, offset_loss: 0.4349, cls_loss: 0.1340, mask_loss: 0.2257, iou_score_loss: 0.0082, loss: 0.9649 +2022-06-02 20:45:52,637 - INFO - Epoch [97/128][240/300] lr: 0.0014, eta: 2:44:13, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1747, offset_loss: 0.4020, cls_loss: 0.1516, mask_loss: 0.2789, iou_score_loss: 0.0059, loss: 1.0130 +2022-06-02 20:46:03,918 - INFO - Epoch [97/128][250/300] lr: 0.0014, eta: 2:44:30, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1667, offset_loss: 0.3887, cls_loss: 0.1731, mask_loss: 0.2616, iou_score_loss: 0.0061, loss: 0.9961 +2022-06-02 20:46:15,534 - INFO - Epoch [97/128][260/300] lr: 0.0014, eta: 2:44:58, mem: 9016, data_time: 0.00, iter_time: 1.47, semantic_loss: 0.1713, offset_loss: 0.3823, cls_loss: 0.1614, mask_loss: 0.2714, iou_score_loss: 0.0089, loss: 0.9953 +2022-06-02 20:46:25,311 - INFO - Epoch [97/128][270/300] lr: 0.0014, eta: 2:44:19, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1749, offset_loss: 0.3759, cls_loss: 0.2832, mask_loss: 0.2714, iou_score_loss: 0.0085, loss: 1.1140 +2022-06-02 20:46:36,099 - INFO - Epoch [97/128][280/300] lr: 0.0014, eta: 2:44:16, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1541, offset_loss: 0.3663, cls_loss: 0.2282, mask_loss: 0.2541, iou_score_loss: 0.0080, loss: 1.0107 +2022-06-02 20:46:46,484 - INFO - Epoch [97/128][290/300] lr: 0.0014, eta: 2:43:59, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.2371, offset_loss: 0.3572, cls_loss: 0.2482, mask_loss: 0.2816, iou_score_loss: 0.0082, loss: 1.1323 +2022-06-02 20:46:55,093 - INFO - Epoch [97/128][300/300] lr: 0.0014, eta: 2:42:48, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1444, offset_loss: 0.4403, cls_loss: 0.1419, mask_loss: 0.2880, iou_score_loss: 0.0066, loss: 1.0211 +2022-06-02 20:47:12,829 - INFO - Epoch [98/128][10/300] lr: 0.0014, eta: 4:13:23, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1950, offset_loss: 0.3672, cls_loss: 0.2075, mask_loss: 0.2561, iou_score_loss: 0.0106, loss: 1.0364 +2022-06-02 20:47:23,020 - INFO - Epoch [98/128][20/300] lr: 0.0014, eta: 3:25:26, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.2589, offset_loss: 0.4032, cls_loss: 0.2093, mask_loss: 0.2493, iou_score_loss: 0.0081, loss: 1.1289 +2022-06-02 20:47:34,321 - INFO - Epoch [98/128][30/300] lr: 0.0014, eta: 3:15:00, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1846, offset_loss: 0.3960, cls_loss: 0.1607, mask_loss: 0.2902, iou_score_loss: 0.0074, loss: 1.0389 +2022-06-02 20:47:43,925 - INFO - Epoch [98/128][40/300] lr: 0.0014, eta: 3:03:09, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1598, offset_loss: 0.3618, cls_loss: 0.1505, mask_loss: 0.2651, iou_score_loss: 0.0065, loss: 0.9438 +2022-06-02 20:47:54,482 - INFO - Epoch [98/128][50/300] lr: 0.0014, eta: 2:58:47, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1888, offset_loss: 0.4327, cls_loss: 0.1632, mask_loss: 0.2420, iou_score_loss: 0.0079, loss: 1.0347 +2022-06-02 20:48:04,411 - INFO - Epoch [98/128][60/300] lr: 0.0014, eta: 2:54:23, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1507, offset_loss: 0.3981, cls_loss: 0.1303, mask_loss: 0.2210, iou_score_loss: 0.0042, loss: 0.9043 +2022-06-02 20:48:14,588 - INFO - Epoch [98/128][70/300] lr: 0.0014, eta: 2:51:41, mem: 9016, data_time: 0.00, iter_time: 1.43, semantic_loss: 0.1862, offset_loss: 0.3529, cls_loss: 0.1583, mask_loss: 0.2609, iou_score_loss: 0.0060, loss: 0.9643 +2022-06-02 20:48:25,151 - INFO - Epoch [98/128][80/300] lr: 0.0014, eta: 2:50:20, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1551, offset_loss: 0.4777, cls_loss: 0.1524, mask_loss: 0.2606, iou_score_loss: 0.0071, loss: 1.0528 +2022-06-02 20:48:35,818 - INFO - Epoch [98/128][90/300] lr: 0.0014, eta: 2:49:26, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1339, offset_loss: 0.3376, cls_loss: 0.1752, mask_loss: 0.2533, iou_score_loss: 0.0066, loss: 0.9066 +2022-06-02 20:48:46,729 - INFO - Epoch [98/128][100/300] lr: 0.0014, eta: 2:49:02, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1641, offset_loss: 0.4652, cls_loss: 0.1934, mask_loss: 0.2347, iou_score_loss: 0.0078, loss: 1.0653 +2022-06-02 20:48:58,277 - INFO - Epoch [98/128][110/300] lr: 0.0014, eta: 2:49:37, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1423, offset_loss: 0.3505, cls_loss: 0.1470, mask_loss: 0.2164, iou_score_loss: 0.0071, loss: 0.8632 +2022-06-02 20:49:08,500 - INFO - Epoch [98/128][120/300] lr: 0.0014, eta: 2:48:20, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1964, offset_loss: 0.4190, cls_loss: 0.2183, mask_loss: 0.3053, iou_score_loss: 0.0071, loss: 1.1461 +2022-06-02 20:49:17,901 - INFO - Epoch [98/128][130/300] lr: 0.0014, eta: 2:46:16, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1709, offset_loss: 0.3353, cls_loss: 0.2283, mask_loss: 0.2505, iou_score_loss: 0.0054, loss: 0.9905 +2022-06-02 20:49:28,609 - INFO - Epoch [98/128][140/300] lr: 0.0014, eta: 2:45:53, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2217, offset_loss: 0.4710, cls_loss: 0.1926, mask_loss: 0.2942, iou_score_loss: 0.0073, loss: 1.1867 +2022-06-02 20:49:38,040 - INFO - Epoch [98/128][150/300] lr: 0.0014, eta: 2:44:14, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1665, offset_loss: 0.3699, cls_loss: 0.2086, mask_loss: 0.2606, iou_score_loss: 0.0080, loss: 1.0137 +2022-06-02 20:49:48,638 - INFO - Epoch [98/128][160/300] lr: 0.0014, eta: 2:43:54, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1880, offset_loss: 0.3513, cls_loss: 0.1316, mask_loss: 0.2895, iou_score_loss: 0.0067, loss: 0.9671 +2022-06-02 20:50:00,030 - INFO - Epoch [98/128][170/300] lr: 0.0014, eta: 2:44:18, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1696, offset_loss: 0.4655, cls_loss: 0.2239, mask_loss: 0.2672, iou_score_loss: 0.0087, loss: 1.1349 +2022-06-02 20:50:11,112 - INFO - Epoch [98/128][180/300] lr: 0.0014, eta: 2:44:21, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1983, offset_loss: 0.3837, cls_loss: 0.2267, mask_loss: 0.2560, iou_score_loss: 0.0079, loss: 1.0726 +2022-06-02 20:50:21,670 - INFO - Epoch [98/128][190/300] lr: 0.0014, eta: 2:43:59, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.2252, offset_loss: 0.3602, cls_loss: 0.1971, mask_loss: 0.3079, iou_score_loss: 0.0070, loss: 1.0974 +2022-06-02 20:50:31,147 - INFO - Epoch [98/128][200/300] lr: 0.0014, eta: 2:42:48, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1827, offset_loss: 0.4012, cls_loss: 0.1882, mask_loss: 0.3036, iou_score_loss: 0.0117, loss: 1.0873 +2022-06-02 20:50:40,753 - INFO - Epoch [98/128][210/300] lr: 0.0014, eta: 2:41:48, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2195, offset_loss: 0.4258, cls_loss: 0.1915, mask_loss: 0.2347, iou_score_loss: 0.0059, loss: 1.0774 +2022-06-02 20:50:51,379 - INFO - Epoch [98/128][220/300] lr: 0.0014, eta: 2:41:35, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1328, offset_loss: 0.3354, cls_loss: 0.1367, mask_loss: 0.2472, iou_score_loss: 0.0074, loss: 0.8596 +2022-06-02 20:51:00,664 - INFO - Epoch [98/128][230/300] lr: 0.0014, eta: 2:40:29, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1838, offset_loss: 0.5691, cls_loss: 0.1820, mask_loss: 0.2500, iou_score_loss: 0.0085, loss: 1.1934 +2022-06-02 20:51:09,951 - INFO - Epoch [98/128][240/300] lr: 0.0014, eta: 2:39:28, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1820, offset_loss: 0.3243, cls_loss: 0.1694, mask_loss: 0.2822, iou_score_loss: 0.0082, loss: 0.9661 +2022-06-02 20:51:19,778 - INFO - Epoch [98/128][250/300] lr: 0.0014, eta: 2:38:51, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1853, offset_loss: 0.4162, cls_loss: 0.1774, mask_loss: 0.2776, iou_score_loss: 0.0061, loss: 1.0625 +2022-06-02 20:51:30,343 - INFO - Epoch [98/128][260/300] lr: 0.0014, eta: 2:38:42, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1571, offset_loss: 0.4334, cls_loss: 0.1956, mask_loss: 0.2774, iou_score_loss: 0.0063, loss: 1.0699 +2022-06-02 20:51:40,337 - INFO - Epoch [98/128][270/300] lr: 0.0014, eta: 2:38:13, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1753, offset_loss: 0.3845, cls_loss: 0.1887, mask_loss: 0.2616, iou_score_loss: 0.0056, loss: 1.0158 +2022-06-02 20:51:51,007 - INFO - Epoch [98/128][280/300] lr: 0.0014, eta: 2:38:08, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1786, offset_loss: 0.4155, cls_loss: 0.2353, mask_loss: 0.3142, iou_score_loss: 0.0080, loss: 1.1516 +2022-06-02 20:52:00,711 - INFO - Epoch [98/128][290/300] lr: 0.0014, eta: 2:37:32, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1608, offset_loss: 0.3706, cls_loss: 0.1694, mask_loss: 0.2857, iou_score_loss: 0.0059, loss: 0.9925 +2022-06-02 20:52:09,569 - INFO - Epoch [98/128][300/300] lr: 0.0014, eta: 2:36:32, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1557, offset_loss: 0.4335, cls_loss: 0.2594, mask_loss: 0.2915, iou_score_loss: 0.0064, loss: 1.1465 +2022-06-02 20:52:26,418 - INFO - Epoch [99/128][10/300] lr: 0.0013, eta: 3:53:16, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2268, offset_loss: 0.3520, cls_loss: 0.2140, mask_loss: 0.2727, iou_score_loss: 0.0061, loss: 1.0716 +2022-06-02 20:52:35,492 - INFO - Epoch [99/128][20/300] lr: 0.0013, eta: 3:04:32, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1733, offset_loss: 0.3774, cls_loss: 0.2412, mask_loss: 0.2684, iou_score_loss: 0.0072, loss: 1.0674 +2022-06-02 20:52:45,508 - INFO - Epoch [99/128][30/300] lr: 0.0013, eta: 2:52:48, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1493, offset_loss: 0.3350, cls_loss: 0.1717, mask_loss: 0.2363, iou_score_loss: 0.0054, loss: 0.8976 +2022-06-02 20:52:55,493 - INFO - Epoch [99/128][40/300] lr: 0.0013, eta: 2:46:44, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1636, offset_loss: 0.4175, cls_loss: 0.2112, mask_loss: 0.2726, iou_score_loss: 0.0062, loss: 1.0711 +2022-06-02 20:53:06,376 - INFO - Epoch [99/128][50/300] lr: 0.0013, eta: 2:45:43, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1863, offset_loss: 0.3801, cls_loss: 0.1975, mask_loss: 0.2494, iou_score_loss: 0.0082, loss: 1.0216 +2022-06-02 20:53:17,000 - INFO - Epoch [99/128][60/300] lr: 0.0013, eta: 2:44:20, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2384, offset_loss: 0.4373, cls_loss: 0.2611, mask_loss: 0.2444, iou_score_loss: 0.0078, loss: 1.1891 +2022-06-02 20:53:27,114 - INFO - Epoch [99/128][70/300] lr: 0.0013, eta: 2:42:12, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1641, offset_loss: 0.3581, cls_loss: 0.2103, mask_loss: 0.2743, iou_score_loss: 0.0083, loss: 1.0149 +2022-06-02 20:53:37,298 - INFO - Epoch [99/128][80/300] lr: 0.0013, eta: 2:40:41, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1496, offset_loss: 0.3480, cls_loss: 0.1837, mask_loss: 0.2833, iou_score_loss: 0.0080, loss: 0.9726 +2022-06-02 20:53:47,327 - INFO - Epoch [99/128][90/300] lr: 0.0013, eta: 2:39:11, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1826, offset_loss: 0.4132, cls_loss: 0.1744, mask_loss: 0.2765, iou_score_loss: 0.0051, loss: 1.0518 +2022-06-02 20:53:58,137 - INFO - Epoch [99/128][100/300] lr: 0.0013, eta: 2:39:10, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2353, offset_loss: 0.3900, cls_loss: 0.2307, mask_loss: 0.2495, iou_score_loss: 0.0079, loss: 1.1134 +2022-06-02 20:54:08,251 - INFO - Epoch [99/128][110/300] lr: 0.0013, eta: 2:38:09, mem: 9016, data_time: 0.00, iter_time: 1.64, semantic_loss: 0.2103, offset_loss: 0.3964, cls_loss: 0.2345, mask_loss: 0.2541, iou_score_loss: 0.0069, loss: 1.1022 +2022-06-02 20:54:17,730 - INFO - Epoch [99/128][120/300] lr: 0.0013, eta: 2:36:29, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1724, offset_loss: 0.4200, cls_loss: 0.1572, mask_loss: 0.2895, iou_score_loss: 0.0050, loss: 1.0441 +2022-06-02 20:54:29,060 - INFO - Epoch [99/128][130/300] lr: 0.0013, eta: 2:37:10, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1757, offset_loss: 0.4318, cls_loss: 0.1848, mask_loss: 0.2729, iou_score_loss: 0.0082, loss: 1.0735 +2022-06-02 20:54:38,867 - INFO - Epoch [99/128][140/300] lr: 0.0013, eta: 2:36:08, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1549, offset_loss: 0.4201, cls_loss: 0.1297, mask_loss: 0.2639, iou_score_loss: 0.0048, loss: 0.9734 +2022-06-02 20:54:49,679 - INFO - Epoch [99/128][150/300] lr: 0.0013, eta: 2:36:12, mem: 9016, data_time: 0.00, iter_time: 2.01, semantic_loss: 0.2270, offset_loss: 0.5026, cls_loss: 0.1656, mask_loss: 0.2443, iou_score_loss: 0.0083, loss: 1.1479 +2022-06-02 20:54:59,063 - INFO - Epoch [99/128][160/300] lr: 0.0013, eta: 2:34:54, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1568, offset_loss: 0.3579, cls_loss: 0.2100, mask_loss: 0.2767, iou_score_loss: 0.0072, loss: 1.0087 +2022-06-02 20:55:09,536 - INFO - Epoch [99/128][170/300] lr: 0.0013, eta: 2:34:42, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1911, offset_loss: 0.4450, cls_loss: 0.1953, mask_loss: 0.2525, iou_score_loss: 0.0057, loss: 1.0896 +2022-06-02 20:55:19,946 - INFO - Epoch [99/128][180/300] lr: 0.0013, eta: 2:34:26, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1691, offset_loss: 0.3898, cls_loss: 0.2086, mask_loss: 0.2717, iou_score_loss: 0.0061, loss: 1.0454 +2022-06-02 20:55:29,638 - INFO - Epoch [99/128][190/300] lr: 0.0013, eta: 2:33:38, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1892, offset_loss: 0.4083, cls_loss: 0.2247, mask_loss: 0.2855, iou_score_loss: 0.0077, loss: 1.1154 +2022-06-02 20:55:39,638 - INFO - Epoch [99/128][200/300] lr: 0.0013, eta: 2:33:07, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.2350, offset_loss: 0.3357, cls_loss: 0.1341, mask_loss: 0.2399, iou_score_loss: 0.0062, loss: 0.9509 +2022-06-02 20:55:50,385 - INFO - Epoch [99/128][210/300] lr: 0.0013, eta: 2:33:09, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1892, offset_loss: 0.3401, cls_loss: 0.1386, mask_loss: 0.2749, iou_score_loss: 0.0078, loss: 0.9507 +2022-06-02 20:56:00,972 - INFO - Epoch [99/128][220/300] lr: 0.0013, eta: 2:33:04, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1933, offset_loss: 0.4247, cls_loss: 0.1845, mask_loss: 0.2773, iou_score_loss: 0.0063, loss: 1.0861 +2022-06-02 20:56:11,721 - INFO - Epoch [99/128][230/300] lr: 0.0013, eta: 2:33:05, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.2456, offset_loss: 0.3945, cls_loss: 0.2384, mask_loss: 0.2848, iou_score_loss: 0.0079, loss: 1.1713 +2022-06-02 20:56:21,377 - INFO - Epoch [99/128][240/300] lr: 0.0013, eta: 2:32:24, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1717, offset_loss: 0.3402, cls_loss: 0.1931, mask_loss: 0.2619, iou_score_loss: 0.0070, loss: 0.9739 +2022-06-02 20:56:31,374 - INFO - Epoch [99/128][250/300] lr: 0.0013, eta: 2:31:59, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1877, offset_loss: 0.3830, cls_loss: 0.2016, mask_loss: 0.2627, iou_score_loss: 0.0087, loss: 1.0436 +2022-06-02 20:56:40,710 - INFO - Epoch [99/128][260/300] lr: 0.0013, eta: 2:31:12, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2007, offset_loss: 0.4523, cls_loss: 0.2325, mask_loss: 0.2842, iou_score_loss: 0.0081, loss: 1.1779 +2022-06-02 20:56:52,359 - INFO - Epoch [99/128][270/300] lr: 0.0013, eta: 2:31:42, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1330, offset_loss: 0.3485, cls_loss: 0.2239, mask_loss: 0.2682, iou_score_loss: 0.0068, loss: 0.9804 +2022-06-02 20:57:02,912 - INFO - Epoch [99/128][280/300] lr: 0.0013, eta: 2:31:35, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.2239, offset_loss: 0.3858, cls_loss: 0.1882, mask_loss: 0.2871, iou_score_loss: 0.0067, loss: 1.0916 +2022-06-02 20:57:12,213 - INFO - Epoch [99/128][290/300] lr: 0.0013, eta: 2:30:51, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1776, offset_loss: 0.4066, cls_loss: 0.1950, mask_loss: 0.2552, iou_score_loss: 0.0061, loss: 1.0405 +2022-06-02 20:57:20,350 - INFO - Epoch [99/128][300/300] lr: 0.0013, eta: 2:29:35, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1700, offset_loss: 0.3598, cls_loss: 0.1805, mask_loss: 0.2976, iou_score_loss: 0.0070, loss: 1.0150 +2022-06-02 20:57:38,403 - INFO - Epoch [100/128][10/300] lr: 0.0012, eta: 4:03:33, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1603, offset_loss: 0.3526, cls_loss: 0.1446, mask_loss: 0.2793, iou_score_loss: 0.0065, loss: 0.9432 +2022-06-02 20:57:48,249 - INFO - Epoch [100/128][20/300] lr: 0.0012, eta: 3:12:47, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1425, offset_loss: 0.3473, cls_loss: 0.1386, mask_loss: 0.2465, iou_score_loss: 0.0061, loss: 0.8810 +2022-06-02 20:58:00,739 - INFO - Epoch [100/128][30/300] lr: 0.0012, eta: 3:08:34, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1723, offset_loss: 0.4337, cls_loss: 0.1300, mask_loss: 0.3026, iou_score_loss: 0.0065, loss: 1.0450 +2022-06-02 20:58:10,764 - INFO - Epoch [100/128][40/300] lr: 0.0012, eta: 2:57:24, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.2049, offset_loss: 0.4330, cls_loss: 0.2283, mask_loss: 0.2762, iou_score_loss: 0.0076, loss: 1.1500 +2022-06-02 20:58:20,153 - INFO - Epoch [100/128][50/300] lr: 0.0012, eta: 2:48:52, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.2086, offset_loss: 0.3760, cls_loss: 0.2575, mask_loss: 0.2620, iou_score_loss: 0.0082, loss: 1.1122 +2022-06-02 20:58:30,656 - INFO - Epoch [100/128][60/300] lr: 0.0012, eta: 2:45:46, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1874, offset_loss: 0.3926, cls_loss: 0.1733, mask_loss: 0.2959, iou_score_loss: 0.0070, loss: 1.0562 +2022-06-02 20:58:39,795 - INFO - Epoch [100/128][70/300] lr: 0.0012, eta: 2:40:42, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1653, offset_loss: 0.3491, cls_loss: 0.1950, mask_loss: 0.2432, iou_score_loss: 0.0066, loss: 0.9592 +2022-06-02 20:58:50,267 - INFO - Epoch [100/128][80/300] lr: 0.0012, eta: 2:39:15, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1996, offset_loss: 0.4416, cls_loss: 0.1575, mask_loss: 0.2576, iou_score_loss: 0.0066, loss: 1.0630 +2022-06-02 20:59:00,371 - INFO - Epoch [100/128][90/300] lr: 0.0012, eta: 2:37:29, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1739, offset_loss: 0.3526, cls_loss: 0.1752, mask_loss: 0.2678, iou_score_loss: 0.0067, loss: 0.9762 +2022-06-02 20:59:10,345 - INFO - Epoch [100/128][100/300] lr: 0.0012, eta: 2:35:52, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.2033, offset_loss: 0.3437, cls_loss: 0.1782, mask_loss: 0.2779, iou_score_loss: 0.0090, loss: 1.0121 +2022-06-02 20:59:20,358 - INFO - Epoch [100/128][110/300] lr: 0.0012, eta: 2:34:33, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1716, offset_loss: 0.3404, cls_loss: 0.1438, mask_loss: 0.2515, iou_score_loss: 0.0074, loss: 0.9147 +2022-06-02 20:59:30,769 - INFO - Epoch [100/128][120/300] lr: 0.0012, eta: 2:33:56, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1901, offset_loss: 0.4870, cls_loss: 0.1621, mask_loss: 0.2853, iou_score_loss: 0.0063, loss: 1.1307 +2022-06-02 20:59:41,641 - INFO - Epoch [100/128][130/300] lr: 0.0012, eta: 2:33:52, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1417, offset_loss: 0.3950, cls_loss: 0.1952, mask_loss: 0.2533, iou_score_loss: 0.0069, loss: 0.9920 +2022-06-02 20:59:52,172 - INFO - Epoch [100/128][140/300] lr: 0.0012, eta: 2:33:27, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1811, offset_loss: 0.4481, cls_loss: 0.1833, mask_loss: 0.2288, iou_score_loss: 0.0057, loss: 1.0470 +2022-06-02 21:00:02,557 - INFO - Epoch [100/128][150/300] lr: 0.0012, eta: 2:32:55, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1932, offset_loss: 0.3629, cls_loss: 0.1717, mask_loss: 0.2971, iou_score_loss: 0.0075, loss: 1.0325 +2022-06-02 21:00:11,499 - INFO - Epoch [100/128][160/300] lr: 0.0012, eta: 2:31:08, mem: 9016, data_time: 0.00, iter_time: 0.57, semantic_loss: 0.1477, offset_loss: 0.3278, cls_loss: 0.1502, mask_loss: 0.2210, iou_score_loss: 0.0066, loss: 0.8534 +2022-06-02 21:00:22,384 - INFO - Epoch [100/128][170/300] lr: 0.0012, eta: 2:31:11, mem: 9016, data_time: 0.00, iter_time: 2.08, semantic_loss: 0.1562, offset_loss: 0.4971, cls_loss: 0.1568, mask_loss: 0.2945, iou_score_loss: 0.0076, loss: 1.1123 +2022-06-02 21:00:33,130 - INFO - Epoch [100/128][180/300] lr: 0.0012, eta: 2:31:06, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2423, offset_loss: 0.4602, cls_loss: 0.1289, mask_loss: 0.2600, iou_score_loss: 0.0077, loss: 1.0991 +2022-06-02 21:00:43,218 - INFO - Epoch [100/128][190/300] lr: 0.0012, eta: 2:30:30, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1983, offset_loss: 0.3631, cls_loss: 0.2215, mask_loss: 0.2812, iou_score_loss: 0.0087, loss: 1.0728 +2022-06-02 21:00:54,970 - INFO - Epoch [100/128][200/300] lr: 0.0012, eta: 2:31:08, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1906, offset_loss: 0.3589, cls_loss: 0.2393, mask_loss: 0.2204, iou_score_loss: 0.0088, loss: 1.0181 +2022-06-02 21:01:04,605 - INFO - Epoch [100/128][210/300] lr: 0.0012, eta: 2:30:15, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1799, offset_loss: 0.3198, cls_loss: 0.2288, mask_loss: 0.2533, iou_score_loss: 0.0067, loss: 0.9885 +2022-06-02 21:01:15,644 - INFO - Epoch [100/128][220/300] lr: 0.0012, eta: 2:30:21, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1627, offset_loss: 0.3611, cls_loss: 0.2038, mask_loss: 0.2481, iou_score_loss: 0.0063, loss: 0.9820 +2022-06-02 21:01:25,032 - INFO - Epoch [100/128][230/300] lr: 0.0012, eta: 2:29:25, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2036, offset_loss: 0.4219, cls_loss: 0.2358, mask_loss: 0.2482, iou_score_loss: 0.0051, loss: 1.1146 +2022-06-02 21:01:34,388 - INFO - Epoch [100/128][240/300] lr: 0.0012, eta: 2:28:31, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1677, offset_loss: 0.3388, cls_loss: 0.2119, mask_loss: 0.2558, iou_score_loss: 0.0068, loss: 0.9810 +2022-06-02 21:01:44,454 - INFO - Epoch [100/128][250/300] lr: 0.0012, eta: 2:28:04, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1712, offset_loss: 0.3607, cls_loss: 0.2202, mask_loss: 0.2571, iou_score_loss: 0.0068, loss: 1.0159 +2022-06-02 21:01:54,678 - INFO - Epoch [100/128][260/300] lr: 0.0012, eta: 2:27:44, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1872, offset_loss: 0.3944, cls_loss: 0.1659, mask_loss: 0.2674, iou_score_loss: 0.0088, loss: 1.0237 +2022-06-02 21:02:05,705 - INFO - Epoch [100/128][270/300] lr: 0.0012, eta: 2:27:49, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1997, offset_loss: 0.3731, cls_loss: 0.2819, mask_loss: 0.2585, iou_score_loss: 0.0085, loss: 1.1217 +2022-06-02 21:02:14,756 - INFO - Epoch [100/128][280/300] lr: 0.0012, eta: 2:26:55, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1359, offset_loss: 0.3977, cls_loss: 0.1445, mask_loss: 0.2417, iou_score_loss: 0.0070, loss: 0.9269 +2022-06-02 21:02:23,449 - INFO - Epoch [100/128][290/300] lr: 0.0012, eta: 2:25:54, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1629, offset_loss: 0.3812, cls_loss: 0.1734, mask_loss: 0.2436, iou_score_loss: 0.0072, loss: 0.9682 +2022-06-02 21:02:32,722 - INFO - Epoch [100/128][300/300] lr: 0.0012, eta: 2:25:11, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1828, offset_loss: 0.3818, cls_loss: 0.1839, mask_loss: 0.2350, iou_score_loss: 0.0045, loss: 0.9881 +2022-06-02 21:02:33,934 - INFO - Validation +2022-06-02 21:03:45,051 - INFO - Evaluate instance segmentation +2022-06-02 21:03:56,377 - INFO - AP: 0.459. AP_50: 0.674. AP_25: 0.794 +2022-06-02 21:03:56,378 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 21:04:03,503 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 21:04:03,503 - INFO - mIoU: 72.0 +2022-06-02 21:04:04,734 - INFO - Acc: 89.8 +2022-06-02 21:04:08,223 - INFO - Offset MAE: 0.442 +2022-06-02 21:04:23,431 - INFO - Epoch [101/128][10/300] lr: 0.0011, eta: 3:31:00, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.2193, offset_loss: 0.4281, cls_loss: 0.1659, mask_loss: 0.3128, iou_score_loss: 0.0048, loss: 1.1309 +2022-06-02 21:04:33,190 - INFO - Epoch [101/128][20/300] lr: 0.0011, eta: 2:53:40, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1622, offset_loss: 0.4354, cls_loss: 0.1220, mask_loss: 0.2476, iou_score_loss: 0.0065, loss: 0.9736 +2022-06-02 21:04:43,462 - INFO - Epoch [101/128][30/300] lr: 0.0011, eta: 2:43:25, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1616, offset_loss: 0.4339, cls_loss: 0.1917, mask_loss: 0.2402, iou_score_loss: 0.0053, loss: 1.0327 +2022-06-02 21:04:53,232 - INFO - Epoch [101/128][40/300] lr: 0.0011, eta: 2:36:27, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1949, offset_loss: 0.3275, cls_loss: 0.2186, mask_loss: 0.2734, iou_score_loss: 0.0064, loss: 1.0208 +2022-06-02 21:05:03,948 - INFO - Epoch [101/128][50/300] lr: 0.0011, eta: 2:34:50, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1830, offset_loss: 0.4044, cls_loss: 0.2327, mask_loss: 0.2998, iou_score_loss: 0.0093, loss: 1.1292 +2022-06-02 21:05:13,866 - INFO - Epoch [101/128][60/300] lr: 0.0011, eta: 2:31:51, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1859, offset_loss: 0.3705, cls_loss: 0.1526, mask_loss: 0.2819, iou_score_loss: 0.0064, loss: 0.9973 +2022-06-02 21:05:23,521 - INFO - Epoch [101/128][70/300] lr: 0.0011, eta: 2:29:09, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.2122, offset_loss: 0.3544, cls_loss: 0.1690, mask_loss: 0.2549, iou_score_loss: 0.0070, loss: 0.9974 +2022-06-02 21:05:33,710 - INFO - Epoch [101/128][80/300] lr: 0.0011, eta: 2:28:00, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1784, offset_loss: 0.3865, cls_loss: 0.1667, mask_loss: 0.2441, iou_score_loss: 0.0056, loss: 0.9812 +2022-06-02 21:05:47,337 - INFO - Epoch [101/128][90/300] lr: 0.0011, eta: 2:32:23, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.2231, offset_loss: 0.4131, cls_loss: 0.1954, mask_loss: 0.3006, iou_score_loss: 0.0082, loss: 1.1404 +2022-06-02 21:05:57,908 - INFO - Epoch [101/128][100/300] lr: 0.0011, eta: 2:31:36, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1659, offset_loss: 0.3467, cls_loss: 0.1724, mask_loss: 0.2509, iou_score_loss: 0.0052, loss: 0.9410 +2022-06-02 21:06:07,611 - INFO - Epoch [101/128][110/300] lr: 0.0011, eta: 2:29:50, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1606, offset_loss: 0.3364, cls_loss: 0.1206, mask_loss: 0.2120, iou_score_loss: 0.0059, loss: 0.8355 +2022-06-02 21:06:17,919 - INFO - Epoch [101/128][120/300] lr: 0.0011, eta: 2:29:01, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1937, offset_loss: 0.3003, cls_loss: 0.2170, mask_loss: 0.2162, iou_score_loss: 0.0072, loss: 0.9344 +2022-06-02 21:06:27,848 - INFO - Epoch [101/128][130/300] lr: 0.0011, eta: 2:27:56, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1636, offset_loss: 0.3829, cls_loss: 0.1904, mask_loss: 0.2291, iou_score_loss: 0.0061, loss: 0.9721 +2022-06-02 21:06:38,062 - INFO - Epoch [101/128][140/300] lr: 0.0011, eta: 2:27:15, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1764, offset_loss: 0.3428, cls_loss: 0.1866, mask_loss: 0.2758, iou_score_loss: 0.0092, loss: 0.9908 +2022-06-02 21:06:49,311 - INFO - Epoch [101/128][150/300] lr: 0.0011, eta: 2:27:35, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.3008, offset_loss: 0.4924, cls_loss: 0.1912, mask_loss: 0.3131, iou_score_loss: 0.0095, loss: 1.3070 +2022-06-02 21:06:59,755 - INFO - Epoch [101/128][160/300] lr: 0.0011, eta: 2:27:09, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1368, offset_loss: 0.3637, cls_loss: 0.1542, mask_loss: 0.2601, iou_score_loss: 0.0053, loss: 0.9201 +2022-06-02 21:07:09,451 - INFO - Epoch [101/128][170/300] lr: 0.0011, eta: 2:26:09, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1949, offset_loss: 0.4083, cls_loss: 0.1566, mask_loss: 0.2945, iou_score_loss: 0.0082, loss: 1.0624 +2022-06-02 21:07:20,201 - INFO - Epoch [101/128][180/300] lr: 0.0011, eta: 2:26:02, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1983, offset_loss: 0.4005, cls_loss: 0.1206, mask_loss: 0.2727, iou_score_loss: 0.0059, loss: 0.9980 +2022-06-02 21:07:30,634 - INFO - Epoch [101/128][190/300] lr: 0.0011, eta: 2:25:41, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.2107, offset_loss: 0.3556, cls_loss: 0.2120, mask_loss: 0.2845, iou_score_loss: 0.0065, loss: 1.0692 +2022-06-02 21:07:41,467 - INFO - Epoch [101/128][200/300] lr: 0.0011, eta: 2:25:39, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2398, offset_loss: 0.4359, cls_loss: 0.2270, mask_loss: 0.3414, iou_score_loss: 0.0076, loss: 1.2517 +2022-06-02 21:07:51,332 - INFO - Epoch [101/128][210/300] lr: 0.0011, eta: 2:24:57, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1845, offset_loss: 0.4411, cls_loss: 0.2124, mask_loss: 0.2624, iou_score_loss: 0.0062, loss: 1.1066 +2022-06-02 21:08:00,799 - INFO - Epoch [101/128][220/300] lr: 0.0011, eta: 2:24:04, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2067, offset_loss: 0.3561, cls_loss: 0.2018, mask_loss: 0.2619, iou_score_loss: 0.0074, loss: 1.0339 +2022-06-02 21:08:12,048 - INFO - Epoch [101/128][230/300] lr: 