[12/25 02:06:09] detectron2 INFO: Rank of current process: 1. World size: 2
[12/25 02:06:09] detectron2 INFO: Command line arguments: Namespace(config_file='configs/voc/mfdc_gfsod_novel3_5shot_seed0.yaml', dist_url='tcp://127.0.0.1:50152', end_iter=-1, eval_all=False, eval_during_train=False, eval_iter=-1, eval_only=False, machine_rank=0, num_gpus=2, num_machines=1, opts=None, resume=False, start_iter=-1)
[12/25 02:06:09] detectron2 INFO: Contents of args.config_file=configs/voc/mfdc_gfsod_novel3_5shot_seed0.yaml:
_BASE_: "../Base-RCNN.yaml"
MODEL:
  WEIGHTS: "checkpoints/voc/base3/model_reset_surgery.pth"
  MASK_ON: False
  BACKBONE:
    FREEZE: False
  RESNETS:
    DEPTH: 101
  RPN:
    ENABLE_DECOUPLE: True
    BACKWARD_SCALE: 0.0
    FREEZE: False
  ROI_HEADS:
    ENABLE_DECOUPLE: True
    BACKWARD_SCALE: 0.001
    NUM_CLASSES: 20
    FREEZE_FEAT: True
    CLS_DROPOUT: True
    NAME: "CommonalityROIHeadsKnowledgeGuidedCL"
    OUTPUT_LAYER: "DoubleFastRCNNOutputLayers"
    MEMORY: True
    AUGMENTATION: False
    SEMANTIC: True
    WARMUP_DISTILL: 200
INPUT:
  MIN_SIZE_TRAIN: (480, 512, 544, 576, 608, 640, 672, 704, 736, 768, 800)
  MIN_SIZE_TEST: 800
DATASETS:
  TRAIN: ("removevoc_2007_trainval_all3_5shot_seed0", )
  TEST: ("voc_2007_test_all3",)
  TWO_STREAM: True
SOLVER:
  IMS_PER_BATCH: 8
  BASE_LR: 0.005
  STEPS: (1200,)
  MAX_ITER: 3600
  CHECKPOINT_PERIOD: 200
  WARMUP_ITERS: 0
TEST:
  PCB_ENABLE: True
  PCB_MODELPATH: "ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth"
  EVAL_PERIOD: 200
KGC:
  SHOTS: 5
  CONTAINER: 2
  FEATURE_DIM: 128
  KNOWLEDGE_MATRIX: "KnowledgeMatrix/vision_relationship/split3/cluster_5_replace_gt.npy"
  TAU: 0.2
  COEF: 0.1
COUNTERFACTUAL:
  OPERATOR: True
  START_ITER: 20
  ERASE_THRESHOLD: 0.8
  VISUALIZATION: False
  COUNTER_NUMBER: 3
  ERASE_RATE: 0.05
  ERASE_METHOD: "random"
OUTPUT_DIR: "checkpoints/voc/split3/5shot_ExAU_seed0"
[12/25 02:06:09] detectron2.utils.env INFO: Using a generated random seed 13895516
[12/25 02:06:10] detectron2.modeling.backbone.resnet WARNING: ResNet.make_stage(first_stride=) is deprecated!  Use 'stride_per_block' or 'stride' instead.
[12/25 02:06:11] defrcn.dataloader.build INFO: Removed 0 images with no usable annotations. 25 images left.
[12/25 02:06:11] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in training: [ResizeShortestEdge(short_edge_length=(480, 512, 544, 576, 608, 640, 672, 704, 736, 768, 800), max_size=1333, sample_style='choice'), RandomFlip()]
[12/25 02:06:11] defrcn.dataloader.build INFO: Using training sampler TrainingSampler
[12/25 02:06:11] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 02:06:11] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 02:06:12] defrcn.dataloader.build INFO: Removed 2233 images with no usable annotations. 14318 images left.
[12/25 02:06:12] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in training: [ResizeShortestEdge(short_edge_length=(480, 512, 544, 576, 608, 640, 672, 704, 736, 768, 800), max_size=1333, sample_style='choice'), RandomFlip()]
[12/25 02:06:12] defrcn.dataloader.build INFO: Using training sampler TrainingSampler
[12/25 02:06:12] detectron2.data.common INFO: Serializing 14318 elements to byte tensors and concatenating them all ...
[12/25 02:06:12] detectron2.data.common INFO: Serialized dataset takes 6.53 MiB
[12/25 02:06:12] defrcn.engine.defaults INFO: Using two stream trainer......
[12/25 02:06:12] fvcore.common.checkpoint INFO: [Checkpointer] Loading from checkpoints/voc/base3/model_reset_surgery.pth ...
[12/25 02:06:12] detectron2.engine.train_loop INFO: Starting training from iteration 1
[12/25 02:11:12] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 02:11:12] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 02:11:12] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 02:11:12] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 02:11:12] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 02:11:13] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 02:11:13] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 02:11:13] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 02:11:15] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
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[12/25 02:16:05] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:44 (0.114933 s / img per device, on 2 devices)
[12/25 02:16:05] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:39 (0.113021 s / img per device, on 2 devices)
[12/25 02:21:37] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 02:21:37] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 02:21:37] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 02:21:37] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 02:21:37] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 02:21:38] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 02:21:38] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 02:21:38] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 02:21:39] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
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[12/25 02:26:29] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:44 (0.114933 s / img per device, on 2 devices)
[12/25 02:26:29] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:39 (0.112980 s / img per device, on 2 devices)
[12/25 02:32:13] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 02:32:13] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 02:32:13] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 02:32:13] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 02:32:13] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 02:32:14] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 02:32:14] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 02:32:14] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 02:32:15] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
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[12/25 02:33:27] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1128 s / img. ETA=0:03:31
[12/25 02:33:33] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1126 s / img. ETA=0:03:25
[12/25 02:33:39] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1128 s / img. ETA=0:03:20
[12/25 02:33:44] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1129 s / img. ETA=0:03:14
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[12/25 02:33:55] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1126 s / img. ETA=0:03:03
[12/25 02:34:01] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1126 s / img. ETA=0:02:57
[12/25 02:34:06] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1125 s / img. ETA=0:02:51
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[12/25 02:34:18] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1125 s / img. ETA=0:02:40
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[12/25 02:34:29] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1125 s / img. ETA=0:02:29
[12/25 02:34:35] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1126 s / img. ETA=0:02:23
[12/25 02:34:40] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1125 s / img. ETA=0:02:17
[12/25 02:34:46] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1126 s / img. ETA=0:02:12
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[12/25 02:34:58] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1128 s / img. ETA=0:02:01
[12/25 02:35:03] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1128 s / img. ETA=0:01:55
[12/25 02:35:09] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1129 s / img. ETA=0:01:50
[12/25 02:35:15] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1132 s / img. ETA=0:01:44
[12/25 02:35:22] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1139 s / img. ETA=0:01:39
[12/25 02:35:29] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1145 s / img. ETA=0:01:34
[12/25 02:35:35] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1151 s / img. ETA=0:01:29
[12/25 02:35:42] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1157 s / img. ETA=0:01:23
[12/25 02:35:48] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1158 s / img. ETA=0:01:18
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[12/25 02:36:17] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1156 s / img. ETA=0:00:49
[12/25 02:36:22] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1156 s / img. ETA=0:00:43
[12/25 02:36:28] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1155 s / img. ETA=0:00:37
[12/25 02:36:34] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1154 s / img. ETA=0:00:31
[12/25 02:36:39] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1153 s / img. ETA=0:00:26
[12/25 02:36:45] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1153 s / img. ETA=0:00:20
[12/25 02:36:50] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1152 s / img. ETA=0:00:14
[12/25 02:36:56] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1152 s / img. ETA=0:00:08
[12/25 02:37:02] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1152 s / img. ETA=0:00:02
[12/25 02:37:05] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:44 (0.114933 s / img per device, on 2 devices)
[12/25 02:37:05] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:39 (0.113144 s / img per device, on 2 devices)
[12/25 02:42:34] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 02:42:34] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 02:42:34] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 02:42:34] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 02:42:34] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 02:42:35] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 02:42:35] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 02:42:35] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 02:42:37] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 02:42:47] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1141 s / img. ETA=0:04:36
[12/25 02:42:53] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1140 s / img. ETA=0:04:30
[12/25 02:42:59] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1129 s / img. ETA=0:04:22
[12/25 02:43:04] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1135 s / img. ETA=0:04:18
[12/25 02:43:10] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1124 s / img. ETA=0:04:10
[12/25 02:43:15] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1121 s / img. ETA=0:04:04
[12/25 02:43:21] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1121 s / img. ETA=0:03:58
[12/25 02:43:26] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1121 s / img. ETA=0:03:52
[12/25 02:43:32] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1122 s / img. ETA=0:03:47
[12/25 02:43:38] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1122 s / img. ETA=0:03:41
[12/25 02:43:43] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1123 s / img. ETA=0:03:36
[12/25 02:43:49] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1124 s / img. ETA=0:03:30
[12/25 02:43:55] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1123 s / img. ETA=0:03:25
[12/25 02:44:00] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1125 s / img. ETA=0:03:19
[12/25 02:44:06] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1126 s / img. ETA=0:03:14
[12/25 02:44:12] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1125 s / img. ETA=0:03:08
[12/25 02:44:17] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1124 s / img. ETA=0:03:02
[12/25 02:44:23] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1123 s / img. ETA=0:02:57
[12/25 02:44:28] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1122 s / img. ETA=0:02:51
[12/25 02:44:34] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1121 s / img. ETA=0:02:45
[12/25 02:44:39] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1122 s / img. ETA=0:02:39
[12/25 02:44:45] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1123 s / img. ETA=0:02:34
[12/25 02:44:51] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1122 s / img. ETA=0:02:28
[12/25 02:44:56] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1123 s / img. ETA=0:02:23
[12/25 02:45:02] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1122 s / img. ETA=0:02:17
[12/25 02:45:08] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1123 s / img. ETA=0:02:12
[12/25 02:45:13] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1124 s / img. ETA=0:02:06
[12/25 02:45:19] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1124 s / img. ETA=0:02:00
[12/25 02:45:25] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1125 s / img. ETA=0:01:55
[12/25 02:45:30] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1126 s / img. ETA=0:01:49
[12/25 02:45:36] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1127 s / img. ETA=0:01:44
[12/25 02:45:42] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1127 s / img. ETA=0:01:38
[12/25 02:45:47] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1127 s / img. ETA=0:01:33
