Skip to content

Instantly share code, notes, and snippets.

@zhanghang1989

zhanghang1989/deformable_detr_dc5_torchvision_bs16.yaml

Last active May 1, 2021 16:44
Show Gist options
  • Save zhanghang1989/007539f76f27f4744601334413e148dc to your computer and use it in GitHub Desktop.
Save zhanghang1989/007539f76f27f4744601334413e148dc to your computer and use it in GitHub Desktop.
Download ZIP
Raw
deformable_detr_dc5_torchvision_bs16.yaml
MODEL:
META_ARCHITECTURE: "Detr"
WEIGHTS: "detectron2://ImageNetPretrained/torchvision/R-50.pkl"
PIXEL_MEAN: [123.675, 116.280, 103.530]
PIXEL_STD: [58.395, 57.120, 57.375]
MASK_ON: False
BACKBONE:
NAME: "build_resnet_backbone"
RESNETS:
DEPTH: 50
RES5_DILATION: 2
STRIDE_IN_1X1: False
OUT_FEATURES: ["res5"]
DETR:
NUM_CLASSES: 80
DEFORMABLE: True
CLS_WEIGHT: 2.0
DIM_FEEDFORWARD: 1024
GIOU_WEIGHT: 2.0
L1_WEIGHT: 5.0
NUM_OBJECT_QUERIES: 300
CENTERED_POSITION_ENCODIND: True
USE_FOCAL_LOSS: True
NUM_FEATURE_LEVELS: 1
DATASETS:
TRAIN: ("coco_2017_train",)
TEST: ("coco_2017_val",)
SOLVER:
IMS_PER_BATCH: 16
BASE_LR: 0.0002
STEPS: (295680,)
MAX_ITER: 369600
WARMUP_FACTOR: 1.0
WARMUP_ITERS: 10
WEIGHT_DECAY: 0.0001
OPTIMIZER: "ADAMW"
CLIP_GRADIENTS:
ENABLED: True
CLIP_TYPE: "full_model"
CLIP_VALUE: 0.1
NORM_TYPE: 2.0
LR_MULTIPLIER_OVERWRITE: [{'backbone': 0.1}, {'reference_points': 0.1, 'sampling_offsets': 0.1}]
INPUT:
MIN_SIZE_TRAIN: (480, 512, 544, 576, 608, 640, 672, 704, 736, 768, 800)
CROP:
ENABLED: True
TYPE: "absolute_range"
SIZE: (384, 600)
FORMAT: "RGB"
D2GO_DATA:
MAPPER:
NAME: "DETRDatasetMapper"
TEST:
EVAL_PERIOD: 4000
DATALOADER:
FILTER_EMPTY_ANNOTATIONS: False
NUM_WORKERS: 4
VERSION: 2
Raw
gistfile1.txt
This file has been truncated, but you can view the full file.
[02/06 19:45:33] d2go.core.setup WARNING: Override cfg.OUTPUT_DIR (./output) to be the same as output_dir manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train
[02/06 19:45:33] d2go.core.setup INFO: Initializing runner ...
[02/06 19:45:33] d2go.core.setup INFO: Using 8 processes per machine. Rank of current process: 0
[02/06 19:45:34] d2go.core.setup INFO: Environment info:
---------------------- --------------------------------------------------------------------------------------------------------------------------------
sys.platform linux
Python 3.7.5+ (default, Jan 24 2020, 11:19:43) [GCC 7.x 20200121 (Facebook) 8.x]
numpy 1.19.5
detectron2 1.0.fb_internal_placeholder @/mnt/xarfuse/uid-191919/047579c8-seed-da1f4c6e-cc22-4cc0-9228-95a1d8ed0c33-ns-4026534124/detectron2
Compiler clang 8.0.20181009
CUDA compiler CUDA 9.2
detectron2 arch flags /mnt/xarfuse/uid-191919/047579c8-seed-da1f4c6e-cc22-4cc0-9228-95a1d8ed0c33-ns-4026534124/detectron2/_C.so
DETECTRON2_ENV_MODULE <not set>
PyTorch 1.8.0a0fb @/mnt/xarfuse/uid-191919/047579c8-seed-da1f4c6e-cc22-4cc0-9228-95a1d8ed0c33-ns-4026534124/torch
PyTorch debug build False
GPU available True
GPU 0,1,2,3,4,5,6,7 Tesla V100-SXM2-16GB (arch=7.0)
CUDA_HOME None - invalid!