0.0011, eta: 2:24:17, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1860, offset_loss: 0.3373, cls_loss: 0.1568, mask_loss: 0.2826, iou_score_loss: 0.0053, loss: 0.9681 +2022-06-02 21:08:22,975 - INFO - Epoch [101/128][240/300] lr: 0.0011, eta: 2:24:18, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.2525, offset_loss: 0.4958, cls_loss: 0.2505, mask_loss: 0.3149, iou_score_loss: 0.0098, loss: 1.3235 +2022-06-02 21:08:32,674 - INFO - Epoch [101/128][250/300] lr: 0.0011, eta: 2:23:38, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1913, offset_loss: 0.3569, cls_loss: 0.1718, mask_loss: 0.3067, iou_score_loss: 0.0049, loss: 1.0316 +2022-06-02 21:08:42,691 - INFO - Epoch [101/128][260/300] lr: 0.0011, eta: 2:23:09, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1864, offset_loss: 0.3682, cls_loss: 0.2435, mask_loss: 0.2582, iou_score_loss: 0.0083, loss: 1.0646 +2022-06-02 21:08:53,659 - INFO - Epoch [101/128][270/300] lr: 0.0011, eta: 2:23:11, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2097, offset_loss: 0.4185, cls_loss: 0.2269, mask_loss: 0.2449, iou_score_loss: 0.0053, loss: 1.1054 +2022-06-02 21:09:03,226 - INFO - Epoch [101/128][280/300] lr: 0.0011, eta: 2:22:32, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1448, offset_loss: 0.4020, cls_loss: 0.1670, mask_loss: 0.2395, iou_score_loss: 0.0062, loss: 0.9595 +2022-06-02 21:09:14,564 - INFO - Epoch [101/128][290/300] lr: 0.0011, eta: 2:22:44, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1597, offset_loss: 0.3933, cls_loss: 0.1565, mask_loss: 0.2972, iou_score_loss: 0.0072, loss: 1.0139 +2022-06-02 21:09:23,849 - INFO - Epoch [101/128][300/300] lr: 0.0011, eta: 2:21:59, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1451, offset_loss: 0.3959, cls_loss: 0.1508, mask_loss: 0.2395, iou_score_loss: 0.0078, loss: 0.9391 +2022-06-02 21:09:41,785 - INFO - Epoch [102/128][10/300] lr: 0.0011, eta: 3:43:40, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1594, offset_loss: 0.4026, cls_loss: 0.1801, mask_loss: 0.3058, iou_score_loss: 0.0074, loss: 1.0554 +2022-06-02 21:09:51,074 - INFO - Epoch [102/128][20/300] lr: 0.0011, eta: 2:54:16, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.2155, offset_loss: 0.3386, cls_loss: 0.1609, mask_loss: 0.2386, iou_score_loss: 0.0048, loss: 0.9584 +2022-06-02 21:10:00,831 - INFO - Epoch [102/128][30/300] lr: 0.0011, eta: 2:39:43, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1416, offset_loss: 0.2959, cls_loss: 0.2290, mask_loss: 0.2568, iou_score_loss: 0.0067, loss: 0.9300 +2022-06-02 21:10:10,903 - INFO - Epoch [102/128][40/300] lr: 0.0011, eta: 2:33:25, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1655, offset_loss: 0.3559, cls_loss: 0.1525, mask_loss: 0.2545, iou_score_loss: 0.0065, loss: 0.9349 +2022-06-02 21:10:20,243 - INFO - Epoch [102/128][50/300] lr: 0.0011, eta: 2:27:41, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1499, offset_loss: 0.4419, cls_loss: 0.1703, mask_loss: 0.2588, iou_score_loss: 0.0090, loss: 1.0299 +2022-06-02 21:10:31,474 - INFO - Epoch [102/128][60/300] lr: 0.0011, eta: 2:28:01, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1762, offset_loss: 0.3476, cls_loss: 0.1821, mask_loss: 0.2522, iou_score_loss: 0.0061, loss: 0.9642 +2022-06-02 21:10:40,611 - INFO - Epoch [102/128][70/300] lr: 0.0011, eta: 2:24:08, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2832, offset_loss: 0.4024, cls_loss: 0.2095, mask_loss: 0.2870, iou_score_loss: 0.0086, loss: 1.1907 +2022-06-02 21:10:51,558 - INFO - Epoch [102/128][80/300] lr: 0.0011, eta: 2:24:17, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1783, offset_loss: 0.3240, cls_loss: 0.2054, mask_loss: 0.2827, iou_score_loss: 0.0091, loss: 0.9995 +2022-06-02 21:11:00,185 - INFO - Epoch [102/128][90/300] lr: 0.0011, eta: 2:20:52, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1811, offset_loss: 0.3719, cls_loss: 0.2202, mask_loss: 0.2404, iou_score_loss: 0.0078, loss: 1.0215 +2022-06-02 21:11:09,163 - INFO - Epoch [102/128][100/300] lr: 0.0011, eta: 2:18:37, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1740, offset_loss: 0.3363, cls_loss: 0.1612, mask_loss: 0.2809, iou_score_loss: 0.0065, loss: 0.9589 +2022-06-02 21:11:18,395 - INFO - Epoch [102/128][110/300] lr: 0.0011, eta: 2:17:02, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1607, offset_loss: 0.3765, cls_loss: 0.2129, mask_loss: 0.2647, iou_score_loss: 0.0081, loss: 1.0229 +2022-06-02 21:11:27,285 - INFO - Epoch [102/128][120/300] lr: 0.0011, eta: 2:15:18, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1540, offset_loss: 0.3475, cls_loss: 0.1880, mask_loss: 0.2550, iou_score_loss: 0.0079, loss: 0.9524 +2022-06-02 21:11:39,137 - INFO - Epoch [102/128][130/300] lr: 0.0011, eta: 2:16:51, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1555, offset_loss: 0.3966, cls_loss: 0.1539, mask_loss: 0.2881, iou_score_loss: 0.0067, loss: 1.0008 +2022-06-02 21:11:49,750 - INFO - Epoch [102/128][140/300] lr: 0.0011, eta: 2:16:58, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2054, offset_loss: 0.4094, cls_loss: 0.2215, mask_loss: 0.2820, iou_score_loss: 0.0072, loss: 1.1255 +2022-06-02 21:11:59,290 - INFO - Epoch [102/128][150/300] lr: 0.0011, eta: 2:16:06, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1728, offset_loss: 0.3597, cls_loss: 0.1626, mask_loss: 0.2654, iou_score_loss: 0.0061, loss: 0.9666 +2022-06-02 21:12:10,511 - INFO - Epoch [102/128][160/300] lr: 0.0011, eta: 2:16:43, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1905, offset_loss: 0.3615, cls_loss: 0.1533, mask_loss: 0.3077, iou_score_loss: 0.0072, loss: 1.0203 +2022-06-02 21:12:21,619 - INFO - Epoch [102/128][170/300] lr: 0.0011, eta: 2:17:09, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1710, offset_loss: 0.3383, cls_loss: 0.1558, mask_loss: 0.2584, iou_score_loss: 0.0061, loss: 0.9297 +2022-06-02 21:12:31,678 - INFO - Epoch [102/128][180/300] lr: 0.0011, eta: 2:16:45, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1682, offset_loss: 0.3946, cls_loss: 0.1817, mask_loss: 0.2575, iou_score_loss: 0.0095, loss: 1.0115 +2022-06-02 21:12:42,341 - INFO - Epoch [102/128][190/300] lr: 0.0011, eta: 2:16:46, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.2260, offset_loss: 0.4264, cls_loss: 0.2105, mask_loss: 0.2793, iou_score_loss: 0.0107, loss: 1.1530 +2022-06-02 21:12:53,562 - INFO - Epoch [102/128][200/300] lr: 0.0011, eta: 2:17:09, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2250, offset_loss: 0.4433, cls_loss: 0.2434, mask_loss: 0.2726, iou_score_loss: 0.0074, loss: 1.1918 +2022-06-02 21:13:05,221 - INFO - Epoch [102/128][210/300] lr: 0.0011, eta: 2:17:46, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1944, offset_loss: 0.3329, cls_loss: 0.1560, mask_loss: 0.2737, iou_score_loss: 0.0063, loss: 0.9633 +2022-06-02 21:13:15,018 - INFO - Epoch [102/128][220/300] lr: 0.0011, eta: 2:17:11, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1590, offset_loss: 0.3446, cls_loss: 0.1560, mask_loss: 0.2634, iou_score_loss: 0.0047, loss: 0.9276 +2022-06-02 21:13:25,515 - INFO - Epoch [102/128][230/300] lr: 0.0011, eta: 2:17:02, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1779, offset_loss: 0.3436, cls_loss: 0.1874, mask_loss: 0.2759, iou_score_loss: 0.0070, loss: 0.9918 +2022-06-02 21:13:35,245 - INFO - Epoch [102/128][240/300] lr: 0.0011, eta: 2:16:28, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1460, offset_loss: 0.3101, cls_loss: 0.1584, mask_loss: 0.2807, iou_score_loss: 0.0063, loss: 0.9015 +2022-06-02 21:13:45,122 - INFO - Epoch [102/128][250/300] lr: 0.0011, eta: 2:16:01, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1656, offset_loss: 0.4157, cls_loss: 0.2060, mask_loss: 0.2452, iou_score_loss: 0.0075, loss: 1.0399 +2022-06-02 21:13:54,460 - INFO - Epoch [102/128][260/300] lr: 0.0011, eta: 2:15:19, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1637, offset_loss: 0.4419, cls_loss: 0.1852, mask_loss: 0.2345, iou_score_loss: 0.0054, loss: 1.0307 +2022-06-02 21:14:03,650 - INFO - Epoch [102/128][270/300] lr: 0.0011, eta: 2:14:34, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1559, offset_loss: 0.4077, cls_loss: 0.2136, mask_loss: 0.3044, iou_score_loss: 0.0087, loss: 1.0903 +2022-06-02 21:14:14,253 - INFO - Epoch [102/128][280/300] lr: 0.0011, eta: 2:14:33, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1608, offset_loss: 0.3614, cls_loss: 0.2039, mask_loss: 0.2752, iou_score_loss: 0.0091, loss: 1.0104 +2022-06-02 21:14:24,981 - INFO - Epoch [102/128][290/300] lr: 0.0011, eta: 2:14:32, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1995, offset_loss: 0.4469, cls_loss: 0.2293, mask_loss: 0.2832, iou_score_loss: 0.0097, loss: 1.1686 +2022-06-02 21:14:33,142 - INFO - Epoch [102/128][300/300] lr: 0.0011, eta: 2:13:26, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1872, offset_loss: 0.3445, cls_loss: 0.2676, mask_loss: 0.2332, iou_score_loss: 0.0081, loss: 1.0406 +2022-06-02 21:14:50,312 - INFO - Epoch [103/128][10/300] lr: 0.001, eta: 3:25:24, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1842, offset_loss: 0.3602, cls_loss: 0.1653, mask_loss: 0.2654, iou_score_loss: 0.0065, loss: 0.9817 +2022-06-02 21:15:00,895 - INFO - Epoch [103/128][20/300] lr: 0.001, eta: 2:51:04, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1763, offset_loss: 0.3490, cls_loss: 0.2658, mask_loss: 0.2644, iou_score_loss: 0.0078, loss: 1.0633 +2022-06-02 21:15:10,446 - INFO - Epoch [103/128][30/300] lr: 0.001, eta: 2:35:14, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2004, offset_loss: 0.4169, cls_loss: 0.2197, mask_loss: 0.2712, iou_score_loss: 0.0070, loss: 1.1152 +2022-06-02 21:15:19,818 - INFO - Epoch [103/128][40/300] lr: 0.001, eta: 2:26:35, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1520, offset_loss: 0.4313, cls_loss: 0.1601, mask_loss: 0.2672, iou_score_loss: 0.0089, loss: 1.0195 +2022-06-02 21:15:30,340 - INFO - Epoch [103/128][50/300] lr: 0.001, eta: 2:24:15, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1973, offset_loss: 0.3679, cls_loss: 0.2213, mask_loss: 0.2577, iou_score_loss: 0.0058, loss: 1.0501 +2022-06-02 21:15:40,494 - INFO - Epoch [103/128][60/300] lr: 0.001, eta: 2:21:54, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1769, offset_loss: 0.3641, cls_loss: 0.2087, mask_loss: 0.2708, iou_score_loss: 0.0074, loss: 1.0280 +2022-06-02 21:15:51,561 - INFO - Epoch [103/128][70/300] lr: 0.001, eta: 2:21:51, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1581, offset_loss: 0.3478, cls_loss: 0.1193, mask_loss: 0.2646, iou_score_loss: 0.0070, loss: 0.8969 +2022-06-02 21:16:01,177 - INFO - Epoch [103/128][80/300] lr: 0.001, eta: 2:19:26, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1635, offset_loss: 0.3677, cls_loss: 0.1906, mask_loss: 0.2663, iou_score_loss: 0.0054, loss: 0.9935 +2022-06-02 21:16:11,746 - INFO - Epoch [103/128][90/300] lr: 0.001, eta: 2:18:51, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1809, offset_loss: 0.3730, cls_loss: 0.1634, mask_loss: 0.2613, iou_score_loss: 0.0088, loss: 0.9874 +2022-06-02 21:16:22,524 - INFO - Epoch [103/128][100/300] lr: 0.001, eta: 2:18:39, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1640, offset_loss: 0.3861, cls_loss: 0.1299, mask_loss: 0.2586, iou_score_loss: 0.0048, loss: 0.9434 +2022-06-02 21:16:33,104 - INFO - Epoch [103/128][110/300] lr: 0.001, eta: 2:18:12, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2023, offset_loss: 0.4013, cls_loss: 0.1573, mask_loss: 0.2600, iou_score_loss: 0.0072, loss: 1.0281 +2022-06-02 21:16:42,917 - INFO - Epoch [103/128][120/300] lr: 0.001, eta: 2:16:58, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1878, offset_loss: 0.4426, cls_loss: 0.2687, mask_loss: 0.3109, iou_score_loss: 0.0069, loss: 1.2169 +2022-06-02 21:16:53,965 - INFO - Epoch [103/128][130/300] lr: 0.001, eta: 2:17:08, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.2003, offset_loss: 0.3776, cls_loss: 0.1774, mask_loss: 0.2725, iou_score_loss: 0.0064, loss: 1.0342 +2022-06-02 21:17:04,999 - INFO - Epoch [103/128][140/300] lr: 0.001, eta: 2:17:15, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1812, offset_loss: 0.3610, cls_loss: 0.2495, mask_loss: 0.2495, iou_score_loss: 0.0054, loss: 1.0466 +2022-06-02 21:17:14,782 - INFO - Epoch [103/128][150/300] lr: 0.001, eta: 2:16:15, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1598, offset_loss: 0.3469, cls_loss: 0.1733, mask_loss: 0.2495, iou_score_loss: 0.0082, loss: 0.9377 +2022-06-02 21:17:25,272 - INFO - Epoch [103/128][160/300] lr: 0.001, eta: 2:15:54, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1956, offset_loss: 0.4247, cls_loss: 0.1806, mask_loss: 0.2755, iou_score_loss: 0.0080, loss: 1.0844 +2022-06-02 21:17:34,679 - INFO - Epoch [103/128][170/300] lr: 0.001, eta: 2:14:47, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.2383, offset_loss: 0.3515, cls_loss: 0.2061, mask_loss: 0.2788, iou_score_loss: 0.0051, loss: 1.0799 +2022-06-02 21:17:44,141 - INFO - Epoch [103/128][180/300] lr: 0.001, eta: 2:13:48, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2006, offset_loss: 0.4825, cls_loss: 0.1706, mask_loss: 0.2660, iou_score_loss: 0.0092, loss: 1.1289 +2022-06-02 21:17:54,413 - INFO - Epoch [103/128][190/300] lr: 0.001, eta: 2:13:27, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1771, offset_loss: 0.4145, cls_loss: 0.1858, mask_loss: 0.2733, iou_score_loss: 0.0062, loss: 1.0570 +2022-06-02 21:18:05,799 - INFO - Epoch [103/128][200/300] lr: 0.001, eta: 2:13:49, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.2010, offset_loss: 0.3957, cls_loss: 0.2355, mask_loss: 0.2518, iou_score_loss: 0.0059, loss: 1.0899 +2022-06-02 21:18:15,850 - INFO - Epoch [103/128][210/300] lr: 0.001, eta: 2:13:20, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1451, offset_loss: 0.4487, cls_loss: 0.2657, mask_loss: 0.2908, iou_score_loss: 0.0068, loss: 1.1572 +2022-06-02 21:18:26,979 - INFO - Epoch [103/128][220/300] lr: 0.001, eta: 2:13:30, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1912, offset_loss: 0.3646, cls_loss: 0.1426, mask_loss: 0.2779, iou_score_loss: 0.0098, loss: 0.9862 +2022-06-02 21:18:37,333 - INFO - Epoch [103/128][230/300] lr: 0.001, eta: 2:13:12, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1323, offset_loss: 0.4058, cls_loss: 0.2292, mask_loss: 0.2117, iou_score_loss: 0.0060, loss: 0.9851 +2022-06-02 21:18:46,187 - INFO - Epoch [103/128][240/300] lr: 0.001, eta: 2:12:08, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1565, offset_loss: 0.3479, cls_loss: 0.1376, mask_loss: 0.2299, iou_score_loss: 0.0062, loss: 0.8779 +2022-06-02 21:18:55,660 - INFO - Epoch [103/128][250/300] lr: 0.001, eta: 2:11:27, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1795, offset_loss: 0.3782, cls_loss: 0.2704, mask_loss: 0.2424, iou_score_loss: 0.0056, loss: 1.0761 +2022-06-02 21:19:05,950 - INFO - Epoch [103/128][260/300] lr: 0.001, eta: 2:11:12, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1978, offset_loss: 0.3901, cls_loss: 0.1376, mask_loss: 0.2284, iou_score_loss: 0.0053, loss: 0.9592 +2022-06-02 21:19:15,852 - INFO - Epoch [103/128][270/300] lr: 0.001, eta: 2:10:46, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1900, offset_loss: 0.4709, cls_loss: 0.1892, mask_loss: 0.2642, iou_score_loss: 0.0073, loss: 1.1217 +2022-06-02 21:19:25,810 - INFO - Epoch [103/128][280/300] lr: 0.001, eta: 2:10:23, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1929, offset_loss: 0.3950, cls_loss: 0.2098, mask_loss: 0.2905, iou_score_loss: 0.0062, loss: 1.0946 +2022-06-02 21:19:34,541 - INFO - Epoch [103/128][290/300] lr: 0.001, eta: 2:09:30, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1746, offset_loss: 0.3145, cls_loss: 0.1848, mask_loss: 0.2675, iou_score_loss: 0.0054, loss: 0.9469 +2022-06-02 21:19:43,782 - INFO - Epoch [103/128][300/300] lr: 0.001, eta: 2:08:52, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2024, offset_loss: 0.4102, cls_loss: 0.1772, mask_loss: 0.2355, iou_score_loss: 0.0063, loss: 1.0317 +2022-06-02 21:20:00,956 - INFO - Epoch [104/128][10/300] lr: 0.00093, eta: 3:19:37, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1729, offset_loss: 0.4835, cls_loss: 0.2173, mask_loss: 0.2720, iou_score_loss: 0.0079, loss: 1.1536 +2022-06-02 21:20:12,801 - INFO - Epoch [104/128][20/300] lr: 0.00093, eta: 2:53:34, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1981, offset_loss: 0.3532, cls_loss: 0.1828, mask_loss: 0.2838, iou_score_loss: 0.0054, loss: 1.0232 +2022-06-02 21:20:22,271 - INFO - Epoch [104/128][30/300] lr: 0.00093, eta: 2:34:50, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1768, offset_loss: 0.3612, cls_loss: 0.1522, mask_loss: 0.2595, iou_score_loss: 0.0063, loss: 0.9559 +2022-06-02 21:20:31,385 - INFO - Epoch [104/128][40/300] lr: 0.00093, eta: 2:24:19, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1649, offset_loss: 0.3317, cls_loss: 0.1578, mask_loss: 0.2812, iou_score_loss: 0.0057, loss: 0.9412 +2022-06-02 21:20:41,708 - INFO - Epoch [104/128][50/300] lr: 0.00093, eta: 2:20:57, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1528, offset_loss: 0.4050, cls_loss: 0.1892, mask_loss: 0.2307, iou_score_loss: 0.0073, loss: 0.9849 +2022-06-02 21:20:52,860 - INFO - Epoch [104/128][60/300] lr: 0.00093, eta: 2:20:20, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1387, offset_loss: 0.3389, cls_loss: 0.1580, mask_loss: 0.2176, iou_score_loss: 0.0059, loss: 0.8591 +2022-06-02 21:21:05,198 - INFO - Epoch [104/128][70/300] lr: 0.00093, eta: 2:21:57, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1854, offset_loss: 0.3708, cls_loss: 0.2510, mask_loss: 0.2783, iou_score_loss: 0.0080, loss: 1.0935 +2022-06-02 21:21:14,725 - INFO - Epoch [104/128][80/300] lr: 0.00093, eta: 2:18:46, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1553, offset_loss: 0.3778, cls_loss: 0.1819, mask_loss: 0.2707, iou_score_loss: 0.0056, loss: 0.9913 +2022-06-02 21:21:24,723 - INFO - Epoch [104/128][90/300] lr: 0.00093, eta: 2:16:54, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1767, offset_loss: 0.3546, cls_loss: 0.2157, mask_loss: 0.2790, iou_score_loss: 0.0091, loss: 1.0351 +2022-06-02 21:21:34,156 - INFO - Epoch [104/128][100/300] lr: 0.00093, eta: 2:14:40, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1478, offset_loss: 0.3982, cls_loss: 0.1389, mask_loss: 0.2411, iou_score_loss: 0.0064, loss: 0.9324 +2022-06-02 21:21:43,286 - INFO - Epoch [104/128][110/300] lr: 0.00093, eta: 2:12:28, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2039, offset_loss: 0.3895, cls_loss: 0.1552, mask_loss: 0.2652, iou_score_loss: 0.0073, loss: 1.0210 +2022-06-02 21:21:53,066 - INFO - Epoch [104/128][120/300] lr: 0.00093, eta: 2:11:17, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1704, offset_loss: 0.3799, cls_loss: 0.2046, mask_loss: 0.2779, iou_score_loss: 0.0058, loss: 1.0387 +2022-06-02 21:22:03,314 - INFO - Epoch [104/128][130/300] lr: 0.00093, eta: 2:10:42, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1471, offset_loss: 0.3639, cls_loss: 0.1674, mask_loss: 0.2535, iou_score_loss: 0.0053, loss: 0.9372 +2022-06-02 21:22:14,178 - INFO - Epoch [104/128][140/300] lr: 0.00093, eta: 2:10:45, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2114, offset_loss: 0.3831, cls_loss: 0.2086, mask_loss: 0.2808, iou_score_loss: 0.0063, loss: 1.0903 +2022-06-02 21:22:24,616 - INFO - Epoch [104/128][150/300] lr: 0.00093, eta: 2:10:23, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1762, offset_loss: 0.3539, cls_loss: 0.1865, mask_loss: 0.2713, iou_score_loss: 0.0059, loss: 0.9938 +2022-06-02 21:22:34,475 - INFO - Epoch [104/128][160/300] lr: 0.00093, eta: 2:09:36, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1484, offset_loss: 0.3696, cls_loss: 0.2113, mask_loss: 0.2586, iou_score_loss: 0.0081, loss: 0.9960 +2022-06-02 21:22:44,219 - INFO - Epoch [104/128][170/300] lr: 0.00093, eta: 2:08:49, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2572, offset_loss: 0.4012, cls_loss: 0.2352, mask_loss: 0.2340, iou_score_loss: 0.0077, loss: 1.1353 +2022-06-02 21:22:54,099 - INFO - Epoch [104/128][180/300] lr: 0.00093, eta: 2:08:11, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1655, offset_loss: 0.3843, cls_loss: 0.2551, mask_loss: 0.2999, iou_score_loss: 0.0084, loss: 1.1132 +2022-06-02 21:23:03,351 - INFO - Epoch [104/128][190/300] lr: 0.00093, eta: 2:07:12, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1664, offset_loss: 0.3862, cls_loss: 0.1398, mask_loss: 0.2506, iou_score_loss: 0.0094, loss: 0.9524 +2022-06-02 21:23:14,620 - INFO - Epoch [104/128][200/300] lr: 0.00093, eta: 2:07:32, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1745, offset_loss: 0.4603, cls_loss: 0.1691, mask_loss: 0.2570, iou_score_loss: 0.0057, loss: 1.0666 +2022-06-02 21:23:23,910 - INFO - Epoch [104/128][210/300] lr: 0.00093, eta: 2:06:40, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1994, offset_loss: 0.3301, cls_loss: 0.1936, mask_loss: 0.2949, iou_score_loss: 0.0060, loss: 1.0240 +2022-06-02 21:23:33,587 - INFO - Epoch [104/128][220/300] lr: 0.00093, eta: 2:06:05, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1816, offset_loss: 0.3925, cls_loss: 0.1705, mask_loss: 0.2534, iou_score_loss: 0.0059, loss: 1.0039 +2022-06-02 21:23:43,762 - INFO - Epoch [104/128][230/300] lr: 0.00093, eta: 2:05:48, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1844, offset_loss: 0.3953, cls_loss: 0.1439, mask_loss: 0.2229, iou_score_loss: 0.0045, loss: 0.9510 +2022-06-02 21:23:53,753 - INFO - Epoch [104/128][240/300] lr: 0.00093, eta: 2:05:25, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1452, offset_loss: 0.3623, cls_loss: 0.1979, mask_loss: 0.2458, iou_score_loss: 0.0069, loss: 0.9581 +2022-06-02 21:24:03,493 - INFO - Epoch [104/128][250/300] lr: 0.00093, eta: 2:04:57, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1868, offset_loss: 0.3857, cls_loss: 0.1871, mask_loss: 0.2560, iou_score_loss: 0.0058, loss: 1.0214 +2022-06-02 21:24:13,282 - INFO - Epoch [104/128][260/300] lr: 0.00093, eta: 2:04:31, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1751, offset_loss: 0.4607, cls_loss: 0.2108, mask_loss: 0.2418, iou_score_loss: 0.0068, loss: 1.0952 +2022-06-02 21:24:24,238 - INFO - Epoch [104/128][270/300] lr: 0.00093, eta: 2:04:38, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.2120, offset_loss: 0.3765, cls_loss: 0.1968, mask_loss: 0.2540, iou_score_loss: 0.0078, loss: 1.0470 +2022-06-02 21:24:35,224 - INFO - Epoch [104/128][280/300] lr: 0.00093, eta: 2:04:44, mem: 9016, data_time: 0.00, iter_time: 1.65, semantic_loss: 0.2004, offset_loss: 0.3728, cls_loss: 0.1615, mask_loss: 0.2502, iou_score_loss: 0.0095, loss: 0.9945 +2022-06-02 21:24:45,558 - INFO - Epoch [104/128][290/300] lr: 0.00093, eta: 2:04:33, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.2071, offset_loss: 0.4251, cls_loss: 0.1903, mask_loss: 0.2619, iou_score_loss: 0.0064, loss: 1.0907 +2022-06-02 21:24:54,612 - INFO - Epoch [104/128][300/300] lr: 0.00093, eta: 2:03:51, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1843, offset_loss: 0.3835, cls_loss: 0.2614, mask_loss: 0.2588, iou_score_loss: 0.0069, loss: 1.0949 +2022-06-02 21:24:55,909 - INFO - Validation +2022-06-02 21:26:07,655 - INFO - Evaluate instance segmentation +2022-06-02 21:26:18,754 - INFO - AP: 0.459. AP_50: 0.670. AP_25: 0.789 +2022-06-02 21:26:18,754 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 21:26:25,713 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 21:26:25,713 - INFO - mIoU: 72.0 +2022-06-02 21:26:27,135 - INFO - Acc: 89.8 +2022-06-02 21:26:30,709 - INFO - Offset MAE: 0.442 +2022-06-02 21:26:46,750 - INFO - Epoch [105/128][10/300] lr: 0.00086, eta: 3:11:11, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2167, offset_loss: 0.4242, cls_loss: 0.1707, mask_loss: 0.2963, iou_score_loss: 0.0080, loss: 1.1159 +2022-06-02 21:26:56,514 - INFO - Epoch [105/128][20/300] lr: 0.00086, eta: 2:33:47, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1792, offset_loss: 0.3919, cls_loss: 0.1921, mask_loss: 0.2719, iou_score_loss: 0.0082, loss: 1.0433 +2022-06-02 21:27:06,141 - INFO - Epoch [105/128][30/300] lr: 0.00086, eta: 2:20:45, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1186, offset_loss: 0.3121, cls_loss: 0.1656, mask_loss: 0.2360, iou_score_loss: 0.0057, loss: 0.8379 +2022-06-02 21:27:15,990 - INFO - Epoch [105/128][40/300] lr: 0.00086, eta: 2:14:49, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1804, offset_loss: 0.4342, cls_loss: 0.2039, mask_loss: 0.2495, iou_score_loss: 0.0090, loss: 1.0769 +2022-06-02 21:27:24,980 - INFO - Epoch [105/128][50/300] lr: 0.00086, eta: 2:09:07, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1641, offset_loss: 0.3483, cls_loss: 0.1457, mask_loss: 0.2622, iou_score_loss: 0.0072, loss: 0.9274 +2022-06-02 21:27:34,450 - INFO - Epoch [105/128][60/300] lr: 0.00086, eta: 2:06:14, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1755, offset_loss: 0.3830, cls_loss: 0.2367, mask_loss: 0.2571, iou_score_loss: 0.0075, loss: 1.0597 +2022-06-02 21:27:45,192 - INFO - Epoch [105/128][70/300] lr: 0.00086, eta: 2:06:16, mem: 9016, data_time: 0.00, iter_time: 1.58, semantic_loss: 0.1487, offset_loss: 0.4161, cls_loss: 0.1711, mask_loss: 0.2473, iou_score_loss: 0.0081, loss: 0.9914 +2022-06-02 21:27:56,604 - INFO - Epoch [105/128][80/300] lr: 0.00086, eta: 2:07:16, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1657, offset_loss: 0.3582, cls_loss: 0.2152, mask_loss: 0.2525, iou_score_loss: 0.0069, loss: 0.9985 +2022-06-02 21:28:07,180 - INFO - Epoch [105/128][90/300] lr: 0.00086, eta: 2:06:53, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1792, offset_loss: 0.3743, cls_loss: 0.1721, mask_loss: 0.2128, iou_score_loss: 0.0048, loss: 0.9431 +2022-06-02 21:28:17,557 - INFO - Epoch [105/128][100/300] lr: 0.00086, eta: 2:06:20, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1808, offset_loss: 0.3620, cls_loss: 0.1336, mask_loss: 0.2616, iou_score_loss: 0.0073, loss: 0.9452 +2022-06-02 21:28:27,136 - INFO - Epoch [105/128][110/300] lr: 0.00086, eta: 2:04:58, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1938, offset_loss: 0.4240, cls_loss: 0.2917, mask_loss: 0.2918, iou_score_loss: 0.0095, loss: 1.2107 +2022-06-02 21:28:37,144 - INFO - Epoch [105/128][120/300] lr: 0.00086, eta: 2:04:14, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1610, offset_loss: 0.3742, cls_loss: 0.1847, mask_loss: 0.2294, iou_score_loss: 0.0078, loss: 0.9571 +2022-06-02 21:28:47,517 - INFO - Epoch [105/128][130/300] lr: 0.00086, eta: 2:03:54, mem: 9016, data_time: 0.00, iter_time: 1.52, semantic_loss: 0.2032, offset_loss: 0.3747, cls_loss: 0.1864, mask_loss: 0.2731, iou_score_loss: 0.0070, loss: 1.0443 +2022-06-02 21:28:57,891 - INFO - Epoch [105/128][140/300] lr: 0.00086, eta: 2:03:37, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1322, offset_loss: 0.3305, cls_loss: 0.1712, mask_loss: 0.2416, iou_score_loss: 0.0062, loss: 0.8818 +2022-06-02 21:29:08,161 - INFO - Epoch [105/128][150/300] lr: 0.00086, eta: 2:03:15, mem: 9016, data_time: 0.00, iter_time: 1.60, semantic_loss: 0.2060, offset_loss: 0.4203, cls_loss: 0.2458, mask_loss: 0.2620, iou_score_loss: 0.0092, loss: 1.1432 +2022-06-02 21:29:18,758 - INFO - Epoch [105/128][160/300] lr: 0.00086, eta: 2:03:10, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1695, offset_loss: 0.3859, cls_loss: 0.1731, mask_loss: 0.2807, iou_score_loss: 0.0062, loss: 1.0154 +2022-06-02 21:29:28,527 - INFO - Epoch [105/128][170/300] lr: 0.00086, eta: 2:02:29, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1941, offset_loss: 0.3743, cls_loss: 0.1782, mask_loss: 0.2482, iou_score_loss: 0.0063, loss: 1.0012 +2022-06-02 21:29:38,088 - INFO - Epoch [105/128][180/300] lr: 0.00086, eta: 2:01:43, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1701, offset_loss: 0.4707, cls_loss: 0.2030, mask_loss: 0.2587, iou_score_loss: 0.0080, loss: 1.1105 +2022-06-02 21:29:49,347 - INFO - Epoch [105/128][190/300] lr: 0.00086, eta: 2:02:05, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1570, offset_loss: 0.4065, cls_loss: 0.1585, mask_loss: 0.2561, iou_score_loss: 0.0065, loss: 0.9845 +2022-06-02 21:29:59,554 - INFO - Epoch [105/128][200/300] lr: 0.00086, eta: 2:01:46, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1373, offset_loss: 0.3816, cls_loss: 0.1940, mask_loss: 0.2230, iou_score_loss: 0.0061, loss: 0.9421 +2022-06-02 21:30:09,955 - INFO - Epoch [105/128][210/300] lr: 0.00086, eta: 2:01:34, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2024, offset_loss: 0.4112, cls_loss: 0.2178, mask_loss: 0.2638, iou_score_loss: 0.0062, loss: 1.1013 +2022-06-02 21:30:20,859 - INFO - Epoch [105/128][220/300] lr: 0.00086, eta: 2:01:38, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1768, offset_loss: 