[12/25 02:45:53] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1129 s / img. ETA=0:01:27
[12/25 02:46:00] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1132 s / img. ETA=0:01:22
[12/25 02:46:06] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1133 s / img. ETA=0:01:16
[12/25 02:46:12] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1136 s / img. ETA=0:01:11
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[12/25 02:46:24] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1139 s / img. ETA=0:00:59
[12/25 02:46:30] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1140 s / img. ETA=0:00:54
[12/25 02:46:36] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1143 s / img. ETA=0:00:48
[12/25 02:46:42] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1145 s / img. ETA=0:00:43
[12/25 02:46:48] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1144 s / img. ETA=0:00:37
[12/25 02:46:53] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1144 s / img. ETA=0:00:31
[12/25 02:46:59] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1143 s / img. ETA=0:00:25
[12/25 02:47:04] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1143 s / img. ETA=0:00:20
[12/25 02:47:10] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1142 s / img. ETA=0:00:14
[12/25 02:47:16] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1142 s / img. ETA=0:00:08
[12/25 02:47:21] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1142 s / img. ETA=0:00:02
[12/25 02:47:25] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:42 (0.114124 s / img per device, on 2 devices)
[12/25 02:47:25] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:37 (0.112167 s / img per device, on 2 devices)
[12/25 02:52:59] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 02:52:59] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 02:52:59] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 02:52:59] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 02:52:59] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 02:53:00] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 02:53:00] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 02:53:00] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 02:53:02] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 02:53:12] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1129 s / img. ETA=0:04:33
[12/25 02:53:18] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1130 s / img. ETA=0:04:28
[12/25 02:53:23] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1131 s / img. ETA=0:04:23
[12/25 02:53:29] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1130 s / img. ETA=0:04:17
[12/25 02:53:35] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1126 s / img. ETA=0:04:10
[12/25 02:53:40] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1122 s / img. ETA=0:04:04
[12/25 02:53:46] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1122 s / img. ETA=0:03:58
[12/25 02:53:51] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1121 s / img. ETA=0:03:52
[12/25 02:53:57] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1120 s / img. ETA=0:03:46
[12/25 02:54:02] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1122 s / img. ETA=0:03:41
[12/25 02:54:08] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1122 s / img. ETA=0:03:36
[12/25 02:54:14] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1123 s / img. ETA=0:03:30
[12/25 02:54:19] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1121 s / img. ETA=0:03:24
[12/25 02:54:25] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1124 s / img. ETA=0:03:19
[12/25 02:54:31] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1125 s / img. ETA=0:03:14
[12/25 02:54:36] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1124 s / img. ETA=0:03:08
[12/25 02:54:42] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1122 s / img. ETA=0:03:02
[12/25 02:54:47] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1123 s / img. ETA=0:02:56
[12/25 02:54:53] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1122 s / img. ETA=0:02:51
[12/25 02:54:58] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1121 s / img. ETA=0:02:45
[12/25 02:55:04] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1121 s / img. ETA=0:02:39
[12/25 02:55:10] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1122 s / img. ETA=0:02:34
[12/25 02:55:15] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1121 s / img. ETA=0:02:28
[12/25 02:55:21] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1123 s / img. ETA=0:02:23
[12/25 02:55:27] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1122 s / img. ETA=0:02:17
[12/25 02:55:33] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1124 s / img. ETA=0:02:12
[12/25 02:55:39] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1127 s / img. ETA=0:02:06
[12/25 02:55:44] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1128 s / img. ETA=0:02:01
[12/25 02:55:50] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1129 s / img. ETA=0:01:55
[12/25 02:55:56] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1131 s / img. ETA=0:01:50
[12/25 02:56:02] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1133 s / img. ETA=0:01:44
[12/25 02:56:08] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1134 s / img. ETA=0:01:39
[12/25 02:56:14] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1135 s / img. ETA=0:01:33
[12/25 02:56:19] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1136 s / img. ETA=0:01:28
[12/25 02:56:25] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1137 s / img. ETA=0:01:22
[12/25 02:56:31] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1136 s / img. ETA=0:01:16
[12/25 02:56:37] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1137 s / img. ETA=0:01:11
[12/25 02:56:43] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1138 s / img. ETA=0:01:05
[12/25 02:56:48] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1139 s / img. ETA=0:00:59
[12/25 02:56:54] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1138 s / img. ETA=0:00:54
[12/25 02:57:00] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1139 s / img. ETA=0:00:48
[12/25 02:57:06] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1141 s / img. ETA=0:00:42
[12/25 02:57:12] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1141 s / img. ETA=0:00:37
[12/25 02:57:17] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1141 s / img. ETA=0:00:31
[12/25 02:57:23] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1141 s / img. ETA=0:00:25
[12/25 02:57:29] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1141 s / img. ETA=0:00:20
[12/25 02:57:35] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1141 s / img. ETA=0:00:14
[12/25 02:57:40] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1142 s / img. ETA=0:00:08
[12/25 02:57:46] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1143 s / img. ETA=0:00:02
[12/25 02:57:50] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:42 (0.114124 s / img per device, on 2 devices)
[12/25 02:57:50] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:37 (0.112266 s / img per device, on 2 devices)
[12/25 03:03:30] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 03:03:30] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 03:03:30] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 03:03:30] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 03:03:30] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 03:03:31] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 03:03:31] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 03:03:31] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 03:03:33] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 03:03:43] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1127 s / img. ETA=0:04:33
[12/25 03:03:49] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1132 s / img. ETA=0:04:28
[12/25 03:03:54] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1122 s / img. ETA=0:04:20
[12/25 03:04:00] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1119 s / img. ETA=0:04:14
[12/25 03:04:05] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1111 s / img. ETA=0:04:07
[12/25 03:04:11] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1108 s / img. ETA=0:04:01
[12/25 03:04:16] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1106 s / img. ETA=0:03:55
[12/25 03:04:22] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1107 s / img. ETA=0:03:49
[12/25 03:04:27] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1105 s / img. ETA=0:03:43
[12/25 03:04:33] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1105 s / img. ETA=0:03:38
[12/25 03:04:38] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1106 s / img. ETA=0:03:32
[12/25 03:04:44] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1109 s / img. ETA=0:03:28
[12/25 03:04:50] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1109 s / img. ETA=0:03:22
[12/25 03:04:55] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1111 s / img. ETA=0:03:17
[12/25 03:05:01] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1113 s / img. ETA=0:03:12
[12/25 03:05:06] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1111 s / img. ETA=0:03:06
[12/25 03:05:12] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1109 s / img. ETA=0:03:00
[12/25 03:05:17] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1110 s / img. ETA=0:02:54
[12/25 03:05:23] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1108 s / img. ETA=0:02:49
[12/25 03:05:28] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1107 s / img. ETA=0:02:43
[12/25 03:05:34] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1107 s / img. ETA=0:02:37
[12/25 03:05:39] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1108 s / img. ETA=0:02:32
[12/25 03:05:45] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1107 s / img. ETA=0:02:26
[12/25 03:05:50] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1108 s / img. ETA=0:02:21
[12/25 03:05:56] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1107 s / img. ETA=0:02:15
[12/25 03:06:02] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1108 s / img. ETA=0:02:10
[12/25 03:06:07] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1109 s / img. ETA=0:02:04
[12/25 03:06:13] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1110 s / img. ETA=0:01:59
[12/25 03:06:19] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1116 s / img. ETA=0:01:54
[12/25 03:06:27] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1129 s / img. ETA=0:01:50
[12/25 03:06:34] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1142 s / img. ETA=0:01:45
[12/25 03:06:41] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1147 s / img. ETA=0:01:40
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[12/25 03:06:52] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1147 s / img. ETA=0:01:29
[12/25 03:06:58] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1147 s / img. ETA=0:01:23
[12/25 03:07:04] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1145 s / img. ETA=0:01:17
[12/25 03:07:09] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1145 s / img. ETA=0:01:11
[12/25 03:07:15] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1144 s / img. ETA=0:01:05
[12/25 03:07:20] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1142 s / img. ETA=0:01:00
[12/25 03:07:26] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1141 s / img. ETA=0:00:54
[12/25 03:07:32] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1142 s / img. ETA=0:00:48
[12/25 03:07:37] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1142 s / img. ETA=0:00:42
[12/25 03:07:43] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1141 s / img. ETA=0:00:37
[12/25 03:07:48] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1140 s / img. ETA=0:00:31
[12/25 03:07:54] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1139 s / img. ETA=0:00:25
[12/25 03:07:59] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1139 s / img. ETA=0:00:20
[12/25 03:08:05] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1139 s / img. ETA=0:00:14
[12/25 03:08:11] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1138 s / img. ETA=0:00:08
[12/25 03:08:16] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1138 s / img. ETA=0:00:02
[12/25 03:08:20] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:41 (0.113719 s / img per device, on 2 devices)
[12/25 03:08:20] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:36 (0.111771 s / img per device, on 2 devices)
[12/25 03:14:03] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 03:14:03] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 03:14:03] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 03:14:03] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 03:14:03] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 03:14:04] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 03:14:04] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 03:14:04] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 03:14:06] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 03:14:16] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1125 s / img. ETA=0:04:33