Pillow 6.2.1
torchvision 0.9.0a0fb @/mnt/xarfuse/uid-191919/047579c8-seed-da1f4c6e-cc22-4cc0-9228-95a1d8ed0c33-ns-4026534124/torchvision
torchvision arch flags /mnt/xarfuse/uid-191919/047579c8-seed-da1f4c6e-cc22-4cc0-9228-95a1d8ed0c33-ns-4026534124/torchvision/_C.so
fvcore 0.1.3
cv2 3.4.5
---------------------- --------------------------------------------------------------------------------------------------------------------------------
PyTorch built with:
- GCC 4.2
- C++ Version: 201703
- clang 8.0.20181009
- Intel(R) Math Kernel Library Version 2017.0.3 Product Build 20170413 for Intel(R) 64 architecture applications
- Intel(R) MKL-DNN v1.7.0 (Git Hash N/A)
- OpenMP 201511 (a.k.a. OpenMP 4.5)
- CPU capability usage: AVX2
- CUDA Runtime 9.2
- NVCC architecture flags: @NVCC_FLAGS_EXTRA@
- CuDNN 7.6.3
- Magma 2.5.2
- Build settings:
[02/06 19:45:34] d2go.core.setup INFO: Running with full config:
ABNORMAL_CHECKER:
ENABLED: False
CUDNN_BENCHMARK: False
D2GO_DATA:
AUG_OPS:
TEST: ['ResizeShortestEdgeOp']
TRAIN: ['ResizeShortestEdgeOp', 'RandomFlipOp']
DATASETS:
COCO_INJECTION:
IM_DIRS: []
JSON_FILES: []
NAMES: []
DYNAMIC_DATASETS: []
TEST_CATEGORIES: ()
TRAIN_CATEGORIES: ()
MAPPER:
BACKFILL_SIZE: False
CATCH_EXCEPTION: True
NAME: DETRDatasetMapper
RETRY: 3
TEST:
MAX_IMAGES: 0
SUBSET_SAMPLING: frontmost
DATALOADER:
ASPECT_RATIO_GROUPING: True
FILTER_EMPTY_ANNOTATIONS: False
NUM_WORKERS: 4
REPEAT_THRESHOLD: 0.0
SAMPLER_TRAIN: TrainingSampler
DATASETS:
PRECOMPUTED_PROPOSAL_TOPK_TEST: 1000
PRECOMPUTED_PROPOSAL_TOPK_TRAIN: 2000
PROPOSAL_FILES_TEST: ()
PROPOSAL_FILES_TRAIN: ()
TEST: ('coco_2017_val',)
TRAIN: ('coco_2017_train',)
TRAIN_REPEAT_FACTOR: []
EXPORT_CAFFE2:
USE_HEATMAP_MAX_KEYPOINT: False
GLOBAL:
HACK: 1.0
INPUT:
CROP:
ENABLED: True
SIZE: [384, 600]
TYPE: absolute_range
FORMAT: RGB
MASK_FORMAT: polygon
MAX_SIZE_TEST: 1333
MAX_SIZE_TRAIN: 1333
MIN_SIZE_TEST: 800
MIN_SIZE_TRAIN: (480, 512, 544, 576, 608, 640, 672, 704, 736, 768, 800)
MIN_SIZE_TRAIN_SAMPLING: choice
RANDOM_FLIP: horizontal
MODEL:
ANCHOR_GENERATOR:
ANGLES: [[-90, 0, 90]]
ASPECT_RATIOS: [[0.5, 1.0, 2.0]]
NAME: DefaultAnchorGenerator
OFFSET: 0.0
SIZES: [[32, 64, 128, 256, 512]]
BACKBONE:
FREEZE_AT: 2
NAME: build_resnet_backbone
BIFPN:
DEPTH_MULTIPLIER: 1
NORM: bn
NORM_ARGS: []
SCALE_FACTOR: 1
TOP_BLOCK_BEFORE_FPN: False
WIDTH_DIVISOR: 8
DDP_FIND_UNUSED_PARAMETERS: False
DETR:
CENTERED_POSITION_ENCODIND: True
CLS_WEIGHT: 2.0
DEC_LAYERS: 6
DEEP_SUPERVISION: True
DEFORMABLE: True
DIM_FEEDFORWARD: 1024
DROPOUT: 0.1
ENC_LAYERS: 6
FROZEN_WEIGHTS:
GIOU_WEIGHT: 2.0
HIDDEN_DIM: 256
L1_WEIGHT: 5.0
NHEADS: 8
NO_OBJECT_WEIGHT: 0.1
NUM_CLASSES: 80
NUM_FEATURE_LEVELS: 1
NUM_OBJECT_QUERIES: 300
PRE_NORM: False
USE_FOCAL_LOSS: True
DEVICE: cuda
FBNET:
ARCH: default
ARCH_DEF:
BN_TYPE: bn
DET_HEAD_BLOCKS: []
DET_HEAD_LAST_SCALE: 1.0
DET_HEAD_STRIDE: 0
DW_CONV_SKIP_BN: True
DW_CONV_SKIP_RELU: True
KPTS_HEAD_BLOCKS: []
KPTS_HEAD_LAST_SCALE: 0.0
KPTS_HEAD_STRIDE: 0
MASK_HEAD_BLOCKS: []
MASK_HEAD_LAST_SCALE: 0.0
MASK_HEAD_STRIDE: 0
NUM_GROUPS: 32
RPN_BN_TYPE:
RPN_HEAD_BLOCKS: 0
SCALE_FACTOR: 1.0
STEM_IN_CHANNELS: 3
WIDTH_DIVISOR: 1
FBNET_V2:
ARCH: default
ARCH_DEF: []
NORM: bn
NORM_ARGS: []
SCALE_FACTOR: 1.0
STEM_IN_CHANNELS: 3
WIDTH_DIVISOR: 1
FPN:
FUSE_TYPE: sum
IN_FEATURES: []
NORM:
OUT_CHANNELS: 256
FROZEN_LAYER_REG_EXP: []
KEYPOINT_ON: False
KMEANS_ANCHORS:
DATASETS: ()
KMEANS_ANCHORS_ON: False
NUM_CLUSTERS: 0
NUM_TRAINING_IMG: 0
RNG_SEED: 3
LOAD_PROPOSALS: False
MASK_ON: False
META_ARCHITECTURE: Detr
PANOPTIC_FPN:
COMBINE:
ENABLED: True
INSTANCES_CONFIDENCE_THRESH: 0.5
OVERLAP_THRESH: 0.5
STUFF_AREA_LIMIT: 4096
INSTANCE_LOSS_WEIGHT: 1.0
PIXEL_MEAN: [123.675, 116.28, 103.53]
PIXEL_STD: [58.395, 57.12, 57.375]
PROPOSAL_GENERATOR:
MIN_SIZE: 0
NAME: RPN
RESNETS:
DEFORM_MODULATED: False
DEFORM_NUM_GROUPS: 1
DEFORM_ON_PER_STAGE: [False, False, False, False]
DEPTH: 50
NORM: FrozenBN
NUM_GROUPS: 1
OUT_FEATURES: ['res2', 'res3', 'res4', 'res5']
RES2_OUT_CHANNELS: 256
RES5_DILATION: 2
STEM_OUT_CHANNELS: 64
STRIDE_IN_1X1: False
WIDTH_PER_GROUP: 64
RETINANET:
BBOX_REG_LOSS_TYPE: smooth_l1
BBOX_REG_WEIGHTS: (1.0, 1.0, 1.0, 1.0)
FOCAL_LOSS_ALPHA: 0.25
FOCAL_LOSS_GAMMA: 2.0
IN_FEATURES: ['p3', 'p4', 'p5', 'p6', 'p7']
IOU_LABELS: [0, -1, 1]
IOU_THRESHOLDS: [0.4, 0.5]
NMS_THRESH_TEST: 0.5
NORM:
NUM_CLASSES: 80
NUM_CONVS: 4
PRIOR_PROB: 0.01
SCORE_THRESH_TEST: 0.05
SMOOTH_L1_LOSS_BETA: 0.1
TOPK_CANDIDATES_TEST: 1000
ROI_BOX_CASCADE_HEAD:
BBOX_REG_WEIGHTS: ((10.0, 10.0, 5.0, 5.0), (20.0, 20.0, 10.0, 10.0), (30.0, 30.0, 15.0, 15.0))
IOUS: (0.5, 0.6, 0.7)
ROI_BOX_HEAD:
BBOX_REG_LOSS_TYPE: smooth_l1
BBOX_REG_LOSS_WEIGHT: 1.0
BBOX_REG_WEIGHTS: (10.0, 10.0, 5.0, 5.0)
CLS_AGNOSTIC_BBOX_REG: False
CONV_DIM: 256
FC_DIM: 1024
NAME:
NORM:
NUM_CONV: 0
NUM_FC: 0
POOLER_RESOLUTION: 14
POOLER_SAMPLING_RATIO: 0
POOLER_TYPE: ROIAlignV2
SMOOTH_L1_BETA: 0.0
TRAIN_ON_PRED_BOXES: False
ROI_HEADS:
BATCH_SIZE_PER_IMAGE: 512
IN_FEATURES: ['res4']
IOU_LABELS: [0, 1]
IOU_THRESHOLDS: [0.5]
NAME: Res5ROIHeads
NMS_THRESH_TEST: 0.5
NUM_CLASSES: 80
POSITIVE_FRACTION: 0.25
PROPOSAL_APPEND_GT: True
SCORE_THRESH_TEST: 0.05
ROI_KEYPOINT_HEAD:
CONV_DIMS: (512, 512, 512, 512, 512, 512, 512, 512)
LOSS_WEIGHT: 1.0
MIN_KEYPOINTS_PER_IMAGE: 1
NAME: KRCNNConvDeconvUpsampleHead
NORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS: True
NUM_KEYPOINTS: 17
POOLER_RESOLUTION: 14
POOLER_SAMPLING_RATIO: 0
POOLER_TYPE: ROIAlignV2
ROI_MASK_HEAD:
CLS_AGNOSTIC_MASK: False
CONV_DIM: 256
NAME: MaskRCNNConvUpsampleHead
NORM:
NUM_CONV: 0
POOLER_RESOLUTION: 14
POOLER_SAMPLING_RATIO: 0
POOLER_TYPE: ROIAlignV2
RPN:
BATCH_SIZE_PER_IMAGE: 256
BBOX_REG_LOSS_TYPE: smooth_l1
BBOX_REG_LOSS_WEIGHT: 1.0
BBOX_REG_WEIGHTS: (1.0, 1.0, 1.0, 1.0)
BOUNDARY_THRESH: -1
HEAD_NAME: StandardRPNHead
IN_FEATURES: ['res4']
IOU_LABELS: [0, -1, 1]
IOU_THRESHOLDS: [0.3, 0.7]
LOSS_WEIGHT: 1.0
NMS_THRESH: 0.7