0.3556, cls_loss: 0.2114, mask_loss: 0.2716, iou_score_loss: 0.0069, loss: 1.0223 +2022-06-02 21:30:29,857 - INFO - Epoch [105/128][230/300] lr: 0.00086, eta: 2:00:44, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1773, offset_loss: 0.3431, cls_loss: 0.1626, mask_loss: 0.2552, iou_score_loss: 0.0082, loss: 0.9463 +2022-06-02 21:30:40,307 - INFO - Epoch [105/128][240/300] lr: 0.00086, eta: 2:00:35, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1813, offset_loss: 0.3661, cls_loss: 0.1375, mask_loss: 0.2386, iou_score_loss: 0.0062, loss: 0.9298 +2022-06-02 21:30:49,994 - INFO - Epoch [105/128][250/300] lr: 0.00086, eta: 2:00:05, mem: 9016, data_time: 0.00, iter_time: 1.87, semantic_loss: 0.1922, offset_loss: 0.5097, cls_loss: 0.1820, mask_loss: 0.2693, iou_score_loss: 0.0065, loss: 1.1597 +2022-06-02 21:30:59,232 - INFO - Epoch [105/128][260/300] lr: 0.00086, eta: 1:59:24, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2023, offset_loss: 0.3958, cls_loss: 0.2057, mask_loss: 0.2690, iou_score_loss: 0.0074, loss: 1.0803 +2022-06-02 21:31:09,145 - INFO - Epoch [105/128][270/300] lr: 0.00086, eta: 1:59:04, mem: 9016, data_time: 0.00, iter_time: 1.21, semantic_loss: 0.1884, offset_loss: 0.4322, cls_loss: 0.2032, mask_loss: 0.2967, iou_score_loss: 0.0059, loss: 1.1264 +2022-06-02 21:31:18,710 - INFO - Epoch [105/128][280/300] lr: 0.00086, eta: 1:58:35, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1343, offset_loss: 0.3587, cls_loss: 0.2034, mask_loss: 0.2580, iou_score_loss: 0.0074, loss: 0.9618 +2022-06-02 21:31:29,737 - INFO - Epoch [105/128][290/300] lr: 0.00086, eta: 1:58:42, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1856, offset_loss: 0.3752, cls_loss: 0.1844, mask_loss: 0.2778, iou_score_loss: 0.0056, loss: 1.0286 +2022-06-02 21:31:38,397 - INFO - Epoch [105/128][300/300] lr: 0.00086, eta: 1:57:54, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1571, offset_loss: 0.3447, cls_loss: 0.2144, mask_loss: 0.2434, iou_score_loss: 0.0060, loss: 0.9657 +2022-06-02 21:31:56,350 - INFO - Epoch [106/128][10/300] lr: 0.0008, eta: 3:11:54, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2005, offset_loss: 0.3879, cls_loss: 0.2045, mask_loss: 0.2399, iou_score_loss: 0.0057, loss: 1.0386 +2022-06-02 21:32:05,780 - INFO - Epoch [106/128][20/300] lr: 0.0008, eta: 2:29:45, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2504, offset_loss: 0.4155, cls_loss: 0.2328, mask_loss: 0.3084, iou_score_loss: 0.0071, loss: 1.2141 +2022-06-02 21:32:15,043 - INFO - Epoch [106/128][30/300] lr: 0.0008, eta: 2:15:06, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1843, offset_loss: 0.3302, cls_loss: 0.2487, mask_loss: 0.2510, iou_score_loss: 0.0087, loss: 1.0229 +2022-06-02 21:32:24,788 - INFO - Epoch [106/128][40/300] lr: 0.0008, eta: 2:08:59, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1638, offset_loss: 0.4124, cls_loss: 0.2123, mask_loss: 0.2530, iou_score_loss: 0.0071, loss: 1.0486 +2022-06-02 21:32:34,299 - INFO - Epoch [106/128][50/300] lr: 0.0008, eta: 2:04:47, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1842, offset_loss: 0.4772, cls_loss: 0.1635, mask_loss: 0.2672, iou_score_loss: 0.0082, loss: 1.1002 +2022-06-02 21:32:43,464 - INFO - Epoch [106/128][60/300] lr: 0.0008, eta: 2:01:13, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1719, offset_loss: 0.4219, cls_loss: 0.1955, mask_loss: 0.2872, iou_score_loss: 0.0069, loss: 1.0834 +2022-06-02 21:32:53,889 - INFO - Epoch [106/128][70/300] lr: 0.0008, eta: 2:00:44, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1609, offset_loss: 0.3755, cls_loss: 0.1439, mask_loss: 0.2775, iou_score_loss: 0.0057, loss: 0.9636 +2022-06-02 21:33:04,674 - INFO - Epoch [106/128][80/300] lr: 0.0008, eta: 2:00:48, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1534, offset_loss: 0.3986, cls_loss: 0.1669, mask_loss: 0.2577, iou_score_loss: 0.0058, loss: 0.9823 +2022-06-02 21:33:14,911 - INFO - Epoch [106/128][90/300] lr: 0.0008, eta: 2:00:08, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.2193, offset_loss: 0.4592, cls_loss: 0.1817, mask_loss: 0.2367, iou_score_loss: 0.0069, loss: 1.1039 +2022-06-02 21:33:25,321 - INFO - Epoch [106/128][100/300] lr: 0.0008, eta: 1:59:45, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1376, offset_loss: 0.3999, cls_loss: 0.1466, mask_loss: 0.3241, iou_score_loss: 0.0073, loss: 1.0154 +2022-06-02 21:33:35,834 - INFO - Epoch [106/128][110/300] lr: 0.0008, eta: 1:59:32, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1428, offset_loss: 0.3655, cls_loss: 0.1907, mask_loss: 0.2507, iou_score_loss: 0.0088, loss: 0.9586 +2022-06-02 21:33:46,011 - INFO - Epoch [106/128][120/300] lr: 0.0008, eta: 1:58:59, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1964, offset_loss: 0.4205, cls_loss: 0.1715, mask_loss: 0.2870, iou_score_loss: 0.0055, loss: 1.0809 +2022-06-02 21:33:56,391 - INFO - Epoch [106/128][130/300] lr: 0.0008, eta: 1:58:41, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2446, offset_loss: 0.3711, cls_loss: 0.1718, mask_loss: 0.2341, iou_score_loss: 0.0044, loss: 1.0261 +2022-06-02 21:34:05,680 - INFO - Epoch [106/128][140/300] lr: 0.0008, eta: 1:57:31, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1579, offset_loss: 0.3351, cls_loss: 0.1438, mask_loss: 0.2414, iou_score_loss: 0.0080, loss: 0.8861 +2022-06-02 21:34:15,169 - INFO - Epoch [106/128][150/300] lr: 0.0008, eta: 1:56:38, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1572, offset_loss: 0.3908, cls_loss: 0.1303, mask_loss: 0.2690, iou_score_loss: 0.0051, loss: 0.9524 +2022-06-02 21:34:24,730 - INFO - Epoch [106/128][160/300] lr: 0.0008, eta: 1:55:54, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1516, offset_loss: 0.3570, cls_loss: 0.1717, mask_loss: 0.2274, iou_score_loss: 0.0072, loss: 0.9149 +2022-06-02 21:34:35,026 - INFO - Epoch [106/128][170/300] lr: 0.0008, eta: 1:55:43, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1414, offset_loss: 0.3382, cls_loss: 0.1539, mask_loss: 0.2570, iou_score_loss: 0.0087, loss: 0.8992 +2022-06-02 21:34:44,921 - INFO - Epoch [106/128][180/300] lr: 0.0008, eta: 1:55:17, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.2054, offset_loss: 0.4635, cls_loss: 0.2007, mask_loss: 0.2968, iou_score_loss: 0.0086, loss: 1.1751 +2022-06-02 21:34:54,073 - INFO - Epoch [106/128][190/300] lr: 0.0008, eta: 1:54:25, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1679, offset_loss: 0.3388, cls_loss: 0.1607, mask_loss: 0.2360, iou_score_loss: 0.0072, loss: 0.9106 +2022-06-02 21:35:04,416 - INFO - Epoch [106/128][200/300] lr: 0.0008, eta: 1:54:19, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1745, offset_loss: 0.4046, cls_loss: 0.1794, mask_loss: 0.2770, iou_score_loss: 0.0053, loss: 1.0407 +2022-06-02 21:35:16,050 - INFO - Epoch [106/128][210/300] lr: 0.0008, eta: 1:54:54, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.2001, offset_loss: 0.3302, cls_loss: 0.2182, mask_loss: 0.2493, iou_score_loss: 0.0061, loss: 1.0039 +2022-06-02 21:35:25,686 - INFO - Epoch [106/128][220/300] lr: 0.0008, eta: 1:54:23, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1537, offset_loss: 0.4033, cls_loss: 0.1756, mask_loss: 0.2687, iou_score_loss: 0.0075, loss: 1.0088 +2022-06-02 21:35:35,222 - INFO - Epoch [106/128][230/300] lr: 0.0008, eta: 1:53:51, mem: 9016, data_time: 0.00, iter_time: 0.61, semantic_loss: 0.1674, offset_loss: 0.3666, cls_loss: 0.1771, mask_loss: 0.2506, iou_score_loss: 0.0055, loss: 0.9672 +2022-06-02 21:35:46,329 - INFO - Epoch [106/128][240/300] lr: 0.0008, eta: 1:54:05, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2158, offset_loss: 0.3764, cls_loss: 0.1568, mask_loss: 0.2786, iou_score_loss: 0.0061, loss: 1.0338 +2022-06-02 21:35:56,740 - INFO - Epoch [106/128][250/300] lr: 0.0008, eta: 1:53:58, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.2138, offset_loss: 0.4342, cls_loss: 0.1826, mask_loss: 0.2692, iou_score_loss: 0.0068, loss: 1.1067 +2022-06-02 21:36:06,979 - INFO - Epoch [106/128][260/300] lr: 0.0008, eta: 1:53:46, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1678, offset_loss: 0.4354, cls_loss: 0.1998, mask_loss: 0.2699, iou_score_loss: 0.0075, loss: 1.0804 +2022-06-02 21:36:17,641 - INFO - Epoch [106/128][270/300] lr: 0.0008, eta: 1:53:46, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2090, offset_loss: 0.4069, cls_loss: 0.2189, mask_loss: 0.2936, iou_score_loss: 0.0089, loss: 1.1373 +2022-06-02 21:36:28,484 - INFO - Epoch [106/128][280/300] lr: 0.0008, eta: 1:53:48, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2146, offset_loss: 0.3546, cls_loss: 0.1593, mask_loss: 0.2929, iou_score_loss: 0.0059, loss: 1.0274 +2022-06-02 21:36:39,624 - INFO - Epoch [106/128][290/300] lr: 0.0008, eta: 1:53:57, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1636, offset_loss: 0.4974, cls_loss: 0.2002, mask_loss: 0.2198, iou_score_loss: 0.0061, loss: 1.0871 +2022-06-02 21:36:49,347 - INFO - Epoch [106/128][300/300] lr: 0.0008, eta: 1:53:33, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1679, offset_loss: 0.3297, cls_loss: 0.2036, mask_loss: 0.2631, iou_score_loss: 0.0061, loss: 0.9705 +2022-06-02 21:37:06,367 - INFO - Epoch [107/128][10/300] lr: 0.00074, eta: 2:53:16, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1730, offset_loss: 0.3973, cls_loss: 0.1902, mask_loss: 0.2926, iou_score_loss: 0.0071, loss: 1.0602 +2022-06-02 21:37:15,245 - INFO - Epoch [107/128][20/300] lr: 0.00074, eta: 2:15:08, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1942, offset_loss: 0.3788, cls_loss: 0.1371, mask_loss: 0.2463, iou_score_loss: 0.0075, loss: 0.9641 +2022-06-02 21:37:26,167 - INFO - Epoch [107/128][30/300] lr: 0.00074, eta: 2:09:52, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1821, offset_loss: 0.4252, cls_loss: 0.2302, mask_loss: 0.2675, iou_score_loss: 0.0087, loss: 1.1137 +2022-06-02 21:37:36,182 - INFO - Epoch [107/128][40/300] lr: 0.00074, eta: 2:04:36, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2113, offset_loss: 0.4258, cls_loss: 0.1598, mask_loss: 0.3017, iou_score_loss: 0.0071, loss: 1.1057 +2022-06-02 21:37:45,962 - INFO - Epoch [107/128][50/300] lr: 0.00074, eta: 2:00:55, mem: 9016, data_time: 0.00, iter_time: 1.46, semantic_loss: 0.1898, offset_loss: 0.3662, cls_loss: 0.1539, mask_loss: 0.3070, iou_score_loss: 0.0072, loss: 1.0241 +2022-06-02 21:37:56,752 - INFO - Epoch [107/128][60/300] lr: 0.00074, eta: 2:00:12, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2132, offset_loss: 0.4262, cls_loss: 0.2028, mask_loss: 0.2665, iou_score_loss: 0.0078, loss: 1.1165 +2022-06-02 21:38:07,625 - INFO - Epoch [107/128][70/300] lr: 0.00074, eta: 1:59:47, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1774, offset_loss: 0.3550, cls_loss: 0.1901, mask_loss: 0.2515, iou_score_loss: 0.0086, loss: 0.9826 +2022-06-02 21:38:18,012 - INFO - Epoch [107/128][80/300] lr: 0.00074, eta: 1:58:45, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1990, offset_loss: 0.4187, cls_loss: 0.1792, mask_loss: 0.2575, iou_score_loss: 0.0066, loss: 1.0611 +2022-06-02 21:38:28,555 - INFO - Epoch [107/128][90/300] lr: 0.00074, eta: 1:58:03, mem: 9016, data_time: 0.00, iter_time: 1.75, semantic_loss: 0.2178, offset_loss: 0.3811, cls_loss: 0.2170, mask_loss: 0.3072, iou_score_loss: 0.0088, loss: 1.1318 +2022-06-02 21:38:38,600 - INFO - Epoch [107/128][100/300] lr: 0.00074, eta: 1:57:00, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1684, offset_loss: 0.4572, cls_loss: 0.1810, mask_loss: 0.2785, iou_score_loss: 0.0069, loss: 1.0921 +2022-06-02 21:38:48,285 - INFO - Epoch [107/128][110/300] lr: 0.00074, eta: 1:55:43, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1747, offset_loss: 0.4119, cls_loss: 0.1876, mask_loss: 0.2739, iou_score_loss: 0.0050, loss: 1.0531 +2022-06-02 21:38:57,843 - INFO - Epoch [107/128][120/300] lr: 0.00074, eta: 1:54:30, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1822, offset_loss: 0.3651, cls_loss: 0.2207, mask_loss: 0.2371, iou_score_loss: 0.0076, loss: 1.0127 +2022-06-02 21:39:07,709 - INFO - Epoch [107/128][130/300] lr: 0.00074, eta: 1:53:44, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1980, offset_loss: 0.3460, cls_loss: 0.2070, mask_loss: 0.2895, iou_score_loss: 0.0057, loss: 1.0462 +2022-06-02 21:39:16,576 - INFO - Epoch [107/128][140/300] lr: 0.00074, eta: 1:52:16, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2040, offset_loss: 0.4350, cls_loss: 0.2057, mask_loss: 0.2663, iou_score_loss: 0.0067, loss: 1.1177 +2022-06-02 21:39:26,458 - INFO - Epoch [107/128][150/300] lr: 0.00074, eta: 1:51:42, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2209, offset_loss: 0.4409, cls_loss: 0.1431, mask_loss: 0.2479, iou_score_loss: 0.0067, loss: 1.0595 +2022-06-02 21:39:38,145 - INFO - Epoch [107/128][160/300] lr: 0.00074, eta: 1:52:24, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.2067, offset_loss: 0.3688, cls_loss: 0.1885, mask_loss: 0.2637, iou_score_loss: 0.0074, loss: 1.0351 +2022-06-02 21:39:47,495 - INFO - Epoch [107/128][170/300] lr: 0.00074, eta: 1:51:31, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1890, offset_loss: 0.4761, cls_loss: 0.2669, mask_loss: 0.2751, iou_score_loss: 0.0067, loss: 1.2138 +2022-06-02 21:39:57,798 - INFO - Epoch [107/128][180/300] lr: 0.00074, eta: 1:51:17, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1894, offset_loss: 0.4967, cls_loss: 0.1333, mask_loss: 0.2544, iou_score_loss: 0.0082, loss: 1.0820 +2022-06-02 21:40:08,919 - INFO - Epoch [107/128][190/300] lr: 0.00074, eta: 1:51:30, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1552, offset_loss: 0.3362, cls_loss: 0.1725, mask_loss: 0.2618, iou_score_loss: 0.0078, loss: 0.9336 +2022-06-02 21:40:19,051 - INFO - Epoch [107/128][200/300] lr: 0.00074, eta: 1:51:11, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1638, offset_loss: 0.3456, cls_loss: 0.2592, mask_loss: 0.2713, iou_score_loss: 0.0047, loss: 1.0447 +2022-06-02 21:40:29,278 - INFO - Epoch [107/128][210/300] lr: 0.00074, eta: 1:50:54, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1908, offset_loss: 0.3678, cls_loss: 0.1815, mask_loss: 0.2841, iou_score_loss: 0.0094, loss: 1.0337 +2022-06-02 21:40:38,579 - INFO - Epoch [107/128][220/300] lr: 0.00074, eta: 1:50:11, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1685, offset_loss: 0.3621, cls_loss: 0.1487, mask_loss: 0.2450, iou_score_loss: 0.0045, loss: 0.9288 +2022-06-02 21:40:48,547 - INFO - Epoch [107/128][230/300] lr: 0.00074, eta: 1:49:50, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1828, offset_loss: 0.3455, cls_loss: 0.2103, mask_loss: 0.2539, iou_score_loss: 0.0076, loss: 1.0002 +2022-06-02 21:40:58,876 - INFO - Epoch [107/128][240/300] lr: 0.00074, eta: 1:49:39, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1625, offset_loss: 0.3666, cls_loss: 0.1870, mask_loss: 0.2899, iou_score_loss: 0.0071, loss: 1.0130 +2022-06-02 21:41:08,962 - INFO - Epoch [107/128][250/300] lr: 0.00074, eta: 1:49:22, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1809, offset_loss: 0.3789, cls_loss: 0.2183, mask_loss: 0.2416, iou_score_loss: 0.0071, loss: 1.0269 +2022-06-02 21:41:19,415 - INFO - Epoch [107/128][260/300] lr: 0.00074, eta: 1:49:15, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1953, offset_loss: 0.3901, cls_loss: 0.2361, mask_loss: 0.2440, iou_score_loss: 0.0079, loss: 1.0733 +2022-06-02 21:41:29,458 - INFO - Epoch [107/128][270/300] lr: 0.00074, eta: 1:48:58, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2211, offset_loss: 0.4425, cls_loss: 0.1756, mask_loss: 0.2773, iou_score_loss: 0.0082, loss: 1.1248 +2022-06-02 21:41:39,597 - INFO - Epoch [107/128][280/300] lr: 0.00074, eta: 1:48:43, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1369, offset_loss: 0.3871, cls_loss: 0.1444, mask_loss: 0.2543, iou_score_loss: 0.0059, loss: 0.9285 +2022-06-02 21:41:51,060 - INFO - Epoch [107/128][290/300] lr: 0.00074, eta: 1:48:57, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1942, offset_loss: 0.3538, cls_loss: 0.2241, mask_loss: 0.2845, iou_score_loss: 0.0088, loss: 1.0653 +2022-06-02 21:42:00,450 - INFO - Epoch [107/128][300/300] lr: 0.00074, eta: 1:48:27, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2873, offset_loss: 0.3810, cls_loss: 0.1893, mask_loss: 0.3025, iou_score_loss: 0.0112, loss: 1.1713 +2022-06-02 21:42:17,855 - INFO - Epoch [108/128][10/300] lr: 0.00067, eta: 2:48:43, mem: 9016, data_time: 0.00, iter_time: 1.39, semantic_loss: 0.1566, offset_loss: 0.4474, cls_loss: 0.2334, mask_loss: 0.1984, iou_score_loss: 0.0058, loss: 1.0416 +2022-06-02 21:42:28,013 - INFO - Epoch [108/128][20/300] lr: 0.00067, eta: 2:17:26, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1868, offset_loss: 0.4157, cls_loss: 0.2287, mask_loss: 0.2631, iou_score_loss: 0.0081, loss: 1.1024 +2022-06-02 21:42:37,683 - INFO - Epoch [108/128][30/300] lr: 0.00067, eta: 2:05:10, mem: 9016, data_time: 0.00, iter_time: 1.34, semantic_loss: 0.2022, offset_loss: 0.3999, cls_loss: 0.1944, mask_loss: 0.3040, iou_score_loss: 0.0080, loss: 1.1084 +2022-06-02 21:42:47,470 - INFO - Epoch [108/128][40/300] lr: 0.00067, eta: 1:59:15, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1816, offset_loss: 0.4031, cls_loss: 0.1744, mask_loss: 0.3244, iou_score_loss: 0.0074, loss: 1.0908 +2022-06-02 21:42:56,607 - INFO - Epoch [108/128][50/300] lr: 0.00067, eta: 1:54:18, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1822, offset_loss: 0.3886, cls_loss: 0.1759, mask_loss: 0.3012, iou_score_loss: 0.0076, loss: 1.0556 +2022-06-02 21:43:07,044 - INFO - Epoch [108/128][60/300] lr: 0.00067, eta: 1:53:11, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.2303, offset_loss: 0.3811, cls_loss: 0.1786, mask_loss: 0.2423, iou_score_loss: 0.0095, loss: 1.0419 +2022-06-02 21:43:16,658 - INFO - Epoch [108/128][70/300] lr: 0.00067, eta: 1:51:06, mem: 9016, data_time: 0.00, iter_time: 1.44, semantic_loss: 0.1537, offset_loss: 0.3953, cls_loss: 0.1663, mask_loss: 0.2518, iou_score_loss: 0.0077, loss: 0.9748 +2022-06-02 21:43:25,551 - INFO - Epoch [108/128][80/300] lr: 0.00067, eta: 1:48:36, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1862, offset_loss: 0.3770, cls_loss: 0.1700, mask_loss: 0.2595, iou_score_loss: 0.0067, loss: 0.9994 +2022-06-02 21:43:34,779 - INFO - Epoch [108/128][90/300] lr: 0.00067, eta: 1:46:58, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1346, offset_loss: 0.3296, cls_loss: 0.1680, mask_loss: 0.2521, iou_score_loss: 0.0062, loss: 0.8905 +2022-06-02 21:43:45,832 - INFO - Epoch [108/128][100/300] lr: 0.00067, eta: 1:47:33, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1881, offset_loss: 0.3760, cls_loss: 0.1784, mask_loss: 0.2448, iou_score_loss: 0.0051, loss: 0.9924 +2022-06-02 21:43:56,644 - INFO - Epoch [108/128][110/300] lr: 0.00067, eta: 1:47:45, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1910, offset_loss: 0.3757, cls_loss: 0.1981, mask_loss: 0.2954, iou_score_loss: 0.0089, loss: 1.0692 +2022-06-02 21:44:06,670 - INFO - Epoch [108/128][120/300] lr: 0.00067, eta: 1:47:13, mem: 9016, data_time: 0.00, iter_time: 1.39, semantic_loss: 0.1404, offset_loss: 0.3658, cls_loss: 0.1756, mask_loss: 0.2435, iou_score_loss: 0.0065, loss: 0.9319 +2022-06-02 21:44:17,413 - INFO - Epoch [108/128][130/300] lr: 0.00067, eta: 1:47:18, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1628, offset_loss: 0.3862, cls_loss: 0.1774, mask_loss: 0.2901, iou_score_loss: 0.0087, loss: 1.0252 +2022-06-02 21:44:28,294 - INFO - Epoch [108/128][140/300] lr: 0.00067, eta: 1:47:28, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2005, offset_loss: 0.4261, cls_loss: 0.2404, mask_loss: 0.2856, iou_score_loss: 0.0067, loss: 1.1593 +2022-06-02 21:44:38,055 - INFO - Epoch [108/128][150/300] lr: 0.00067, eta: 1:46:48, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1376, offset_loss: 0.3554, cls_loss: 0.1544, mask_loss: 0.2915, iou_score_loss: 0.0061, loss: 0.9450 +2022-06-02 21:44:47,800 - INFO - Epoch [108/128][160/300] lr: 0.00067, eta: 1:46:11, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2027, offset_loss: 0.4090, cls_loss: 0.1761, mask_loss: 0.2651, iou_score_loss: 0.0078, loss: 1.0607 +2022-06-02 21:44:58,105 - INFO - Epoch [108/128][170/300] lr: 0.00067, eta: 1:45:59, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1802, offset_loss: 0.3769, cls_loss: 0.2167, mask_loss: 0.2593, iou_score_loss: 0.0052, loss: 1.0383 +2022-06-02 21:45:06,777 - INFO - Epoch [108/128][180/300] lr: 0.00067, eta: 1:44:51, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.2149, offset_loss: 0.3727, cls_loss: 0.1253, mask_loss: 0.2916, iou_score_loss: 0.0053, loss: 1.0098 +2022-06-02 21:45:17,606 - INFO - Epoch [108/128][190/300] lr: 0.00067, eta: 1:44:57, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1989, offset_loss: 0.4298, cls_loss: 0.1847, mask_loss: 0.2863, iou_score_loss: 0.0083, loss: 1.1079 +2022-06-02 21:45:28,303 - INFO - Epoch [108/128][200/300] lr: 0.00067, eta: 1:45:00, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.2417, offset_loss: 0.4168, cls_loss: 0.2615, mask_loss: 0.2774, iou_score_loss: 0.0083, loss: 1.2058 +2022-06-02 21:45:38,849 - INFO - Epoch [108/128][210/300] lr: 0.00067, eta: 1:44:56, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1809, offset_loss: 0.3680, cls_loss: 0.2442, mask_loss: 0.2585, iou_score_loss: 0.0069, loss: 1.0585 +2022-06-02 21:45:49,088 - INFO - Epoch [108/128][220/300] lr: 0.00067, eta: 1:44:43, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1516, offset_loss: 0.3342, cls_loss: 0.1426, mask_loss: 0.2345, iou_score_loss: 0.0068, loss: 0.8698 +2022-06-02 21:46:00,066 - INFO - Epoch [108/128][230/300] lr: 0.00067, eta: 1:44:49, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1707, offset_loss: 0.3253, cls_loss: 0.1715, mask_loss: 0.2395, iou_score_loss: 0.0064, loss: 0.9135 +2022-06-02 21:46:09,393 - INFO - Epoch [108/128][240/300] lr: 0.00067, eta: 1:44:13, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.2249, offset_loss: 0.4354, cls_loss: 0.1608, mask_loss: 0.3001, iou_score_loss: 0.0072, loss: 1.1284 +2022-06-02 21:46:19,150 - INFO - Epoch [108/128][250/300] lr: 0.00067, eta: 1:43:49, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1922, offset_loss: 0.3548, cls_loss: 0.1921, mask_loss: 0.2335, iou_score_loss: 0.0070, loss: 0.9796 +2022-06-02 21:46:30,162 - INFO - Epoch [108/128][260/300] lr: 0.00067, eta: 1:43:55, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1631, offset_loss: 0.4264, cls_loss: 0.1858, mask_loss: 0.2079, iou_score_loss: 0.0070, loss: 0.9903 +2022-06-02 21:46:40,412 - INFO - Epoch [108/128][270/300] lr: 0.00067, eta: 1:43:43, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1931, offset_loss: 0.3765, cls_loss: 0.1813, mask_loss: 0.2880, iou_score_loss: 0.0072, loss: 1.0461 +2022-06-02 21:46:51,320 - INFO - Epoch [108/128][280/300] lr: 0.00067, eta: 1:43:45, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1753, offset_loss: 0.3535, cls_loss: 0.1672, mask_loss: 0.2882, iou_score_loss: 0.0082, loss: 0.9925 +2022-06-02 21:47:01,424 - INFO - Epoch [108/128][290/300] lr: 0.00067, eta: 1:43:30, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1595, offset_loss: 0.3812, cls_loss: 0.1695, mask_loss: 0.2722, iou_score_loss: 0.0079, loss: 0.9903 +2022-06-02 21:47:10,865 - INFO - Epoch [108/128][300/300] lr: 0.00067, eta: 1:43:02, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1635, offset_loss: 0.3277, cls_loss: 0.2050, mask_loss: 0.2344, iou_score_loss: 0.0045, loss: 0.9352 +2022-06-02 21:47:12,031 - INFO - Validation +2022-06-02 21:48:23,851 - INFO - Evaluate instance segmentation +2022-06-02 21:48:35,199 - INFO - AP: 0.458. AP_50: 0.670. AP_25: 0.790 +2022-06-02 21:48:35,200 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 21:48:42,251 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 21:48:42,252 - INFO - mIoU: 72.0 +2022-06-02 21:48:43,638 - INFO - Acc: 89.8 +2022-06-02 21:48:47,259 - INFO - Offset MAE: 0.442 +2022-06-02 21:49:00,949 - INFO - Epoch [109/128][10/300] lr: 0.00062, eta: 2:15:43, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1823, offset_loss: 0.4585, cls_loss: 0.1663, mask_loss: 0.2494, iou_score_loss: 0.0071, loss: 1.0637 +2022-06-02 21:49:11,571 - INFO - Epoch [109/128][20/300] lr: 0.00062, eta: 2:00:35, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1665, offset_loss: 0.3217, cls_loss: 0.1902, mask_loss: 0.3024, iou_score_loss: 0.0082, loss: 0.9890 +2022-06-02 21:49:20,611 - INFO - Epoch [109/128][30/300] lr: 0.00062, eta: 1:50:18, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2045, offset_loss: 0.4149, cls_loss: 0.1734, mask_loss: 0.2470, iou_score_loss: 0.0060, loss: 1.0459 +2022-06-02 21:49:31,758 - INFO - Epoch [109/128][40/300] lr: 0.00062, eta: 1:50:15, mem: 9016, data_time: 0.00, iter_time: 1.73, semantic_loss: 0.1731, offset_loss: 0.4107, cls_loss: 0.1765, mask_loss: 0.2875, iou_score_loss: 0.0048, loss: 1.0527 +2022-06-02 21:49:42,554 - INFO - Epoch [109/128][50/300] lr: 0.00062, eta: 1:49:24, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1714, offset_loss: 0.3187, cls_loss: 0.2028, mask_loss: 0.2321, iou_score_loss: 0.0064, loss: 0.9315 +2022-06-02 21:49:52,285 - INFO - Epoch [109/128][60/300] lr: 0.00062, eta: 1:47:07, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1392, offset_loss: 0.3474, cls_loss: 0.1801, mask_loss: 0.2685, iou_score_loss: 0.0082, loss: 0.9433 +2022-06-02 21:50:02,217 - INFO - Epoch [109/128][70/300] lr: 0.00062, eta: 1:45:42, mem: 9016, data_time: 0.44, iter_time: 1.54, semantic_loss: 0.2217, offset_loss: 0.4216, cls_loss: 0.2452, mask_loss: 0.3243, iou_score_loss: 0.0079, loss: 1.2207 +2022-06-02 21:50:14,704 - INFO - Epoch [109/128][80/300] lr: 0.00062, eta: 1:47:44, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.2088, offset_loss: 0.3918, cls_loss: 0.1990, mask_loss: 0.2756, iou_score_loss: 0.0069, loss: 1.0820 +2022-06-02 21:50:26,265 - INFO - Epoch [109/128][90/300] lr: 0.00062, eta: 1:48:15, mem: 9016, data_time: 0.17, iter_time: 1.32, semantic_loss: 0.1465, offset_loss: 0.4361, cls_loss: 0.1357, mask_loss: 0.2483, iou_score_loss: 0.0073, loss: 0.9739 +2022-06-02 21:50:36,520 - INFO - Epoch [109/128][100/300] lr: 0.00062, eta: 1:47:20, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.2402, offset_loss: 0.4424, cls_loss: 0.1887, mask_loss: 0.3038, iou_score_loss: 0.0078, loss: 1.1829 +2022-06-02 21:50:46,640 - INFO - Epoch [109/128][110/300] lr: 0.00062, eta: 1:46:26, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1742, offset_loss: 0.3949, cls_loss: 0.1900, mask_loss: 0.2595, iou_score_loss: 0.0066, loss: 1.0253 +2022-06-02 21:50:56,170 - INFO - Epoch [109/128][120/300] lr: 0.00062, eta: 1:45:11, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1522, offset_loss: 0.3598, cls_loss: 0.1845, mask_loss: 0.1998, iou_score_loss: 0.0085, loss: 0.9047 +2022-06-02 21:51:06,440 - INFO - Epoch [109/128][130/300] lr: 0.00062, eta: 1:44:39, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1733, offset_loss: 0.3404, cls_loss: 0.1756, mask_loss: 0.2493, iou_score_loss: 0.0059, loss: 0.9445 +2022-06-02 21:51:17,011 - INFO - Epoch [109/128][140/300] lr: 0.00062, eta: 1:44:24, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1791, offset_loss: 0.4161, cls_loss: 0.1639, mask_loss: 0.2409, iou_score_loss: 0.0079, loss: 1.0079 +2022-06-02 21:51:27,209 - INFO - Epoch [109/128][150/300] lr: 0.00062, eta: 1:43:54, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1636, offset_loss: 0.4310, cls_loss: 0.1674, mask_loss: 0.2855, iou_score_loss: 0.0106, loss: 1.0580 +2022-06-02 21:51:38,656 - INFO - Epoch [109/128][160/300] lr: 0.00062, eta: 1:44:11, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1394, offset_loss: 0.2973, cls_loss: 0.1564, mask_loss: 0.2830, iou_score_loss: 0.0063, loss: 0.8824 +2022-06-02 21:51:48,223 - INFO - Epoch [109/128][170/300] lr: 0.00062, eta: 1:43:22, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1695, offset_loss: 0.3951, cls_loss: 0.1482, mask_loss: 0.2378, iou_score_loss: 0.0063, loss: 0.9570 +2022-06-02 21:51:58,361 - INFO - Epoch [109/128][180/300] lr: 0.00062, eta: 1:42:55, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1646, offset_loss: 0.3509, cls_loss: 0.1884, mask_loss: 0.2731, iou_score_loss: 0.0057, loss: 0.9827 +2022-06-02 21:52:08,703 - INFO - Epoch [109/128][190/300] lr: 0.00062, eta: 1:42:36, mem: 9016, data_time: 0.15, iter_time: 0.99, semantic_loss: 0.1718, offset_loss: 0.3684, cls_loss: 0.2039, mask_loss: 0.2668, iou_score_loss: 0.0052, loss: 1.0162 +2022-06-02 21:52:20,403 - INFO - Epoch [109/128][200/300] lr: 0.00062, eta: 1:42:58, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1516, offset_loss: 0.3909, cls_loss: 0.1727, mask_loss: 0.2262, iou_score_loss: 0.0066, loss: 0.9479 +2022-06-02 21:52:30,764 - INFO - Epoch [109/128][210/300] lr: 0.00062, eta: 