[12/25 03:14:21] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1124 s / img. ETA=0:04:27
[12/25 03:14:27] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1117 s / img. ETA=0:04:19
[12/25 03:14:32] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1114 s / img. ETA=0:04:13
[12/25 03:14:38] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1107 s / img. ETA=0:04:06
[12/25 03:14:43] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1106 s / img. ETA=0:04:00
[12/25 03:14:49] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1108 s / img. ETA=0:03:55
[12/25 03:14:55] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1110 s / img. ETA=0:03:50
[12/25 03:15:00] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1109 s / img. ETA=0:03:44
[12/25 03:15:06] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1110 s / img. ETA=0:03:39
[12/25 03:15:11] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1111 s / img. ETA=0:03:33
[12/25 03:15:17] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1112 s / img. ETA=0:03:28
[12/25 03:15:22] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1110 s / img. ETA=0:03:22
[12/25 03:15:28] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1112 s / img. ETA=0:03:17
[12/25 03:15:34] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1113 s / img. ETA=0:03:12
[12/25 03:15:39] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1113 s / img. ETA=0:03:06
[12/25 03:15:45] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1112 s / img. ETA=0:03:00
[12/25 03:15:50] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1112 s / img. ETA=0:02:55
[12/25 03:15:56] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1111 s / img. ETA=0:02:49
[12/25 03:16:01] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1110 s / img. ETA=0:02:43
[12/25 03:16:07] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1110 s / img. ETA=0:02:38
[12/25 03:16:12] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1111 s / img. ETA=0:02:32
[12/25 03:16:18] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1110 s / img. ETA=0:02:27
[12/25 03:16:23] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1111 s / img. ETA=0:02:21
[12/25 03:16:29] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1110 s / img. ETA=0:02:16
[12/25 03:16:35] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1111 s / img. ETA=0:02:10
[12/25 03:16:40] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1112 s / img. ETA=0:02:05
[12/25 03:16:46] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1112 s / img. ETA=0:01:59
[12/25 03:16:52] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1115 s / img. ETA=0:01:54
[12/25 03:16:58] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1120 s / img. ETA=0:01:49
[12/25 03:17:04] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1124 s / img. ETA=0:01:44
[12/25 03:17:10] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1127 s / img. ETA=0:01:38
[12/25 03:17:16] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1129 s / img. ETA=0:01:33
[12/25 03:17:22] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1131 s / img. ETA=0:01:27
[12/25 03:17:29] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1135 s / img. ETA=0:01:22
[12/25 03:17:34] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1135 s / img. ETA=0:01:16
[12/25 03:17:40] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1136 s / img. ETA=0:01:11
[12/25 03:17:46] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1135 s / img. ETA=0:01:05
[12/25 03:17:51] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1135 s / img. ETA=0:00:59
[12/25 03:17:57] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1134 s / img. ETA=0:00:53
[12/25 03:18:03] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1134 s / img. ETA=0:00:48
[12/25 03:18:08] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1134 s / img. ETA=0:00:42
[12/25 03:18:14] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1133 s / img. ETA=0:00:36
[12/25 03:18:19] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1133 s / img. ETA=0:00:31
[12/25 03:18:25] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1132 s / img. ETA=0:00:25
[12/25 03:18:30] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1132 s / img. ETA=0:00:19
[12/25 03:18:36] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1131 s / img. ETA=0:00:14
[12/25 03:18:42] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1131 s / img. ETA=0:00:08
[12/25 03:18:47] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1132 s / img. ETA=0:00:02
[12/25 03:18:50] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:39 (0.112910 s / img per device, on 2 devices)
[12/25 03:18:50] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:34 (0.111109 s / img per device, on 2 devices)
[12/25 03:24:29] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 03:24:29] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 03:24:29] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 03:24:29] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 03:24:29] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 03:24:30] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 03:24:30] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 03:24:30] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 03:24:31] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 03:24:41] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1150 s / img. ETA=0:04:38
[12/25 03:24:47] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1140 s / img. ETA=0:04:30
[12/25 03:24:52] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1126 s / img. ETA=0:04:21
[12/25 03:24:58] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1121 s / img. ETA=0:04:15
[12/25 03:25:03] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1113 s / img. ETA=0:04:07
[12/25 03:25:09] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1111 s / img. ETA=0:04:01
[12/25 03:25:14] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1112 s / img. ETA=0:03:56
[12/25 03:25:20] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1112 s / img. ETA=0:03:50
[12/25 03:25:26] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1111 s / img. ETA=0:03:45
[12/25 03:25:31] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1111 s / img. ETA=0:03:39
[12/25 03:25:37] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1112 s / img. ETA=0:03:34
[12/25 03:25:42] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1113 s / img. ETA=0:03:28
[12/25 03:25:48] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1112 s / img. ETA=0:03:23
[12/25 03:25:54] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1115 s / img. ETA=0:03:18
[12/25 03:25:59] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1116 s / img. ETA=0:03:12
[12/25 03:26:05] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1114 s / img. ETA=0:03:06
[12/25 03:26:10] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1113 s / img. ETA=0:03:00
[12/25 03:26:16] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1113 s / img. ETA=0:02:55
[12/25 03:26:21] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1111 s / img. ETA=0:02:49
[12/25 03:26:27] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1110 s / img. ETA=0:02:43
[12/25 03:26:32] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1111 s / img. ETA=0:02:38
[12/25 03:26:38] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1111 s / img. ETA=0:02:32
[12/25 03:26:43] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1111 s / img. ETA=0:02:27
[12/25 03:26:49] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1112 s / img. ETA=0:02:21
[12/25 03:26:55] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1112 s / img. ETA=0:02:16
[12/25 03:27:00] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1112 s / img. ETA=0:02:10
[12/25 03:27:06] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1113 s / img. ETA=0:02:05
[12/25 03:27:12] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1114 s / img. ETA=0:01:59
[12/25 03:27:17] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1114 s / img. ETA=0:01:54
[12/25 03:27:23] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1115 s / img. ETA=0:01:48
[12/25 03:27:29] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1116 s / img. ETA=0:01:43
[12/25 03:27:34] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1116 s / img. ETA=0:01:37
[12/25 03:27:40] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1116 s / img. ETA=0:01:32
[12/25 03:27:45] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1117 s / img. ETA=0:01:26
[12/25 03:27:51] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1117 s / img. ETA=0:01:21
[12/25 03:27:57] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1117 s / img. ETA=0:01:15
[12/25 03:28:06] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1135 s / img. ETA=0:01:11
[12/25 03:28:14] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1150 s / img. ETA=0:01:06
[12/25 03:28:20] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1152 s / img. ETA=0:01:00
[12/25 03:28:26] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1152 s / img. ETA=0:00:54
[12/25 03:28:32] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1153 s / img. ETA=0:00:49
[12/25 03:28:38] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1154 s / img. ETA=0:00:43
[12/25 03:28:43] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1153 s / img. ETA=0:00:37
[12/25 03:28:49] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1151 s / img. ETA=0:00:31
[12/25 03:28:54] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1150 s / img. ETA=0:00:25
[12/25 03:29:00] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1150 s / img. ETA=0:00:20
[12/25 03:29:06] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1149 s / img. ETA=0:00:14
[12/25 03:29:11] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1148 s / img. ETA=0:00:08
[12/25 03:29:17] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1148 s / img. ETA=0:00:02
[12/25 03:29:20] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:44 (0.114933 s / img per device, on 2 devices)
[12/25 03:29:20] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:38 (0.112765 s / img per device, on 2 devices)
[12/25 03:34:59] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 03:34:59] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 03:35:00] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 03:35:00] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 03:35:00] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 03:35:00] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 03:35:00] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 03:35:00] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 03:35:02] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 03:35:12] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1123 s / img. ETA=0:04:32
[12/25 03:35:18] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1122 s / img. ETA=0:04:26
[12/25 03:35:23] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1116 s / img. ETA=0:04:19
[12/25 03:35:29] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1113 s / img. ETA=0:04:13
[12/25 03:35:34] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1105 s / img. ETA=0:04:06
[12/25 03:35:40] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1103 s / img. ETA=0:04:00
[12/25 03:35:45] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1103 s / img. ETA=0:03:54
[12/25 03:35:51] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1104 s / img. ETA=0:03:49
[12/25 03:35:56] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1104 s / img. ETA=0:03:43
[12/25 03:36:02] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1107 s / img. ETA=0:03:38
[12/25 03:36:07] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1106 s / img. ETA=0:03:33
[12/25 03:36:13] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1108 s / img. ETA=0:03:27
[12/25 03:36:18] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1106 s / img. ETA=0:03:22
[12/25 03:36:24] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1109 s / img. ETA=0:03:16
[12/25 03:36:30] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1110 s / img. ETA=0:03:11
[12/25 03:36:35] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1110 s / img. ETA=0:03:05
[12/25 03:36:41] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1108 s / img. ETA=0:03:00
[12/25 03:36:46] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1108 s / img. ETA=0:02:54
[12/25 03:36:52] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1106 s / img. ETA=0:02:48
[12/25 03:36:57] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1106 s / img. ETA=0:02:43