POSITIVE_FRACTION: 0.5
POST_NMS_TOPK_TEST: 1000
POST_NMS_TOPK_TRAIN: 2000
PRE_NMS_TOPK_TEST: 6000
PRE_NMS_TOPK_TRAIN: 12000
SMOOTH_L1_BETA: 0.0
SEM_SEG_HEAD:
COMMON_STRIDE: 4
CONVS_DIM: 128
IGNORE_VALUE: 255
IN_FEATURES: ['p2', 'p3', 'p4', 'p5']
LOSS_WEIGHT: 1.0
NAME: SemSegFPNHead
NORM: GN
NUM_CLASSES: 54
SUBCLASS:
NUM_SUBCLASSES: 0
SUBCLASS_ON: False
VT_FPN:
HEADS: 16
IN_FEATURES: ['res2', 'res3', 'res4', 'res5']
LAYERS: 3
MIN_GROUP_PLANES: 64
NORM: BN
OUT_CHANNELS: 256
POS_HWS: []
POS_N_DOWNSAMPLE: []
TOKEN_C: 1024
TOKEN_LS: [16, 16, 8, 8]
WEIGHTS: detectron2://ImageNetPretrained/torchvision/R-50.pkl
XRAYMOBILE_V1:
SCALE_CHANNELS: 1
MODEL_EMA:
DECAY: 0.999
DEVICE:
ENABLED: False
USE_EMA_WEIGHTS_FOR_EVAL_ONLY: False
OUTPUT_DIR: manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train
QUANTIZATION:
BACKEND: fbgemm
CUSTOM_QSCHEME:
EAGER_MODE: True
PTQ:
CALIBRATION_FORCE_ON_GPU: False
CALIBRATION_NUM_IMAGES: 1
QAT:
BATCH_SIZE_FACTOR: 1.0
DISABLE_OBSERVER_ITER: 38000
ENABLED: False
ENABLE_OBSERVER_ITER: 35000
FREEZE_BN_ITER: 37000
START_ITER: 35000
UPDATE_OBSERVER_STATS_PERIOD: 1
UPDATE_OBSERVER_STATS_PERIODICALLY: False
SILICON_QAT:
ENABLED: False
SEED: -1
SOLVER:
AMP:
ENABLED: False
AUTO_SCALING_METHODS: ['default_scale_d2_configs', 'default_scale_quantization_configs']
BACKBONE_MULTIPLIER: 0.1
BASE_LR: 0.0002
BIAS_LR_FACTOR: 1.0
CHECKPOINT_PERIOD: 5000
CLIP_GRADIENTS:
CLIP_TYPE: full_model
CLIP_VALUE: 0.1
ENABLED: True
NORM_TYPE: 2.0
GAMMA: 0.1
IMS_PER_BATCH: 16
LR_MULTIPLIER_OVERWRITE: [{'backbone': 0.1}, {'reference_points': 0.1, 'sampling_offsets': 0.1}]
LR_SCHEDULER_NAME: WarmupMultiStepLR
MAX_ITER: 369600
MOMENTUM: 0.9
NESTEROV: False
OPTIMIZER: ADAMW
REFERENCE_WORLD_SIZE: 8
STEPS: (295680,)
WARMUP_FACTOR: 1.0
WARMUP_ITERS: 10
WARMUP_METHOD: linear
WEIGHT_DECAY: 0.0001
WEIGHT_DECAY_BIAS: 0.0001
WEIGHT_DECAY_NORM: 0.0
TENSORBOARD:
TEST_VIS_MAX_IMAGES: 16
TRAIN_LOADER_VIS_MAX_IMAGES: 16
TRAIN_LOADER_VIS_WRITE_PERIOD: 20
TEST:
AUG:
ENABLED: False
FLIP: True
MAX_SIZE: 4000
MIN_SIZES: (400, 500, 600, 700, 800, 900, 1000, 1100, 1200)
DETECTIONS_PER_IMAGE: 100
EVAL_PERIOD: 4000
EXPECTED_RESULTS: []
KEYPOINT_OKS_SIGMAS: []
PRECISE_BN:
ENABLED: False
NUM_ITER: 200
VERSION: 2
VIS_PERIOD: 0
[02/06 19:45:34] d2go.core.setup INFO: Running with runner: <d2go.projects.detr.runner.DETRRunner object at 0x7f093a622610>
[02/06 19:45:35] d2go.core.setup INFO: Full config saved to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/config.yaml
[02/06 19:45:35] d2go.core.config.config INFO: Applying auto scaling method: default_scale_d2_configs
[02/06 19:45:35] d2go.core.config.config INFO: Applying auto scaling method: default_scale_quantization_configs
[02/06 19:45:35] d2go.core.config.config INFO: Auto-scaled the config according to the actual world size:
| config key | old value | new value |
|:---------------------------------------|:------------|:------------|
| QUANTIZATION.QAT.DISABLE_OBSERVER_ITER | 38000 | 9500 |
| QUANTIZATION.QAT.ENABLE_OBSERVER_ITER | 35000 | 8750 |
| QUANTIZATION.QAT.FREEZE_BN_ITER | 37000 | 9250 |
| QUANTIZATION.QAT.START_ITER | 35000 | 8750 |
| SOLVER.IMS_PER_BATCH | 16 | 64 |
| SOLVER.MAX_ITER | 369600 | 92400 |
| SOLVER.REFERENCE_WORLD_SIZE | 8 | 32 |
| SOLVER.STEPS | (295680,) | (73920,) |
| SOLVER.WARMUP_ITERS | 10 | 2 |
| TEST.EVAL_PERIOD | 4000 | 1000 |
[02/06 19:45:35] d2go.tools.train_net INFO: Model:
Detr(
(detr): DeformableDETR(
(transformer): DeformableTransformer(
(encoder): DeformableTransformerEncoder(
(layers): ModuleList(
(0): DeformableTransformerEncoderLayer(
(self_attn): MSDeformAttn(
(sampling_offsets): Linear(in_features=256, out_features=64, bias=True)
(attention_weights): Linear(in_features=256, out_features=32, bias=True)
(value_proj): Linear(in_features=256, out_features=256, bias=True)
(output_proj): Linear(in_features=256, out_features=256, bias=True)
)
(dropout1): Dropout(p=0.1, inplace=False)
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(linear1): Linear(in_features=256, out_features=1024, bias=True)
(dropout2): Dropout(p=0.1, inplace=False)
(linear2): Linear(in_features=1024, out_features=256, bias=True)
(dropout3): Dropout(p=0.1, inplace=False)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
(1): DeformableTransformerEncoderLayer(
(self_attn): MSDeformAttn(
(sampling_offsets): Linear(in_features=256, out_features=64, bias=True)
(attention_weights): Linear(in_features=256, out_features=32, bias=True)
(value_proj): Linear(in_features=256, out_features=256, bias=True)
(output_proj): Linear(in_features=256, out_features=256, bias=True)
)
(dropout1): Dropout(p=0.1, inplace=False)
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(linear1): Linear(in_features=256, out_features=1024, bias=True)
(dropout2): Dropout(p=0.1, inplace=False)
(linear2): Linear(in_features=1024, out_features=256, bias=True)
(dropout3): Dropout(p=0.1, inplace=False)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
(2): DeformableTransformerEncoderLayer(
(self_attn): MSDeformAttn(
(sampling_offsets): Linear(in_features=256, out_features=64, bias=True)
(attention_weights): Linear(in_features=256, out_features=32, bias=True)
(value_proj): Linear(in_features=256, out_features=256, bias=True)
(output_proj): Linear(in_features=256, out_features=256, bias=True)
)
(dropout1): Dropout(p=0.1, inplace=False)
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(linear1): Linear(in_features=256, out_features=1024, bias=True)
(dropout2): Dropout(p=0.1, inplace=False)
(linear2): Linear(in_features=1024, out_features=256, bias=True)
(dropout3): Dropout(p=0.1, inplace=False)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
(3): DeformableTransformerEncoderLayer(
(self_attn): MSDeformAttn(
(sampling_offsets): Linear(in_features=256, out_features=64, bias=True)
(attention_weights): Linear(in_features=256, out_features=32, bias=True)