1:42:39, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2231, offset_loss: 0.4133, cls_loss: 0.1970, mask_loss: 0.2755, iou_score_loss: 0.0068, loss: 1.1158 +2022-06-02 21:52:41,177 - INFO - Epoch [109/128][220/300] lr: 0.00062, eta: 1:42:23, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.2098, offset_loss: 0.4300, cls_loss: 0.2071, mask_loss: 0.2916, iou_score_loss: 0.0073, loss: 1.1458 +2022-06-02 21:52:52,147 - INFO - Epoch [109/128][230/300] lr: 0.00062, eta: 1:42:20, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.2118, offset_loss: 0.3472, cls_loss: 0.1888, mask_loss: 0.2086, iou_score_loss: 0.0082, loss: 0.9646 +2022-06-02 21:53:02,832 - INFO - Epoch [109/128][240/300] lr: 0.00062, eta: 1:42:11, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1411, offset_loss: 0.3158, cls_loss: 0.1456, mask_loss: 0.2480, iou_score_loss: 0.0067, loss: 0.8571 +2022-06-02 21:53:12,804 - INFO - Epoch [109/128][250/300] lr: 0.00062, eta: 1:41:45, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1612, offset_loss: 0.3804, cls_loss: 0.1449, mask_loss: 0.2525, iou_score_loss: 0.0057, loss: 0.9447 +2022-06-02 21:53:23,065 - INFO - Epoch [109/128][260/300] lr: 0.00062, eta: 1:41:26, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1533, offset_loss: 0.3961, cls_loss: 0.1848, mask_loss: 0.2510, iou_score_loss: 0.0067, loss: 0.9920 +2022-06-02 21:53:33,881 - INFO - Epoch [109/128][270/300] lr: 0.00062, eta: 1:41:20, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1593, offset_loss: 0.3673, cls_loss: 0.1684, mask_loss: 0.2715, iou_score_loss: 0.0067, loss: 0.9732 +2022-06-02 21:53:43,585 - INFO - Epoch [109/128][280/300] lr: 0.00062, eta: 1:40:51, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1777, offset_loss: 0.3805, cls_loss: 0.1782, mask_loss: 0.2619, iou_score_loss: 0.0068, loss: 1.0051 +2022-06-02 21:53:54,287 - INFO - Epoch [109/128][290/300] lr: 0.00062, eta: 1:40:43, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2066, offset_loss: 0.3460, cls_loss: 0.1670, mask_loss: 0.2658, iou_score_loss: 0.0064, loss: 0.9919 +2022-06-02 21:54:02,412 - INFO - Epoch [109/128][300/300] lr: 0.00062, eta: 1:39:45, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1682, offset_loss: 0.3838, cls_loss: 0.1705, mask_loss: 0.2247, iou_score_loss: 0.0069, loss: 0.9541 +2022-06-02 21:54:21,155 - INFO - Epoch [110/128][10/300] lr: 0.00056, eta: 2:44:33, mem: 9016, data_time: 0.00, iter_time: 1.39, semantic_loss: 0.1817, offset_loss: 0.3786, cls_loss: 0.1784, mask_loss: 0.2889, iou_score_loss: 0.0068, loss: 1.0344 +2022-06-02 21:54:31,064 - INFO - Epoch [110/128][20/300] lr: 0.00056, eta: 2:09:03, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.2086, offset_loss: 0.3953, cls_loss: 0.2302, mask_loss: 0.2472, iou_score_loss: 0.0082, loss: 1.0895 +2022-06-02 21:54:40,398 - INFO - Epoch [110/128][30/300] lr: 0.00056, eta: 1:55:17, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2112, offset_loss: 0.4105, cls_loss: 0.1545, mask_loss: 0.2684, iou_score_loss: 0.0062, loss: 1.0507 +2022-06-02 21:54:51,793 - INFO - Epoch [110/128][40/300] lr: 0.00056, eta: 1:53:07, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1660, offset_loss: 0.3851, cls_loss: 0.1742, mask_loss: 0.2195, iou_score_loss: 0.0074, loss: 0.9522 +2022-06-02 21:55:02,281 - INFO - Epoch [110/128][50/300] lr: 0.00056, eta: 1:50:05, mem: 9016, data_time: 0.00, iter_time: 1.52, semantic_loss: 0.2102, offset_loss: 0.4480, cls_loss: 0.1357, mask_loss: 0.2829, iou_score_loss: 0.0075, loss: 1.0842 +2022-06-02 21:55:12,576 - INFO - Epoch [110/128][60/300] lr: 0.00056, eta: 1:47:43, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1642, offset_loss: 0.4207, cls_loss: 0.2315, mask_loss: 0.2741, iou_score_loss: 0.0069, loss: 1.0974 +2022-06-02 21:55:22,936 - INFO - Epoch [110/128][70/300] lr: 0.00056, eta: 1:46:04, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1970, offset_loss: 0.4011, cls_loss: 0.1968, mask_loss: 0.2460, iou_score_loss: 0.0054, loss: 1.0464 +2022-06-02 21:55:31,839 - INFO - Epoch [110/128][80/300] lr: 0.00056, eta: 1:43:04, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1724, offset_loss: 0.3909, cls_loss: 0.1906, mask_loss: 0.2516, iou_score_loss: 0.0058, loss: 1.0113 +2022-06-02 21:55:42,209 - INFO - Epoch [110/128][90/300] lr: 0.00056, eta: 1:42:14, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1713, offset_loss: 0.3858, cls_loss: 0.1840, mask_loss: 0.2994, iou_score_loss: 0.0062, loss: 1.0467 +2022-06-02 21:55:52,222 - INFO - Epoch [110/128][100/300] lr: 0.00056, eta: 1:41:10, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1483, offset_loss: 0.3580, cls_loss: 0.2168, mask_loss: 0.2813, iou_score_loss: 0.0081, loss: 1.0125 +2022-06-02 21:56:00,609 - INFO - Epoch [110/128][110/300] lr: 0.00056, eta: 1:38:56, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1689, offset_loss: 0.3656, cls_loss: 0.1578, mask_loss: 0.2233, iou_score_loss: 0.0053, loss: 0.9210 +2022-06-02 21:56:10,899 - INFO - Epoch [110/128][120/300] lr: 0.00056, eta: 1:38:29, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1716, offset_loss: 0.4271, cls_loss: 0.2059, mask_loss: 0.2944, iou_score_loss: 0.0061, loss: 1.1051 +2022-06-02 21:56:21,948 - INFO - Epoch [110/128][130/300] lr: 0.00056, eta: 1:38:39, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1877, offset_loss: 0.4161, cls_loss: 0.1520, mask_loss: 0.2545, iou_score_loss: 0.0069, loss: 1.0171 +2022-06-02 21:56:34,045 - INFO - Epoch [110/128][140/300] lr: 0.00056, eta: 1:39:26, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1823, offset_loss: 0.4832, cls_loss: 0.1543, mask_loss: 0.2453, iou_score_loss: 0.0053, loss: 1.0705 +2022-06-02 21:56:44,933 - INFO - Epoch [110/128][150/300] lr: 0.00056, eta: 1:39:21, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1836, offset_loss: 0.4047, cls_loss: 0.1994, mask_loss: 0.2534, iou_score_loss: 0.0074, loss: 1.0485 +2022-06-02 21:56:55,097 - INFO - Epoch [110/128][160/300] lr: 0.00056, eta: 1:38:51, mem: 9016, data_time: 0.00, iter_time: 1.60, semantic_loss: 0.2159, offset_loss: 0.4471, cls_loss: 0.1778, mask_loss: 0.2564, iou_score_loss: 0.0058, loss: 1.1030 +2022-06-02 21:57:05,062 - INFO - Epoch [110/128][170/300] lr: 0.00056, eta: 1:38:16, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1736, offset_loss: 0.3743, cls_loss: 0.2577, mask_loss: 0.2594, iou_score_loss: 0.0086, loss: 1.0736 +2022-06-02 21:57:15,551 - INFO - Epoch [110/128][180/300] lr: 0.00056, eta: 1:37:59, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.2023, offset_loss: 0.4671, cls_loss: 0.1756, mask_loss: 0.2986, iou_score_loss: 0.0051, loss: 1.1487 +2022-06-02 21:57:26,685 - INFO - Epoch [110/128][190/300] lr: 0.00056, eta: 1:38:03, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1456, offset_loss: 0.4352, cls_loss: 0.1814, mask_loss: 0.2440, iou_score_loss: 0.0070, loss: 1.0132 +2022-06-02 21:57:36,865 - INFO - Epoch [110/128][200/300] lr: 0.00056, eta: 1:37:39, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1591, offset_loss: 0.4095, cls_loss: 0.2072, mask_loss: 0.2902, iou_score_loss: 0.0083, loss: 1.0744 +2022-06-02 21:57:47,032 - INFO - Epoch [110/128][210/300] lr: 0.00056, eta: 1:37:15, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1815, offset_loss: 0.3473, cls_loss: 0.2502, mask_loss: 0.2288, iou_score_loss: 0.0080, loss: 1.0158 +2022-06-02 21:57:57,472 - INFO - Epoch [110/128][220/300] lr: 0.00056, eta: 1:37:00, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.2219, offset_loss: 0.3961, cls_loss: 0.2192, mask_loss: 0.3124, iou_score_loss: 0.0055, loss: 1.1551 +2022-06-02 21:58:06,725 - INFO - Epoch [110/128][230/300] lr: 0.00056, eta: 1:36:17, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1755, offset_loss: 0.4213, cls_loss: 0.1772, mask_loss: 0.2756, iou_score_loss: 0.0074, loss: 1.0570 +2022-06-02 21:58:16,819 - INFO - Epoch [110/128][240/300] lr: 0.00056, eta: 1:35:55, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1994, offset_loss: 0.3866, cls_loss: 0.2004, mask_loss: 0.2510, iou_score_loss: 0.0078, loss: 1.0452 +2022-06-02 21:58:27,202 - INFO - Epoch [110/128][250/300] lr: 0.00056, eta: 1:35:42, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1662, offset_loss: 0.3839, cls_loss: 0.2248, mask_loss: 0.2639, iou_score_loss: 0.0088, loss: 1.0476 +2022-06-02 21:58:36,916 - INFO - Epoch [110/128][260/300] lr: 0.00056, eta: 1:35:14, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1817, offset_loss: 0.4613, cls_loss: 0.2030, mask_loss: 0.3131, iou_score_loss: 0.0063, loss: 1.1655 +2022-06-02 21:58:47,928 - INFO - Epoch [110/128][270/300] lr: 0.00056, eta: 1:35:14, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1725, offset_loss: 0.3547, cls_loss: 0.1840, mask_loss: 0.2353, iou_score_loss: 0.0064, loss: 0.9529 +2022-06-02 21:58:58,079 - INFO - Epoch [110/128][280/300] lr: 0.00056, eta: 1:34:56, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1900, offset_loss: 0.3923, cls_loss: 0.1892, mask_loss: 0.2849, iou_score_loss: 0.0061, loss: 1.0623 +2022-06-02 21:59:08,106 - INFO - Epoch [110/128][290/300] lr: 0.00056, eta: 1:34:36, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1715, offset_loss: 0.3715, cls_loss: 0.2672, mask_loss: 0.2640, iou_score_loss: 0.0076, loss: 1.0818 +2022-06-02 21:59:17,697 - INFO - Epoch [110/128][300/300] lr: 0.00056, eta: 1:34:10, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1803, offset_loss: 0.4362, cls_loss: 0.1612, mask_loss: 0.2433, iou_score_loss: 0.0061, loss: 1.0271 +2022-06-02 21:59:35,344 - INFO - Epoch [111/128][10/300] lr: 0.0005, eta: 2:27:01, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.2328, offset_loss: 0.5219, cls_loss: 0.1999, mask_loss: 0.2814, iou_score_loss: 0.0079, loss: 1.2438 +2022-06-02 21:59:46,171 - INFO - Epoch [111/128][20/300] lr: 0.0005, eta: 2:01:54, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.2067, offset_loss: 0.3730, cls_loss: 0.1763, mask_loss: 0.2940, iou_score_loss: 0.0056, loss: 1.0555 +2022-06-02 21:59:55,896 - INFO - Epoch [111/128][30/300] lr: 0.0005, eta: 1:50:09, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1768, offset_loss: 0.3385, cls_loss: 0.1683, mask_loss: 0.2846, iou_score_loss: 0.0084, loss: 0.9766 +2022-06-02 22:00:05,415 - INFO - Epoch [111/128][40/300] lr: 0.0005, eta: 1:43:44, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2055, offset_loss: 0.4340, cls_loss: 0.1667, mask_loss: 0.2912, iou_score_loss: 0.0060, loss: 1.1034 +2022-06-02 22:00:15,203 - INFO - Epoch [111/128][50/300] lr: 0.0005, eta: 1:40:16, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1643, offset_loss: 0.3444, cls_loss: 0.1886, mask_loss: 0.2156, iou_score_loss: 0.0048, loss: 0.9178 +2022-06-02 22:00:26,073 - INFO - Epoch [111/128][60/300] lr: 0.0005, eta: 1:39:31, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1978, offset_loss: 0.3457, cls_loss: 0.2071, mask_loss: 0.2415, iou_score_loss: 0.0057, loss: 0.9977 +2022-06-02 22:00:37,340 - INFO - Epoch [111/128][70/300] lr: 0.0005, eta: 1:39:27, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1554, offset_loss: 0.3265, cls_loss: 0.1638, mask_loss: 0.2538, iou_score_loss: 0.0062, loss: 0.9058 +2022-06-02 22:00:47,072 - INFO - Epoch [111/128][80/300] lr: 0.0005, eta: 1:37:38, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2578, offset_loss: 0.3977, cls_loss: 0.1790, mask_loss: 0.2828, iou_score_loss: 0.0071, loss: 1.1244 +2022-06-02 22:00:56,802 - INFO - Epoch [111/128][90/300] lr: 0.0005, eta: 1:36:11, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.2254, offset_loss: 0.4071, cls_loss: 0.1828, mask_loss: 0.2813, iou_score_loss: 0.0059, loss: 1.1026 +2022-06-02 22:01:06,484 - INFO - Epoch [111/128][100/300] lr: 0.0005, eta: 1:34:58, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1867, offset_loss: 0.3882, cls_loss: 0.1759, mask_loss: 0.2547, iou_score_loss: 0.0053, loss: 1.0107 +2022-06-02 22:01:16,265 - INFO - Epoch [111/128][110/300] lr: 0.0005, eta: 1:34:00, mem: 9016, data_time: 0.02, iter_time: 0.80, semantic_loss: 0.1752, offset_loss: 0.3685, cls_loss: 0.1799, mask_loss: 0.2803, iou_score_loss: 0.0065, loss: 1.0104 +2022-06-02 22:01:26,411 - INFO - Epoch [111/128][120/300] lr: 0.0005, eta: 1:33:27, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1930, offset_loss: 0.3400, cls_loss: 0.2483, mask_loss: 0.2522, iou_score_loss: 0.0074, loss: 1.0409 +2022-06-02 22:01:36,309 - INFO - Epoch [111/128][130/300] lr: 0.0005, eta: 1:32:47, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1768, offset_loss: 0.3858, cls_loss: 0.2123, mask_loss: 0.2714, iou_score_loss: 0.0064, loss: 1.0527 +2022-06-02 22:01:46,327 - INFO - Epoch [111/128][140/300] lr: 0.0005, eta: 1:32:16, mem: 9016, data_time: 0.00, iter_time: 1.39, semantic_loss: 0.1483, offset_loss: 0.4740, cls_loss: 0.1801, mask_loss: 0.2730, iou_score_loss: 0.0086, loss: 1.0838 +2022-06-02 22:01:56,898 - INFO - Epoch [111/128][150/300] lr: 0.0005, eta: 1:32:07, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1742, offset_loss: 0.3893, cls_loss: 0.1868, mask_loss: 0.2687, iou_score_loss: 0.0088, loss: 1.0278 +2022-06-02 22:02:07,706 - INFO - Epoch [111/128][160/300] lr: 0.0005, eta: 1:32:06, mem: 9016, data_time: 0.00, iter_time: 1.43, semantic_loss: 0.1696, offset_loss: 0.3204, cls_loss: 0.1797, mask_loss: 0.2864, iou_score_loss: 0.0060, loss: 0.9621 +2022-06-02 22:02:17,848 - INFO - Epoch [111/128][170/300] lr: 0.0005, eta: 1:31:43, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1832, offset_loss: 0.3868, cls_loss: 0.2263, mask_loss: 0.2951, iou_score_loss: 0.0084, loss: 1.0998 +2022-06-02 22:02:28,259 - INFO - Epoch [111/128][180/300] lr: 0.0005, eta: 1:31:28, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1591, offset_loss: 0.3190, cls_loss: 0.1899, mask_loss: 0.2013, iou_score_loss: 0.0066, loss: 0.8759 +2022-06-02 22:02:38,276 - INFO - Epoch [111/128][190/300] lr: 0.0005, eta: 1:31:05, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1541, offset_loss: 0.4337, cls_loss: 0.1913, mask_loss: 0.2328, iou_score_loss: 0.0055, loss: 1.0173 +2022-06-02 22:02:48,808 - INFO - Epoch [111/128][200/300] lr: 0.0005, eta: 1:30:55, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1978, offset_loss: 0.4688, cls_loss: 0.1664, mask_loss: 0.2747, iou_score_loss: 0.0065, loss: 1.1142 +2022-06-02 22:02:59,557 - INFO - Epoch [111/128][210/300] lr: 0.0005, eta: 1:30:51, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1620, offset_loss: 0.3587, cls_loss: 0.1910, mask_loss: 0.3477, iou_score_loss: 0.0070, loss: 1.0664 +2022-06-02 22:03:10,926 - INFO - Epoch [111/128][220/300] lr: 0.0005, eta: 1:31:01, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.2085, offset_loss: 0.4206, cls_loss: 0.1486, mask_loss: 0.2359, iou_score_loss: 0.0045, loss: 1.0180 +2022-06-02 22:03:21,163 - INFO - Epoch [111/128][230/300] lr: 0.0005, eta: 1:30:44, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1641, offset_loss: 0.3471, cls_loss: 0.1391, mask_loss: 0.2564, iou_score_loss: 0.0055, loss: 0.9123 +2022-06-02 22:03:32,055 - INFO - Epoch [111/128][240/300] lr: 0.0005, eta: 1:30:41, mem: 9016, data_time: 0.00, iter_time: 1.73, semantic_loss: 0.1758, offset_loss: 0.4278, cls_loss: 0.1689, mask_loss: 0.2327, iou_score_loss: 0.0064, loss: 1.0115 +2022-06-02 22:03:41,556 - INFO - Epoch [111/128][250/300] lr: 0.0005, eta: 1:30:08, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1960, offset_loss: 0.3385, cls_loss: 0.2433, mask_loss: 0.2790, iou_score_loss: 0.0062, loss: 1.0631 +2022-06-02 22:03:52,010 - INFO - Epoch [111/128][260/300] lr: 0.0005, eta: 1:29:57, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1583, offset_loss: 0.3452, cls_loss: 0.1373, mask_loss: 0.2572, iou_score_loss: 0.0062, loss: 0.9043 +2022-06-02 22:04:01,390 - INFO - Epoch [111/128][270/300] lr: 0.0005, eta: 1:29:25, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1774, offset_loss: 0.3793, cls_loss: 0.1854, mask_loss: 0.2531, iou_score_loss: 0.0047, loss: 0.9999 +2022-06-02 22:04:11,966 - INFO - Epoch [111/128][280/300] lr: 0.0005, eta: 1:29:17, mem: 9016, data_time: 0.35, iter_time: 1.76, semantic_loss: 0.2416, offset_loss: 0.3897, cls_loss: 0.1649, mask_loss: 0.3030, iou_score_loss: 0.0065, loss: 1.1057 +2022-06-02 22:04:21,817 - INFO - Epoch [111/128][290/300] lr: 0.0005, eta: 1:28:56, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1762, offset_loss: 0.3761, cls_loss: 0.1518, mask_loss: 0.2486, iou_score_loss: 0.0065, loss: 0.9592 +2022-06-02 22:04:30,823 - INFO - Epoch [111/128][300/300] lr: 0.0005, eta: 1:28:21, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1515, offset_loss: 0.4919, cls_loss: 0.1544, mask_loss: 0.2295, iou_score_loss: 0.0050, loss: 1.0321 +2022-06-02 22:04:48,760 - INFO - Epoch [112/128][10/300] lr: 0.00045, eta: 2:21:33, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1707, offset_loss: 0.4756, cls_loss: 0.2283, mask_loss: 0.2941, iou_score_loss: 0.0080, loss: 1.1767 +2022-06-02 22:04:59,378 - INFO - Epoch [112/128][20/300] lr: 0.00045, eta: 1:55:39, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1874, offset_loss: 0.3958, cls_loss: 0.1233, mask_loss: 0.2518, iou_score_loss: 0.0046, loss: 0.9629 +2022-06-02 22:05:09,633 - INFO - Epoch [112/128][30/300] lr: 0.00045, eta: 1:45:45, mem: 9016, data_time: 0.00, iter_time: 1.35, semantic_loss: 0.1527, offset_loss: 0.4235, cls_loss: 0.1594, mask_loss: 0.2715, iou_score_loss: 0.0060, loss: 1.0131 +2022-06-02 22:05:19,593 - INFO - Epoch [112/128][40/300] lr: 0.00045, eta: 1:40:13, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1379, offset_loss: 0.3555, cls_loss: 0.1653, mask_loss: 0.2264, iou_score_loss: 0.0056, loss: 0.8906 +2022-06-02 22:05:29,432 - INFO - Epoch [112/128][50/300] lr: 0.00045, eta: 1:36:32, mem: 9016, data_time: 0.00, iter_time: 1.59, semantic_loss: 0.1708, offset_loss: 0.3430, cls_loss: 0.1814, mask_loss: 0.2702, iou_score_loss: 0.0055, loss: 0.9708 +2022-06-02 22:05:39,249 - INFO - Epoch [112/128][60/300] lr: 0.00045, eta: 1:34:03, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.2719, offset_loss: 0.3667, cls_loss: 0.1679, mask_loss: 0.2467, iou_score_loss: 0.0078, loss: 1.0609 +2022-06-02 22:05:49,936 - INFO - Epoch [112/128][70/300] lr: 0.00045, eta: 1:33:16, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1814, offset_loss: 0.3587, cls_loss: 0.1601, mask_loss: 0.2427, iou_score_loss: 0.0052, loss: 0.9481 +2022-06-02 22:06:01,570 - INFO - Epoch [112/128][80/300] lr: 0.00045, eta: 1:33:36, mem: 9016, data_time: 0.00, iter_time: 1.38, semantic_loss: 0.2070, offset_loss: 0.4278, cls_loss: 0.1811, mask_loss: 0.3011, iou_score_loss: 0.0081, loss: 1.1251 +2022-06-02 22:06:11,681 - INFO - Epoch [112/128][90/300] lr: 0.00045, eta: 1:32:24, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1591, offset_loss: 0.4093, cls_loss: 0.1701, mask_loss: 0.2445, iou_score_loss: 0.0079, loss: 0.9909 +2022-06-02 22:06:20,863 - INFO - Epoch [112/128][100/300] lr: 0.00045, eta: 1:30:38, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1796, offset_loss: 0.3700, cls_loss: 0.1427, mask_loss: 0.2481, iou_score_loss: 0.0059, loss: 0.9463 +2022-06-02 22:06:31,245 - INFO - Epoch [112/128][110/300] lr: 0.00045, eta: 1:30:06, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1592, offset_loss: 0.3580, cls_loss: 0.1496, mask_loss: 0.2496, iou_score_loss: 0.0097, loss: 0.9262 +2022-06-02 22:06:42,904 - INFO - Epoch [112/128][120/300] lr: 0.00045, eta: 1:30:29, mem: 9016, data_time: 0.00, iter_time: 1.42, semantic_loss: 0.2350, offset_loss: 0.4926, cls_loss: 0.2037, mask_loss: 0.2589, iou_score_loss: 0.0085, loss: 1.1987 +2022-06-02 22:06:52,412 - INFO - Epoch [112/128][130/300] lr: 0.00045, eta: 1:29:25, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2066, offset_loss: 0.3801, cls_loss: 0.2061, mask_loss: 0.2761, iou_score_loss: 0.0068, loss: 1.0756 +2022-06-02 22:07:02,858 - INFO - Epoch [112/128][140/300] lr: 0.00045, eta: 1:29:02, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1937, offset_loss: 0.4138, cls_loss: 0.2285, mask_loss: 0.2788, iou_score_loss: 0.0081, loss: 1.1229 +2022-06-02 22:07:13,728 - INFO - Epoch [112/128][150/300] lr: 0.00045, eta: 1:28:54, mem: 9016, data_time: 0.00, iter_time: 1.58, semantic_loss: 0.2084, offset_loss: 0.4563, cls_loss: 0.1518, mask_loss: 0.2841, iou_score_loss: 0.0090, loss: 1.1096 +2022-06-02 22:07:22,664 - INFO - Epoch [112/128][160/300] lr: 0.00045, eta: 1:27:46, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.2355, offset_loss: 0.4897, cls_loss: 0.2852, mask_loss: 0.2984, iou_score_loss: 0.0099, loss: 1.3187 +2022-06-02 22:07:33,663 - INFO - Epoch [112/128][170/300] lr: 0.00045, eta: 1:27:46, mem: 9016, data_time: 0.00, iter_time: 1.58, semantic_loss: 0.1956, offset_loss: 0.3823, cls_loss: 0.1576, mask_loss: 0.2687, iou_score_loss: 0.0073, loss: 1.0115 +2022-06-02 22:07:43,990 - INFO - Epoch [112/128][180/300] lr: 0.00045, eta: 1:27:25, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1473, offset_loss: 0.3719, cls_loss: 0.2049, mask_loss: 0.2463, iou_score_loss: 0.0071, loss: 0.9775 +2022-06-02 22:07:55,278 - INFO - Epoch [112/128][190/300] lr: 0.00045, eta: 1:27:30, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1551, offset_loss: 0.4035, cls_loss: 0.1836, mask_loss: 0.2587, iou_score_loss: 0.0079, loss: 1.0088 +2022-06-02 22:08:05,557 - INFO - Epoch [112/128][200/300] lr: 0.00045, eta: 1:27:10, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.1901, offset_loss: 0.3771, cls_loss: 0.2061, mask_loss: 0.2745, iou_score_loss: 0.0066, loss: 1.0545 +2022-06-02 22:08:16,362 - INFO - Epoch [112/128][210/300] lr: 0.00045, eta: 1:27:03, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1577, offset_loss: 0.3747, cls_loss: 0.1327, mask_loss: 0.2848, iou_score_loss: 0.0060, loss: 0.9559 +2022-06-02 22:08:25,895 - INFO - Epoch [112/128][220/300] lr: 0.00045, eta: 1:26:26, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2369, offset_loss: 0.4743, cls_loss: 0.1314, mask_loss: 0.3106, iou_score_loss: 0.0049, loss: 1.1582 +2022-06-02 22:08:35,923 - INFO - Epoch [112/128][230/300] lr: 0.00045, eta: 1:26:03, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1719, offset_loss: 0.3958, cls_loss: 0.2153, mask_loss: 0.2288, iou_score_loss: 0.0074, loss: 1.0191 +2022-06-02 22:08:45,784 - INFO - Epoch [112/128][240/300] lr: 0.00045, eta: 1:25:37, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1578, offset_loss: 0.2999, cls_loss: 0.1478, mask_loss: 0.2307, iou_score_loss: 0.0053, loss: 0.8414 +2022-06-02 22:08:56,364 - INFO - Epoch [112/128][250/300] lr: 0.00045, eta: 1:25:27, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1786, offset_loss: 0.4025, cls_loss: 0.1853, mask_loss: 0.2152, iou_score_loss: 0.0063, loss: 0.9879 +2022-06-02 22:09:05,607 - INFO - Epoch [112/128][260/300] lr: 0.00045, eta: 1:24:52, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1675, offset_loss: 0.3749, cls_loss: 0.1706, mask_loss: 0.2593, iou_score_loss: 0.0082, loss: 0.9805 +2022-06-02 22:09:15,376 - INFO - Epoch [112/128][270/300] lr: 0.00045, eta: 1:24:27, mem: 9016, data_time: 0.00, iter_time: 1.45, semantic_loss: 0.1865, offset_loss: 0.4271, cls_loss: 0.1942, mask_loss: 0.2881, iou_score_loss: 0.0083, loss: 1.1041 +2022-06-02 22:09:25,831 - INFO - Epoch [112/128][280/300] lr: 0.00045, eta: 1:24:16, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1946, offset_loss: 0.3859, cls_loss: 0.2258, mask_loss: 0.2823, iou_score_loss: 0.0071, loss: 1.0956 +2022-06-02 22:09:36,164 - INFO - Epoch [112/128][290/300] lr: 0.00045, eta: 1:24:03, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1737, offset_loss: 0.3262, cls_loss: 0.1430, mask_loss: 0.2800, iou_score_loss: 0.0067, loss: 0.9296 +2022-06-02 22:09:45,340 - INFO - Epoch [112/128][300/300] lr: 0.00045, eta: 1:23:32, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1488, offset_loss: 0.4311, cls_loss: 0.2462, mask_loss: 0.2910, iou_score_loss: 0.0098, loss: 1.1268 +2022-06-02 22:09:46,538 - INFO - Validation +2022-06-02 22:10:58,540 - INFO - Evaluate instance segmentation +2022-06-02 22:11:09,830 - INFO - AP: 0.459. AP_50: 0.669. AP_25: 0.790 +2022-06-02 22:11:09,831 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 22:11:16,776 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 22:11:16,776 - INFO - mIoU: 72.0 +2022-06-02 22:11:18,175 - INFO - Acc: 89.8 +2022-06-02 22:11:21,850 - INFO - Offset MAE: 0.442 +2022-06-02 22:11:36,475 - INFO - Epoch [113/128][10/300] lr: 0.0004, eta: 1:56:01, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2499, offset_loss: 0.4551, cls_loss: 0.2002, mask_loss: 0.2740, iou_score_loss: 0.0096, loss: 1.1888 +2022-06-02 22:11:46,269 - INFO - Epoch [113/128][20/300] lr: 0.0004, eta: 1:36:50, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1991, offset_loss: 0.3398, cls_loss: 0.1885, mask_loss: 0.2386, iou_score_loss: 0.0066, loss: 0.9727 +2022-06-02 22:11:56,042 - INFO - Epoch [113/128][30/300] lr: 0.0004, eta: 1:30:21, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1535, offset_loss: 0.3940, cls_loss: 0.1497, mask_loss: 0.2123, iou_score_loss: 0.0068, loss: 0.9163 +2022-06-02 22:12:06,975 - INFO - Epoch [113/128][40/300] lr: 0.0004, eta: 1:29:18, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.2158, offset_loss: 0.4436, cls_loss: 0.1448, mask_loss: 0.2527, iou_score_loss: 0.0053, loss: 1.0621 +2022-06-02 22:12:16,347 - INFO - Epoch [113/128][50/300] lr: 0.0004, eta: 1:26:08, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1723, offset_loss: 0.3807, cls_loss: 0.1270, mask_loss: 0.2558, iou_score_loss: 0.0075, loss: 0.9433 +2022-06-02 22:12:26,638 - INFO - Epoch [113/128][60/300] lr: 0.0004, eta: 1:25:10, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1740, offset_loss: 0.3485, cls_loss: 0.1415, mask_loss: 0.2547, iou_score_loss: 0.0055, loss: 0.9244 +2022-06-02 22:12:37,584 - INFO - Epoch [113/128][70/300] lr: 0.0004, eta: 1:25:09, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1706, offset_loss: 0.3546, cls_loss: 0.1855, mask_loss: 0.2435, iou_score_loss: 0.0069, loss: 0.9612 +2022-06-02 22:12:47,284 - INFO - Epoch [113/128][80/300] lr: 0.0004, eta: 1:23:54, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1529, offset_loss: 0.4607, cls_loss: 0.2190, mask_loss: 0.2142, iou_score_loss: 0.0077, loss: 1.0545 +2022-06-02 22:12:57,945 - INFO - Epoch [113/128][90/300] lr: 0.0004, eta: 1:23:42, mem: 9016, data_time: 0.00, iter_time: 1.27, semantic_loss: 0.1581, offset_loss: 0.4148, cls_loss: 0.1910, mask_loss: 0.2553, iou_score_loss: 0.0055, loss: 1.0246 +2022-06-02 22:13:07,671 - INFO - Epoch [113/128][100/300] lr: 0.0004, eta: 1:22:49, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1874, offset_loss: 0.3664, cls_loss: 0.1922, mask_loss: 0.2457, iou_score_loss: 0.0087, loss: 1.0004 +2022-06-02 22:13:17,518 - INFO - Epoch [113/128][110/300] lr: 0.0004, eta: 1:22:07, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1697, offset_loss: 0.3461, cls_loss: 0.1397, mask_loss: 0.2778, iou_score_loss: 0.0054, loss: 0.9387 +2022-06-02 22:13:26,108 - INFO - Epoch [113/128][120/300] lr: 0.0004, eta: 1:20:42, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1538, offset_loss: 0.3539, cls_loss: 0.2045, mask_loss: 0.2726, iou_score_loss: 0.0092, loss: 0.9939 +2022-06-02 22:13:37,871 - INFO - Epoch [113/128][130/300] lr: 0.0004, eta: 1:21:22, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.2116, offset_loss: 0.3447, cls_loss: 0.1696, mask_loss: 0.2721, iou_score_loss: 0.0056, loss: 1.0036 +2022-06-02 22:13:48,246 - INFO - Epoch [113/128][140/300] lr: 0.0004, eta: 1:21:09, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1460, offset_loss: 0.3772, cls_loss: 0.1575, mask_loss: 0.2824, iou_score_loss: 0.0066, loss: 0.9698 +2022-06-02 22:13:58,757 - INFO - Epoch [113/128][150/300] lr: 0.0004, eta: 1:21:00, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1996, offset_loss: 0.3512, cls_loss: 0.1578, mask_loss: 0.2580, iou_score_loss: 0.0080, loss: 0.9747 +2022-06-02 22:14:09,726 - INFO - Epoch [113/128][160/300] lr: 0.0004, eta: 1:21:04, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2275, offset_loss: 0.4260, cls_loss: 0.1730, mask_loss: 0.3010, iou_score_loss: 0.0083, loss: 1.1358 +2022-06-02 22:14:20,188 - INFO - Epoch [113/128][170/300] lr: 0.0004, eta: 1:20:54, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1493, offset_loss: 0.3388, cls_loss: 0.1482, mask_loss: 0.2253, iou_score_loss: 0.0042, loss: 0.8658 +2022-06-02 22:14:30,499 - INFO - Epoch [113/128][180/300] lr: 0.0004, eta: 1:20:39, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1863, offset_loss: 0.3967, cls_loss: 0.2257, mask_loss: 0.2976, iou_score_loss: 0.0071, loss: 1.1134 +2022-06-02 22:14:40,476 - INFO - Epoch [113/128][190/300] lr: 0.0004, eta: 1:20:16, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1508, offset_loss: 0.3234, cls_loss: 0.1605, mask_loss: 0.2492, iou_score_loss: 0.0070, loss: 