[12/25 03:37:03] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1107 s / img. ETA=0:02:37
[12/25 03:37:08] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1107 s / img. ETA=0:02:32
[12/25 03:37:14] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1107 s / img. ETA=0:02:26
[12/25 03:37:19] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1107 s / img. ETA=0:02:21
[12/25 03:37:25] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1106 s / img. ETA=0:02:15
[12/25 03:37:30] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1107 s / img. ETA=0:02:10
[12/25 03:37:36] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1108 s / img. ETA=0:02:04
[12/25 03:37:42] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1109 s / img. ETA=0:01:59
[12/25 03:37:47] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1109 s / img. ETA=0:01:53
[12/25 03:37:53] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1112 s / img. ETA=0:01:48
[12/25 03:38:03] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1140 s / img. ETA=0:01:45
[12/25 03:38:10] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1148 s / img. ETA=0:01:40
[12/25 03:38:16] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1149 s / img. ETA=0:01:34
[12/25 03:38:22] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1148 s / img. ETA=0:01:29
[12/25 03:38:27] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1148 s / img. ETA=0:01:23
[12/25 03:38:33] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1147 s / img. ETA=0:01:17
[12/25 03:38:38] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1146 s / img. ETA=0:01:11
[12/25 03:38:44] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1145 s / img. ETA=0:01:05
[12/25 03:38:50] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1145 s / img. ETA=0:01:00
[12/25 03:38:55] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1144 s / img. ETA=0:00:54
[12/25 03:39:01] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1144 s / img. ETA=0:00:48
[12/25 03:39:07] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1144 s / img. ETA=0:00:43
[12/25 03:39:12] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1143 s / img. ETA=0:00:37
[12/25 03:39:18] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1143 s / img. ETA=0:00:31
[12/25 03:39:23] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1141 s / img. ETA=0:00:25
[12/25 03:39:29] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1141 s / img. ETA=0:00:20
[12/25 03:39:35] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1141 s / img. ETA=0:00:14
[12/25 03:39:40] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1140 s / img. ETA=0:00:08
[12/25 03:39:46] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1140 s / img. ETA=0:00:02
[12/25 03:39:49] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:42 (0.114124 s / img per device, on 2 devices)
[12/25 03:39:49] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:36 (0.111976 s / img per device, on 2 devices)
[12/25 03:45:35] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 03:45:35] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 03:45:35] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 03:45:35] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 03:45:35] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 03:45:36] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 03:45:36] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 03:45:36] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 03:45:38] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 03:45:48] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1133 s / img. ETA=0:04:34
[12/25 03:45:54] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1138 s / img. ETA=0:04:30
[12/25 03:45:59] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1127 s / img. ETA=0:04:22
[12/25 03:46:05] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1126 s / img. ETA=0:04:16
[12/25 03:46:10] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1116 s / img. ETA=0:04:08
[12/25 03:46:16] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1114 s / img. ETA=0:04:02
[12/25 03:46:21] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1114 s / img. ETA=0:03:56
[12/25 03:46:27] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1114 s / img. ETA=0:03:51
[12/25 03:46:32] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1112 s / img. ETA=0:03:45
[12/25 03:46:38] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1111 s / img. ETA=0:03:39
[12/25 03:46:43] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1110 s / img. ETA=0:03:33
[12/25 03:46:49] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1111 s / img. ETA=0:03:28
[12/25 03:46:54] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1110 s / img. ETA=0:03:22
[12/25 03:47:00] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1111 s / img. ETA=0:03:17
[12/25 03:47:06] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1112 s / img. ETA=0:03:11
[12/25 03:47:11] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1111 s / img. ETA=0:03:06
[12/25 03:47:16] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1110 s / img. ETA=0:03:00
[12/25 03:47:22] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1109 s / img. ETA=0:02:54
[12/25 03:47:27] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1107 s / img. ETA=0:02:48
[12/25 03:47:33] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1107 s / img. ETA=0:02:43
[12/25 03:47:38] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1107 s / img. ETA=0:02:37
[12/25 03:47:44] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1108 s / img. ETA=0:02:32
[12/25 03:47:49] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1107 s / img. ETA=0:02:26
[12/25 03:47:55] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1108 s / img. ETA=0:02:21
[12/25 03:48:01] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1107 s / img. ETA=0:02:15
[12/25 03:48:06] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1107 s / img. ETA=0:02:10
[12/25 03:48:12] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1109 s / img. ETA=0:02:04
[12/25 03:48:17] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1109 s / img. ETA=0:01:59
[12/25 03:48:23] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1110 s / img. ETA=0:01:53
[12/25 03:48:29] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1111 s / img. ETA=0:01:48
[12/25 03:48:34] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1112 s / img. ETA=0:01:42
[12/25 03:48:40] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1112 s / img. ETA=0:01:37
[12/25 03:48:46] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1112 s / img. ETA=0:01:31
[12/25 03:48:51] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1113 s / img. ETA=0:01:26
[12/25 03:48:57] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1114 s / img. ETA=0:01:20
[12/25 03:49:03] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1115 s / img. ETA=0:01:15
[12/25 03:49:09] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1116 s / img. ETA=0:01:09
[12/25 03:49:14] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1117 s / img. ETA=0:01:04
[12/25 03:49:20] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1117 s / img. ETA=0:00:58
[12/25 03:49:26] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1117 s / img. ETA=0:00:53
[12/25 03:49:31] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1119 s / img. ETA=0:00:47
[12/25 03:49:37] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1120 s / img. ETA=0:00:42
[12/25 03:49:43] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1119 s / img. ETA=0:00:36
[12/25 03:49:49] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1120 s / img. ETA=0:00:30
[12/25 03:49:54] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1120 s / img. ETA=0:00:25
[12/25 03:50:00] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1120 s / img. ETA=0:00:19
[12/25 03:50:05] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1121 s / img. ETA=0:00:14
[12/25 03:50:11] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1121 s / img. ETA=0:00:08
[12/25 03:50:17] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1122 s / img. ETA=0:00:02
[12/25 03:50:20] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:37 (0.112100 s / img per device, on 2 devices)
[12/25 03:50:20] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:32 (0.110179 s / img per device, on 2 devices)
[12/25 03:56:06] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 03:56:06] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 03:56:06] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 03:56:06] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 03:56:06] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 03:56:07] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 03:56:07] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 03:56:07] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 03:56:09] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 03:56:19] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1120 s / img. ETA=0:04:31
[12/25 03:56:25] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1124 s / img. ETA=0:04:27
[12/25 03:56:30] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1114 s / img. ETA=0:04:19
[12/25 03:56:36] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1115 s / img. ETA=0:04:13
[12/25 03:56:41] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1108 s / img. ETA=0:04:06
[12/25 03:56:47] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1108 s / img. ETA=0:04:01
[12/25 03:56:52] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1109 s / img. ETA=0:03:55
[12/25 03:56:58] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1108 s / img. ETA=0:03:50
[12/25 03:57:03] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1108 s / img. ETA=0:03:44
[12/25 03:57:09] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1110 s / img. ETA=0:03:39
[12/25 03:57:14] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1110 s / img. ETA=0:03:33
[12/25 03:57:20] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1110 s / img. ETA=0:03:28
[12/25 03:57:25] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1108 s / img. ETA=0:03:22
[12/25 03:57:31] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1109 s / img. ETA=0:03:16
[12/25 03:57:37] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1109 s / img. ETA=0:03:11
[12/25 03:57:42] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1107 s / img. ETA=0:03:05
[12/25 03:57:47] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1106 s / img. ETA=0:02:59
[12/25 03:57:53] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1107 s / img. ETA=0:02:54
[12/25 03:57:58] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1105 s / img. ETA=0:02:48
[12/25 03:58:04] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1105 s / img. ETA=0:02:43
[12/25 03:58:09] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1105 s / img. ETA=0:02:37
[12/25 03:58:15] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1105 s / img. ETA=0:02:32
[12/25 03:58:20] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1104 s / img. ETA=0:02:26
[12/25 03:58:26] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1105 s / img. ETA=0:02:20
[12/25 03:58:31] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1103 s / img. ETA=0:02:15
[12/25 03:58:37] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1104 s / img. ETA=0:02:09
[12/25 03:58:43] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1105 s / img. ETA=0:02:04
[12/25 03:58:48] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1106 s / img. ETA=0:01:58
[12/25 03:58:54] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1106 s / img. ETA=0:01:53
[12/25 03:58:59] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1108 s / img. ETA=0:01:48
[12/25 03:59:06] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1114 s / img. ETA=0:01:43
[12/25 03:59:15] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1135 s / img. ETA=0:01:39
[12/25 03:59:22] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1144 s / img. ETA=0:01:34
[12/25 03:59:28] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1145 s / img. ETA=0:01:28
[12/25 03:59:34] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1146 s / img. ETA=0:01:23
[12/25 03:59:39] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1144 s / img. ETA=0:01:17
[12/25 03:59:45] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1144 s / img. ETA=0:01:11
[12/25 03:59:50] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1143 s / img. ETA=0:01:05
[12/25 03:59:56] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1141 s / img. ETA=0:01:00
[12/25 04:00:01] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1140 s / img. ETA=0:00:54
[12/25 04:00:07] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1141 s / img. ETA=0:00:48
[12/25 04:00:13] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1140 s / img. ETA=0:00:42
[12/25 04:00:18] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1139 s / img. ETA=0:00:37