(value_proj): Linear(in_features=256, out_features=256, bias=True)
(output_proj): Linear(in_features=256, out_features=256, bias=True)
)
(dropout1): Dropout(p=0.1, inplace=False)
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(linear1): Linear(in_features=256, out_features=1024, bias=True)
(dropout2): Dropout(p=0.1, inplace=False)
(linear2): Linear(in_features=1024, out_features=256, bias=True)
(dropout3): Dropout(p=0.1, inplace=False)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
(4): DeformableTransformerEncoderLayer(
(self_attn): MSDeformAttn(
(sampling_offsets): Linear(in_features=256, out_features=64, bias=True)
(attention_weights): Linear(in_features=256, out_features=32, bias=True)
(value_proj): Linear(in_features=256, out_features=256, bias=True)
(output_proj): Linear(in_features=256, out_features=256, bias=True)
)
(dropout1): Dropout(p=0.1, inplace=False)
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(linear1): Linear(in_features=256, out_features=1024, bias=True)
(dropout2): Dropout(p=0.1, inplace=False)
(linear2): Linear(in_features=1024, out_features=256, bias=True)
(dropout3): Dropout(p=0.1, inplace=False)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
(5): DeformableTransformerEncoderLayer(
(self_attn): MSDeformAttn(
(sampling_offsets): Linear(in_features=256, out_features=64, bias=True)
(attention_weights): Linear(in_features=256, out_features=32, bias=True)
(value_proj): Linear(in_features=256, out_features=256, bias=True)
(output_proj): Linear(in_features=256, out_features=256, bias=True)
)
(dropout1): Dropout(p=0.1, inplace=False)
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(linear1): Linear(in_features=256, out_features=1024, bias=True)
(dropout2): Dropout(p=0.1, inplace=False)
(linear2): Linear(in_features=1024, out_features=256, bias=True)
(dropout3): Dropout(p=0.1, inplace=False)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
)
)
(decoder): DeformableTransformerDecoder(
(layers): ModuleList(
(0): DeformableTransformerDecoderLayer(
(cross_attn): MSDeformAttn(
(sampling_offsets): Linear(in_features=256, out_features=64, bias=True)
(attention_weights): Linear(in_features=256, out_features=32, bias=True)
(value_proj): Linear(in_features=256, out_features=256, bias=True)
(output_proj): Linear(in_features=256, out_features=256, bias=True)
)
(dropout1): Dropout(p=0.1, inplace=False)
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(self_attn): MultiheadAttention(
(out_proj): _LinearWithBias(in_features=256, out_features=256, bias=True)
)
(dropout2): Dropout(p=0.1, inplace=False)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(linear1): Linear(in_features=256, out_features=1024, bias=True)
(dropout3): Dropout(p=0.1, inplace=False)
(linear2): Linear(in_features=1024, out_features=256, bias=True)
(dropout4): Dropout(p=0.1, inplace=False)
(norm3): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
(1): DeformableTransformerDecoderLayer(
(cross_attn): MSDeformAttn(
(sampling_offsets): Linear(in_features=256, out_features=64, bias=True)
(attention_weights): Linear(in_features=256, out_features=32, bias=True)
(value_proj): Linear(in_features=256, out_features=256, bias=True)
(output_proj): Linear(in_features=256, out_features=256, bias=True)
)
(dropout1): Dropout(p=0.1, inplace=False)
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(self_attn): MultiheadAttention(
(out_proj): _LinearWithBias(in_features=256, out_features=256, bias=True)
)
(dropout2): Dropout(p=0.1, inplace=False)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(linear1): Linear(in_features=256, out_features=1024, bias=True)
(dropout3): Dropout(p=0.1, inplace=False)
(linear2): Linear(in_features=1024, out_features=256, bias=True)
(dropout4): Dropout(p=0.1, inplace=False)
(norm3): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
(2): DeformableTransformerDecoderLayer(
(cross_attn): MSDeformAttn(
(sampling_offsets): Linear(in_features=256, out_features=64, bias=True)
(attention_weights): Linear(in_features=256, out_features=32, bias=True)
(value_proj): Linear(in_features=256, out_features=256, bias=True)
(output_proj): Linear(in_features=256, out_features=256, bias=True)
)
(dropout1): Dropout(p=0.1, inplace=False)
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(self_attn): MultiheadAttention(
(out_proj): _LinearWithBias(in_features=256, out_features=256, bias=True)
)
(dropout2): Dropout(p=0.1, inplace=False)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(linear1): Linear(in_features=256, out_features=1024, bias=True)
(dropout3): Dropout(p=0.1, inplace=False)
(linear2): Linear(in_features=1024, out_features=256, bias=True)
(dropout4): Dropout(p=0.1, inplace=False)
(norm3): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
(3): DeformableTransformerDecoderLayer(
(cross_attn): MSDeformAttn(
(sampling_offsets): Linear(in_features=256, out_features=64, bias=True)
(attention_weights): Linear(in_features=256, out_features=32, bias=True)
(value_proj): Linear(in_features=256, out_features=256, bias=True)
(output_proj): Linear(in_features=256, out_features=256, bias=True)
)
(dropout1): Dropout(p=0.1, inplace=False)
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(self_attn): MultiheadAttention(
(out_proj): _LinearWithBias(in_features=256, out_features=256, bias=True)
)
(dropout2): Dropout(p=0.1, inplace=False)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(linear1): Linear(in_features=256, out_features=1024, bias=True)
(dropout3): Dropout(p=0.1, inplace=False)
(linear2): Linear(in_features=1024, out_features=256, bias=True)
(dropout4): Dropout(p=0.1, inplace=False)
(norm3): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
(4): DeformableTransformerDecoderLayer(
(cross_attn): MSDeformAttn(
(sampling_offsets): Linear(in_features=256, out_features=64, bias=True)
(attention_weights): Linear(in_features=256, out_features=32, bias=True)