0.8909 +2022-06-02 22:14:50,304 - INFO - Epoch [113/128][200/300] lr: 0.0004, eta: 1:19:51, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1947, offset_loss: 0.3496, cls_loss: 0.2290, mask_loss: 0.2799, iou_score_loss: 0.0073, loss: 1.0605 +2022-06-02 22:14:59,781 - INFO - Epoch [113/128][210/300] lr: 0.0004, eta: 1:19:20, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1937, offset_loss: 0.4167, cls_loss: 0.2490, mask_loss: 0.2603, iou_score_loss: 0.0068, loss: 1.1265 +2022-06-02 22:15:10,536 - INFO - Epoch [113/128][220/300] lr: 0.0004, eta: 1:19:18, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1582, offset_loss: 0.4896, cls_loss: 0.1685, mask_loss: 0.2765, iou_score_loss: 0.0062, loss: 1.0990 +2022-06-02 22:15:21,319 - INFO - Epoch [113/128][230/300] lr: 0.0004, eta: 1:19:16, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.2115, offset_loss: 0.4279, cls_loss: 0.1652, mask_loss: 0.2722, iou_score_loss: 0.0071, loss: 1.0838 +2022-06-02 22:15:30,693 - INFO - Epoch [113/128][240/300] lr: 0.0004, eta: 1:18:46, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1665, offset_loss: 0.3580, cls_loss: 0.1109, mask_loss: 0.2792, iou_score_loss: 0.0066, loss: 0.9212 +2022-06-02 22:15:41,327 - INFO - Epoch [113/128][250/300] lr: 0.0004, eta: 1:18:40, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1716, offset_loss: 0.3514, cls_loss: 0.1642, mask_loss: 0.2304, iou_score_loss: 0.0067, loss: 0.9243 +2022-06-02 22:15:52,612 - INFO - Epoch [113/128][260/300] lr: 0.0004, eta: 1:18:45, mem: 9016, data_time: 0.00, iter_time: 1.55, semantic_loss: 0.1894, offset_loss: 0.4567, cls_loss: 0.2896, mask_loss: 0.2733, iou_score_loss: 0.0074, loss: 1.2163 +2022-06-02 22:16:04,045 - INFO - Epoch [113/128][270/300] lr: 0.0004, eta: 1:18:52, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.1883, offset_loss: 0.3523, cls_loss: 0.1679, mask_loss: 0.2290, iou_score_loss: 0.0077, loss: 0.9452 +2022-06-02 22:16:15,657 - INFO - Epoch [113/128][280/300] lr: 0.0004, eta: 1:19:01, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1904, offset_loss: 0.4482, cls_loss: 0.2174, mask_loss: 0.2812, iou_score_loss: 0.0072, loss: 1.1444 +2022-06-02 22:16:25,803 - INFO - Epoch [113/128][290/300] lr: 0.0004, eta: 1:18:45, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1736, offset_loss: 0.3353, cls_loss: 0.1441, mask_loss: 0.2497, iou_score_loss: 0.0042, loss: 0.9069 +2022-06-02 22:16:34,043 - INFO - Epoch [113/128][300/300] lr: 0.0004, eta: 1:18:01, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.2149, offset_loss: 0.3922, cls_loss: 0.2353, mask_loss: 0.2771, iou_score_loss: 0.0076, loss: 1.1271 +2022-06-02 22:16:52,987 - INFO - Epoch [114/128][10/300] lr: 0.00035, eta: 2:11:00, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1321, offset_loss: 0.3394, cls_loss: 0.1194, mask_loss: 0.2485, iou_score_loss: 0.0045, loss: 0.8440 +2022-06-02 22:17:04,703 - INFO - Epoch [114/128][20/300] lr: 0.00035, eta: 1:49:04, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2002, offset_loss: 0.3538, cls_loss: 0.1875, mask_loss: 0.2943, iou_score_loss: 0.0049, loss: 1.0408 +2022-06-02 22:17:14,059 - INFO - Epoch [114/128][30/300] lr: 0.00035, eta: 1:35:48, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1588, offset_loss: 0.3512, cls_loss: 0.1852, mask_loss: 0.2600, iou_score_loss: 0.0086, loss: 0.9638 +2022-06-02 22:17:23,999 - INFO - Epoch [114/128][40/300] lr: 0.00035, eta: 1:30:10, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1599, offset_loss: 0.3767, cls_loss: 0.1895, mask_loss: 0.2497, iou_score_loss: 0.0067, loss: 0.9824 +2022-06-02 22:17:35,857 - INFO - Epoch [114/128][50/300] lr: 0.00035, eta: 1:29:33, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1504, offset_loss: 0.3400, cls_loss: 0.1906, mask_loss: 0.2376, iou_score_loss: 0.0063, loss: 0.9249 +2022-06-02 22:17:47,252 - INFO - Epoch [114/128][60/300] lr: 0.00035, eta: 1:28:31, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1981, offset_loss: 0.4308, cls_loss: 0.2063, mask_loss: 0.2912, iou_score_loss: 0.0084, loss: 1.1348 +2022-06-02 22:17:57,376 - INFO - Epoch [114/128][70/300] lr: 0.00035, eta: 1:26:21, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1487, offset_loss: 0.3741, cls_loss: 0.1958, mask_loss: 0.2381, iou_score_loss: 0.0094, loss: 0.9661 +2022-06-02 22:18:07,074 - INFO - Epoch [114/128][80/300] lr: 0.00035, eta: 1:24:20, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1782, offset_loss: 0.3397, cls_loss: 0.2541, mask_loss: 0.2655, iou_score_loss: 0.0073, loss: 1.0447 +2022-06-02 22:18:16,746 - INFO - Epoch [114/128][90/300] lr: 0.00035, eta: 1:22:42, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1765, offset_loss: 0.4026, cls_loss: 0.1241, mask_loss: 0.2673, iou_score_loss: 0.0053, loss: 0.9758 +2022-06-02 22:18:27,076 - INFO - Epoch [114/128][100/300] lr: 0.00035, eta: 1:21:50, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1948, offset_loss: 0.3659, cls_loss: 0.2098, mask_loss: 0.2965, iou_score_loss: 0.0080, loss: 1.0750 +2022-06-02 22:18:37,455 - INFO - Epoch [114/128][110/300] lr: 0.00035, eta: 1:21:07, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1968, offset_loss: 0.3887, cls_loss: 0.1503, mask_loss: 0.2508, iou_score_loss: 0.0055, loss: 0.9920 +2022-06-02 22:18:47,085 - INFO - Epoch [114/128][120/300] lr: 0.00035, eta: 1:20:03, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1309, offset_loss: 0.3744, cls_loss: 0.1222, mask_loss: 0.2262, iou_score_loss: 0.0067, loss: 0.8605 +2022-06-02 22:18:57,573 - INFO - Epoch [114/128][130/300] lr: 0.00035, eta: 1:19:36, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1961, offset_loss: 0.3807, cls_loss: 0.1739, mask_loss: 0.2572, iou_score_loss: 0.0057, loss: 1.0137 +2022-06-02 22:19:07,072 - INFO - Epoch [114/128][140/300] lr: 0.00035, eta: 1:18:41, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1626, offset_loss: 0.3695, cls_loss: 0.1680, mask_loss: 0.2622, iou_score_loss: 0.0074, loss: 0.9698 +2022-06-02 22:19:17,528 - INFO - Epoch [114/128][150/300] lr: 0.00035, eta: 1:18:19, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1357, offset_loss: 0.3947, cls_loss: 0.1353, mask_loss: 0.2304, iou_score_loss: 0.0052, loss: 0.9013 +2022-06-02 22:19:26,416 - INFO - Epoch [114/128][160/300] lr: 0.00035, eta: 1:17:16, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1752, offset_loss: 0.3453, cls_loss: 0.2063, mask_loss: 0.3273, iou_score_loss: 0.0070, loss: 1.0612 +2022-06-02 22:19:37,272 - INFO - Epoch [114/128][170/300] lr: 0.00035, eta: 1:17:10, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1855, offset_loss: 0.4007, cls_loss: 0.2024, mask_loss: 0.2491, iou_score_loss: 0.0053, loss: 1.0430 +2022-06-02 22:19:46,395 - INFO - Epoch [114/128][180/300] lr: 0.00035, eta: 1:16:21, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1787, offset_loss: 0.4497, cls_loss: 0.2037, mask_loss: 0.2467, iou_score_loss: 0.0090, loss: 1.0878 +2022-06-02 22:19:57,959 - INFO - Epoch [114/128][190/300] lr: 0.00035, eta: 1:16:32, mem: 9016, data_time: 0.00, iter_time: 1.77, semantic_loss: 0.2248, offset_loss: 0.3952, cls_loss: 0.1871, mask_loss: 0.2920, iou_score_loss: 0.0070, loss: 1.1061 +2022-06-02 22:20:08,200 - INFO - Epoch [114/128][200/300] lr: 0.00035, eta: 1:16:13, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1599, offset_loss: 0.4601, cls_loss: 0.1608, mask_loss: 0.2841, iou_score_loss: 0.0052, loss: 1.0701 +2022-06-02 22:20:17,815 - INFO - Epoch [114/128][210/300] lr: 0.00035, eta: 1:15:42, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1793, offset_loss: 0.4629, cls_loss: 0.2209, mask_loss: 0.2353, iou_score_loss: 0.0079, loss: 1.1063 +2022-06-02 22:20:27,946 - INFO - Epoch [114/128][220/300] lr: 0.00035, eta: 1:15:22, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1525, offset_loss: 0.3635, cls_loss: 0.1212, mask_loss: 0.2482, iou_score_loss: 0.0051, loss: 0.8905 +2022-06-02 22:20:38,099 - INFO - Epoch [114/128][230/300] lr: 0.00035, eta: 1:15:04, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1786, offset_loss: 0.3736, cls_loss: 0.1762, mask_loss: 0.2247, iou_score_loss: 0.0067, loss: 0.9599 +2022-06-02 22:20:47,743 - INFO - Epoch [114/128][240/300] lr: 0.00035, eta: 1:14:37, mem: 9016, data_time: 0.00, iter_time: 1.34, semantic_loss: 0.2202, offset_loss: 0.3655, cls_loss: 0.1778, mask_loss: 0.2596, iou_score_loss: 0.0061, loss: 1.0292 +2022-06-02 22:20:57,750 - INFO - Epoch [114/128][250/300] lr: 0.00035, eta: 1:14:18, mem: 9016, data_time: 0.00, iter_time: 1.34, semantic_loss: 0.1810, offset_loss: 0.4818, cls_loss: 0.1810, mask_loss: 0.3009, iou_score_loss: 0.0075, loss: 1.1523 +2022-06-02 22:21:07,455 - INFO - Epoch [114/128][260/300] lr: 0.00035, eta: 1:13:55, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1926, offset_loss: 0.5735, cls_loss: 0.1546, mask_loss: 0.2074, iou_score_loss: 0.0054, loss: 1.1336 +2022-06-02 22:21:17,737 - INFO - Epoch [114/128][270/300] lr: 0.00035, eta: 1:13:42, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1971, offset_loss: 0.4386, cls_loss: 0.1775, mask_loss: 0.2266, iou_score_loss: 0.0088, loss: 1.0486 +2022-06-02 22:21:26,974 - INFO - Epoch [114/128][280/300] lr: 0.00035, eta: 1:13:13, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1456, offset_loss: 0.3732, cls_loss: 0.1641, mask_loss: 0.2509, iou_score_loss: 0.0051, loss: 0.9388 +2022-06-02 22:21:37,379 - INFO - Epoch [114/128][290/300] lr: 0.00035, eta: 1:13:02, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2270, offset_loss: 0.4008, cls_loss: 0.1806, mask_loss: 0.2318, iou_score_loss: 0.0072, loss: 1.0475 +2022-06-02 22:21:46,117 - INFO - Epoch [114/128][300/300] lr: 0.00035, eta: 1:12:28, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1333, offset_loss: 0.4233, cls_loss: 0.1626, mask_loss: 0.2636, iou_score_loss: 0.0068, loss: 0.9895 +2022-06-02 22:22:04,332 - INFO - Epoch [115/128][10/300] lr: 0.00031, eta: 1:57:24, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1754, offset_loss: 0.4288, cls_loss: 0.1657, mask_loss: 0.2699, iou_score_loss: 0.0064, loss: 1.0461 +2022-06-02 22:22:13,531 - INFO - Epoch [115/128][20/300] lr: 0.00031, eta: 1:30:40, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1653, offset_loss: 0.4072, cls_loss: 0.1270, mask_loss: 0.2445, iou_score_loss: 0.0053, loss: 0.9493 +2022-06-02 22:22:24,957 - INFO - Epoch [115/128][30/300] lr: 0.00031, eta: 1:26:46, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.2085, offset_loss: 0.3564, cls_loss: 0.2290, mask_loss: 0.2392, iou_score_loss: 0.0056, loss: 1.0387 +2022-06-02 22:22:35,212 - INFO - Epoch [115/128][40/300] lr: 0.00031, eta: 1:22:42, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1711, offset_loss: 0.3476, cls_loss: 0.1824, mask_loss: 0.2488, iou_score_loss: 0.0064, loss: 0.9562 +2022-06-02 22:22:45,260 - INFO - Epoch [115/128][50/300] lr: 0.00031, eta: 1:19:54, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1946, offset_loss: 0.4056, cls_loss: 0.1699, mask_loss: 0.2678, iou_score_loss: 0.0053, loss: 1.0432 +2022-06-02 22:22:56,461 - INFO - Epoch [115/128][60/300] lr: 0.00031, eta: 1:19:17, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1881, offset_loss: 0.3319, cls_loss: 0.2382, mask_loss: 0.2530, iou_score_loss: 0.0054, loss: 1.0165 +2022-06-02 22:23:05,802 - INFO - Epoch [115/128][70/300] lr: 0.00031, eta: 1:16:59, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1708, offset_loss: 0.3471, cls_loss: 0.1277, mask_loss: 0.2844, iou_score_loss: 0.0050, loss: 0.9350 +2022-06-02 22:23:15,168 - INFO - Epoch [115/128][80/300] lr: 0.00031, eta: 1:15:14, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1562, offset_loss: 0.4013, cls_loss: 0.1816, mask_loss: 0.2563, iou_score_loss: 0.0068, loss: 1.0021 +2022-06-02 22:23:25,973 - INFO - Epoch [115/128][90/300] lr: 0.00031, eta: 1:14:56, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1773, offset_loss: 0.3666, cls_loss: 0.2120, mask_loss: 0.2392, iou_score_loss: 0.0085, loss: 1.0036 +2022-06-02 22:23:35,419 - INFO - Epoch [115/128][100/300] lr: 0.00031, eta: 1:13:44, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1781, offset_loss: 0.4221, cls_loss: 0.1326, mask_loss: 0.2814, iou_score_loss: 0.0051, loss: 1.0194 +2022-06-02 22:23:46,327 - INFO - Epoch [115/128][110/300] lr: 0.00031, eta: 1:13:38, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.2120, offset_loss: 0.4145, cls_loss: 0.2010, mask_loss: 0.2548, iou_score_loss: 0.0072, loss: 1.0894 +2022-06-02 22:23:57,639 - INFO - Epoch [115/128][120/300] lr: 0.00031, eta: 1:13:44, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1713, offset_loss: 0.3615, cls_loss: 0.2072, mask_loss: 0.2690, iou_score_loss: 0.0063, loss: 1.0154 +2022-06-02 22:24:07,720 - INFO - Epoch [115/128][130/300] lr: 0.00031, eta: 1:13:09, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1950, offset_loss: 0.3880, cls_loss: 0.2340, mask_loss: 0.2813, iou_score_loss: 0.0072, loss: 1.1054 +2022-06-02 22:24:17,395 - INFO - Epoch [115/128][140/300] lr: 0.00031, eta: 1:12:26, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1602, offset_loss: 0.3698, cls_loss: 0.1637, mask_loss: 0.2259, iou_score_loss: 0.0048, loss: 0.9244 +2022-06-02 22:24:27,532 - INFO - Epoch [115/128][150/300] lr: 0.00031, eta: 1:12:00, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1830, offset_loss: 0.3802, cls_loss: 0.2688, mask_loss: 0.2443, iou_score_loss: 0.0068, loss: 1.0830 +2022-06-02 22:24:37,903 - INFO - Epoch [115/128][160/300] lr: 0.00031, eta: 1:11:42, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1836, offset_loss: 0.4075, cls_loss: 0.1534, mask_loss: 0.2607, iou_score_loss: 0.0079, loss: 1.0131 +2022-06-02 22:24:48,303 - INFO - Epoch [115/128][170/300] lr: 0.00031, eta: 1:11:25, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1744, offset_loss: 0.3635, cls_loss: 0.1903, mask_loss: 0.2533, iou_score_loss: 0.0064, loss: 0.9879 +2022-06-02 22:24:58,780 - INFO - Epoch [115/128][180/300] lr: 0.00031, eta: 1:11:11, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1386, offset_loss: 0.3884, cls_loss: 0.2222, mask_loss: 0.2778, iou_score_loss: 0.0089, loss: 1.0359 +2022-06-02 22:25:10,013 - INFO - Epoch [115/128][190/300] lr: 0.00031, eta: 1:11:14, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1962, offset_loss: 0.4395, cls_loss: 0.1622, mask_loss: 0.2481, iou_score_loss: 0.0078, loss: 1.0539 +2022-06-02 22:25:20,138 - INFO - Epoch [115/128][200/300] lr: 0.00031, eta: 1:10:52, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1837, offset_loss: 0.3552, cls_loss: 0.2390, mask_loss: 0.2709, iou_score_loss: 0.0058, loss: 1.0548 +2022-06-02 22:25:31,063 - INFO - Epoch [115/128][210/300] lr: 0.00031, eta: 1:10:47, mem: 9016, data_time: 0.00, iter_time: 1.40, semantic_loss: 0.1747, offset_loss: 0.3840, cls_loss: 0.2341, mask_loss: 0.2699, iou_score_loss: 0.0070, loss: 1.0697 +2022-06-02 22:25:40,032 - INFO - Epoch [115/128][220/300] lr: 0.00031, eta: 1:10:06, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1688, offset_loss: 0.3739, cls_loss: 0.1907, mask_loss: 0.2176, iou_score_loss: 0.0069, loss: 0.9580 +2022-06-02 22:25:50,420 - INFO - Epoch [115/128][230/300] lr: 0.00031, eta: 1:09:53, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1760, offset_loss: 0.3677, cls_loss: 0.1582, mask_loss: 0.2751, iou_score_loss: 0.0067, loss: 0.9836 +2022-06-02 22:26:00,228 - INFO - Epoch [115/128][240/300] lr: 0.00031, eta: 1:09:30, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1871, offset_loss: 0.4307, cls_loss: 0.1259, mask_loss: 0.2741, iou_score_loss: 0.0076, loss: 1.0253 +2022-06-02 22:26:09,807 - INFO - Epoch [115/128][250/300] lr: 0.00031, eta: 1:09:04, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1825, offset_loss: 0.3551, cls_loss: 0.1609, mask_loss: 0.2197, iou_score_loss: 0.0044, loss: 0.9225 +2022-06-02 22:26:20,105 - INFO - Epoch [115/128][260/300] lr: 0.00031, eta: 1:08:50, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1591, offset_loss: 0.3743, cls_loss: 0.2581, mask_loss: 0.2697, iou_score_loss: 0.0059, loss: 1.0671 +2022-06-02 22:26:30,820 - INFO - Epoch [115/128][270/300] lr: 0.00031, eta: 1:08:43, mem: 9016, data_time: 0.00, iter_time: 0.70, semantic_loss: 0.1565, offset_loss: 0.3583, cls_loss: 0.1398, mask_loss: 0.2275, iou_score_loss: 0.0051, loss: 0.8872 +2022-06-02 22:26:41,763 - INFO - Epoch [115/128][280/300] lr: 0.00031, eta: 1:08:39, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.2085, offset_loss: 0.3407, cls_loss: 0.1789, mask_loss: 0.2937, iou_score_loss: 0.0072, loss: 1.0291 +2022-06-02 22:26:51,428 - INFO - Epoch [115/128][290/300] lr: 0.00031, eta: 1:08:17, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1825, offset_loss: 0.3825, cls_loss: 0.1325, mask_loss: 0.2568, iou_score_loss: 0.0063, loss: 0.9606 +2022-06-02 22:27:00,324 - INFO - Epoch [115/128][300/300] lr: 0.00031, eta: 1:07:46, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1681, offset_loss: 0.4011, cls_loss: 0.1905, mask_loss: 0.2715, iou_score_loss: 0.0063, loss: 1.0375 +2022-06-02 22:27:17,693 - INFO - Epoch [116/128][10/300] lr: 0.00027, eta: 1:43:58, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1557, offset_loss: 0.3880, cls_loss: 0.1597, mask_loss: 0.2243, iou_score_loss: 0.0077, loss: 0.9354 +2022-06-02 22:27:27,948 - INFO - Epoch [116/128][20/300] lr: 0.00027, eta: 1:25:00, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1609, offset_loss: 0.3711, cls_loss: 0.1899, mask_loss: 0.2693, iou_score_loss: 0.0066, loss: 0.9977 +2022-06-02 22:27:37,794 - INFO - Epoch [116/128][30/300] lr: 0.00027, eta: 1:17:41, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1762, offset_loss: 0.3621, cls_loss: 0.2179, mask_loss: 0.2375, iou_score_loss: 0.0063, loss: 0.9999 +2022-06-02 22:27:48,829 - INFO - Epoch [116/128][40/300] lr: 0.00027, eta: 1:15:52, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2054, offset_loss: 0.4234, cls_loss: 0.2547, mask_loss: 0.2745, iou_score_loss: 0.0082, loss: 1.1662 +2022-06-02 22:27:59,366 - INFO - Epoch [116/128][50/300] lr: 0.00027, eta: 1:14:03, mem: 9016, data_time: 0.00, iter_time: 1.17, semantic_loss: 0.1736, offset_loss: 0.3900, cls_loss: 0.3361, mask_loss: 0.2454, iou_score_loss: 0.0072, loss: 1.1523 +2022-06-02 22:28:10,994 - INFO - Epoch [116/128][60/300] lr: 0.00027, eta: 1:13:57, mem: 9016, data_time: 0.00, iter_time: 1.27, semantic_loss: 0.1877, offset_loss: 0.4556, cls_loss: 0.2225, mask_loss: 0.3039, iou_score_loss: 0.0095, loss: 1.1792 +2022-06-02 22:28:21,630 - INFO - Epoch [116/128][70/300] lr: 0.00027, eta: 1:12:55, mem: 9016, data_time: 0.00, iter_time: 1.42, semantic_loss: 0.1520, offset_loss: 0.4151, cls_loss: 0.1997, mask_loss: 0.2544, iou_score_loss: 0.0058, loss: 1.0270 +2022-06-02 22:28:31,218 - INFO - Epoch [116/128][80/300] lr: 0.00027, eta: 1:11:15, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1797, offset_loss: 0.3821, cls_loss: 0.1598, mask_loss: 0.2302, iou_score_loss: 0.0063, loss: 0.9581 +2022-06-02 22:28:40,579 - INFO - Epoch [116/128][90/300] lr: 0.00027, eta: 1:09:46, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1784, offset_loss: 0.3369, cls_loss: 0.1853, mask_loss: 0.2783, iou_score_loss: 0.0078, loss: 0.9868 +2022-06-02 22:28:50,702 - INFO - Epoch [116/128][100/300] lr: 0.00027, eta: 1:09:03, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1502, offset_loss: 0.3894, cls_loss: 0.1474, mask_loss: 0.2418, iou_score_loss: 0.0081, loss: 0.9369 +2022-06-02 22:29:01,104 - INFO - Epoch [116/128][110/300] lr: 0.00027, eta: 1:08:35, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1535, offset_loss: 0.3379, cls_loss: 0.2333, mask_loss: 0.2593, iou_score_loss: 0.0075, loss: 0.9915 +2022-06-02 22:29:11,931 - INFO - Epoch [116/128][120/300] lr: 0.00027, eta: 1:08:23, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1683, offset_loss: 0.4290, cls_loss: 0.2180, mask_loss: 0.2456, iou_score_loss: 0.0076, loss: 1.0685 +2022-06-02 22:29:22,421 - INFO - Epoch [116/128][130/300] lr: 0.00027, eta: 1:08:02, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1647, offset_loss: 0.3969, cls_loss: 0.1490, mask_loss: 0.2876, iou_score_loss: 0.0067, loss: 1.0049 +2022-06-02 22:29:32,765 - INFO - Epoch [116/128][140/300] lr: 0.00027, eta: 1:07:38, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1854, offset_loss: 0.3576, cls_loss: 0.1829, mask_loss: 0.2928, iou_score_loss: 0.0077, loss: 1.0264 +2022-06-02 22:29:43,160 - INFO - Epoch [116/128][150/300] lr: 0.00027, eta: 1:07:17, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1678, offset_loss: 0.3791, cls_loss: 0.1729, mask_loss: 0.2623, iou_score_loss: 0.0056, loss: 0.9879 +2022-06-02 22:29:52,919 - INFO - Epoch [116/128][160/300] lr: 0.00027, eta: 1:06:43, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1941, offset_loss: 0.3734, cls_loss: 0.1615, mask_loss: 0.2407, iou_score_loss: 0.0058, loss: 0.9755 +2022-06-02 22:30:02,873 - INFO - Epoch [116/128][170/300] lr: 0.00027, eta: 1:06:16, mem: 9016, data_time: 0.00, iter_time: 1.34, semantic_loss: 0.1793, offset_loss: 0.4231, cls_loss: 0.2814, mask_loss: 0.2460, iou_score_loss: 0.0060, loss: 1.1359 +2022-06-02 22:30:12,865 - INFO - Epoch [116/128][180/300] lr: 0.00027, eta: 1:05:51, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1665, offset_loss: 0.3352, cls_loss: 0.1410, mask_loss: 0.2463, iou_score_loss: 0.0049, loss: 0.8939 +2022-06-02 22:30:22,906 - INFO - Epoch [116/128][190/300] lr: 0.00027, eta: 1:05:29, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1966, offset_loss: 0.4256, cls_loss: 0.1893, mask_loss: 0.2793, iou_score_loss: 0.0073, loss: 1.0980 +2022-06-02 22:30:32,797 - INFO - Epoch [116/128][200/300] lr: 0.00027, eta: 1:05:05, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1528, offset_loss: 0.3567, cls_loss: 0.1131, mask_loss: 0.2430, iou_score_loss: 0.0065, loss: 0.8721 +2022-06-02 22:30:42,938 - INFO - Epoch [116/128][210/300] lr: 0.00027, eta: 1:04:48, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1369, offset_loss: 0.4166, cls_loss: 0.1529, mask_loss: 0.2412, iou_score_loss: 0.0068, loss: 0.9545 +2022-06-02 22:30:53,717 - INFO - Epoch [116/128][220/300] lr: 0.00027, eta: 1:04:41, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1379, offset_loss: 0.3783, cls_loss: 0.2159, mask_loss: 0.2250, iou_score_loss: 0.0052, loss: 0.9623 +2022-06-02 22:31:03,251 - INFO - Epoch [116/128][230/300] lr: 0.00027, eta: 1:04:14, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1734, offset_loss: 0.4401, cls_loss: 0.2325, mask_loss: 0.3377, iou_score_loss: 0.0107, loss: 1.1943 +2022-06-02 22:31:13,205 - INFO - Epoch [116/128][240/300] lr: 0.00027, eta: 1:03:56, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1453, offset_loss: 0.3353, cls_loss: 0.1303, mask_loss: 0.2497, iou_score_loss: 0.0070, loss: 0.8675 +2022-06-02 22:31:23,355 - INFO - Epoch [116/128][250/300] lr: 0.00027, eta: 1:03:40, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2139, offset_loss: 0.4255, cls_loss: 0.1722, mask_loss: 0.2667, iou_score_loss: 0.0071, loss: 1.0853 +2022-06-02 22:31:32,667 - INFO - Epoch [116/128][260/300] lr: 0.00027, eta: 1:03:14, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1906, offset_loss: 0.4259, cls_loss: 0.1500, mask_loss: 0.2803, iou_score_loss: 0.0068, loss: 1.0537 +2022-06-02 22:31:43,929 - INFO - Epoch [116/128][270/300] lr: 0.00027, eta: 1:03:14, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.2020, offset_loss: 0.4325, cls_loss: 0.1722, mask_loss: 0.2614, iou_score_loss: 0.0073, loss: 1.0755 +2022-06-02 22:31:54,056 - INFO - Epoch [116/128][280/300] lr: 0.00027, eta: 1:03:00, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1893, offset_loss: 0.5311, cls_loss: 0.1898, mask_loss: 0.2647, iou_score_loss: 0.0083, loss: 1.1832 +2022-06-02 22:32:04,240 - INFO - Epoch [116/128][290/300] lr: 0.00027, eta: 1:02:46, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1383, offset_loss: 0.4111, cls_loss: 0.1842, mask_loss: 0.2826, iou_score_loss: 0.0092, loss: 1.0254 +2022-06-02 22:32:13,477 - INFO - Epoch [116/128][300/300] lr: 0.00027, eta: 1:02:21, mem: 9016, data_time: 0.00, iter_time: 0.63, semantic_loss: 0.1844, offset_loss: 0.3267, cls_loss: 0.1889, mask_loss: 0.2564, iou_score_loss: 0.0055, loss: 0.9618 +2022-06-02 22:32:14,648 - INFO - Validation +2022-06-02 22:33:26,773 - INFO - Evaluate instance segmentation +2022-06-02 22:33:37,988 - INFO - AP: 0.458. AP_50: 0.668. AP_25: 0.788 +2022-06-02 22:33:37,989 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 22:33:45,043 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 22:33:45,043 - INFO - mIoU: 72.0 +2022-06-02 22:33:46,347 - INFO - Acc: 89.8 +2022-06-02 22:33:50,071 - INFO - Offset MAE: 0.442 +2022-06-02 22:34:06,053 - INFO - Epoch [117/128][10/300] lr: 0.00023, eta: 1:34:57, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1317, offset_loss: 0.4199, cls_loss: 0.1873, mask_loss: 0.2326, iou_score_loss: 0.0066, loss: 0.9781 +2022-06-02 22:34:15,437 - INFO - Epoch [117/128][20/300] lr: 0.00023, eta: 1:15:21, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1885, offset_loss: 0.3487, cls_loss: 0.1978, mask_loss: 0.2493, iou_score_loss: 0.0069, loss: 0.9912 +2022-06-02 22:34:25,553 - INFO - Epoch [117/128][30/300] lr: 0.00023, eta: 1:10:09, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1786, offset_loss: 0.3586, cls_loss: 0.1854, mask_loss: 0.2588, iou_score_loss: 0.0081, loss: 0.9895 +2022-06-02 22:34:36,136 - INFO - Epoch [117/128][40/300] lr: 0.00023, eta: 1:08:10, mem: 9016, data_time: 0.00, iter_time: 1.27, semantic_loss: 0.1788, offset_loss: 0.4085, cls_loss: 0.2353, mask_loss: 0.3149, iou_score_loss: 0.0097, loss: 1.1473 +2022-06-02 22:34:46,852 - INFO - Epoch [117/128][50/300] lr: 0.00023, eta: 1:07:03, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1448, offset_loss: 0.3574, cls_loss: 0.1700, mask_loss: 0.2439, iou_score_loss: 0.0062, loss: 0.9223 +2022-06-02 22:34:57,163 - INFO - Epoch [117/128][60/300] lr: 0.00023, eta: 1:05:51, mem: 9016, data_time: 0.00, iter_time: 1.36, semantic_loss: 0.1387, offset_loss: 0.3676, cls_loss: 0.1549, mask_loss: 0.2658, iou_score_loss: 0.0062, loss: 0.9332 +2022-06-02 22:35:05,884 - INFO - Epoch [117/128][70/300] lr: 0.00023, eta: 1:03:37, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1760, offset_loss: 0.4000, cls_loss: 0.2221, mask_loss: 0.2426, iou_score_loss: 0.0090, loss: 1.0499 +2022-06-02 22:35:16,139 - INFO - Epoch [117/128][80/300] lr: 0.00023, eta: 1:03:01, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1831, offset_loss: 0.4139, cls_loss: 0.1955, mask_loss: 0.3381, iou_score_loss: 0.0095, loss: 1.1401 +2022-06-02 22:35:26,274 - INFO - Epoch [117/128][90/300] lr: 0.00023, eta: 1:02:27, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1415, offset_loss: 0.4227, cls_loss: 0.2189, mask_loss: 0.2425, iou_score_loss: 0.0066, loss: 1.0323 +2022-06-02 22:35:37,300 - INFO - Epoch [117/128][100/300] lr: 0.00023, eta: 1:02:29, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1970, offset_loss: 0.5137, cls_loss: 0.1861, mask_loss: 0.2632, iou_score_loss: 0.0070, loss: 1.1670 +2022-06-02 22:35:48,762 - INFO - Epoch [117/128][110/300] lr: 0.00023, eta: 1:02:42, mem: 9016, data_time: 0.00, iter_time: 1.60, semantic_loss: 0.1568, offset_loss: 0.3526, cls_loss: 0.1539, mask_loss: 0.2503, iou_score_loss: 0.0056, loss: 0.9192 +2022-06-02 22:35:58,344 - INFO - Epoch [117/128][120/300] lr: 0.00023, eta: 1:01:56, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2391, offset_loss: 0.4166, cls_loss: 0.1874, mask_loss: 0.2904, iou_score_loss: 0.0060, loss: 1.1395 +2022-06-02 22:36:08,010 - INFO - Epoch [117/128][130/300] lr: 0.00023, eta: 1:01:19, mem: 9016, data_time: 0.00, iter_time: 0.67, semantic_loss: 0.2034, offset_loss: 0.3787, cls_loss: 0.1406, mask_loss: 0.2243, iou_score_loss: 0.0057, loss: 0.9527 +2022-06-02 22:36:18,559 - INFO - Epoch [117/128][140/300] lr: 0.00023, eta: 1:01:07, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1868, offset_loss: 0.3717, cls_loss: 0.1436, mask_loss: 0.2461, iou_score_loss: 0.0065, loss: 0.9546 +2022-06-02 22:36:28,599 - INFO - Epoch [117/128][150/300] lr: 0.00023, eta: 1:00:43, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1937, offset_loss: 0.4343, cls_loss: 0.1733, mask_loss: 0.2599, iou_score_loss: 0.0051, loss: 1.0663 +2022-06-02 22:36:38,781 - INFO - Epoch [117/128][160/300] lr: 0.00023, eta: 1:00:25, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1921, offset_loss: 0.3609, cls_loss: 0.1598, mask_loss: 0.2475, iou_score_loss: 0.0049, loss: 0.9651 +2022-06-02 22:36:48,850 - INFO - Epoch [117/128][170/300] lr: 0.00023, eta: 1:00:04, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1920, offset_loss: 0.4039, cls_loss: 0.1900, mask_loss: 0.2036, iou_score_loss: 0.0066, loss: 0.9962 +2022-06-02 22:36:58,828 - INFO - Epoch [117/128][180/300] lr: 0.00023, eta: 0:59:44, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1576, offset_loss: 