[12/25 04:00:24] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1138 s / img. ETA=0:00:31
[12/25 04:00:29] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1137 s / img. ETA=0:00:25
[12/25 04:00:35] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1137 s / img. ETA=0:00:20
[12/25 04:00:40] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1136 s / img. ETA=0:00:14
[12/25 04:00:46] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1136 s / img. ETA=0:00:08
[12/25 04:00:52] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1136 s / img. ETA=0:00:02
[12/25 04:00:55] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:40 (0.113314 s / img per device, on 2 devices)
[12/25 04:00:55] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:35 (0.111545 s / img per device, on 2 devices)
[12/25 04:06:27] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 04:06:27] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 04:06:27] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 04:06:27] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 04:06:27] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 04:06:28] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 04:06:28] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 04:06:28] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 04:06:29] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 04:06:40] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1118 s / img. ETA=0:04:31
[12/25 04:06:45] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1123 s / img. ETA=0:04:26
[12/25 04:06:51] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1114 s / img. ETA=0:04:19
[12/25 04:06:56] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1111 s / img. ETA=0:04:12
[12/25 04:07:02] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1102 s / img. ETA=0:04:05
[12/25 04:07:07] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1101 s / img. ETA=0:03:59
[12/25 04:07:13] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1101 s / img. ETA=0:03:54
[12/25 04:07:18] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1101 s / img. ETA=0:03:48
[12/25 04:07:23] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1100 s / img. ETA=0:03:42
[12/25 04:07:29] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1100 s / img. ETA=0:03:37
[12/25 04:07:35] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1100 s / img. ETA=0:03:31
[12/25 04:07:40] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1101 s / img. ETA=0:03:26
[12/25 04:07:45] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1100 s / img. ETA=0:03:20
[12/25 04:07:51] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1103 s / img. ETA=0:03:15
[12/25 04:07:57] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1103 s / img. ETA=0:03:10
[12/25 04:08:02] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1102 s / img. ETA=0:03:04
[12/25 04:08:08] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1101 s / img. ETA=0:02:59
[12/25 04:08:13] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1102 s / img. ETA=0:02:53
[12/25 04:08:18] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1100 s / img. ETA=0:02:47
[12/25 04:08:24] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1100 s / img. ETA=0:02:42
[12/25 04:08:29] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1100 s / img. ETA=0:02:36
[12/25 04:08:35] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1102 s / img. ETA=0:02:31
[12/25 04:08:41] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1101 s / img. ETA=0:02:25
[12/25 04:08:46] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1102 s / img. ETA=0:02:20
[12/25 04:08:52] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1101 s / img. ETA=0:02:15
[12/25 04:08:57] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1102 s / img. ETA=0:02:09
[12/25 04:09:03] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1103 s / img. ETA=0:02:04
[12/25 04:09:08] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1104 s / img. ETA=0:01:58
[12/25 04:09:14] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1104 s / img. ETA=0:01:53
[12/25 04:09:20] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1105 s / img. ETA=0:01:47
[12/25 04:09:30] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1137 s / img. ETA=0:01:45
[12/25 04:09:38] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1148 s / img. ETA=0:01:40
[12/25 04:09:43] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1149 s / img. ETA=0:01:34
[12/25 04:09:49] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1148 s / img. ETA=0:01:29
[12/25 04:09:55] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1148 s / img. ETA=0:01:23
[12/25 04:10:00] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1146 s / img. ETA=0:01:17
[12/25 04:10:06] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1145 s / img. ETA=0:01:11
[12/25 04:10:11] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1144 s / img. ETA=0:01:05
[12/25 04:10:17] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1143 s / img. ETA=0:01:00
[12/25 04:10:22] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1141 s / img. ETA=0:00:54
[12/25 04:10:28] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1142 s / img. ETA=0:00:48
[12/25 04:10:34] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1141 s / img. ETA=0:00:42
[12/25 04:10:39] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1140 s / img. ETA=0:00:37
[12/25 04:10:45] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1139 s / img. ETA=0:00:31
[12/25 04:10:50] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1138 s / img. ETA=0:00:25
[12/25 04:10:56] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1138 s / img. ETA=0:00:20
[12/25 04:11:01] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1137 s / img. ETA=0:00:14
[12/25 04:11:07] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1137 s / img. ETA=0:00:08
[12/25 04:11:12] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1137 s / img. ETA=0:00:02
[12/25 04:11:16] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:41 (0.113719 s / img per device, on 2 devices)
[12/25 04:11:16] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:35 (0.111604 s / img per device, on 2 devices)
[12/25 04:16:52] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 04:16:52] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 04:16:52] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 04:16:52] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 04:16:52] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 04:16:53] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 04:16:53] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 04:16:53] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 04:16:55] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 04:17:05] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1117 s / img. ETA=0:04:31
[12/25 04:17:11] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1116 s / img. ETA=0:04:25
[12/25 04:17:16] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1107 s / img. ETA=0:04:17
[12/25 04:17:22] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1108 s / img. ETA=0:04:12
[12/25 04:17:27] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1102 s / img. ETA=0:04:05
[12/25 04:17:32] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1100 s / img. ETA=0:03:59
[12/25 04:17:38] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1100 s / img. ETA=0:03:53
[12/25 04:17:43] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1100 s / img. ETA=0:03:48
[12/25 04:17:49] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1098 s / img. ETA=0:03:42
[12/25 04:17:54] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1099 s / img. ETA=0:03:37
[12/25 04:18:00] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1100 s / img. ETA=0:03:31
[12/25 04:18:06] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1102 s / img. ETA=0:03:26
[12/25 04:18:11] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1100 s / img. ETA=0:03:20
[12/25 04:18:17] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1103 s / img. ETA=0:03:15
[12/25 04:18:22] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1104 s / img. ETA=0:03:10
[12/25 04:18:28] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1104 s / img. ETA=0:03:05
[12/25 04:18:33] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1102 s / img. ETA=0:02:59
[12/25 04:18:39] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1102 s / img. ETA=0:02:53
[12/25 04:18:44] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1101 s / img. ETA=0:02:48
[12/25 04:18:49] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1100 s / img. ETA=0:02:42
[12/25 04:18:55] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1101 s / img. ETA=0:02:37
[12/25 04:19:01] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1102 s / img. ETA=0:02:31
[12/25 04:19:06] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1101 s / img. ETA=0:02:25
[12/25 04:19:12] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1102 s / img. ETA=0:02:20
[12/25 04:19:17] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1101 s / img. ETA=0:02:14
[12/25 04:19:23] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1101 s / img. ETA=0:02:09
[12/25 04:19:28] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1103 s / img. ETA=0:02:04
[12/25 04:19:34] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1104 s / img. ETA=0:01:58
[12/25 04:19:39] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1103 s / img. ETA=0:01:53
[12/25 04:19:46] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1112 s / img. ETA=0:01:48
[12/25 04:19:56] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1141 s / img. ETA=0:01:45
[12/25 04:20:03] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1147 s / img. ETA=0:01:40
[12/25 04:20:09] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1147 s / img. ETA=0:01:34
[12/25 04:20:14] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1146 s / img. ETA=0:01:28
[12/25 04:20:20] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1145 s / img. ETA=0:01:23
[12/25 04:20:25] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1143 s / img. ETA=0:01:17
[12/25 04:20:31] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1143 s / img. ETA=0:01:11
[12/25 04:20:36] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1141 s / img. ETA=0:01:05
[12/25 04:20:42] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1140 s / img. ETA=0:00:59
[12/25 04:20:47] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1139 s / img. ETA=0:00:54
[12/25 04:20:53] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1139 s / img. ETA=0:00:48
[12/25 04:20:59] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1139 s / img. ETA=0:00:42
[12/25 04:21:04] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1137 s / img. ETA=0:00:37
[12/25 04:21:09] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1137 s / img. ETA=0:00:31
[12/25 04:21:15] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1135 s / img. ETA=0:00:25
[12/25 04:21:21] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1135 s / img. ETA=0:00:19
[12/25 04:21:26] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1134 s / img. ETA=0:00:14
[12/25 04:21:32] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1134 s / img. ETA=0:00:08
[12/25 04:21:37] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1135 s / img. ETA=0:00:02
[12/25 04:21:41] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:40 (0.113314 s / img per device, on 2 devices)
[12/25 04:21:41] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:35 (0.111420 s / img per device, on 2 devices)
[12/25 04:27:19] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 04:27:19] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 04:27:19] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 04:27:19] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 04:27:19] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 04:27:20] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 04:27:20] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 04:27:20] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 04:27:21] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 04:27:32] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1105 s / img. ETA=0:04:28
[12/25 04:27:37] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1116 s / img. ETA=0:04:25
[12/25 04:27:43] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1107 s / img. ETA=0:04:17
[12/25 04:27:48] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1107 s / img. ETA=0:04:12
[12/25 04:27:54] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1101 s / img. ETA=0:04:05
[12/25 04:27:59] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1101 s / img. ETA=0:03:59
[12/25 04:28:05] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1101 s / img. ETA=0:03:54