(value_proj): Linear(in_features=256, out_features=256, bias=True)
(output_proj): Linear(in_features=256, out_features=256, bias=True)
)
(dropout1): Dropout(p=0.1, inplace=False)
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(self_attn): MultiheadAttention(
(out_proj): _LinearWithBias(in_features=256, out_features=256, bias=True)
)
(dropout2): Dropout(p=0.1, inplace=False)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(linear1): Linear(in_features=256, out_features=1024, bias=True)
(dropout3): Dropout(p=0.1, inplace=False)
(linear2): Linear(in_features=1024, out_features=256, bias=True)
(dropout4): Dropout(p=0.1, inplace=False)
(norm3): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
(5): DeformableTransformerDecoderLayer(
(cross_attn): MSDeformAttn(
(sampling_offsets): Linear(in_features=256, out_features=64, bias=True)
(attention_weights): Linear(in_features=256, out_features=32, bias=True)
(value_proj): Linear(in_features=256, out_features=256, bias=True)
(output_proj): Linear(in_features=256, out_features=256, bias=True)
)
(dropout1): Dropout(p=0.1, inplace=False)
(norm1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(self_attn): MultiheadAttention(
(out_proj): _LinearWithBias(in_features=256, out_features=256, bias=True)
)
(dropout2): Dropout(p=0.1, inplace=False)
(norm2): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
(linear1): Linear(in_features=256, out_features=1024, bias=True)
(dropout3): Dropout(p=0.1, inplace=False)
(linear2): Linear(in_features=1024, out_features=256, bias=True)
(dropout4): Dropout(p=0.1, inplace=False)
(norm3): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
)
)
)
(reference_points): Linear(in_features=256, out_features=2, bias=True)
)
(class_embed): ModuleList(
(0): Linear(in_features=256, out_features=80, bias=True)
(1): Linear(in_features=256, out_features=80, bias=True)
(2): Linear(in_features=256, out_features=80, bias=True)
(3): Linear(in_features=256, out_features=80, bias=True)
(4): Linear(in_features=256, out_features=80, bias=True)
(5): Linear(in_features=256, out_features=80, bias=True)
)
(bbox_embed): ModuleList(
(0): MLP(
(layers): ModuleList(
(0): Linear(in_features=256, out_features=256, bias=True)
(1): Linear(in_features=256, out_features=256, bias=True)
(2): Linear(in_features=256, out_features=4, bias=True)
)
)
(1): MLP(
(layers): ModuleList(
(0): Linear(in_features=256, out_features=256, bias=True)
(1): Linear(in_features=256, out_features=256, bias=True)
(2): Linear(in_features=256, out_features=4, bias=True)
)
)
(2): MLP(
(layers): ModuleList(
(0): Linear(in_features=256, out_features=256, bias=True)
(1): Linear(in_features=256, out_features=256, bias=True)
(2): Linear(in_features=256, out_features=4, bias=True)
)
)
(3): MLP(
(layers): ModuleList(
(0): Linear(in_features=256, out_features=256, bias=True)
(1): Linear(in_features=256, out_features=256, bias=True)
(2): Linear(in_features=256, out_features=4, bias=True)
)
)
(4): MLP(
(layers): ModuleList(
(0): Linear(in_features=256, out_features=256, bias=True)
(1): Linear(in_features=256, out_features=256, bias=True)
(2): Linear(in_features=256, out_features=4, bias=True)
)
)
(5): MLP(
(layers): ModuleList(
(0): Linear(in_features=256, out_features=256, bias=True)
(1): Linear(in_features=256, out_features=256, bias=True)
(2): Linear(in_features=256, out_features=4, bias=True)
)
)
)
(query_embed): Embedding(300, 512)
(input_proj): ModuleList(
(0): Sequential(
(0): Conv2d(2048, 256, kernel_size=(1, 1), stride=(1, 1))
(1): GroupNorm(32, 256, eps=1e-05, affine=True)
)
)
(backbone): Joiner(
(0): MaskedBackbone(
(backbone): ResNet(
(stem): BasicStem(
(conv1): Conv2d(
3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
)
(res2): Sequential(
(0): BottleneckBlock(
(shortcut): Conv2d(
64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv1): Conv2d(
64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
(conv2): Conv2d(
64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
(conv3): Conv2d(
64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
)
(1): BottleneckBlock(
(conv1): Conv2d(
256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
(conv2): Conv2d(
64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
(conv3): Conv2d(
64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
)
(2): BottleneckBlock(
(conv1): Conv2d(
256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
(conv2): Conv2d(
64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
(conv3): Conv2d(
64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
)
)
(res3): Sequential(
(0): BottleneckBlock(
(shortcut): Conv2d(
256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv1): Conv2d(
256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv2): Conv2d(
128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv3): Conv2d(
128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
)
(1): BottleneckBlock(
(conv1): Conv2d(
512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv2): Conv2d(
128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv3): Conv2d(
128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
)
(2): BottleneckBlock(
(conv1): Conv2d(
512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv2): Conv2d(
128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv3): Conv2d(
128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
)
(3): BottleneckBlock(
(conv1): Conv2d(
512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv2): Conv2d(
128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv3): Conv2d(
128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
)
)
(res4): Sequential(
(0): BottleneckBlock(
(shortcut): Conv2d(
512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
(conv1): Conv2d(
512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv2): Conv2d(
256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv3): Conv2d(