0.4152, cls_loss: 0.2504, mask_loss: 0.3162, iou_score_loss: 0.0084, loss: 1.1478 +2022-06-02 22:37:08,392 - INFO - Epoch [117/128][190/300] lr: 0.00023, eta: 0:59:17, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1537, offset_loss: 0.3311, cls_loss: 0.1683, mask_loss: 0.2261, iou_score_loss: 0.0045, loss: 0.8838 +2022-06-02 22:37:19,289 - INFO - Epoch [117/128][200/300] lr: 0.00023, eta: 0:59:14, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1718, offset_loss: 0.3793, cls_loss: 0.1559, mask_loss: 0.2519, iou_score_loss: 0.0061, loss: 0.9649 +2022-06-02 22:37:30,928 - INFO - Epoch [117/128][210/300] lr: 0.00023, eta: 0:59:23, mem: 9016, data_time: 0.00, iter_time: 1.55, semantic_loss: 0.1992, offset_loss: 0.4217, cls_loss: 0.1752, mask_loss: 0.2951, iou_score_loss: 0.0077, loss: 1.0989 +2022-06-02 22:37:42,208 - INFO - Epoch [117/128][220/300] lr: 0.00023, eta: 0:59:24, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1746, offset_loss: 0.3665, cls_loss: 0.2026, mask_loss: 0.2484, iou_score_loss: 0.0051, loss: 0.9971 +2022-06-02 22:37:51,756 - INFO - Epoch [117/128][230/300] lr: 0.00023, eta: 0:58:59, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1511, offset_loss: 0.3508, cls_loss: 0.1460, mask_loss: 0.2619, iou_score_loss: 0.0076, loss: 0.9174 +2022-06-02 22:38:01,882 - INFO - Epoch [117/128][240/300] lr: 0.00023, eta: 0:58:43, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1828, offset_loss: 0.3529, cls_loss: 0.1576, mask_loss: 0.2563, iou_score_loss: 0.0064, loss: 0.9561 +2022-06-02 22:38:10,964 - INFO - Epoch [117/128][250/300] lr: 0.00023, eta: 0:58:14, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1892, offset_loss: 0.3812, cls_loss: 0.1764, mask_loss: 0.2622, iou_score_loss: 0.0065, loss: 1.0154 +2022-06-02 22:38:21,181 - INFO - Epoch [117/128][260/300] lr: 0.00023, eta: 0:58:01, mem: 9016, data_time: 0.00, iter_time: 1.50, semantic_loss: 0.2104, offset_loss: 0.4311, cls_loss: 0.1367, mask_loss: 0.2651, iou_score_loss: 0.0065, loss: 1.0498 +2022-06-02 22:38:31,660 - INFO - Epoch [117/128][270/300] lr: 0.00023, eta: 0:57:51, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.1358, offset_loss: 0.3630, cls_loss: 0.1711, mask_loss: 0.2579, iou_score_loss: 0.0094, loss: 0.9374 +2022-06-02 22:38:42,584 - INFO - Epoch [117/128][280/300] lr: 0.00023, eta: 0:57:47, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2210, offset_loss: 0.4285, cls_loss: 0.2625, mask_loss: 0.2763, iou_score_loss: 0.0073, loss: 1.1956 +2022-06-02 22:38:53,298 - INFO - Epoch [117/128][290/300] lr: 0.00023, eta: 0:57:39, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1871, offset_loss: 0.3469, cls_loss: 0.1652, mask_loss: 0.2497, iou_score_loss: 0.0041, loss: 0.9529 +2022-06-02 22:39:02,947 - INFO - Epoch [117/128][300/300] lr: 0.00023, eta: 0:57:20, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1514, offset_loss: 0.4010, cls_loss: 0.2135, mask_loss: 0.2247, iou_score_loss: 0.0068, loss: 0.9974 +2022-06-02 22:39:21,047 - INFO - Epoch [118/128][10/300] lr: 0.00019, eta: 1:31:53, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1925, offset_loss: 0.4099, cls_loss: 0.1548, mask_loss: 0.2663, iou_score_loss: 0.0069, loss: 1.0305 +2022-06-02 22:39:30,862 - INFO - Epoch [118/128][20/300] lr: 0.00019, eta: 1:12:39, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1784, offset_loss: 0.4145, cls_loss: 0.1749, mask_loss: 0.2793, iou_score_loss: 0.0066, loss: 1.0537 +2022-06-02 22:39:43,047 - INFO - Epoch [118/128][30/300] lr: 0.00019, eta: 1:10:25, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1640, offset_loss: 0.3702, cls_loss: 0.2049, mask_loss: 0.2554, iou_score_loss: 0.0047, loss: 0.9992 +2022-06-02 22:39:54,306 - INFO - Epoch [118/128][40/300] lr: 0.00019, eta: 1:07:56, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1691, offset_loss: 0.3799, cls_loss: 0.1476, mask_loss: 0.2545, iou_score_loss: 0.0062, loss: 0.9573 +2022-06-02 22:40:04,086 - INFO - Epoch [118/128][50/300] lr: 0.00019, eta: 1:04:47, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1920, offset_loss: 0.3992, cls_loss: 0.2395, mask_loss: 0.3000, iou_score_loss: 0.0081, loss: 1.1388 +2022-06-02 22:40:13,777 - INFO - Epoch [118/128][60/300] lr: 0.00019, eta: 1:02:32, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1647, offset_loss: 0.3615, cls_loss: 0.1945, mask_loss: 0.2380, iou_score_loss: 0.0105, loss: 0.9692 +2022-06-02 22:40:24,696 - INFO - Epoch [118/128][70/300] lr: 0.00019, eta: 1:01:49, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2112, offset_loss: 0.4005, cls_loss: 0.1465, mask_loss: 0.3094, iou_score_loss: 0.0071, loss: 1.0746 +2022-06-02 22:40:35,726 - INFO - Epoch [118/128][80/300] lr: 0.00019, eta: 1:01:20, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1834, offset_loss: 0.4415, cls_loss: 0.2208, mask_loss: 0.2646, iou_score_loss: 0.0063, loss: 1.1166 +2022-06-02 22:40:45,069 - INFO - Epoch [118/128][90/300] lr: 0.00019, eta: 0:59:53, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.2248, offset_loss: 0.4658, cls_loss: 0.1907, mask_loss: 0.2591, iou_score_loss: 0.0056, loss: 1.1460 +2022-06-02 22:40:54,460 - INFO - Epoch [118/128][100/300] lr: 0.00019, eta: 0:58:45, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1834, offset_loss: 0.4624, cls_loss: 0.2095, mask_loss: 0.2515, iou_score_loss: 0.0078, loss: 1.1145 +2022-06-02 22:41:03,703 - INFO - Epoch [118/128][110/300] lr: 0.00019, eta: 0:57:43, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.2426, offset_loss: 0.3558, cls_loss: 0.1496, mask_loss: 0.2361, iou_score_loss: 0.0052, loss: 0.9893 +2022-06-02 22:41:13,831 - INFO - Epoch [118/128][120/300] lr: 0.00019, eta: 0:57:12, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1732, offset_loss: 0.3351, cls_loss: 0.1759, mask_loss: 0.2501, iou_score_loss: 0.0049, loss: 0.9392 +2022-06-02 22:41:24,130 - INFO - Epoch [118/128][130/300] lr: 0.00019, eta: 0:56:50, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.2538, offset_loss: 0.3704, cls_loss: 0.2324, mask_loss: 0.2594, iou_score_loss: 0.0076, loss: 1.1235 +2022-06-02 22:41:34,491 - INFO - Epoch [118/128][140/300] lr: 0.00019, eta: 0:56:30, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1878, offset_loss: 0.3563, cls_loss: 0.2084, mask_loss: 0.2389, iou_score_loss: 0.0056, loss: 0.9970 +2022-06-02 22:41:45,270 - INFO - Epoch [118/128][150/300] lr: 0.00019, eta: 0:56:20, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1600, offset_loss: 0.3347, cls_loss: 0.2108, mask_loss: 0.2528, iou_score_loss: 0.0078, loss: 0.9661 +2022-06-02 22:41:55,569 - INFO - Epoch [118/128][160/300] lr: 0.00019, eta: 0:56:01, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1518, offset_loss: 0.3647, cls_loss: 0.1310, mask_loss: 0.2499, iou_score_loss: 0.0073, loss: 0.9048 +2022-06-02 22:42:05,831 - INFO - Epoch [118/128][170/300] lr: 0.00019, eta: 0:55:42, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1767, offset_loss: 0.5021, cls_loss: 0.1550, mask_loss: 0.2691, iou_score_loss: 0.0050, loss: 1.1077 +2022-06-02 22:42:16,685 - INFO - Epoch [118/128][180/300] lr: 0.00019, eta: 0:55:34, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1804, offset_loss: 0.3962, cls_loss: 0.2003, mask_loss: 0.2570, iou_score_loss: 0.0047, loss: 1.0386 +2022-06-02 22:42:27,189 - INFO - Epoch [118/128][190/300] lr: 0.00019, eta: 0:55:21, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2196, offset_loss: 0.3868, cls_loss: 0.1873, mask_loss: 0.2713, iou_score_loss: 0.0083, loss: 1.0733 +2022-06-02 22:42:37,662 - INFO - Epoch [118/128][200/300] lr: 0.00019, eta: 0:55:07, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1845, offset_loss: 0.3640, cls_loss: 0.1289, mask_loss: 0.2555, iou_score_loss: 0.0058, loss: 0.9387 +2022-06-02 22:42:47,355 - INFO - Epoch [118/128][210/300] lr: 0.00019, eta: 0:54:42, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1642, offset_loss: 0.3826, cls_loss: 0.1858, mask_loss: 0.2515, iou_score_loss: 0.0083, loss: 0.9923 +2022-06-02 22:42:57,526 - INFO - Epoch [118/128][220/300] lr: 0.00019, eta: 0:54:25, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1517, offset_loss: 0.3964, cls_loss: 0.1503, mask_loss: 0.2192, iou_score_loss: 0.0053, loss: 0.9228 +2022-06-02 22:43:07,558 - INFO - Epoch [118/128][230/300] lr: 0.00019, eta: 0:54:07, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1505, offset_loss: 0.3838, cls_loss: 0.2085, mask_loss: 0.2303, iou_score_loss: 0.0062, loss: 0.9793 +2022-06-02 22:43:17,499 - INFO - Epoch [118/128][240/300] lr: 0.00019, eta: 0:53:48, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.2096, offset_loss: 0.5003, cls_loss: 0.2041, mask_loss: 0.2948, iou_score_loss: 0.0081, loss: 1.2168 +2022-06-02 22:43:28,455 - INFO - Epoch [118/128][250/300] lr: 0.00019, eta: 0:53:42, mem: 9016, data_time: 1.66, iter_time: 2.56, semantic_loss: 0.1677, offset_loss: 0.4590, cls_loss: 0.1534, mask_loss: 0.3035, iou_score_loss: 0.0067, loss: 1.0902 +2022-06-02 22:43:37,574 - INFO - Epoch [118/128][260/300] lr: 0.00019, eta: 0:53:15, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1410, offset_loss: 0.4051, cls_loss: 0.1900, mask_loss: 0.2158, iou_score_loss: 0.0063, loss: 0.9583 +2022-06-02 22:43:47,956 - INFO - Epoch [118/128][270/300] lr: 0.00019, eta: 0:53:03, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1830, offset_loss: 0.4513, cls_loss: 0.2078, mask_loss: 0.3105, iou_score_loss: 0.0088, loss: 1.1614 +2022-06-02 22:43:59,734 - INFO - Epoch [118/128][280/300] lr: 0.00019, eta: 0:53:06, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1307, offset_loss: 0.3967, cls_loss: 0.1944, mask_loss: 0.2668, iou_score_loss: 0.0057, loss: 0.9943 +2022-06-02 22:44:10,081 - INFO - Epoch [118/128][290/300] lr: 0.00019, eta: 0:52:53, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1672, offset_loss: 0.3574, cls_loss: 0.1554, mask_loss: 0.2865, iou_score_loss: 0.0060, loss: 0.9725 +2022-06-02 22:44:20,183 - INFO - Epoch [118/128][300/300] lr: 0.00019, eta: 0:52:39, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.2008, offset_loss: 0.4232, cls_loss: 0.1325, mask_loss: 0.2761, iou_score_loss: 0.0070, loss: 1.0396 +2022-06-02 22:44:39,221 - INFO - Epoch [119/128][10/300] lr: 0.00016, eta: 1:28:12, mem: 9016, data_time: 0.00, iter_time: 1.50, semantic_loss: 0.1961, offset_loss: 0.4015, cls_loss: 0.2053, mask_loss: 0.2619, iou_score_loss: 0.0080, loss: 1.0728 +2022-06-02 22:44:49,643 - INFO - Epoch [119/128][20/300] lr: 0.00016, eta: 1:09:50, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1993, offset_loss: 0.3976, cls_loss: 0.1439, mask_loss: 0.2364, iou_score_loss: 0.0051, loss: 0.9824 +2022-06-02 22:44:58,995 - INFO - Epoch [119/128][30/300] lr: 0.00016, eta: 1:01:49, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1689, offset_loss: 0.3678, cls_loss: 0.1809, mask_loss: 0.2793, iou_score_loss: 0.0065, loss: 1.0034 +2022-06-02 22:45:08,692 - INFO - Epoch [119/128][40/300] lr: 0.00016, eta: 0:58:10, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1664, offset_loss: 0.3956, cls_loss: 0.1536, mask_loss: 0.2820, iou_score_loss: 0.0068, loss: 1.0045 +2022-06-02 22:45:18,728 - INFO - Epoch [119/128][50/300] lr: 0.00016, eta: 0:56:15, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2130, offset_loss: 0.3978, cls_loss: 0.1959, mask_loss: 0.2785, iou_score_loss: 0.0053, loss: 1.0905 +2022-06-02 22:45:29,609 - INFO - Epoch [119/128][60/300] lr: 0.00016, eta: 0:55:36, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.2126, offset_loss: 0.4546, cls_loss: 0.2465, mask_loss: 0.2715, iou_score_loss: 0.0053, loss: 1.1905 +2022-06-02 22:45:39,216 - INFO - Epoch [119/128][70/300] lr: 0.00016, eta: 0:54:12, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1728, offset_loss: 0.3591, cls_loss: 0.1867, mask_loss: 0.2591, iou_score_loss: 0.0056, loss: 0.9833 +2022-06-02 22:45:48,938 - INFO - Epoch [119/128][80/300] lr: 0.00016, eta: 0:53:09, mem: 9016, data_time: 0.00, iter_time: 0.83, semantic_loss: 0.1507, offset_loss: 0.3205, cls_loss: 0.1988, mask_loss: 0.2663, iou_score_loss: 0.0048, loss: 0.9410 +2022-06-02 22:45:59,485 - INFO - Epoch [119/128][90/300] lr: 0.00016, eta: 0:52:47, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1597, offset_loss: 0.4914, cls_loss: 0.1823, mask_loss: 0.2495, iou_score_loss: 0.0066, loss: 1.0894 +2022-06-02 22:46:09,946 - INFO - Epoch [119/128][100/300] lr: 0.00016, eta: 0:52:24, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1426, offset_loss: 0.3125, cls_loss: 0.1889, mask_loss: 0.2247, iou_score_loss: 0.0061, loss: 0.8749 +2022-06-02 22:46:20,385 - INFO - Epoch [119/128][110/300] lr: 0.00016, eta: 0:52:02, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.2151, offset_loss: 0.4198, cls_loss: 0.1873, mask_loss: 0.2862, iou_score_loss: 0.0084, loss: 1.1169 +2022-06-02 22:46:31,267 - INFO - Epoch [119/128][120/300] lr: 0.00016, eta: 0:51:54, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.2271, offset_loss: 0.3613, cls_loss: 0.2255, mask_loss: 0.2563, iou_score_loss: 0.0066, loss: 1.0768 +2022-06-02 22:46:42,609 - INFO - Epoch [119/128][130/300] lr: 0.00016, eta: 0:51:54, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.1291, offset_loss: 0.3781, cls_loss: 0.1386, mask_loss: 0.2495, iou_score_loss: 0.0077, loss: 0.9030 +2022-06-02 22:46:53,315 - INFO - Epoch [119/128][140/300] lr: 0.00016, eta: 0:51:40, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1853, offset_loss: 0.4089, cls_loss: 0.2090, mask_loss: 0.2893, iou_score_loss: 0.0065, loss: 1.0990 +2022-06-02 22:47:03,121 - INFO - Epoch [119/128][150/300] lr: 0.00016, eta: 0:51:10, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1618, offset_loss: 0.4331, cls_loss: 0.1244, mask_loss: 0.2551, iou_score_loss: 0.0040, loss: 0.9784 +2022-06-02 22:47:12,920 - INFO - Epoch [119/128][160/300] lr: 0.00016, eta: 0:50:42, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.2028, offset_loss: 0.4322, cls_loss: 0.2291, mask_loss: 0.2464, iou_score_loss: 0.0058, loss: 1.1163 +2022-06-02 22:47:22,743 - INFO - Epoch [119/128][170/300] lr: 0.00016, eta: 0:50:16, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1557, offset_loss: 0.3680, cls_loss: 0.1552, mask_loss: 0.2137, iou_score_loss: 0.0067, loss: 0.8994 +2022-06-02 22:47:32,543 - INFO - Epoch [119/128][180/300] lr: 0.00016, eta: 0:49:52, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1723, offset_loss: 0.3949, cls_loss: 0.1550, mask_loss: 0.3095, iou_score_loss: 0.0100, loss: 1.0416 +2022-06-02 22:47:42,151 - INFO - Epoch [119/128][190/300] lr: 0.00016, eta: 0:49:27, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1581, offset_loss: 0.3351, cls_loss: 0.1292, mask_loss: 0.2490, iou_score_loss: 0.0080, loss: 0.8793 +2022-06-02 22:47:52,804 - INFO - Epoch [119/128][200/300] lr: 0.00016, eta: 0:49:18, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1515, offset_loss: 0.4288, cls_loss: 0.2144, mask_loss: 0.2129, iou_score_loss: 0.0084, loss: 1.0159 +2022-06-02 22:48:02,886 - INFO - Epoch [119/128][210/300] lr: 0.00016, eta: 0:49:01, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2004, offset_loss: 0.4490, cls_loss: 0.1600, mask_loss: 0.2328, iou_score_loss: 0.0068, loss: 1.0490 +2022-06-02 22:48:12,743 - INFO - Epoch [119/128][220/300] lr: 0.00016, eta: 0:48:41, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2122, offset_loss: 0.4361, cls_loss: 0.1794, mask_loss: 0.2718, iou_score_loss: 0.0096, loss: 1.1090 +2022-06-02 22:48:22,229 - INFO - Epoch [119/128][230/300] lr: 0.00016, eta: 0:48:19, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1789, offset_loss: 0.3887, cls_loss: 0.1568, mask_loss: 0.2766, iou_score_loss: 0.0065, loss: 1.0075 +2022-06-02 22:48:32,488 - INFO - Epoch [119/128][240/300] lr: 0.00016, eta: 0:48:06, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1677, offset_loss: 0.3798, cls_loss: 0.1845, mask_loss: 0.2370, iou_score_loss: 0.0052, loss: 0.9743 +2022-06-02 22:48:43,425 - INFO - Epoch [119/128][250/300] lr: 0.00016, eta: 0:48:00, mem: 9016, data_time: 0.00, iter_time: 1.65, semantic_loss: 0.1746, offset_loss: 0.4286, cls_loss: 0.2070, mask_loss: 0.3017, iou_score_loss: 0.0054, loss: 1.1173 +2022-06-02 22:48:54,415 - INFO - Epoch [119/128][260/300] lr: 0.00016, eta: 0:47:55, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1519, offset_loss: 0.3937, cls_loss: 0.1945, mask_loss: 0.2487, iou_score_loss: 0.0060, loss: 0.9949 +2022-06-02 22:49:04,087 - INFO - Epoch [119/128][270/300] lr: 0.00016, eta: 0:47:37, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1796, offset_loss: 0.3828, cls_loss: 0.1603, mask_loss: 0.2711, iou_score_loss: 0.0065, loss: 1.0004 +2022-06-02 22:49:14,876 - INFO - Epoch [119/128][280/300] lr: 0.00016, eta: 0:47:29, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.2285, offset_loss: 0.3297, cls_loss: 0.2118, mask_loss: 0.2282, iou_score_loss: 0.0075, loss: 1.0056 +2022-06-02 22:49:25,457 - INFO - Epoch [119/128][290/300] lr: 0.00016, eta: 0:47:20, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1883, offset_loss: 0.3614, cls_loss: 0.2501, mask_loss: 0.3049, iou_score_loss: 0.0060, loss: 1.1105 +2022-06-02 22:49:34,356 - INFO - Epoch [119/128][300/300] lr: 0.00016, eta: 0:46:55, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1810, offset_loss: 0.4197, cls_loss: 0.1786, mask_loss: 0.3188, iou_score_loss: 0.0088, loss: 1.1069 +2022-06-02 22:49:52,382 - INFO - Epoch [120/128][10/300] lr: 0.00013, eta: 1:14:57, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1405, offset_loss: 0.3453, cls_loss: 0.1249, mask_loss: 0.2476, iou_score_loss: 0.0054, loss: 0.8637 +2022-06-02 22:50:02,683 - INFO - Epoch [120/128][20/300] lr: 0.00013, eta: 1:00:17, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2306, offset_loss: 0.3803, cls_loss: 0.1465, mask_loss: 0.2378, iou_score_loss: 0.0056, loss: 1.0007 +2022-06-02 22:50:12,325 - INFO - Epoch [120/128][30/300] lr: 0.00013, eta: 0:54:22, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1427, offset_loss: 0.3667, cls_loss: 0.0883, mask_loss: 0.2551, iou_score_loss: 0.0056, loss: 0.8584 +2022-06-02 22:50:20,732 - INFO - Epoch [120/128][40/300] lr: 0.00013, eta: 0:49:57, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.2054, offset_loss: 0.3942, cls_loss: 0.1450, mask_loss: 0.2765, iou_score_loss: 0.0082, loss: 1.0293 +2022-06-02 22:50:30,731 - INFO - Epoch [120/128][50/300] lr: 0.00013, eta: 0:48:38, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1859, offset_loss: 0.4486, cls_loss: 0.1404, mask_loss: 0.2586, iou_score_loss: 0.0079, loss: 1.0414 +2022-06-02 22:50:40,296 - INFO - Epoch [120/128][60/300] lr: 0.00013, eta: 0:47:23, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2122, offset_loss: 0.3853, cls_loss: 0.1474, mask_loss: 0.2560, iou_score_loss: 0.0059, loss: 1.0068 +2022-06-02 22:50:49,406 - INFO - Epoch [120/128][70/300] lr: 0.00013, eta: 0:46:10, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1344, offset_loss: 0.3649, cls_loss: 0.1579, mask_loss: 0.2232, iou_score_loss: 0.0056, loss: 0.8859 +2022-06-02 22:50:59,617 - INFO - Epoch [120/128][80/300] lr: 0.00013, eta: 0:45:49, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.2073, offset_loss: 0.4332, cls_loss: 0.1874, mask_loss: 0.2834, iou_score_loss: 0.0073, loss: 1.1186 +2022-06-02 22:51:11,085 - INFO - Epoch [120/128][90/300] lr: 0.00013, eta: 0:46:07, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1871, offset_loss: 0.3688, cls_loss: 0.2480, mask_loss: 0.2896, iou_score_loss: 0.0087, loss: 1.1022 +2022-06-02 22:51:20,941 - INFO - Epoch [120/128][100/300] lr: 0.00013, eta: 0:45:37, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1741, offset_loss: 0.3941, cls_loss: 0.2339, mask_loss: 0.2582, iou_score_loss: 0.0074, loss: 1.0678 +2022-06-02 22:51:31,159 - INFO - Epoch [120/128][110/300] lr: 0.00013, eta: 0:45:19, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1718, offset_loss: 0.3718, cls_loss: 0.1515, mask_loss: 0.2555, iou_score_loss: 0.0046, loss: 0.9551 +2022-06-02 22:51:41,240 - INFO - Epoch [120/128][120/300] lr: 0.00013, eta: 0:44:59, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1451, offset_loss: 0.3861, cls_loss: 0.1514, mask_loss: 0.2541, iou_score_loss: 0.0079, loss: 0.9445 +2022-06-02 22:51:50,928 - INFO - Epoch [120/128][130/300] lr: 0.00013, eta: 0:44:33, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1835, offset_loss: 0.3418, cls_loss: 0.2092, mask_loss: 0.2555, iou_score_loss: 0.0054, loss: 0.9954 +2022-06-02 22:52:00,724 - INFO - Epoch [120/128][140/300] lr: 0.00013, eta: 0:44:12, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1852, offset_loss: 0.4005, cls_loss: 0.1567, mask_loss: 0.2542, iou_score_loss: 0.0060, loss: 1.0025 +2022-06-02 22:52:10,884 - INFO - Epoch [120/128][150/300] lr: 0.00013, eta: 0:43:58, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1507, offset_loss: 0.3616, cls_loss: 0.1556, mask_loss: 0.2591, iou_score_loss: 0.0051, loss: 0.9320 +2022-06-02 22:52:22,731 - INFO - Epoch [120/128][160/300] lr: 0.00013, eta: 0:44:11, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.2027, offset_loss: 0.3941, cls_loss: 0.2239, mask_loss: 0.2927, iou_score_loss: 0.0072, loss: 1.1206 +2022-06-02 22:52:32,804 - INFO - Epoch [120/128][170/300] lr: 0.00013, eta: 0:43:56, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1468, offset_loss: 0.4424, cls_loss: 0.1716, mask_loss: 0.2741, iou_score_loss: 0.0074, loss: 1.0424 +2022-06-02 22:52:43,341 - INFO - Epoch [120/128][180/300] lr: 0.00013, eta: 0:43:47, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1746, offset_loss: 0.3929, cls_loss: 0.1751, mask_loss: 0.2531, iou_score_loss: 0.0065, loss: 1.0023 +2022-06-02 22:52:53,810 - INFO - Epoch [120/128][190/300] lr: 0.00013, eta: 0:43:37, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.2011, offset_loss: 0.4123, cls_loss: 0.1540, mask_loss: 0.2621, iou_score_loss: 0.0055, loss: 1.0349 +2022-06-02 22:53:03,975 - INFO - Epoch [120/128][200/300] lr: 0.00013, eta: 0:43:23, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.2027, offset_loss: 0.4080, cls_loss: 0.2375, mask_loss: 0.2543, iou_score_loss: 0.0071, loss: 1.1097 +2022-06-02 22:53:13,530 - INFO - Epoch [120/128][210/300] lr: 0.00013, eta: 0:43:03, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1513, offset_loss: 0.3566, cls_loss: 0.2130, mask_loss: 0.2689, iou_score_loss: 0.0051, loss: 0.9950 +2022-06-02 22:53:24,016 - INFO - Epoch [120/128][220/300] lr: 0.00013, eta: 0:42:54, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1915, offset_loss: 0.3467, cls_loss: 0.2342, mask_loss: 0.2623, iou_score_loss: 0.0053, loss: 1.0401 +2022-06-02 22:53:34,293 - INFO - Epoch [120/128][230/300] lr: 0.00013, eta: 0:42:42, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1846, offset_loss: 0.3589, cls_loss: 0.1864, mask_loss: 0.2983, iou_score_loss: 0.0080, loss: 1.0361 +2022-06-02 22:53:44,208 - INFO - Epoch [120/128][240/300] lr: 0.00013, eta: 0:42:27, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1991, offset_loss: 0.3824, cls_loss: 0.1850, mask_loss: 0.2882, iou_score_loss: 0.0072, loss: 1.0619 +2022-06-02 22:53:55,437 - INFO - Epoch [120/128][250/300] lr: 0.00013, eta: 0:42:25, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1596, offset_loss: 0.3961, cls_loss: 0.1818, mask_loss: 0.2717, iou_score_loss: 0.0067, loss: 1.0159 +2022-06-02 22:54:05,385 - INFO - Epoch [120/128][260/300] lr: 0.00013, eta: 0:42:11, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1775, offset_loss: 0.3952, cls_loss: 0.1899, mask_loss: 0.2551, iou_score_loss: 0.0087, loss: 1.0264 +2022-06-02 22:54:16,649 - INFO - Epoch [120/128][270/300] lr: 0.00013, eta: 0:42:08, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1512, offset_loss: 0.4331, cls_loss: 0.2438, mask_loss: 0.2382, iou_score_loss: 0.0041, loss: 1.0703 +2022-06-02 22:54:27,887 - INFO - Epoch [120/128][280/300] lr: 0.00013, eta: 0:42:05, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1376, offset_loss: 0.3975, cls_loss: 0.1231, mask_loss: 0.2296, iou_score_loss: 0.0061, loss: 0.8937 +2022-06-02 22:54:38,271 - INFO - Epoch [120/128][290/300] lr: 0.00013, eta: 0:41:54, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.2044, offset_loss: 0.3594, cls_loss: 0.1646, mask_loss: 0.3259, iou_score_loss: 0.0079, loss: 1.0622 +2022-06-02 22:54:47,315 - INFO - Epoch [120/128][300/300] lr: 0.00013, eta: 0:41:33, mem: 9016, data_time: 0.00, iter_time: 1.30, semantic_loss: 0.1682, offset_loss: 0.4020, cls_loss: 0.1929, mask_loss: 0.2631, iou_score_loss: 0.0062, loss: 1.0323 +2022-06-02 22:54:48,504 - INFO - Validation +2022-06-02 22:56:01,929 - INFO - Evaluate instance segmentation +2022-06-02 22:56:13,008 - INFO - AP: 0.458. AP_50: 0.667. AP_25: 0.787 +2022-06-02 22:56:13,009 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 22:56:19,705 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 22:56:19,705 - INFO - mIoU: 72.0 +2022-06-02 22:56:20,989 - INFO - Acc: 89.8 +2022-06-02 22:56:24,353 - INFO - Offset MAE: 0.442 +2022-06-02 22:56:39,000 - INFO - Epoch [121/128][10/300] lr: 0.0001, eta: 0:57:57, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1729, offset_loss: 0.3520, cls_loss: 0.1869, mask_loss: 0.2285, iou_score_loss: 0.0063, loss: 0.9466 +2022-06-02 22:56:48,719 - INFO - Epoch [121/128][20/300] lr: 0.0001, eta: 0:48:09, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2546, offset_loss: 0.4328, cls_loss: 0.1780, mask_loss: 0.2832, iou_score_loss: 0.0100, loss: 1.1586 +2022-06-02 22:56:58,520 - INFO - Epoch [121/128][30/300] lr: 0.0001, eta: 0:44:50, mem: 9016, data_time: 0.19, iter_time: 1.34, semantic_loss: 0.2010, offset_loss: 0.3510, cls_loss: 0.2596, mask_loss: 0.2498, iou_score_loss: 0.0078, loss: 1.0692 +2022-06-02 22:57:10,404 - INFO - Epoch [121/128][40/300] lr: 0.0001, eta: 0:45:11, mem: 9016, data_time: 0.00, iter_time: 1.08, semantic_loss: 0.1896, offset_loss: 0.4002, cls_loss: 0.1998, mask_loss: 0.2550, iou_score_loss: 0.0076, loss: 1.0522 +2022-06-02 22:57:20,572 - INFO - Epoch [121/128][50/300] lr: 0.0001, eta: 0:43:58, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1664, offset_loss: 0.3854, cls_loss: 0.1776, mask_loss: 0.2549, iou_score_loss: 0.0058, loss: 0.9901 +2022-06-02 22:57:30,620 - INFO - Epoch [121/128][60/300] lr: 0.0001, eta: 0:43:00, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1578, offset_loss: 0.3490, cls_loss: 0.1883, mask_loss: 0.2756, iou_score_loss: 0.0046, loss: 0.9754 +2022-06-02 22:57:42,387 - INFO - Epoch [121/128][70/300] lr: 0.0001, eta: 0:43:14, mem: 9016, data_time: 0.00, iter_time: 1.45, semantic_loss: 0.1741, offset_loss: 0.4088, cls_loss: 0.1944, mask_loss: 0.2437, iou_score_loss: 0.0058, loss: 1.0268 +2022-06-02 22:57:51,721 - INFO - Epoch [121/128][80/300] lr: 0.0001, eta: 0:42:10, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.2101, offset_loss: 0.4181, cls_loss: 0.1793, mask_loss: 0.2214, iou_score_loss: 0.0064, loss: 1.0352 +2022-06-02 22:58:02,838 - INFO - Epoch [121/128][90/300] lr: 0.0001, eta: 0:42:05, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1572, offset_loss: 0.4182, cls_loss: 0.1966, mask_loss: 0.3066, iou_score_loss: 0.0067, loss: 1.0853 +2022-06-02 22:58:13,636 - INFO - Epoch [121/128][100/300] lr: 0.0001, eta: 0:41:51, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1936, offset_loss: 0.3453, cls_loss: 0.1590, mask_loss: 0.2729, iou_score_loss: 0.0052, loss: 0.9761 +2022-06-02 22:58:22,794 - INFO - Epoch [121/128][110/300] lr: 0.0001, eta: 0:41:03, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1730, offset_loss: 0.4767, cls_loss: 0.1607, mask_loss: 0.2706, iou_score_loss: 0.0107, loss: 1.0918 +2022-06-02 22:58:32,978 - INFO - Epoch [121/128][120/300] lr: 0.0001, eta: 0:40:42, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2418, offset_loss: 0.3793, cls_loss: 0.2152, mask_loss: 0.2881, iou_score_loss: 0.0063, loss: 1.1307 +2022-06-02 22:58:44,035 - INFO - Epoch [121/128][130/300] lr: 0.0001, eta: 0:40:37, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1933, offset_loss: 0.3639, cls_loss: 0.1985, mask_loss: 0.2460, iou_score_loss: 0.0073, loss: 1.0090 +2022-06-02 22:58:53,508 - INFO - Epoch [121/128][140/300] lr: 0.0001, eta: 0:40:06, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1697, offset_loss: 0.3451, cls_loss: 0.1894, mask_loss: 0.2746, iou_score_loss: 0.0094, loss: 0.9882 +2022-06-02 22:59:05,196 - INFO - Epoch [121/128][150/300] lr: 0.0001, eta: 0:40:11, mem: 9016, data_time: 0.85, iter_time: 1.58, semantic_loss: 0.1883, offset_loss: 0.3622, cls_loss: 0.1929, mask_loss: 0.2470, iou_score_loss: 0.0046, loss: 0.9950 +2022-06-02 22:59:15,737 - INFO - Epoch [121/128][160/300] lr: 0.0001, eta: 0:39:57, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1897, offset_loss: 0.4254, cls_loss: 0.1383, mask_loss: 0.2793, iou_score_loss: 0.0061, loss: 1.0388 +2022-06-02 22:59:26,134 - INFO - Epoch [121/128][170/300] lr: 