[12/25 04:28:10] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1099 s / img. ETA=0:03:48
[12/25 04:28:15] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1097 s / img. ETA=0:03:42
[12/25 04:28:21] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1098 s / img. ETA=0:03:37
[12/25 04:28:26] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1097 s / img. ETA=0:03:31
[12/25 04:28:32] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1099 s / img. ETA=0:03:26
[12/25 04:28:37] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1097 s / img. ETA=0:03:20
[12/25 04:28:43] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1100 s / img. ETA=0:03:15
[12/25 04:28:49] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1101 s / img. ETA=0:03:10
[12/25 04:28:54] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1100 s / img. ETA=0:03:04
[12/25 04:28:59] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1098 s / img. ETA=0:02:58
[12/25 04:29:05] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1099 s / img. ETA=0:02:53
[12/25 04:29:10] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1097 s / img. ETA=0:02:47
[12/25 04:29:16] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1097 s / img. ETA=0:02:41
[12/25 04:29:21] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1097 s / img. ETA=0:02:36
[12/25 04:29:27] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1099 s / img. ETA=0:02:31
[12/25 04:29:32] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1098 s / img. ETA=0:02:25
[12/25 04:29:38] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1099 s / img. ETA=0:02:20
[12/25 04:29:43] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1099 s / img. ETA=0:02:14
[12/25 04:29:49] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1100 s / img. ETA=0:02:09
[12/25 04:29:55] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1101 s / img. ETA=0:02:03
[12/25 04:30:00] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1101 s / img. ETA=0:01:58
[12/25 04:30:06] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1102 s / img. ETA=0:01:53
[12/25 04:30:11] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1102 s / img. ETA=0:01:47
[12/25 04:30:17] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1103 s / img. ETA=0:01:42
[12/25 04:30:23] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1103 s / img. ETA=0:01:36
[12/25 04:30:28] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1104 s / img. ETA=0:01:31
[12/25 04:30:34] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1104 s / img. ETA=0:01:25
[12/25 04:30:41] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1111 s / img. ETA=0:01:20
[12/25 04:30:50] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1133 s / img. ETA=0:01:16
[12/25 04:30:57] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1139 s / img. ETA=0:01:11
[12/25 04:31:03] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1139 s / img. ETA=0:01:05
[12/25 04:31:08] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1139 s / img. ETA=0:00:59
[12/25 04:31:14] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1138 s / img. ETA=0:00:54
[12/25 04:31:19] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1138 s / img. ETA=0:00:48
[12/25 04:31:25] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1138 s / img. ETA=0:00:42
[12/25 04:31:30] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1136 s / img. ETA=0:00:37
[12/25 04:31:36] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1135 s / img. ETA=0:00:31
[12/25 04:31:41] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1134 s / img. ETA=0:00:25
[12/25 04:31:47] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1134 s / img. ETA=0:00:19
[12/25 04:31:52] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1134 s / img. ETA=0:00:14
[12/25 04:31:58] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1133 s / img. ETA=0:00:08
[12/25 04:32:04] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1133 s / img. ETA=0:00:02
[12/25 04:32:07] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:40 (0.113314 s / img per device, on 2 devices)
[12/25 04:32:07] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:34 (0.111268 s / img per device, on 2 devices)
[12/25 04:37:47] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 04:37:47] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 04:37:47] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 04:37:47] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 04:37:47] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 04:37:48] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 04:37:48] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 04:37:48] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 04:37:49] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 04:38:00] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1123 s / img. ETA=0:04:32
[12/25 04:38:05] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1121 s / img. ETA=0:04:26
[12/25 04:38:11] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1111 s / img. ETA=0:04:18
[12/25 04:38:16] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1110 s / img. ETA=0:04:12
[12/25 04:38:22] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1101 s / img. ETA=0:04:05
[12/25 04:38:27] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1097 s / img. ETA=0:03:58
[12/25 04:38:33] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1098 s / img. ETA=0:03:53
[12/25 04:38:38] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1098 s / img. ETA=0:03:47
[12/25 04:38:44] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1097 s / img. ETA=0:03:42
[12/25 04:38:49] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1098 s / img. ETA=0:03:36
[12/25 04:38:55] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1098 s / img. ETA=0:03:31
[12/25 04:39:00] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1099 s / img. ETA=0:03:26
[12/25 04:39:06] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1099 s / img. ETA=0:03:20
[12/25 04:39:11] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1101 s / img. ETA=0:03:15
[12/25 04:39:17] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1103 s / img. ETA=0:03:10
[12/25 04:39:22] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1102 s / img. ETA=0:03:04
[12/25 04:39:28] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1101 s / img. ETA=0:02:59
[12/25 04:39:33] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1101 s / img. ETA=0:02:53
[12/25 04:39:39] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1100 s / img. ETA=0:02:47
[12/25 04:39:44] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1100 s / img. ETA=0:02:42
[12/25 04:39:50] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1100 s / img. ETA=0:02:36
[12/25 04:39:55] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1100 s / img. ETA=0:02:31
[12/25 04:40:01] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1100 s / img. ETA=0:02:25
[12/25 04:40:06] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1100 s / img. ETA=0:02:20
[12/25 04:40:12] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1100 s / img. ETA=0:02:14
[12/25 04:40:17] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1100 s / img. ETA=0:02:09
[12/25 04:40:23] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1102 s / img. ETA=0:02:04
[12/25 04:40:29] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1102 s / img. ETA=0:01:58
[12/25 04:40:34] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1103 s / img. ETA=0:01:53
[12/25 04:40:40] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1103 s / img. ETA=0:01:47
[12/25 04:40:45] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1105 s / img. ETA=0:01:42
[12/25 04:40:51] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1106 s / img. ETA=0:01:36
[12/25 04:40:57] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1107 s / img. ETA=0:01:31
[12/25 04:41:03] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1109 s / img. ETA=0:01:26
[12/25 04:41:08] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1110 s / img. ETA=0:01:20
[12/25 04:41:14] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1110 s / img. ETA=0:01:15
[12/25 04:41:20] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1111 s / img. ETA=0:01:09
[12/25 04:41:25] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1112 s / img. ETA=0:01:04
[12/25 04:41:31] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1112 s / img. ETA=0:00:58
[12/25 04:41:37] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1112 s / img. ETA=0:00:52
[12/25 04:41:43] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1114 s / img. ETA=0:00:47
[12/25 04:41:48] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1115 s / img. ETA=0:00:41
[12/25 04:41:54] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1115 s / img. ETA=0:00:36
[12/25 04:42:00] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1115 s / img. ETA=0:00:30
[12/25 04:42:05] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1115 s / img. ETA=0:00:25
[12/25 04:42:11] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1116 s / img. ETA=0:00:19
[12/25 04:42:17] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1116 s / img. ETA=0:00:14
[12/25 04:42:22] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1117 s / img. ETA=0:00:08
[12/25 04:42:28] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1117 s / img. ETA=0:00:02
[12/25 04:42:31] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:36 (0.111696 s / img per device, on 2 devices)
[12/25 04:42:31] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:31 (0.109740 s / img per device, on 2 devices)
[12/25 04:48:16] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 04:48:16] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 04:48:16] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 04:48:16] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 04:48:16] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 04:48:17] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 04:48:17] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 04:48:17] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 04:48:18] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 04:48:29] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1107 s / img. ETA=0:04:28
[12/25 04:48:34] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1119 s / img. ETA=0:04:25
[12/25 04:48:40] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1116 s / img. ETA=0:04:19
[12/25 04:48:45] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1116 s / img. ETA=0:04:13
[12/25 04:48:51] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1105 s / img. ETA=0:04:06
[12/25 04:48:56] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1103 s / img. ETA=0:03:59
[12/25 04:49:02] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1104 s / img. ETA=0:03:54
[12/25 04:49:07] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1103 s / img. ETA=0:03:49
[12/25 04:49:13] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1102 s / img. ETA=0:03:43
[12/25 04:49:18] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1101 s / img. ETA=0:03:37
[12/25 04:49:24] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1101 s / img. ETA=0:03:31
[12/25 04:49:29] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1102 s / img. ETA=0:03:26
[12/25 04:49:34] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1100 s / img. ETA=0:03:20
[12/25 04:49:40] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1101 s / img. ETA=0:03:15
[12/25 04:49:46] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1102 s / img. ETA=0:03:10
[12/25 04:49:51] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1102 s / img. ETA=0:03:04
[12/25 04:49:57] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1100 s / img. ETA=0:02:58
[12/25 04:50:02] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1100 s / img. ETA=0:02:53
[12/25 04:50:07] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1098 s / img. ETA=0:02:47
[12/25 04:50:13] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1097 s / img. ETA=0:02:41
[12/25 04:50:18] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1098 s / img. ETA=0:02:36
[12/25 04:50:24] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1098 s / img. ETA=0:02:31
[12/25 04:50:29] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1097 s / img. ETA=0:02:25
[12/25 04:50:35] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1098 s / img. ETA=0:02:20
[12/25 04:50:40] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1098 s / img. ETA=0:02:14
[12/25 04:50:46] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1099 s / img. ETA=0:02:09
[12/25 04:50:51] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1100 s / img. ETA=0:02:03
[12/25 04:50:57] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1100 s / img. ETA=0:01:58
[12/25 04:51:03] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1101 s / img. ETA=0:01:52