256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
)
(1): BottleneckBlock(
(conv1): Conv2d(
1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv2): Conv2d(
256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv3): Conv2d(
256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
)
(2): BottleneckBlock(
(conv1): Conv2d(
1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv2): Conv2d(
256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv3): Conv2d(
256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
)
(3): BottleneckBlock(
(conv1): Conv2d(
1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv2): Conv2d(
256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv3): Conv2d(
256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
)
(4): BottleneckBlock(
(conv1): Conv2d(
1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv2): Conv2d(
256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv3): Conv2d(
256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
)
(5): BottleneckBlock(
(conv1): Conv2d(
1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv2): Conv2d(
256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv3): Conv2d(
256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
)
)
(res5): Sequential(
(0): BottleneckBlock(
(shortcut): Conv2d(
1024, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=2048, eps=1e-05)
)
(conv1): Conv2d(
1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv2): Conv2d(
512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv3): Conv2d(
512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=2048, eps=1e-05)
)
)
(1): BottleneckBlock(
(conv1): Conv2d(
2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv2): Conv2d(
512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2), dilation=(2, 2), bias=False
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv3): Conv2d(
512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=2048, eps=1e-05)
)
)
(2): BottleneckBlock(
(conv1): Conv2d(
2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv2): Conv2d(
512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2), dilation=(2, 2), bias=False
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv3): Conv2d(
512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False
(norm): FrozenBatchNorm2d(num_features=2048, eps=1e-05)
)
)
)
)
)
(1): PositionEmbeddingSine()
)
)
(criterion): FocalLossSetCriterion(
(matcher): HungarianMatcher()
)
)
[02/06 19:45:36] d2go.core.utils.flop_calculator INFO: Added callback to log flops info after the first inference
[02/06 19:45:37] fvcore.common.checkpoint INFO: Loading checkpoint from detectron2://ImageNetPretrained/torchvision/R-50.pkl
[02/06 19:45:37] detectron2.fb.manifold_file INFO: URL mapped to gfs file /mnt/vol/gfsai-bistro-east/ai-group/users/vision/detectron2/ImageNetPretrained/torchvision/R-50.pkl and manifold file manifold://fair_vision_data/tree/detectron2/model_zoo/ImageNetPretrained/torchvision/R-50.pkl.
[02/06 19:45:39] detectron2.fb.utils INFO: Using 'manifold://fair_vision_data/tree/detectron2/model_zoo/ImageNetPretrained/torchvision/R-50.pkl' as the best path.
[02/06 19:45:41] fvcore.common.checkpoint INFO: Reading a file from 'torchvision'
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv1.norm.bias loaded from res2.0.conv1.norm.bias of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv1.norm.running_mean loaded from res2.0.conv1.norm.running_mean of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv1.norm.running_var loaded from res2.0.conv1.norm.running_var of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv1.norm.weight loaded from res2.0.conv1.norm.weight of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv1.weight loaded from res2.0.conv1.weight of shape (64, 64, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv2.norm.bias loaded from res2.0.conv2.norm.bias of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv2.norm.running_mean loaded from res2.0.conv2.norm.running_mean of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv2.norm.running_var loaded from res2.0.conv2.norm.running_var of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv2.norm.weight loaded from res2.0.conv2.norm.weight of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv2.weight loaded from res2.0.conv2.weight of shape (64, 64, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv3.norm.bias loaded from res2.0.conv3.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv3.norm.running_mean loaded from res2.0.conv3.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv3.norm.running_var loaded from res2.0.conv3.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv3.norm.weight loaded from res2.0.conv3.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.conv3.weight loaded from res2.0.conv3.weight of shape (256, 64, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.shortcut.norm.bias loaded from res2.0.shortcut.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.shortcut.norm.running_mean loaded from res2.0.shortcut.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.shortcut.norm.running_var loaded from res2.0.shortcut.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.shortcut.norm.weight loaded from res2.0.shortcut.