0.0001, eta: 0:39:43, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2210, offset_loss: 0.4070, cls_loss: 0.1771, mask_loss: 0.3237, iou_score_loss: 0.0081, loss: 1.1370 +2022-06-02 22:59:36,387 - INFO - Epoch [121/128][180/300] lr: 0.0001, eta: 0:39:26, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1993, offset_loss: 0.3384, cls_loss: 0.2021, mask_loss: 0.2529, iou_score_loss: 0.0065, loss: 0.9992 +2022-06-02 22:59:45,587 - INFO - Epoch [121/128][190/300] lr: 0.0001, eta: 0:38:59, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1810, offset_loss: 0.3594, cls_loss: 0.2242, mask_loss: 0.2836, iou_score_loss: 0.0081, loss: 1.0563 +2022-06-02 22:59:55,401 - INFO - Epoch [121/128][200/300] lr: 0.0001, eta: 0:38:40, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.2626, offset_loss: 0.4097, cls_loss: 0.2344, mask_loss: 0.2485, iou_score_loss: 0.0113, loss: 1.1665 +2022-06-02 23:00:04,914 - INFO - Epoch [121/128][210/300] lr: 0.0001, eta: 0:38:19, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1793, offset_loss: 0.3666, cls_loss: 0.1925, mask_loss: 0.3139, iou_score_loss: 0.0064, loss: 1.0587 +2022-06-02 23:00:15,897 - INFO - Epoch [121/128][220/300] lr: 0.0001, eta: 0:38:13, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1688, offset_loss: 0.3601, cls_loss: 0.2186, mask_loss: 0.2503, iou_score_loss: 0.0057, loss: 1.0034 +2022-06-02 23:00:25,119 - INFO - Epoch [121/128][230/300] lr: 0.0001, eta: 0:37:50, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.2448, offset_loss: 0.3639, cls_loss: 0.2037, mask_loss: 0.2525, iou_score_loss: 0.0069, loss: 1.0718 +2022-06-02 23:00:35,912 - INFO - Epoch [121/128][240/300] lr: 0.0001, eta: 0:37:43, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1835, offset_loss: 0.4021, cls_loss: 0.1410, mask_loss: 0.2244, iou_score_loss: 0.0058, loss: 0.9568 +2022-06-02 23:00:46,482 - INFO - Epoch [121/128][250/300] lr: 0.0001, eta: 0:37:33, mem: 9016, data_time: 0.18, iter_time: 1.07, semantic_loss: 0.1527, offset_loss: 0.3415, cls_loss: 0.1800, mask_loss: 0.2534, iou_score_loss: 0.0053, loss: 0.9328 +2022-06-02 23:00:56,852 - INFO - Epoch [121/128][260/300] lr: 0.0001, eta: 0:37:22, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1551, offset_loss: 0.3906, cls_loss: 0.1774, mask_loss: 0.2533, iou_score_loss: 0.0090, loss: 0.9853 +2022-06-02 23:01:07,820 - INFO - Epoch [121/128][270/300] lr: 0.0001, eta: 0:37:15, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1399, offset_loss: 0.4356, cls_loss: 0.1743, mask_loss: 0.2633, iou_score_loss: 0.0064, loss: 1.0195 +2022-06-02 23:01:17,834 - INFO - Epoch [121/128][280/300] lr: 0.0001, eta: 0:37:01, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1890, offset_loss: 0.4188, cls_loss: 0.2156, mask_loss: 0.2848, iou_score_loss: 0.0065, loss: 1.1147 +2022-06-02 23:01:28,560 - INFO - Epoch [121/128][290/300] lr: 0.0001, eta: 0:36:52, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1695, offset_loss: 0.4026, cls_loss: 0.2138, mask_loss: 0.2448, iou_score_loss: 0.0062, loss: 1.0369 +2022-06-02 23:01:37,618 - INFO - Epoch [121/128][300/300] lr: 0.0001, eta: 0:36:32, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1507, offset_loss: 0.4212, cls_loss: 0.1614, mask_loss: 0.2295, iou_score_loss: 0.0070, loss: 0.9698 +2022-06-02 23:01:55,605 - INFO - Epoch [122/128][10/300] lr: 8e-05, eta: 0:58:01, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1749, offset_loss: 0.3729, cls_loss: 0.1533, mask_loss: 0.2490, iou_score_loss: 0.0056, loss: 0.9557 +2022-06-02 23:02:06,126 - INFO - Epoch [122/128][20/300] lr: 8e-05, eta: 0:47:06, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1670, offset_loss: 0.3991, cls_loss: 0.1457, mask_loss: 0.2267, iou_score_loss: 0.0065, loss: 0.9449 +2022-06-02 23:02:16,295 - INFO - Epoch [122/128][30/300] lr: 8e-05, eta: 0:42:55, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1615, offset_loss: 0.3627, cls_loss: 0.1974, mask_loss: 0.2587, iou_score_loss: 0.0071, loss: 0.9875 +2022-06-02 23:02:26,875 - INFO - Epoch [122/128][40/300] lr: 8e-05, eta: 0:41:08, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1827, offset_loss: 0.3623, cls_loss: 0.1500, mask_loss: 0.2925, iou_score_loss: 0.0062, loss: 0.9938 +2022-06-02 23:02:37,112 - INFO - Epoch [122/128][50/300] lr: 8e-05, eta: 0:39:44, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1452, offset_loss: 0.3481, cls_loss: 0.2301, mask_loss: 0.2631, iou_score_loss: 0.0051, loss: 0.9916 +2022-06-02 23:02:49,149 - INFO - Epoch [122/128][60/300] lr: 8e-05, eta: 0:39:46, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1952, offset_loss: 0.3684, cls_loss: 0.2076, mask_loss: 0.2626, iou_score_loss: 0.0058, loss: 1.0396 +2022-06-02 23:02:59,007 - INFO - Epoch [122/128][70/300] lr: 8e-05, eta: 0:38:41, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1686, offset_loss: 0.4137, cls_loss: 0.1875, mask_loss: 0.2422, iou_score_loss: 0.0057, loss: 1.0177 +2022-06-02 23:03:10,711 - INFO - Epoch [122/128][80/300] lr: 8e-05, eta: 0:38:36, mem: 9016, data_time: 0.00, iter_time: 1.84, semantic_loss: 0.1744, offset_loss: 0.3700, cls_loss: 0.1756, mask_loss: 0.2934, iou_score_loss: 0.0062, loss: 1.0196 +2022-06-02 23:03:21,555 - INFO - Epoch [122/128][90/300] lr: 8e-05, eta: 0:38:11, mem: 9016, data_time: 0.00, iter_time: 1.65, semantic_loss: 0.2028, offset_loss: 0.5163, cls_loss: 0.1454, mask_loss: 0.2781, iou_score_loss: 0.0054, loss: 1.1479 +2022-06-02 23:03:31,853 - INFO - Epoch [122/128][100/300] lr: 8e-05, eta: 0:37:38, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1777, offset_loss: 0.4905, cls_loss: 0.1707, mask_loss: 0.2660, iou_score_loss: 0.0063, loss: 1.1112 +2022-06-02 23:03:41,250 - INFO - Epoch [122/128][110/300] lr: 8e-05, eta: 0:36:52, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1390, offset_loss: 0.3307, cls_loss: 0.2439, mask_loss: 0.2452, iou_score_loss: 0.0062, loss: 0.9649 +2022-06-02 23:03:52,506 - INFO - Epoch [122/128][120/300] lr: 8e-05, eta: 0:36:43, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1767, offset_loss: 0.3484, cls_loss: 0.1363, mask_loss: 0.2512, iou_score_loss: 0.0073, loss: 0.9199 +2022-06-02 23:04:03,057 - INFO - Epoch [122/128][130/300] lr: 8e-05, eta: 0:36:23, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1974, offset_loss: 0.3352, cls_loss: 0.1954, mask_loss: 0.2592, iou_score_loss: 0.0048, loss: 0.9920 +2022-06-02 23:04:12,949 - INFO - Epoch [122/128][140/300] lr: 8e-05, eta: 0:35:55, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1479, offset_loss: 0.3427, cls_loss: 0.1723, mask_loss: 0.2313, iou_score_loss: 0.0041, loss: 0.8983 +2022-06-02 23:04:22,964 - INFO - Epoch [122/128][150/300] lr: 8e-05, eta: 0:35:32, mem: 9016, data_time: 0.00, iter_time: 0.65, semantic_loss: 0.1627, offset_loss: 0.4034, cls_loss: 0.1849, mask_loss: 0.2540, iou_score_loss: 0.0072, loss: 1.0122 +2022-06-02 23:04:33,886 - INFO - Epoch [122/128][160/300] lr: 8e-05, eta: 0:35:21, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1513, offset_loss: 0.3544, cls_loss: 0.1282, mask_loss: 0.2201, iou_score_loss: 0.0053, loss: 0.8594 +2022-06-02 23:04:45,334 - INFO - Epoch [122/128][170/300] lr: 8e-05, eta: 0:35:15, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.1783, offset_loss: 0.3492, cls_loss: 0.1590, mask_loss: 0.2335, iou_score_loss: 0.0052, loss: 0.9251 +2022-06-02 23:04:56,036 - INFO - Epoch [122/128][180/300] lr: 8e-05, eta: 0:35:02, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.2060, offset_loss: 0.3859, cls_loss: 0.1784, mask_loss: 0.2901, iou_score_loss: 0.0076, loss: 1.0679 +2022-06-02 23:05:05,716 - INFO - Epoch [122/128][190/300] lr: 8e-05, eta: 0:34:38, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.2392, offset_loss: 0.3490, cls_loss: 0.1952, mask_loss: 0.2862, iou_score_loss: 0.0060, loss: 1.0756 +2022-06-02 23:05:16,490 - INFO - Epoch [122/128][200/300] lr: 8e-05, eta: 0:34:26, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1530, offset_loss: 0.3682, cls_loss: 0.1890, mask_loss: 0.2460, iou_score_loss: 0.0063, loss: 0.9625 +2022-06-02 23:05:28,660 - INFO - Epoch [122/128][210/300] lr: 8e-05, eta: 0:34:27, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1373, offset_loss: 0.3514, cls_loss: 0.2084, mask_loss: 0.2183, iou_score_loss: 0.0071, loss: 0.9226 +2022-06-02 23:05:38,632 - INFO - Epoch [122/128][220/300] lr: 8e-05, eta: 0:34:08, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1999, offset_loss: 0.3311, cls_loss: 0.1943, mask_loss: 0.2795, iou_score_loss: 0.0060, loss: 1.0108 +2022-06-02 23:05:48,919 - INFO - Epoch [122/128][230/300] lr: 8e-05, eta: 0:33:52, mem: 9016, data_time: 0.00, iter_time: 0.69, semantic_loss: 0.2055, offset_loss: 0.3837, cls_loss: 0.1754, mask_loss: 0.2294, iou_score_loss: 0.0062, loss: 1.0002 +2022-06-02 23:05:59,733 - INFO - Epoch [122/128][240/300] lr: 8e-05, eta: 0:33:41, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1922, offset_loss: 0.3392, cls_loss: 0.1874, mask_loss: 0.2747, iou_score_loss: 0.0067, loss: 1.0002 +2022-06-02 23:06:10,486 - INFO - Epoch [122/128][250/300] lr: 8e-05, eta: 0:33:29, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1684, offset_loss: 0.3712, cls_loss: 0.1405, mask_loss: 0.2664, iou_score_loss: 0.0046, loss: 0.9512 +2022-06-02 23:06:21,176 - INFO - Epoch [122/128][260/300] lr: 8e-05, eta: 0:33:17, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1899, offset_loss: 0.3818, cls_loss: 0.2243, mask_loss: 0.2541, iou_score_loss: 0.0074, loss: 1.0575 +2022-06-02 23:06:31,831 - INFO - Epoch [122/128][270/300] lr: 8e-05, eta: 0:33:05, mem: 9016, data_time: 0.00, iter_time: 1.32, semantic_loss: 0.2153, offset_loss: 0.4109, cls_loss: 0.1980, mask_loss: 0.2734, iou_score_loss: 0.0081, loss: 1.1057 +2022-06-02 23:06:41,563 - INFO - Epoch [122/128][280/300] lr: 8e-05, eta: 0:32:46, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1854, offset_loss: 0.3712, cls_loss: 0.1920, mask_loss: 0.2647, iou_score_loss: 0.0067, loss: 1.0200 +2022-06-02 23:06:53,282 - INFO - Epoch [122/128][290/300] lr: 8e-05, eta: 0:32:41, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1362, offset_loss: 0.3737, cls_loss: 0.1565, mask_loss: 0.2470, iou_score_loss: 0.0072, loss: 0.9206 +2022-06-02 23:07:01,882 - INFO - Epoch [122/128][300/300] lr: 8e-05, eta: 0:32:17, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1377, offset_loss: 0.4094, cls_loss: 0.1522, mask_loss: 0.2824, iou_score_loss: 0.0054, loss: 0.9871 +2022-06-02 23:07:20,291 - INFO - Epoch [123/128][10/300] lr: 5.9e-05, eta: 0:50:59, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1880, offset_loss: 0.3432, cls_loss: 0.1912, mask_loss: 0.2683, iou_score_loss: 0.0063, loss: 0.9970 +2022-06-02 23:07:29,094 - INFO - Epoch [123/128][20/300] lr: 5.9e-05, eta: 0:38:25, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1401, offset_loss: 0.3315, cls_loss: 0.1323, mask_loss: 0.2478, iou_score_loss: 0.0083, loss: 0.8600 +2022-06-02 23:07:39,353 - INFO - Epoch [123/128][30/300] lr: 5.9e-05, eta: 0:35:33, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1749, offset_loss: 0.3866, cls_loss: 0.2022, mask_loss: 0.2146, iou_score_loss: 0.0080, loss: 0.9863 +2022-06-02 23:07:49,768 - INFO - Epoch [123/128][40/300] lr: 5.9e-05, eta: 0:34:09, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1885, offset_loss: 0.3646, cls_loss: 0.1513, mask_loss: 0.2787, iou_score_loss: 0.0079, loss: 0.9910 +2022-06-02 23:08:01,205 - INFO - Epoch [123/128][50/300] lr: 5.9e-05, eta: 0:33:49, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.1717, offset_loss: 0.3540, cls_loss: 0.1717, mask_loss: 0.2846, iou_score_loss: 0.0071, loss: 0.9891 +2022-06-02 23:08:11,355 - INFO - Epoch [123/128][60/300] lr: 5.9e-05, eta: 0:32:56, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1560, offset_loss: 0.3383, cls_loss: 0.1964, mask_loss: 0.2342, iou_score_loss: 0.0061, loss: 0.9309 +2022-06-02 23:08:19,957 - INFO - Epoch [123/128][70/300] lr: 5.9e-05, eta: 0:31:37, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.2019, offset_loss: 0.4225, cls_loss: 0.2432, mask_loss: 0.2411, iou_score_loss: 0.0061, loss: 1.1148 +2022-06-02 23:08:28,986 - INFO - Epoch [123/128][80/300] lr: 5.9e-05, eta: 0:30:44, mem: 9016, data_time: 0.00, iter_time: 0.64, semantic_loss: 0.1425, offset_loss: 0.3486, cls_loss: 0.1369, mask_loss: 0.3037, iou_score_loss: 0.0065, loss: 0.9382 +2022-06-02 23:08:38,330 - INFO - Epoch [123/128][90/300] lr: 5.9e-05, eta: 0:30:07, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2574, offset_loss: 0.3979, cls_loss: 0.1840, mask_loss: 0.2877, iou_score_loss: 0.0067, loss: 1.1337 +2022-06-02 23:08:48,408 - INFO - Epoch [123/128][100/300] lr: 5.9e-05, eta: 0:29:48, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1578, offset_loss: 0.3919, cls_loss: 0.1982, mask_loss: 0.2838, iou_score_loss: 0.0053, loss: 1.0370 +2022-06-02 23:08:57,994 - INFO - Epoch [123/128][110/300] lr: 5.9e-05, eta: 0:29:23, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2406, offset_loss: 0.3692, cls_loss: 0.2128, mask_loss: 0.2968, iou_score_loss: 0.0068, loss: 1.1262 +2022-06-02 23:09:08,207 - INFO - Epoch [123/128][120/300] lr: 5.9e-05, eta: 0:29:10, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1655, offset_loss: 0.3667, cls_loss: 0.1316, mask_loss: 0.2268, iou_score_loss: 0.0056, loss: 0.8962 +2022-06-02 23:09:19,771 - INFO - Epoch [123/128][130/300] lr: 5.9e-05, eta: 0:29:14, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2109, offset_loss: 0.3279, cls_loss: 0.2027, mask_loss: 0.2562, iou_score_loss: 0.0057, loss: 1.0034 +2022-06-02 23:09:29,657 - INFO - Epoch [123/128][140/300] lr: 5.9e-05, eta: 0:28:56, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1556, offset_loss: 0.3873, cls_loss: 0.1807, mask_loss: 0.2278, iou_score_loss: 0.0070, loss: 0.9585 +2022-06-02 23:09:39,292 - INFO - Epoch [123/128][150/300] lr: 5.9e-05, eta: 0:28:37, mem: 9016, data_time: 0.00, iter_time: 1.20, semantic_loss: 0.1843, offset_loss: 0.3905, cls_loss: 0.1306, mask_loss: 0.2357, iou_score_loss: 0.0061, loss: 0.9471 +2022-06-02 23:09:49,670 - INFO - Epoch [123/128][160/300] lr: 5.9e-05, eta: 0:28:26, mem: 9016, data_time: 0.00, iter_time: 1.38, semantic_loss: 0.1527, offset_loss: 0.4694, cls_loss: 0.1406, mask_loss: 0.2722, iou_score_loss: 0.0070, loss: 1.0419 +2022-06-02 23:10:00,478 - INFO - Epoch [123/128][170/300] lr: 5.9e-05, eta: 0:28:19, mem: 9016, data_time: 0.00, iter_time: 1.45, semantic_loss: 0.1587, offset_loss: 0.3935, cls_loss: 0.1631, mask_loss: 0.2554, iou_score_loss: 0.0058, loss: 0.9766 +2022-06-02 23:10:11,044 - INFO - Epoch [123/128][180/300] lr: 5.9e-05, eta: 0:28:10, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1855, offset_loss: 0.4610, cls_loss: 0.2192, mask_loss: 0.2598, iou_score_loss: 0.0065, loss: 1.1319 +2022-06-02 23:10:20,797 - INFO - Epoch [123/128][190/300] lr: 5.9e-05, eta: 0:27:54, mem: 9016, data_time: 0.00, iter_time: 0.71, semantic_loss: 0.1540, offset_loss: 0.3741, cls_loss: 0.1676, mask_loss: 0.2619, iou_score_loss: 0.0053, loss: 0.9629 +2022-06-02 23:10:31,967 - INFO - Epoch [123/128][200/300] lr: 5.9e-05, eta: 0:27:50, mem: 9016, data_time: 0.00, iter_time: 1.23, semantic_loss: 0.1832, offset_loss: 0.4428, cls_loss: 0.2081, mask_loss: 0.2689, iou_score_loss: 0.0061, loss: 1.1091 +2022-06-02 23:10:41,896 - INFO - Epoch [123/128][210/300] lr: 5.9e-05, eta: 0:27:35, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1621, offset_loss: 0.4105, cls_loss: 0.2117, mask_loss: 0.2514, iou_score_loss: 0.0070, loss: 1.0426 +2022-06-02 23:10:52,000 - INFO - Epoch [123/128][220/300] lr: 5.9e-05, eta: 0:27:23, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1696, offset_loss: 0.3240, cls_loss: 0.2122, mask_loss: 0.2713, iou_score_loss: 0.0078, loss: 0.9849 +2022-06-02 23:11:01,220 - INFO - Epoch [123/128][230/300] lr: 5.9e-05, eta: 0:27:04, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1397, offset_loss: 0.3431, cls_loss: 0.1308, mask_loss: 0.2776, iou_score_loss: 0.0071, loss: 0.8984 +2022-06-02 23:11:11,274 - INFO - Epoch [123/128][240/300] lr: 5.9e-05, eta: 0:26:52, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1768, offset_loss: 0.4066, cls_loss: 0.2004, mask_loss: 0.2594, iou_score_loss: 0.0108, loss: 1.0541 +2022-06-02 23:11:22,076 - INFO - Epoch [123/128][250/300] lr: 5.9e-05, eta: 0:26:45, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.2004, offset_loss: 0.3426, cls_loss: 0.1757, mask_loss: 0.2773, iou_score_loss: 0.0075, loss: 1.0036 +2022-06-02 23:11:32,767 - INFO - Epoch [123/128][260/300] lr: 5.9e-05, eta: 0:26:36, mem: 9016, data_time: 0.00, iter_time: 1.36, semantic_loss: 0.1893, offset_loss: 0.3927, cls_loss: 0.1372, mask_loss: 0.2360, iou_score_loss: 0.0077, loss: 0.9630 +2022-06-02 23:11:42,992 - INFO - Epoch [123/128][270/300] lr: 5.9e-05, eta: 0:26:25, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1603, offset_loss: 0.4044, cls_loss: 0.1602, mask_loss: 0.2099, iou_score_loss: 0.0042, loss: 0.9391 +2022-06-02 23:11:52,620 - INFO - Epoch [123/128][280/300] lr: 5.9e-05, eta: 0:26:11, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1667, offset_loss: 0.3571, cls_loss: 0.2181, mask_loss: 0.2585, iou_score_loss: 0.0109, loss: 1.0112 +2022-06-02 23:12:03,348 - INFO - Epoch [123/128][290/300] lr: 5.9e-05, eta: 0:26:02, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1896, offset_loss: 0.3874, cls_loss: 0.1933, mask_loss: 0.2701, iou_score_loss: 0.0075, loss: 1.0479 +2022-06-02 23:12:11,752 - INFO - Epoch [123/128][300/300] lr: 5.9e-05, eta: 0:25:42, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1229, offset_loss: 0.3332, cls_loss: 0.1514, mask_loss: 0.2367, iou_score_loss: 0.0078, loss: 0.8519 +2022-06-02 23:12:30,735 - INFO - Epoch [124/128][10/300] lr: 4.1e-05, eta: 0:43:55, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1934, offset_loss: 0.4487, cls_loss: 0.2305, mask_loss: 0.3019, iou_score_loss: 0.0072, loss: 1.1817 +2022-06-02 23:12:40,862 - INFO - Epoch [124/128][20/300] lr: 4.1e-05, eta: 0:34:18, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1706, offset_loss: 0.3379, cls_loss: 0.2737, mask_loss: 0.2106, iou_score_loss: 0.0059, loss: 0.9988 +2022-06-02 23:12:50,117 - INFO - Epoch [124/128][30/300] lr: 4.1e-05, eta: 0:30:17, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2281, offset_loss: 0.4129, cls_loss: 0.1575, mask_loss: 0.2972, iou_score_loss: 0.0077, loss: 1.1034 +2022-06-02 23:12:59,688 - INFO - Epoch [124/128][40/300] lr: 4.1e-05, eta: 0:28:23, mem: 9016, data_time: 0.00, iter_time: 1.11, semantic_loss: 0.2510, offset_loss: 0.4045, cls_loss: 0.2880, mask_loss: 0.2881, iou_score_loss: 0.0064, loss: 1.2379 +2022-06-02 23:13:09,805 - INFO - Epoch [124/128][50/300] lr: 4.1e-05, eta: 0:27:26, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1726, offset_loss: 0.3362, cls_loss: 0.2063, mask_loss: 0.2723, iou_score_loss: 0.0058, loss: 0.9932 +2022-06-02 23:13:20,689 - INFO - Epoch [124/128][60/300] lr: 4.1e-05, eta: 0:27:03, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1837, offset_loss: 0.4038, cls_loss: 0.1913, mask_loss: 0.2747, iou_score_loss: 0.0064, loss: 1.0599 +2022-06-02 23:13:32,926 - INFO - Epoch [124/128][70/300] lr: 4.1e-05, eta: 0:27:11, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1430, offset_loss: 0.3904, cls_loss: 0.1944, mask_loss: 0.2155, iou_score_loss: 0.0054, loss: 0.9488 +2022-06-02 23:13:44,043 - INFO - Epoch [124/128][80/300] lr: 4.1e-05, eta: 0:26:55, mem: 9016, data_time: 0.00, iter_time: 1.79, semantic_loss: 0.1631, offset_loss: 0.3296, cls_loss: 0.1806, mask_loss: 0.2408, iou_score_loss: 0.0061, loss: 0.9201 +2022-06-02 23:13:54,980 - INFO - Epoch [124/128][90/300] lr: 4.1e-05, eta: 0:26:37, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1545, offset_loss: 0.4026, cls_loss: 0.1576, mask_loss: 0.2459, iou_score_loss: 0.0049, loss: 0.9656 +2022-06-02 23:14:04,812 - INFO - Epoch [124/128][100/300] lr: 4.1e-05, eta: 0:26:04, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1725, offset_loss: 0.3308, cls_loss: 0.1642, mask_loss: 0.2704, iou_score_loss: 0.0069, loss: 0.9449 +2022-06-02 23:14:14,255 - INFO - Epoch [124/128][110/300] lr: 4.1e-05, eta: 0:25:31, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1571, offset_loss: 0.3622, cls_loss: 0.1948, mask_loss: 0.2372, iou_score_loss: 0.0074, loss: 0.9587 +2022-06-02 23:14:23,859 - INFO - Epoch [124/128][120/300] lr: 4.1e-05, eta: 0:25:04, mem: 9016, data_time: 0.00, iter_time: 1.27, semantic_loss: 0.1811, offset_loss: 0.5934, cls_loss: 0.1950, mask_loss: 0.2873, iou_score_loss: 0.0071, loss: 1.2640 +2022-06-02 23:14:33,895 - INFO - Epoch [124/128][130/300] lr: 4.1e-05, eta: 0:24:44, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1591, offset_loss: 0.3614, cls_loss: 0.2091, mask_loss: 0.2540, iou_score_loss: 0.0065, loss: 0.9900 +2022-06-02 23:14:44,628 - INFO - Epoch [124/128][140/300] lr: 4.1e-05, eta: 0:24:32, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1657, offset_loss: 0.3643, cls_loss: 0.1358, mask_loss: 0.2803, iou_score_loss: 0.0067, loss: 0.9527 +2022-06-02 23:14:55,636 - INFO - Epoch [124/128][150/300] lr: 4.1e-05, eta: 0:24:23, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1728, offset_loss: 0.4138, cls_loss: 0.2078, mask_loss: 0.2502, iou_score_loss: 0.0069, loss: 1.0516 +2022-06-02 23:15:05,641 - INFO - Epoch [124/128][160/300] lr: 4.1e-05, eta: 0:24:05, mem: 9016, data_time: 0.00, iter_time: 1.25, semantic_loss: 0.1770, offset_loss: 0.3674, cls_loss: 0.1553, mask_loss: 0.2624, iou_score_loss: 0.0062, loss: 0.9684 +2022-06-02 23:15:15,974 - INFO - Epoch [124/128][170/300] lr: 4.1e-05, eta: 0:23:51, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1642, offset_loss: 0.5197, cls_loss: 0.1719, mask_loss: 0.2976, iou_score_loss: 0.0055, loss: 1.1589 +2022-06-02 23:15:26,203 - INFO - Epoch [124/128][180/300] lr: 4.1e-05, eta: 0:23:36, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1641, offset_loss: 0.3624, cls_loss: 0.2190, mask_loss: 0.2133, iou_score_loss: 0.0071, loss: 0.9658 +2022-06-02 23:15:36,726 - INFO - Epoch [124/128][190/300] lr: 4.1e-05, eta: 0:23:24, mem: 9016, data_time: 0.00, iter_time: 1.22, semantic_loss: 0.1655, offset_loss: 0.4644, cls_loss: 0.1554, mask_loss: 0.2691, iou_score_loss: 0.0055, loss: 1.0599 +2022-06-02 23:15:47,244 - INFO - Epoch [124/128][200/300] lr: 4.1e-05, eta: 0:23:12, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1815, offset_loss: 0.3903, cls_loss: 0.1348, mask_loss: 0.2554, iou_score_loss: 0.0062, loss: 0.9682 +2022-06-02 23:15:56,867 - INFO - Epoch [124/128][210/300] lr: 4.1e-05, eta: 0:22:54, mem: 9016, data_time: 0.00, iter_time: 1.04, semantic_loss: 0.1925, offset_loss: 0.3650, cls_loss: 0.1558, mask_loss: 0.2806, iou_score_loss: 0.0063, loss: 1.0003 +2022-06-02 23:16:07,371 - INFO - Epoch [124/128][220/300] lr: 4.1e-05, eta: 0:22:43, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1737, offset_loss: 0.4171, cls_loss: 0.1815, mask_loss: 0.2650, iou_score_loss: 0.0069, loss: 1.0442 +2022-06-02 23:16:18,102 - INFO - Epoch [124/128][230/300] lr: 4.1e-05, eta: 0:22:33, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1575, offset_loss: 0.5265, cls_loss: 0.1823, mask_loss: 0.2734, iou_score_loss: 0.0076, loss: 1.1474 +2022-06-02 23:16:27,885 - INFO - Epoch [124/128][240/300] lr: 4.1e-05, eta: 0:22:17, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1569, offset_loss: 0.4041, cls_loss: 0.1702, mask_loss: 0.2735, iou_score_loss: 0.0043, loss: 1.0090 +2022-06-02 23:16:37,850 - INFO - Epoch [124/128][250/300] lr: 4.1e-05, eta: 0:22:04, mem: 9016, data_time: 0.00, iter_time: 1.31, semantic_loss: 0.1582, offset_loss: 0.4053, cls_loss: 0.1762, mask_loss: 0.2549, iou_score_loss: 0.0053, loss: 1.0000 +2022-06-02 23:16:47,286 - INFO - Epoch [124/128][260/300] lr: 4.1e-05, eta: 0:21:47, mem: 9016, data_time: 0.00, iter_time: 0.80, semantic_loss: 0.1487, offset_loss: 0.4279, cls_loss: 0.2331, mask_loss: 0.3142, iou_score_loss: 0.0082, loss: 1.1321 +2022-06-02 23:16:57,079 - INFO - Epoch [124/128][270/300] lr: 4.1e-05, eta: 0:21:33, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1708, offset_loss: 0.3838, cls_loss: 0.1968, mask_loss: 0.2849, iou_score_loss: 0.0094, loss: 1.0458 +2022-06-02 23:17:07,159 - INFO - Epoch [124/128][280/300] lr: 4.1e-05, eta: 0:21:21, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1520, offset_loss: 0.3980, cls_loss: 0.2068, mask_loss: 0.2758, iou_score_loss: 0.0067, loss: 1.0393 +2022-06-02 23:17:17,436 - INFO - Epoch [124/128][290/300] lr: 4.1e-05, eta: 0:21:10, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.2220, offset_loss: 0.4332, cls_loss: 0.1927, mask_loss: 0.2603, iou_score_loss: 0.0059, loss: 1.1142 +2022-06-02 23:17:25,548 - INFO - Epoch [124/128][300/300] lr: 4.1e-05, eta: 0:20:50, mem: 9016, data_time: 0.00, iter_time: 0.60, semantic_loss: 0.1359, offset_loss: 0.4064, cls_loss: 0.1577, mask_loss: 0.2408, iou_score_loss: 0.0050, loss: 0.9458 +2022-06-02 23:17:26,804 - INFO - Validation +2022-06-02 23:18:39,247 - INFO - Evaluate instance segmentation +2022-06-02 23:18:50,987 - INFO - AP: 0.458. AP_50: 0.668. AP_25: 0.789 +2022-06-02 23:18:50,987 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 23:18:57,990 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 23:18:57,990 - INFO - mIoU: 72.0 +2022-06-02 23:18:59,385 - INFO - Acc: 89.8 +2022-06-02 23:19:02,909 - INFO - Offset MAE: 0.442 +2022-06-02 23:19:17,776 - INFO - Epoch [125/128][10/300] lr: 2.7e-05, eta: 0:29:17, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1552, offset_loss: 0.3654, cls_loss: 0.1895, mask_loss: 0.2367, iou_score_loss: 0.0065, loss: 0.9534 +2022-06-02 23:19:27,992 - INFO - Epoch [125/128][20/300] lr: 2.7e-05, eta: 0:24:34, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1321, offset_loss: 0.3277, cls_loss: 0.1388, mask_loss: 0.2483, iou_score_loss: 0.0046, loss: 0.8515 +2022-06-02 23:19:37,687 - INFO - Epoch [125/128][30/300] lr: 2.7e-05, eta: 0:22:32, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1860, offset_loss: 0.4480, cls_loss: 0.1722, mask_loss: 0.2625, iou_score_loss: 0.0061, loss: 1.0748 +2022-06-02 23:19:47,570 - INFO - Epoch [125/128][40/300] lr: 2.7e-05, eta: 0:21:32, mem: 9016, data_time: 0.00, iter_time: 0.95, semantic_loss: 0.1715, offset_loss: 0.4066, cls_loss: 0.1164, mask_loss: 0.2751, iou_score_loss: 0.0068, loss: 0.9764 +2022-06-02 23:19:57,223 - INFO - Epoch [125/128][50/300] lr: 2.7e-05, eta: 0:20:47, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2109, offset_loss: 0.3972, cls_loss: 0.1747, mask_loss: 0.2736, iou_score_loss: 0.0063, loss: 1.0627 +2022-06-02 23:20:08,051 - INFO - Epoch [125/128][60/300] lr: 2.7e-05, eta: 0:20:36, mem: 9016, data_time: 0.00, iter_time: 0.78, semantic_loss: 0.1430, offset_loss: 0.4492, cls_loss: 0.1207, mask_loss: 0.2903, iou_score_loss: 0.0058, loss: 1.0090 +2022-06-02 23:20:18,043 - INFO - Epoch [125/128][70/300] lr: 2.7e-05, eta: 0:20:11, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1691, offset_loss: 0.3970, cls_loss: 0.1645, mask_loss: 0.2626, iou_score_loss: 0.0069, loss: 1.0001 +2022-06-02 23:20:28,218 - INFO - Epoch [125/128][80/300] lr: 2.7e-05, eta: 0:19:52, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.1350, offset_loss: 0.3812, cls_loss: 0.1198, mask_loss: 0.2886, iou_score_loss: 0.0066, loss: 0.9310 +2022-06-02 23:20:38,743 - INFO - Epoch [125/128][90/300] lr: 2.7e-05, eta: 0:19:40, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1800, offset_loss: 0.4015, cls_loss: 0.1957, mask_loss: 0.2516, iou_score_loss: 0.0060, loss: 1.0348 +2022-06-02 23:20:48,459 - INFO - Epoch [125/128][100/300] lr: 2.7e-05, eta: 0:19:19, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1995, offset_loss: 0.3670, cls_loss: 0.2129, mask_loss: 0.2903, iou_score_loss: 0.0063, loss: 1.0761 +2022-06-02 23:20:59,434 - INFO - Epoch [125/128][110/300] lr: 2.7e-05, eta: 0:19:13, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1715, offset_loss: 0.3793, cls_loss: 0.1515, mask_loss: 0.2338, iou_score_loss: 0.0060, loss: 0.9422 +2022-06-02 23:21:09,028 - INFO - Epoch [125/128][120/300] lr: 2.7e-05, eta: 0:18:54, mem: 9016, data_time: 0.00, iter_time: 0.97, semantic_loss: 0.1350, offset_loss: 0.3757, cls_loss: 0.2218, mask_loss: 0.2526, iou_score_loss: 0.0077, loss: 0.9929 +2022-06-02 23:21:19,027 - INFO - Epoch [125/128][130/300] lr: 2.7e-05, eta: 0:18:39, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1533, offset_loss: 0.3811, cls_loss: 0.1177, mask_loss: 0.2576, iou_score_loss: 0.0058, loss: 0.9156 +2022-06-02 23:21:28,220 - INFO - Epoch [125/128][140/300] lr: 2.7e-05, eta: 0:18:19, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.2124, offset_loss: 0.3744, cls_loss: 0.1638, mask_loss: 0.2624, iou_score_loss: 0.0075, loss: 1.0206 +2022-06-02 23:21:38,496 - INFO - Epoch [125/128][150/300] lr: 2.7e-05, eta: 0:18:08, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.1575, offset_loss: 