[12/25 04:51:08] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1102 s / img. ETA=0:01:47
[12/25 04:51:14] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1102 s / img. ETA=0:01:42
[12/25 04:51:19] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1103 s / img. ETA=0:01:36
[12/25 04:51:25] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1103 s / img. ETA=0:01:31
[12/25 04:51:31] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1104 s / img. ETA=0:01:25
[12/25 04:51:36] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1104 s / img. ETA=0:01:20
[12/25 04:51:42] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1104 s / img. ETA=0:01:14
[12/25 04:51:47] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1104 s / img. ETA=0:01:09
[12/25 04:51:56] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1123 s / img. ETA=0:01:04
[12/25 04:52:04] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1136 s / img. ETA=0:00:59
[12/25 04:52:10] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1137 s / img. ETA=0:00:54
[12/25 04:52:16] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1138 s / img. ETA=0:00:48
[12/25 04:52:22] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1138 s / img. ETA=0:00:42
[12/25 04:52:27] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1136 s / img. ETA=0:00:37
[12/25 04:52:33] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1135 s / img. ETA=0:00:31
[12/25 04:52:38] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1134 s / img. ETA=0:00:25
[12/25 04:52:44] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1134 s / img. ETA=0:00:19
[12/25 04:52:49] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1133 s / img. ETA=0:00:14
[12/25 04:52:55] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1132 s / img. ETA=0:00:08
[12/25 04:53:00] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1133 s / img. ETA=0:00:02
[12/25 04:53:04] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:40 (0.113314 s / img per device, on 2 devices)
[12/25 04:53:04] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:34 (0.111182 s / img per device, on 2 devices)
[12/25 04:58:47] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 04:58:47] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 04:58:47] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 04:58:47] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 04:58:47] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 04:58:48] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 04:58:48] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 04:58:48] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 04:58:49] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 04:59:00] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1101 s / img. ETA=0:04:27
[12/25 04:59:05] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1104 s / img. ETA=0:04:22
[12/25 04:59:11] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1103 s / img. ETA=0:04:16
[12/25 04:59:16] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1102 s / img. ETA=0:04:10
[12/25 04:59:21] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1095 s / img. ETA=0:04:03
[12/25 04:59:27] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1093 s / img. ETA=0:03:57
[12/25 04:59:32] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1095 s / img. ETA=0:03:52
[12/25 04:59:38] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1094 s / img. ETA=0:03:47
[12/25 04:59:43] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1093 s / img. ETA=0:03:41
[12/25 04:59:49] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1094 s / img. ETA=0:03:36
[12/25 04:59:54] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1094 s / img. ETA=0:03:30
[12/25 05:00:00] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1097 s / img. ETA=0:03:25
[12/25 05:00:05] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1096 s / img. ETA=0:03:20
[12/25 05:00:11] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1098 s / img. ETA=0:03:15
[12/25 05:00:17] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1100 s / img. ETA=0:03:09
[12/25 05:00:22] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1099 s / img. ETA=0:03:04
[12/25 05:00:27] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1097 s / img. ETA=0:02:58
[12/25 05:00:33] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1098 s / img. ETA=0:02:53
[12/25 05:00:38] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1096 s / img. ETA=0:02:47
[12/25 05:00:44] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1095 s / img. ETA=0:02:41
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[12/25 05:01:00] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1097 s / img. ETA=0:02:25
[12/25 05:01:06] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1098 s / img. ETA=0:02:20
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[12/25 05:01:28] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1100 s / img. ETA=0:01:58
[12/25 05:01:34] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1100 s / img. ETA=0:01:52
[12/25 05:01:39] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1102 s / img. ETA=0:01:47
[12/25 05:01:45] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1103 s / img. ETA=0:01:42
[12/25 05:01:51] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1103 s / img. ETA=0:01:36
[12/25 05:01:56] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1103 s / img. ETA=0:01:31
[12/25 05:02:02] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1104 s / img. ETA=0:01:25
[12/25 05:02:08] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1106 s / img. ETA=0:01:20
[12/25 05:02:13] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1106 s / img. ETA=0:01:14
[12/25 05:02:19] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1106 s / img. ETA=0:01:09
[12/25 05:02:24] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1107 s / img. ETA=0:01:03
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[12/25 05:02:35] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1107 s / img. ETA=0:00:52
[12/25 05:02:41] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1108 s / img. ETA=0:00:47
[12/25 05:02:47] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1109 s / img. ETA=0:00:41
[12/25 05:02:52] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1109 s / img. ETA=0:00:36
[12/25 05:02:58] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1109 s / img. ETA=0:00:30
[12/25 05:03:04] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1109 s / img. ETA=0:00:25
[12/25 05:03:09] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1110 s / img. ETA=0:00:19
[12/25 05:03:15] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1110 s / img. ETA=0:00:13
[12/25 05:03:21] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1110 s / img. ETA=0:00:08
[12/25 05:03:26] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1111 s / img. ETA=0:00:02
[12/25 05:03:29] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:34 (0.110886 s / img per device, on 2 devices)
[12/25 05:03:29] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:29 (0.109094 s / img per device, on 2 devices)
[12/25 05:09:09] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 05:09:09] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 05:09:09] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 05:09:09] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 05:09:09] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 05:09:10] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 05:09:10] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 05:09:10] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 05:09:11] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 05:09:21] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1123 s / img. ETA=0:04:32
[12/25 05:09:27] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1115 s / img. ETA=0:04:24
[12/25 05:09:32] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1105 s / img. ETA=0:04:17
[12/25 05:09:38] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1101 s / img. ETA=0:04:10
[12/25 05:09:43] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1093 s / img. ETA=0:04:03
[12/25 05:09:48] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1092 s / img. ETA=0:03:57
[12/25 05:09:54] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1093 s / img. ETA=0:03:52
[12/25 05:09:59] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1093 s / img. ETA=0:03:46
[12/25 05:10:05] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1093 s / img. ETA=0:03:41
[12/25 05:10:10] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1095 s / img. ETA=0:03:36
[12/25 05:10:16] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1096 s / img. ETA=0:03:31
[12/25 05:10:22] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1097 s / img. ETA=0:03:25
[12/25 05:10:27] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1096 s / img. ETA=0:03:20
[12/25 05:10:33] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1098 s / img. ETA=0:03:14
[12/25 05:10:38] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1099 s / img. ETA=0:03:09
[12/25 05:10:44] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1098 s / img. ETA=0:03:04
[12/25 05:10:49] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1097 s / img. ETA=0:02:58
[12/25 05:10:55] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1099 s / img. ETA=0:02:53
[12/25 05:11:00] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1097 s / img. ETA=0:02:47
[12/25 05:11:05] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1096 s / img. ETA=0:02:41
[12/25 05:11:11] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1097 s / img. ETA=0:02:36
[12/25 05:11:16] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1098 s / img. ETA=0:02:31
[12/25 05:11:22] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1097 s / img. ETA=0:02:25
[12/25 05:11:27] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1098 s / img. ETA=0:02:20
[12/25 05:11:33] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1097 s / img. ETA=0:02:14
[12/25 05:11:38] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1098 s / img. ETA=0:02:09
[12/25 05:11:44] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1100 s / img. ETA=0:02:03
[12/25 05:11:50] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1104 s / img. ETA=0:01:58
[12/25 05:11:59] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1124 s / img. ETA=0:01:55
[12/25 05:12:06] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1138 s / img. ETA=0:01:51
[12/25 05:12:13] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1142 s / img. ETA=0:01:45
[12/25 05:12:18] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1142 s / img. ETA=0:01:40
[12/25 05:12:24] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1141 s / img. ETA=0:01:34
[12/25 05:12:29] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1140 s / img. ETA=0:01:28
[12/25 05:12:35] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1139 s / img. ETA=0:01:22
[12/25 05:12:40] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1138 s / img. ETA=0:01:16
[12/25 05:12:46] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1137 s / img. ETA=0:01:11
[12/25 05:12:52] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1138 s / img. ETA=0:01:05
[12/25 05:12:58] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1140 s / img. ETA=0:00:59
[12/25 05:13:03] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1139 s / img. ETA=0:00:54
[12/25 05:13:09] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1139 s / img. ETA=0:00:48
[12/25 05:13:15] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1140 s / img. ETA=0:00:42
[12/25 05:13:20] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1138 s / img. ETA=0:00:37
[12/25 05:13:26] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1138 s / img. ETA=0:00:31
[12/25 05:13:31] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1137 s / img. ETA=0:00:25
[12/25 05:13:37] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1136 s / img. ETA=0:00:20
[12/25 05:13:43] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1136 s / img. ETA=0:00:14
[12/25 05:13:48] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1136 s / img. ETA=0:00:08
[12/25 05:13:54] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1136 s / img. ETA=0:00:02
[12/25 05:13:57] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:40 (0.113314 s / img per device, on 2 devices)
[12/25 05:13:57] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:35 (0.111479 s / img per device, on 2 devices)
[12/25 05:14:20] detectron2.engine.hooks INFO: Overall training speed: 3597 iterations in 1:34:29 (1.5762 s / it)
[12/25 05:14:20] detectron2.engine.hooks INFO: Total training time: 3:07:58 (1:33:28 on hooks)
[12/25 05:14:21] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 05:14:21] detectron2.data.common INFO: Serializing 4952 elements to byte tensors and concatenating them all ...