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.0.shortcut.weight loaded from res2.0.shortcut.weight of shape (256, 64, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv1.norm.bias loaded from res2.1.conv1.norm.bias of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv1.norm.running_mean loaded from res2.1.conv1.norm.running_mean of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv1.norm.running_var loaded from res2.1.conv1.norm.running_var of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv1.norm.weight loaded from res2.1.conv1.norm.weight of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv1.weight loaded from res2.1.conv1.weight of shape (64, 256, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv2.norm.bias loaded from res2.1.conv2.norm.bias of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv2.norm.running_mean loaded from res2.1.conv2.norm.running_mean of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv2.norm.running_var loaded from res2.1.conv2.norm.running_var of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv2.norm.weight loaded from res2.1.conv2.norm.weight of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv2.weight loaded from res2.1.conv2.weight of shape (64, 64, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv3.norm.bias loaded from res2.1.conv3.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv3.norm.running_mean loaded from res2.1.conv3.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv3.norm.running_var loaded from res2.1.conv3.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv3.norm.weight loaded from res2.1.conv3.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.1.conv3.weight loaded from res2.1.conv3.weight of shape (256, 64, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv1.norm.bias loaded from res2.2.conv1.norm.bias of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv1.norm.running_mean loaded from res2.2.conv1.norm.running_mean of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv1.norm.running_var loaded from res2.2.conv1.norm.running_var of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv1.norm.weight loaded from res2.2.conv1.norm.weight of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv1.weight loaded from res2.2.conv1.weight of shape (64, 256, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv2.norm.bias loaded from res2.2.conv2.norm.bias of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv2.norm.running_mean loaded from res2.2.conv2.norm.running_mean of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv2.norm.running_var loaded from res2.2.conv2.norm.running_var of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv2.norm.weight loaded from res2.2.conv2.norm.weight of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv2.weight loaded from res2.2.conv2.weight of shape (64, 64, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv3.norm.bias loaded from res2.2.conv3.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv3.norm.running_mean loaded from res2.2.conv3.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv3.norm.running_var loaded from res2.2.conv3.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv3.norm.weight loaded from res2.2.conv3.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res2.2.conv3.weight loaded from res2.2.conv3.weight of shape (256, 64, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv1.norm.bias loaded from res3.0.conv1.norm.bias of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv1.norm.running_mean loaded from res3.0.conv1.norm.running_mean of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv1.norm.running_var loaded from res3.0.conv1.norm.running_var of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv1.norm.weight loaded from res3.0.conv1.norm.weight of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv1.weight loaded from res3.0.conv1.weight of shape (128, 256, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv2.norm.bias loaded from res3.0.conv2.norm.bias of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv2.norm.running_mean loaded from res3.0.conv2.norm.running_mean of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv2.norm.running_var loaded from res3.0.conv2.norm.running_var of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv2.norm.weight loaded from res3.0.conv2.norm.weight of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv2.weight loaded from res3.0.conv2.weight of shape (128, 128, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv3.norm.bias loaded from res3.0.conv3.norm.bias of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv3.norm.running_mean loaded from res3.0.conv3.norm.running_mean of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv3.norm.running_var loaded from res3.0.conv3.norm.running_var of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv3.norm.weight loaded from res3.0.conv3.norm.weight of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.conv3.weight loaded from res3.0.conv3.weight of shape (512, 128, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.shortcut.norm.bias loaded from res3.0.shortcut.norm.bias of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.shortcut.norm.running_mean loaded from res3.0.shortcut.norm.running_mean of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.shortcut.norm.running_var loaded from res3.0.shortcut.norm.running_var of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.shortcut.norm.weight loaded from res3.0.shortcut.norm.weight of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.0.shortcut.weight loaded from res3.0.shortcut.weight of shape (512, 256, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv1.norm.bias loaded from res3.1.conv1.norm.bias of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv1.norm.running_mean loaded from res3.1.conv1.norm.running_mean of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv1.norm.running_var loaded from res3.1.conv1.norm.running_var of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv1.norm.weight loaded from res3.1.conv1.norm.weight of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv1.weight loaded from res3.1.conv1.weight of shape (128, 512, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv2.norm.bias loaded from res3.1.conv2.norm.bias of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv2.norm.running_mean loaded from res3.1.conv2.norm.running_mean of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv2.norm.running_var