0.4194, cls_loss: 0.1386, mask_loss: 0.2455, iou_score_loss: 0.0060, loss: 0.9670 +2022-06-02 23:21:48,644 - INFO - Epoch [125/128][160/300] lr: 2.7e-05, eta: 0:17:56, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1641, offset_loss: 0.4515, cls_loss: 0.2209, mask_loss: 0.3238, iou_score_loss: 0.0073, loss: 1.1677 +2022-06-02 23:21:59,031 - INFO - Epoch [125/128][170/300] lr: 2.7e-05, eta: 0:17:46, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1786, offset_loss: 0.3372, cls_loss: 0.2264, mask_loss: 0.2901, iou_score_loss: 0.0067, loss: 1.0390 +2022-06-02 23:22:09,413 - INFO - Epoch [125/128][180/300] lr: 2.7e-05, eta: 0:17:36, mem: 9016, data_time: 0.00, iter_time: 1.19, semantic_loss: 0.1326, offset_loss: 0.4363, cls_loss: 0.1372, mask_loss: 0.2533, iou_score_loss: 0.0069, loss: 0.9663 +2022-06-02 23:22:19,615 - INFO - Epoch [125/128][190/300] lr: 2.7e-05, eta: 0:17:25, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1886, offset_loss: 0.3832, cls_loss: 0.1737, mask_loss: 0.2862, iou_score_loss: 0.0051, loss: 1.0368 +2022-06-02 23:22:29,420 - INFO - Epoch [125/128][200/300] lr: 2.7e-05, eta: 0:17:12, mem: 9016, data_time: 0.00, iter_time: 0.93, semantic_loss: 0.1754, offset_loss: 0.3513, cls_loss: 0.1506, mask_loss: 0.2507, iou_score_loss: 0.0050, loss: 0.9330 +2022-06-02 23:22:38,904 - INFO - Epoch [125/128][210/300] lr: 2.7e-05, eta: 0:16:57, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2467, offset_loss: 0.3489, cls_loss: 0.2443, mask_loss: 0.3094, iou_score_loss: 0.0087, loss: 1.1580 +2022-06-02 23:22:49,015 - INFO - Epoch [125/128][220/300] lr: 2.7e-05, eta: 0:16:46, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2015, offset_loss: 0.3830, cls_loss: 0.2072, mask_loss: 0.2448, iou_score_loss: 0.0069, loss: 1.0434 +2022-06-02 23:22:58,296 - INFO - Epoch [125/128][230/300] lr: 2.7e-05, eta: 0:16:32, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1516, offset_loss: 0.3391, cls_loss: 0.1511, mask_loss: 0.2596, iou_score_loss: 0.0064, loss: 0.9078 +2022-06-02 23:23:07,619 - INFO - Epoch [125/128][240/300] lr: 2.7e-05, eta: 0:16:18, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1906, offset_loss: 0.3731, cls_loss: 0.1723, mask_loss: 0.2550, iou_score_loss: 0.0067, loss: 0.9977 +2022-06-02 23:23:17,464 - INFO - Epoch [125/128][250/300] lr: 2.7e-05, eta: 0:16:06, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1674, offset_loss: 0.3628, cls_loss: 0.2161, mask_loss: 0.2393, iou_score_loss: 0.0054, loss: 0.9911 +2022-06-02 23:23:27,146 - INFO - Epoch [125/128][260/300] lr: 2.7e-05, eta: 0:15:54, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.1823, offset_loss: 0.3870, cls_loss: 0.1662, mask_loss: 0.2759, iou_score_loss: 0.0076, loss: 1.0189 +2022-06-02 23:23:36,594 - INFO - Epoch [125/128][270/300] lr: 2.7e-05, eta: 0:15:42, mem: 9016, data_time: 0.00, iter_time: 0.94, semantic_loss: 0.1882, offset_loss: 0.3853, cls_loss: 0.1907, mask_loss: 0.2255, iou_score_loss: 0.0080, loss: 0.9978 +2022-06-02 23:23:46,912 - INFO - Epoch [125/128][280/300] lr: 2.7e-05, eta: 0:15:32, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1566, offset_loss: 0.3620, cls_loss: 0.1601, mask_loss: 0.2783, iou_score_loss: 0.0066, loss: 0.9637 +2022-06-02 23:23:57,482 - INFO - Epoch [125/128][290/300] lr: 2.7e-05, eta: 0:15:24, mem: 9016, data_time: 0.00, iter_time: 1.33, semantic_loss: 0.1729, offset_loss: 0.3798, cls_loss: 0.1905, mask_loss: 0.2449, iou_score_loss: 0.0067, loss: 0.9948 +2022-06-02 23:24:06,443 - INFO - Epoch [125/128][300/300] lr: 2.7e-05, eta: 0:15:10, mem: 9016, data_time: 0.00, iter_time: 0.55, semantic_loss: 0.1336, offset_loss: 0.3247, cls_loss: 0.1483, mask_loss: 0.2292, iou_score_loss: 0.0059, loss: 0.8419 +2022-06-02 23:24:23,218 - INFO - Epoch [126/128][10/300] lr: 1.6e-05, eta: 0:22:55, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.1704, offset_loss: 0.3726, cls_loss: 0.1717, mask_loss: 0.2255, iou_score_loss: 0.0053, loss: 0.9455 +2022-06-02 23:24:34,364 - INFO - Epoch [126/128][20/300] lr: 1.6e-05, eta: 0:19:30, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.2184, offset_loss: 0.3735, cls_loss: 0.1967, mask_loss: 0.2972, iou_score_loss: 0.0103, loss: 1.0961 +2022-06-02 23:24:44,630 - INFO - Epoch [126/128][30/300] lr: 1.6e-05, eta: 0:17:49, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.2139, offset_loss: 0.3732, cls_loss: 0.1778, mask_loss: 0.3106, iou_score_loss: 0.0070, loss: 1.0824 +2022-06-02 23:24:55,660 - INFO - Epoch [126/128][40/300] lr: 1.6e-05, eta: 0:17:09, mem: 9016, data_time: 0.00, iter_time: 0.77, semantic_loss: 0.1767, offset_loss: 0.3543, cls_loss: 0.2495, mask_loss: 0.2704, iou_score_loss: 0.0058, loss: 1.0568 +2022-06-02 23:25:05,788 - INFO - Epoch [126/128][50/300] lr: 1.6e-05, eta: 0:16:26, mem: 9016, data_time: 0.00, iter_time: 1.24, semantic_loss: 0.1874, offset_loss: 0.3895, cls_loss: 0.1500, mask_loss: 0.2999, iou_score_loss: 0.0058, loss: 1.0325 +2022-06-02 23:25:16,446 - INFO - Epoch [126/128][60/300] lr: 1.6e-05, eta: 0:16:01, mem: 9016, data_time: 0.00, iter_time: 0.92, semantic_loss: 0.1565, offset_loss: 0.4436, cls_loss: 0.1635, mask_loss: 0.2514, iou_score_loss: 0.0056, loss: 1.0207 +2022-06-02 23:25:26,638 - INFO - Epoch [126/128][70/300] lr: 1.6e-05, eta: 0:15:35, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1610, offset_loss: 0.3735, cls_loss: 0.1206, mask_loss: 0.2558, iou_score_loss: 0.0057, loss: 0.9167 +2022-06-02 23:25:37,187 - INFO - Epoch [126/128][80/300] lr: 1.6e-05, eta: 0:15:16, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1339, offset_loss: 0.3944, cls_loss: 0.1638, mask_loss: 0.2709, iou_score_loss: 0.0064, loss: 0.9693 +2022-06-02 23:25:47,059 - INFO - Epoch [126/128][90/300] lr: 1.6e-05, eta: 0:14:53, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1832, offset_loss: 0.4531, cls_loss: 0.1702, mask_loss: 0.2562, iou_score_loss: 0.0061, loss: 1.0689 +2022-06-02 23:25:58,753 - INFO - Epoch [126/128][100/300] lr: 1.6e-05, eta: 0:14:48, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1622, offset_loss: 0.3914, cls_loss: 0.1528, mask_loss: 0.2629, iou_score_loss: 0.0060, loss: 0.9752 +2022-06-02 23:26:08,272 - INFO - Epoch [126/128][110/300] lr: 1.6e-05, eta: 0:14:25, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1302, offset_loss: 0.3720, cls_loss: 0.1432, mask_loss: 0.2508, iou_score_loss: 0.0041, loss: 0.9003 +2022-06-02 23:26:19,269 - INFO - Epoch [126/128][120/300] lr: 1.6e-05, eta: 0:14:14, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.2398, offset_loss: 0.3859, cls_loss: 0.1943, mask_loss: 0.2836, iou_score_loss: 0.0067, loss: 1.1103 +2022-06-02 23:26:29,533 - INFO - Epoch [126/128][130/300] lr: 1.6e-05, eta: 0:13:59, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1649, offset_loss: 0.3336, cls_loss: 0.1793, mask_loss: 0.3129, iou_score_loss: 0.0111, loss: 1.0019 +2022-06-02 23:26:39,732 - INFO - Epoch [126/128][140/300] lr: 1.6e-05, eta: 0:13:45, mem: 9016, data_time: 0.00, iter_time: 1.18, semantic_loss: 0.2394, offset_loss: 0.4271, cls_loss: 0.2415, mask_loss: 0.2403, iou_score_loss: 0.0068, loss: 1.1551 +2022-06-02 23:26:51,031 - INFO - Epoch [126/128][150/300] lr: 1.6e-05, eta: 0:13:36, mem: 9016, data_time: 0.00, iter_time: 1.28, semantic_loss: 0.1682, offset_loss: 0.4185, cls_loss: 0.1357, mask_loss: 0.2675, iou_score_loss: 0.0061, loss: 0.9961 +2022-06-02 23:27:00,601 - INFO - Epoch [126/128][160/300] lr: 1.6e-05, eta: 0:13:19, mem: 9016, data_time: 0.00, iter_time: 0.84, semantic_loss: 0.1687, offset_loss: 0.4062, cls_loss: 0.1491, mask_loss: 0.2681, iou_score_loss: 0.0080, loss: 1.0001 +2022-06-02 23:27:12,218 - INFO - Epoch [126/128][170/300] lr: 1.6e-05, eta: 0:13:12, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.2003, offset_loss: 0.4747, cls_loss: 0.2158, mask_loss: 0.2448, iou_score_loss: 0.0087, loss: 1.1444 +2022-06-02 23:27:22,397 - INFO - Epoch [126/128][180/300] lr: 1.6e-05, eta: 0:12:58, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.2410, offset_loss: 0.4294, cls_loss: 0.2433, mask_loss: 0.2445, iou_score_loss: 0.0092, loss: 1.1673 +2022-06-02 23:27:33,050 - INFO - Epoch [126/128][190/300] lr: 1.6e-05, eta: 0:12:47, mem: 9016, data_time: 0.00, iter_time: 0.86, semantic_loss: 0.1556, offset_loss: 0.3962, cls_loss: 0.1654, mask_loss: 0.2526, iou_score_loss: 0.0050, loss: 0.9748 +2022-06-02 23:27:43,776 - INFO - Epoch [126/128][200/300] lr: 1.6e-05, eta: 0:12:36, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1469, offset_loss: 0.3594, cls_loss: 0.1444, mask_loss: 0.2950, iou_score_loss: 0.0065, loss: 0.9523 +2022-06-02 23:27:53,461 - INFO - Epoch [126/128][210/300] lr: 1.6e-05, eta: 0:12:21, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.1610, offset_loss: 0.3456, cls_loss: 0.2421, mask_loss: 0.2445, iou_score_loss: 0.0067, loss: 0.9999 +2022-06-02 23:28:03,369 - INFO - Epoch [126/128][220/300] lr: 1.6e-05, eta: 0:12:08, mem: 9016, data_time: 0.00, iter_time: 1.02, semantic_loss: 0.1827, offset_loss: 0.4361, cls_loss: 0.1923, mask_loss: 0.2912, iou_score_loss: 0.0049, loss: 1.1073 +2022-06-02 23:28:13,799 - INFO - Epoch [126/128][230/300] lr: 1.6e-05, eta: 0:11:56, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1718, offset_loss: 0.3630, cls_loss: 0.1891, mask_loss: 0.2713, iou_score_loss: 0.0059, loss: 1.0011 +2022-06-02 23:28:22,632 - INFO - Epoch [126/128][240/300] lr: 1.6e-05, eta: 0:11:40, mem: 9016, data_time: 0.00, iter_time: 1.29, semantic_loss: 0.1863, offset_loss: 0.4406, cls_loss: 0.1848, mask_loss: 0.2784, iou_score_loss: 0.0081, loss: 1.0983 +2022-06-02 23:28:32,972 - INFO - Epoch [126/128][250/300] lr: 1.6e-05, eta: 0:11:29, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1568, offset_loss: 0.3381, cls_loss: 0.2314, mask_loss: 0.2215, iou_score_loss: 0.0070, loss: 0.9547 +2022-06-02 23:28:42,879 - INFO - Epoch [126/128][260/300] lr: 1.6e-05, eta: 0:11:17, mem: 9016, data_time: 0.00, iter_time: 1.41, semantic_loss: 0.1583, offset_loss: 0.4438, cls_loss: 0.1564, mask_loss: 0.2657, iou_score_loss: 0.0053, loss: 1.0296 +2022-06-02 23:28:52,396 - INFO - Epoch [126/128][270/300] lr: 1.6e-05, eta: 0:11:04, mem: 9016, data_time: 0.00, iter_time: 0.91, semantic_loss: 0.1606, offset_loss: 0.3786, cls_loss: 0.2024, mask_loss: 0.2433, iou_score_loss: 0.0067, loss: 0.9917 +2022-06-02 23:29:02,810 - INFO - Epoch [126/128][280/300] lr: 1.6e-05, eta: 0:10:53, mem: 9016, data_time: 0.00, iter_time: 0.98, semantic_loss: 0.1760, offset_loss: 0.3909, cls_loss: 0.2237, mask_loss: 0.2560, iou_score_loss: 0.0059, loss: 1.0525 +2022-06-02 23:29:14,328 - INFO - Epoch [126/128][290/300] lr: 1.6e-05, eta: 0:10:44, mem: 9016, data_time: 0.00, iter_time: 1.37, semantic_loss: 0.1838, offset_loss: 0.4245, cls_loss: 0.1663, mask_loss: 0.2681, iou_score_loss: 0.0060, loss: 1.0486 +2022-06-02 23:29:22,386 - INFO - Epoch [126/128][300/300] lr: 1.6e-05, eta: 0:10:29, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1563, offset_loss: 0.3346, cls_loss: 0.1693, mask_loss: 0.2487, iou_score_loss: 0.0068, loss: 0.9157 +2022-06-02 23:29:39,300 - INFO - Epoch [127/128][10/300] lr: 7.5e-06, eta: 0:15:13, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.2120, offset_loss: 0.5009, cls_loss: 0.1601, mask_loss: 0.2779, iou_score_loss: 0.0044, loss: 1.1554 +2022-06-02 23:29:49,701 - INFO - Epoch [127/128][20/300] lr: 7.5e-06, eta: 0:12:29, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1490, offset_loss: 0.3736, cls_loss: 0.1609, mask_loss: 0.2392, iou_score_loss: 0.0055, loss: 0.9283 +2022-06-02 23:29:59,567 - INFO - Epoch [127/128][30/300] lr: 7.5e-06, eta: 0:11:19, mem: 9016, data_time: 0.00, iter_time: 0.74, semantic_loss: 0.1857, offset_loss: 0.3754, cls_loss: 0.1596, mask_loss: 0.2577, iou_score_loss: 0.0041, loss: 0.9825 +2022-06-02 23:30:09,177 - INFO - Epoch [127/128][40/300] lr: 7.5e-06, eta: 0:10:35, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1594, offset_loss: 0.3824, cls_loss: 0.1726, mask_loss: 0.2858, iou_score_loss: 0.0065, loss: 1.0067 +2022-06-02 23:30:18,526 - INFO - Epoch [127/128][50/300] lr: 7.5e-06, eta: 0:10:01, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1925, offset_loss: 0.3762, cls_loss: 0.2007, mask_loss: 0.3028, iou_score_loss: 0.0092, loss: 1.0813 +2022-06-02 23:30:28,339 - INFO - Epoch [127/128][60/300] lr: 7.5e-06, eta: 0:09:40, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2211, offset_loss: 0.4093, cls_loss: 0.1764, mask_loss: 0.2668, iou_score_loss: 0.0075, loss: 1.0811 +2022-06-02 23:30:39,030 - INFO - Epoch [127/128][70/300] lr: 7.5e-06, eta: 0:09:29, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.2069, offset_loss: 0.3905, cls_loss: 0.2260, mask_loss: 0.2778, iou_score_loss: 0.0062, loss: 1.1074 +2022-06-02 23:30:49,855 - INFO - Epoch [127/128][80/300] lr: 7.5e-06, eta: 0:09:19, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1836, offset_loss: 0.3834, cls_loss: 0.1361, mask_loss: 0.2702, iou_score_loss: 0.0065, loss: 0.9798 +2022-06-02 23:31:00,407 - INFO - Epoch [127/128][90/300] lr: 7.5e-06, eta: 0:09:07, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1250, offset_loss: 0.3785, cls_loss: 0.1552, mask_loss: 0.2336, iou_score_loss: 0.0056, loss: 0.8979 +2022-06-02 23:31:11,126 - INFO - Epoch [127/128][100/300] lr: 7.5e-06, eta: 0:08:56, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1741, offset_loss: 0.4257, cls_loss: 0.1785, mask_loss: 0.2872, iou_score_loss: 0.0065, loss: 1.0721 +2022-06-02 23:31:21,177 - INFO - Epoch [127/128][110/300] lr: 7.5e-06, eta: 0:08:42, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1671, offset_loss: 0.3264, cls_loss: 0.2110, mask_loss: 0.2622, iou_score_loss: 0.0072, loss: 0.9739 +2022-06-02 23:31:32,151 - INFO - Epoch [127/128][120/300] lr: 7.5e-06, eta: 0:08:33, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2556, offset_loss: 0.4281, cls_loss: 0.1776, mask_loss: 0.2525, iou_score_loss: 0.0052, loss: 1.1191 +2022-06-02 23:31:42,571 - INFO - Epoch [127/128][130/300] lr: 7.5e-06, eta: 0:08:21, mem: 9016, data_time: 0.00, iter_time: 1.42, semantic_loss: 0.2004, offset_loss: 0.4351, cls_loss: 0.2245, mask_loss: 0.2883, iou_score_loss: 0.0079, loss: 1.1562 +2022-06-02 23:31:52,815 - INFO - Epoch [127/128][140/300] lr: 7.5e-06, eta: 0:08:09, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1945, offset_loss: 0.4470, cls_loss: 0.2077, mask_loss: 0.2934, iou_score_loss: 0.0079, loss: 1.1506 +2022-06-02 23:32:02,535 - INFO - Epoch [127/128][150/300] lr: 7.5e-06, eta: 0:07:56, mem: 9016, data_time: 0.00, iter_time: 1.14, semantic_loss: 0.1767, offset_loss: 0.4173, cls_loss: 0.2195, mask_loss: 0.2772, iou_score_loss: 0.0061, loss: 1.0968 +2022-06-02 23:32:13,001 - INFO - Epoch [127/128][160/300] lr: 7.5e-06, eta: 0:07:45, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1825, offset_loss: 0.4041, cls_loss: 0.2037, mask_loss: 0.2558, iou_score_loss: 0.0063, loss: 1.0524 +2022-06-02 23:32:23,105 - INFO - Epoch [127/128][170/300] lr: 7.5e-06, eta: 0:07:33, mem: 9016, data_time: 0.00, iter_time: 1.75, semantic_loss: 0.1447, offset_loss: 0.3616, cls_loss: 0.1519, mask_loss: 0.2330, iou_score_loss: 0.0066, loss: 0.8976 +2022-06-02 23:32:33,375 - INFO - Epoch [127/128][180/300] lr: 7.5e-06, eta: 0:07:22, mem: 9016, data_time: 0.00, iter_time: 1.62, semantic_loss: 0.1680, offset_loss: 0.3421, cls_loss: 0.2409, mask_loss: 0.2319, iou_score_loss: 0.0049, loss: 0.9878 +2022-06-02 23:32:42,535 - INFO - Epoch [127/128][190/300] lr: 7.5e-06, eta: 0:07:08, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1662, offset_loss: 0.3779, cls_loss: 0.2117, mask_loss: 0.2418, iou_score_loss: 0.0052, loss: 1.0029 +2022-06-02 23:32:52,348 - INFO - Epoch [127/128][200/300] lr: 7.5e-06, eta: 0:06:56, mem: 9016, data_time: 0.00, iter_time: 1.05, semantic_loss: 0.1951, offset_loss: 0.4075, cls_loss: 0.2196, mask_loss: 0.2731, iou_score_loss: 0.0061, loss: 1.1014 +2022-06-02 23:33:02,359 - INFO - Epoch [127/128][210/300] lr: 7.5e-06, eta: 0:06:45, mem: 9016, data_time: 0.00, iter_time: 0.82, semantic_loss: 0.1940, offset_loss: 0.3426, cls_loss: 0.1607, mask_loss: 0.2156, iou_score_loss: 0.0043, loss: 0.9172 +2022-06-02 23:33:12,834 - INFO - Epoch [127/128][220/300] lr: 7.5e-06, eta: 0:06:35, mem: 9016, data_time: 0.00, iter_time: 0.88, semantic_loss: 0.1803, offset_loss: 0.3416, cls_loss: 0.1677, mask_loss: 0.3004, iou_score_loss: 0.0053, loss: 0.9954 +2022-06-02 23:33:23,084 - INFO - Epoch [127/128][230/300] lr: 7.5e-06, eta: 0:06:24, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1865, offset_loss: 0.3509, cls_loss: 0.2509, mask_loss: 0.2757, iou_score_loss: 0.0071, loss: 1.0711 +2022-06-02 23:33:32,791 - INFO - Epoch [127/128][240/300] lr: 7.5e-06, eta: 0:06:13, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1555, offset_loss: 0.3886, cls_loss: 0.1521, mask_loss: 0.2776, iou_score_loss: 0.0076, loss: 0.9814 +2022-06-02 23:33:43,016 - INFO - Epoch [127/128][250/300] lr: 7.5e-06, eta: 0:06:02, mem: 9016, data_time: 0.00, iter_time: 0.73, semantic_loss: 0.1538, offset_loss: 0.3507, cls_loss: 0.1684, mask_loss: 0.2413, iou_score_loss: 0.0066, loss: 0.9208 +2022-06-02 23:33:53,463 - INFO - Epoch [127/128][260/300] lr: 7.5e-06, eta: 0:05:52, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1691, offset_loss: 0.3559, cls_loss: 0.1445, mask_loss: 0.2527, iou_score_loss: 0.0074, loss: 0.9296 +2022-06-02 23:34:03,190 - INFO - Epoch [127/128][270/300] lr: 7.5e-06, eta: 0:05:41, mem: 9016, data_time: 0.00, iter_time: 0.75, semantic_loss: 0.1749, offset_loss: 0.4347, cls_loss: 0.2415, mask_loss: 0.2997, iou_score_loss: 0.0072, loss: 1.1579 +2022-06-02 23:34:14,238 - INFO - Epoch [127/128][280/300] lr: 7.5e-06, eta: 0:05:31, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.1789, offset_loss: 0.4325, cls_loss: 0.2197, mask_loss: 0.2533, iou_score_loss: 0.0088, loss: 1.0932 +2022-06-02 23:34:24,706 - INFO - Epoch [127/128][290/300] lr: 7.5e-06, eta: 0:05:21, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.2086, offset_loss: 0.3986, cls_loss: 0.1764, mask_loss: 0.2656, iou_score_loss: 0.0090, loss: 1.0582 +2022-06-02 23:34:33,664 - INFO - Epoch [127/128][300/300] lr: 7.5e-06, eta: 0:05:09, mem: 9016, data_time: 0.00, iter_time: 0.72, semantic_loss: 0.1702, offset_loss: 0.3977, cls_loss: 0.1830, mask_loss: 0.2671, iou_score_loss: 0.0085, loss: 1.0265 +2022-06-02 23:34:51,698 - INFO - Epoch [128/128][10/300] lr: 2.6e-06, eta: 0:08:04, mem: 9016, data_time: 0.00, iter_time: 0.81, semantic_loss: 0.1547, offset_loss: 0.3432, cls_loss: 0.0924, mask_loss: 0.2293, iou_score_loss: 0.0047, loss: 0.8242 +2022-06-02 23:35:02,035 - INFO - Epoch [128/128][20/300] lr: 2.6e-06, eta: 0:06:18, mem: 9016, data_time: 0.00, iter_time: 0.96, semantic_loss: 0.2052, offset_loss: 0.3426, cls_loss: 0.2330, mask_loss: 0.2963, iou_score_loss: 0.0075, loss: 1.0846 +2022-06-02 23:35:11,621 - INFO - Epoch [128/128][30/300] lr: 2.6e-06, eta: 0:05:29, mem: 9016, data_time: 0.00, iter_time: 0.85, semantic_loss: 0.2162, offset_loss: 0.3959, cls_loss: 0.1999, mask_loss: 0.2927, iou_score_loss: 0.0058, loss: 1.1105 +2022-06-02 23:35:23,049 - INFO - Epoch [128/128][40/300] lr: 2.6e-06, eta: 0:05:12, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.2019, offset_loss: 0.3910, cls_loss: 0.2094, mask_loss: 0.2322, iou_score_loss: 0.0064, loss: 1.0409 +2022-06-02 23:35:33,863 - INFO - Epoch [128/128][50/300] lr: 2.6e-06, eta: 0:04:54, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2098, offset_loss: 0.3817, cls_loss: 0.1839, mask_loss: 0.2437, iou_score_loss: 0.0065, loss: 1.0257 +2022-06-02 23:35:44,357 - INFO - Epoch [128/128][60/300] lr: 2.6e-06, eta: 0:04:37, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1698, offset_loss: 0.3857, cls_loss: 0.1791, mask_loss: 0.2597, iou_score_loss: 0.0069, loss: 1.0012 +2022-06-02 23:35:55,769 - INFO - Epoch [128/128][70/300] lr: 2.6e-06, eta: 0:04:25, mem: 9016, data_time: 0.00, iter_time: 1.07, semantic_loss: 0.1725, offset_loss: 0.3957, cls_loss: 0.1519, mask_loss: 0.2634, iou_score_loss: 0.0049, loss: 0.9884 +2022-06-02 23:36:05,713 - INFO - Epoch [128/128][80/300] lr: 2.6e-06, eta: 0:04:09, mem: 9016, data_time: 0.00, iter_time: 0.99, semantic_loss: 0.1615, offset_loss: 0.3861, cls_loss: 0.2005, mask_loss: 0.2608, iou_score_loss: 0.0079, loss: 1.0168 +2022-06-02 23:36:17,186 - INFO - Epoch [128/128][90/300] lr: 2.6e-06, eta: 0:03:58, mem: 9016, data_time: 0.00, iter_time: 1.50, semantic_loss: 0.1816, offset_loss: 0.5485, cls_loss: 0.1551, mask_loss: 0.2679, iou_score_loss: 0.0060, loss: 1.1592 +2022-06-02 23:36:27,018 - INFO - Epoch [128/128][100/300] lr: 2.6e-06, eta: 0:03:44, mem: 9016, data_time: 0.00, iter_time: 1.26, semantic_loss: 0.2120, offset_loss: 0.4305, cls_loss: 0.1935, mask_loss: 0.2317, iou_score_loss: 0.0092, loss: 1.0769 +2022-06-02 23:36:35,737 - INFO - Epoch [128/128][110/300] lr: 2.6e-06, eta: 0:03:28, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.2790, offset_loss: 0.3587, cls_loss: 0.1826, mask_loss: 0.3179, iou_score_loss: 0.0085, loss: 1.1467 +2022-06-02 23:36:45,451 - INFO - Epoch [128/128][120/300] lr: 2.6e-06, eta: 0:03:15, mem: 9016, data_time: 0.00, iter_time: 0.90, semantic_loss: 0.1575, offset_loss: 0.5271, cls_loss: 0.1850, mask_loss: 0.2196, iou_score_loss: 0.0046, loss: 1.0938 +2022-06-02 23:36:56,457 - INFO - Epoch [128/128][130/300] lr: 2.6e-06, eta: 0:03:05, mem: 9016, data_time: 0.00, iter_time: 1.16, semantic_loss: 0.1738, offset_loss: 0.3949, cls_loss: 0.2058, mask_loss: 0.2586, iou_score_loss: 0.0073, loss: 1.0404 +2022-06-02 23:37:06,848 - INFO - Epoch [128/128][140/300] lr: 2.6e-06, eta: 0:02:53, mem: 9016, data_time: 0.00, iter_time: 1.10, semantic_loss: 0.2064, offset_loss: 0.4965, cls_loss: 0.1268, mask_loss: 0.2599, iou_score_loss: 0.0065, loss: 1.0961 +2022-06-02 23:37:17,641 - INFO - Epoch [128/128][150/300] lr: 2.6e-06, eta: 0:02:42, mem: 9016, data_time: 0.00, iter_time: 0.66, semantic_loss: 0.1639, offset_loss: 0.4184, cls_loss: 0.1411, mask_loss: 0.2518, iou_score_loss: 0.0079, loss: 0.9830 +2022-06-02 23:37:28,477 - INFO - Epoch [128/128][160/300] lr: 2.6e-06, eta: 0:02:31, mem: 9016, data_time: 0.00, iter_time: 1.03, semantic_loss: 0.1427, offset_loss: 0.4363, cls_loss: 0.2070, mask_loss: 0.2247, iou_score_loss: 0.0062, loss: 1.0168 +2022-06-02 23:37:38,481 - INFO - Epoch [128/128][170/300] lr: 2.6e-06, eta: 0:02:20, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1686, offset_loss: 0.3941, cls_loss: 0.1629, mask_loss: 0.2489, iou_score_loss: 0.0073, loss: 0.9817 +2022-06-02 23:37:46,794 - INFO - Epoch [128/128][180/300] lr: 2.6e-06, eta: 0:02:07, mem: 9016, data_time: 0.00, iter_time: 0.89, semantic_loss: 0.1713, offset_loss: 0.3565, cls_loss: 0.2612, mask_loss: 0.2811, iou_score_loss: 0.0062, loss: 1.0763 +2022-06-02 23:37:57,593 - INFO - Epoch [128/128][190/300] lr: 2.6e-06, eta: 0:01:57, mem: 9016, data_time: 0.00, iter_time: 1.12, semantic_loss: 0.1777, offset_loss: 0.3736, cls_loss: 0.1837, mask_loss: 0.2536, iou_score_loss: 0.0050, loss: 0.9936 +2022-06-02 23:38:08,763 - INFO - Epoch [128/128][200/300] lr: 2.6e-06, eta: 0:01:46, mem: 9016, data_time: 0.00, iter_time: 1.00, semantic_loss: 0.1863, offset_loss: 0.3541, cls_loss: 0.2606, mask_loss: 0.2519, iou_score_loss: 0.0069, loss: 1.0599 +2022-06-02 23:38:20,269 - INFO - Epoch [128/128][210/300] lr: 2.6e-06, eta: 0:01:36, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2028, offset_loss: 0.4137, cls_loss: 0.1963, mask_loss: 0.2508, iou_score_loss: 0.0073, loss: 1.0709 +2022-06-02 23:38:30,715 - INFO - Epoch [128/128][220/300] lr: 2.6e-06, eta: 0:01:25, mem: 9016, data_time: 0.00, iter_time: 1.09, semantic_loss: 0.1852, offset_loss: 0.4039, cls_loss: 0.2104, mask_loss: 0.2324, iou_score_loss: 0.0097, loss: 1.0417 +2022-06-02 23:38:40,856 - INFO - Epoch [128/128][230/300] lr: 2.6e-06, eta: 0:01:14, mem: 9016, data_time: 0.00, iter_time: 1.01, semantic_loss: 0.1980, offset_loss: 0.4150, cls_loss: 0.1841, mask_loss: 0.2772, iou_score_loss: 0.0058, loss: 1.0802 +2022-06-02 23:38:50,788 - INFO - Epoch [128/128][240/300] lr: 2.6e-06, eta: 0:01:03, mem: 9016, data_time: 0.00, iter_time: 1.06, semantic_loss: 0.1689, offset_loss: 0.3495, cls_loss: 0.1758, mask_loss: 0.2334, iou_score_loss: 0.0056, loss: 0.9331 +2022-06-02 23:39:00,508 - INFO - Epoch [128/128][250/300] lr: 2.6e-06, eta: 0:00:53, mem: 9016, data_time: 0.00, iter_time: 0.79, semantic_loss: 0.1563, offset_loss: 0.3262, cls_loss: 0.1546, mask_loss: 0.2745, iou_score_loss: 0.0058, loss: 0.9174 +2022-06-02 23:39:11,983 - INFO - Epoch [128/128][260/300] lr: 2.6e-06, eta: 0:00:42, mem: 9016, data_time: 0.00, iter_time: 1.15, semantic_loss: 0.2138, offset_loss: 0.4344, cls_loss: 0.1818, mask_loss: 0.2864, iou_score_loss: 0.0060, loss: 1.1224 +2022-06-02 23:39:22,397 - INFO - Epoch [128/128][270/300] lr: 2.6e-06, eta: 0:00:31, mem: 9016, data_time: 0.00, iter_time: 0.76, semantic_loss: 0.1619, offset_loss: 0.3803, cls_loss: 0.1451, mask_loss: 0.2764, iou_score_loss: 0.0049, loss: 0.9686 +2022-06-02 23:39:33,297 - INFO - Epoch [128/128][280/300] lr: 2.6e-06, eta: 0:00:21, mem: 9016, data_time: 0.00, iter_time: 0.68, semantic_loss: 0.2187, offset_loss: 0.3843, cls_loss: 0.2168, mask_loss: 0.2390, iou_score_loss: 0.0064, loss: 1.0651 +2022-06-02 23:39:43,698 - INFO - Epoch [128/128][290/300] lr: 2.6e-06, eta: 0:00:10, mem: 9016, data_time: 0.00, iter_time: 1.13, semantic_loss: 0.1564, offset_loss: 0.3705, cls_loss: 0.1590, mask_loss: 0.2282, iou_score_loss: 0.0057, loss: 0.9199 +2022-06-02 23:39:52,142 - INFO - Epoch [128/128][300/300] lr: 2.6e-06, eta: 0:00:00, mem: 9016, data_time: 0.00, iter_time: 0.87, semantic_loss: 0.1964, offset_loss: 0.3671, cls_loss: 0.1499, mask_loss: 0.2711, iou_score_loss: 0.0061, loss: 0.9906 +2022-06-02 23:39:53,320 - INFO - Validation +2022-06-02 23:41:06,344 - INFO - Evaluate instance segmentation +2022-06-02 23:41:17,640 - INFO - AP: 0.458. AP_50: 0.668. AP_25: 0.787 +2022-06-02 23:41:17,640 - INFO - Evaluate semantic segmentation and offset MAE +2022-06-02 23:41:25,773 - INFO - Class-wise mIoU: 85.3 95.0 64.7 80.1 89.1 78.7 74.6 63.9 65.4 76.9 31.1 65.3 67.6 72.4 59.9 71.1 91.8 63.9 85.1 59.0 +2022-06-02 23:41:25,773 - INFO - mIoU: 72.0 +2022-06-02 23:41:27,130 - INFO - Acc: 89.8 +2022-06-02 23:41:30,870 - INFO - Offset MAE: 0.442 diff --git a/softgroup/data/custom.py b/softgroup/data/custom.py index effe22b..b17e0a6 100644 --- a/softgroup/data/custom.py +++ b/softgroup/data/custom.py @@ -85,7 +85,7 @@ class CustomDataset(Dataset): pt_offset_label = pt_mean - xyz return instance_num, instance_pointnum, instance_cls, pt_offset_label - def dataAugment(self, xyz, jitter=False, flip=False, rot=False, prob=0.9): + def dataAugment(self, xyz, jitter=False, flip=False, rot=False, prob=1.0): m = np.eye(3) if jitter and np.random.rand() < prob: m += np.random.randn(3, 3) * 0.1 @@ -128,13 +128,13 @@ class CustomDataset(Dataset): j += 1 return instance_label - def transform_train(self, xyz, rgb, semantic_label, instance_label, aug_prob=0.9): + def transform_train(self, xyz, rgb, semantic_label, instance_label, aug_prob=1.0): xyz_middle = self.dataAugment(xyz, True, True, True, aug_prob) xyz = xyz_middle * self.voxel_cfg.scale if np.random.rand() < aug_prob: xyz = self.elastic(xyz, 6, 40.) xyz = self.elastic(xyz, 20, 160.) - xyz_middle = xyz / self.voxel_cfg.scale + # xyz_middle = xyz / self.voxel_cfg.scale xyz = xyz - xyz.min(0) max_tries = 5 while (max_tries > 0): diff --git a/tools/test.py b/tools/test.py index 5b0e803..65b3196 100644 --- a/tools/test.py +++ b/tools/test.py @@ -95,7 +95,7 @@ def main(): _, world_size = get_dist_info() progress_bar = tqdm(total=len(dataloader) * world_size, disable=not is_main_process()) with torch.no_grad(): - model = model.eval() + model.eval() for i, batch in enumerate(dataloader): result = model(batch) results.append(result) diff --git a/tools/train.py b/tools/train.py index 7391659..d25ff4c 100644 --- a/tools/train.py +++ b/tools/train.py @@ -89,7 +89,7 @@ def validate(epoch, model, val_loader, cfg, logger, writer): progress_bar = tqdm(total=len(val_loader) * world_size, disable=not is_main_process()) val_set = val_loader.dataset with torch.no_grad(): - model = model.eval() + model.eval() for i, batch in enumerate(val_loader): result = model(batch) results.append(result) @@ -114,6 +114,8 @@ def validate(epoch, model, val_loader, cfg, logger, writer): writer.add_scalar('val/AP', eval_res['all_ap'], epoch) writer.add_scalar('val/AP_50', eval_res['all_ap_50%'], epoch) writer.add_scalar('val/AP_25', eval_res['all_ap_25%'], epoch) + logger.info('AP: {:.3f}. AP_50: {:.3f}. AP_25: {:.3f}'.format( + eval_res['all_ap'], eval_res['all_ap_50%'], eval_res['all_ap_25%'])) logger.info('Evaluate semantic segmentation and offset MAE') miou = evaluate_semantic_miou(all_sem_preds, all_sem_labels, cfg.model.ignore_label, logger) acc = evaluate_semantic_acc(all_sem_preds, all_sem_labels, cfg.model.ignore_label, logger)