[12/25 05:14:21] detectron2.data.common INFO: Serialized dataset takes 2.22 MiB
[12/25 05:14:21] defrcn.evaluation.evaluator INFO: Start initializing PCB module, please wait a seconds...
[12/25 05:14:21] defrcn.evaluation.calibration_layer INFO: Loading ImageNet Pre-train Model from ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
[12/25 05:14:22] defrcn.dataloader.dataset_mapper INFO: [DatasetMapper] Augmentations used in inference: [ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')]
[12/25 05:14:22] detectron2.data.common INFO: Serializing 25 elements to byte tensors and concatenating them all ...
[12/25 05:14:22] detectron2.data.common INFO: Serialized dataset takes 0.01 MiB
[12/25 05:14:23] defrcn.evaluation.evaluator INFO: Start inference on 2476 images
[12/25 05:14:33] defrcn.evaluation.evaluator INFO: Inference done 50/2476. 0.1106 s / img. ETA=0:04:28
[12/25 05:14:39] defrcn.evaluation.evaluator INFO: Inference done 100/2476. 0.1114 s / img. ETA=0:04:24
[12/25 05:14:45] defrcn.evaluation.evaluator INFO: Inference done 150/2476. 0.1108 s / img. ETA=0:04:17
[12/25 05:14:50] defrcn.evaluation.evaluator INFO: Inference done 200/2476. 0.1109 s / img. ETA=0:04:12
[12/25 05:14:55] defrcn.evaluation.evaluator INFO: Inference done 250/2476. 0.1101 s / img. ETA=0:04:05
[12/25 05:15:01] defrcn.evaluation.evaluator INFO: Inference done 300/2476. 0.1100 s / img. ETA=0:03:59
[12/25 05:15:06] defrcn.evaluation.evaluator INFO: Inference done 350/2476. 0.1102 s / img. ETA=0:03:54
[12/25 05:15:12] defrcn.evaluation.evaluator INFO: Inference done 400/2476. 0.1101 s / img. ETA=0:03:48
[12/25 05:15:17] defrcn.evaluation.evaluator INFO: Inference done 450/2476. 0.1101 s / img. ETA=0:03:43
[12/25 05:15:23] defrcn.evaluation.evaluator INFO: Inference done 500/2476. 0.1102 s / img. ETA=0:03:37
[12/25 05:15:28] defrcn.evaluation.evaluator INFO: Inference done 550/2476. 0.1101 s / img. ETA=0:03:31
[12/25 05:15:34] defrcn.evaluation.evaluator INFO: Inference done 600/2476. 0.1102 s / img. ETA=0:03:26
[12/25 05:15:39] defrcn.evaluation.evaluator INFO: Inference done 650/2476. 0.1100 s / img. ETA=0:03:20
[12/25 05:15:45] defrcn.evaluation.evaluator INFO: Inference done 700/2476. 0.1101 s / img. ETA=0:03:15
[12/25 05:15:51] defrcn.evaluation.evaluator INFO: Inference done 750/2476. 0.1102 s / img. ETA=0:03:10
[12/25 05:15:56] defrcn.evaluation.evaluator INFO: Inference done 800/2476. 0.1101 s / img. ETA=0:03:04
[12/25 05:16:01] defrcn.evaluation.evaluator INFO: Inference done 850/2476. 0.1099 s / img. ETA=0:02:58
[12/25 05:16:07] defrcn.evaluation.evaluator INFO: Inference done 900/2476. 0.1100 s / img. ETA=0:02:53
[12/25 05:16:12] defrcn.evaluation.evaluator INFO: Inference done 950/2476. 0.1098 s / img. ETA=0:02:47
[12/25 05:16:18] defrcn.evaluation.evaluator INFO: Inference done 1000/2476. 0.1098 s / img. ETA=0:02:42
[12/25 05:16:23] defrcn.evaluation.evaluator INFO: Inference done 1050/2476. 0.1098 s / img. ETA=0:02:36
[12/25 05:16:29] defrcn.evaluation.evaluator INFO: Inference done 1100/2476. 0.1099 s / img. ETA=0:02:31
[12/25 05:16:34] defrcn.evaluation.evaluator INFO: Inference done 1150/2476. 0.1098 s / img. ETA=0:02:25
[12/25 05:16:40] defrcn.evaluation.evaluator INFO: Inference done 1200/2476. 0.1099 s / img. ETA=0:02:20
[12/25 05:16:45] defrcn.evaluation.evaluator INFO: Inference done 1250/2476. 0.1098 s / img. ETA=0:02:14
[12/25 05:16:51] defrcn.evaluation.evaluator INFO: Inference done 1300/2476. 0.1099 s / img. ETA=0:02:09
[12/25 05:16:56] defrcn.evaluation.evaluator INFO: Inference done 1350/2476. 0.1100 s / img. ETA=0:02:03
[12/25 05:17:02] defrcn.evaluation.evaluator INFO: Inference done 1400/2476. 0.1101 s / img. ETA=0:01:58
[12/25 05:17:08] defrcn.evaluation.evaluator INFO: Inference done 1450/2476. 0.1101 s / img. ETA=0:01:52
[12/25 05:17:13] defrcn.evaluation.evaluator INFO: Inference done 1500/2476. 0.1102 s / img. ETA=0:01:47
[12/25 05:17:19] defrcn.evaluation.evaluator INFO: Inference done 1550/2476. 0.1103 s / img. ETA=0:01:42
[12/25 05:17:27] defrcn.evaluation.evaluator INFO: Inference done 1600/2476. 0.1119 s / img. ETA=0:01:38
[12/25 05:17:35] defrcn.evaluation.evaluator INFO: Inference done 1650/2476. 0.1137 s / img. ETA=0:01:33
[12/25 05:17:42] defrcn.evaluation.evaluator INFO: Inference done 1700/2476. 0.1141 s / img. ETA=0:01:28
[12/25 05:17:48] defrcn.evaluation.evaluator INFO: Inference done 1750/2476. 0.1142 s / img. ETA=0:01:22
[12/25 05:17:53] defrcn.evaluation.evaluator INFO: Inference done 1800/2476. 0.1141 s / img. ETA=0:01:17
[12/25 05:17:59] defrcn.evaluation.evaluator INFO: Inference done 1850/2476. 0.1140 s / img. ETA=0:01:11
[12/25 05:18:04] defrcn.evaluation.evaluator INFO: Inference done 1900/2476. 0.1139 s / img. ETA=0:01:05
[12/25 05:18:10] defrcn.evaluation.evaluator INFO: Inference done 1950/2476. 0.1138 s / img. ETA=0:00:59
[12/25 05:18:15] defrcn.evaluation.evaluator INFO: Inference done 2000/2476. 0.1137 s / img. ETA=0:00:54
[12/25 05:18:21] defrcn.evaluation.evaluator INFO: Inference done 2050/2476. 0.1137 s / img. ETA=0:00:48
[12/25 05:18:27] defrcn.evaluation.evaluator INFO: Inference done 2100/2476. 0.1137 s / img. ETA=0:00:42
[12/25 05:18:32] defrcn.evaluation.evaluator INFO: Inference done 2150/2476. 0.1136 s / img. ETA=0:00:37
[12/25 05:18:38] defrcn.evaluation.evaluator INFO: Inference done 2200/2476. 0.1135 s / img. ETA=0:00:31
[12/25 05:18:43] defrcn.evaluation.evaluator INFO: Inference done 2250/2476. 0.1134 s / img. ETA=0:00:25
[12/25 05:18:49] defrcn.evaluation.evaluator INFO: Inference done 2300/2476. 0.1135 s / img. ETA=0:00:19
[12/25 05:18:54] defrcn.evaluation.evaluator INFO: Inference done 2350/2476. 0.1134 s / img. ETA=0:00:14
[12/25 05:19:00] defrcn.evaluation.evaluator INFO: Inference done 2400/2476. 0.1134 s / img. ETA=0:00:08
[12/25 05:19:06] defrcn.evaluation.evaluator INFO: Inference done 2450/2476. 0.1134 s / img. ETA=0:00:02
[12/25 05:19:09] defrcn.evaluation.evaluator INFO: Total inference time: 0:04:40 (0.113314 s / img per device, on 2 devices)
[12/25 05:19:09] defrcn.evaluation.evaluator INFO: Total inference pure compute time: 0:04:35 (0.111347 s / img per device, on 2 devices)