loaded from res3.1.conv2.norm.running_var of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv2.norm.weight loaded from res3.1.conv2.norm.weight of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv2.weight loaded from res3.1.conv2.weight of shape (128, 128, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv3.norm.bias loaded from res3.1.conv3.norm.bias of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv3.norm.running_mean loaded from res3.1.conv3.norm.running_mean of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv3.norm.running_var loaded from res3.1.conv3.norm.running_var of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv3.norm.weight loaded from res3.1.conv3.norm.weight of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.1.conv3.weight loaded from res3.1.conv3.weight of shape (512, 128, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv1.norm.bias loaded from res3.2.conv1.norm.bias of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv1.norm.running_mean loaded from res3.2.conv1.norm.running_mean of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv1.norm.running_var loaded from res3.2.conv1.norm.running_var of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv1.norm.weight loaded from res3.2.conv1.norm.weight of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv1.weight loaded from res3.2.conv1.weight of shape (128, 512, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv2.norm.bias loaded from res3.2.conv2.norm.bias of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv2.norm.running_mean loaded from res3.2.conv2.norm.running_mean of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv2.norm.running_var loaded from res3.2.conv2.norm.running_var of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv2.norm.weight loaded from res3.2.conv2.norm.weight of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv2.weight loaded from res3.2.conv2.weight of shape (128, 128, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv3.norm.bias loaded from res3.2.conv3.norm.bias of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv3.norm.running_mean loaded from res3.2.conv3.norm.running_mean of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv3.norm.running_var loaded from res3.2.conv3.norm.running_var of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv3.norm.weight loaded from res3.2.conv3.norm.weight of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.2.conv3.weight loaded from res3.2.conv3.weight of shape (512, 128, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv1.norm.bias loaded from res3.3.conv1.norm.bias of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv1.norm.running_mean loaded from res3.3.conv1.norm.running_mean of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv1.norm.running_var loaded from res3.3.conv1.norm.running_var of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv1.norm.weight loaded from res3.3.conv1.norm.weight of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv1.weight loaded from res3.3.conv1.weight of shape (128, 512, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv2.norm.bias loaded from res3.3.conv2.norm.bias of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv2.norm.running_mean loaded from res3.3.conv2.norm.running_mean of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv2.norm.running_var loaded from res3.3.conv2.norm.running_var of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv2.norm.weight loaded from res3.3.conv2.norm.weight of shape (128,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv2.weight loaded from res3.3.conv2.weight of shape (128, 128, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv3.norm.bias loaded from res3.3.conv3.norm.bias of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv3.norm.running_mean loaded from res3.3.conv3.norm.running_mean of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv3.norm.running_var loaded from res3.3.conv3.norm.running_var of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv3.norm.weight loaded from res3.3.conv3.norm.weight of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res3.3.conv3.weight loaded from res3.3.conv3.weight of shape (512, 128, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv1.norm.bias loaded from res4.0.conv1.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv1.norm.running_mean loaded from res4.0.conv1.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv1.norm.running_var loaded from res4.0.conv1.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv1.norm.weight loaded from res4.0.conv1.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv1.weight loaded from res4.0.conv1.weight of shape (256, 512, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv2.norm.bias loaded from res4.0.conv2.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv2.norm.running_mean loaded from res4.0.conv2.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv2.norm.running_var loaded from res4.0.conv2.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv2.norm.weight loaded from res4.0.conv2.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv2.weight loaded from res4.0.conv2.weight of shape (256, 256, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv3.norm.bias loaded from res4.0.conv3.norm.bias of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv3.norm.running_mean loaded from res4.0.conv3.norm.running_mean of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv3.norm.running_var loaded from res4.0.conv3.norm.running_var of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv3.norm.weight loaded from res4.0.conv3.norm.weight of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.conv3.weight loaded from res4.0.conv3.weight of shape (1024, 256, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.shortcut.norm.bias loaded from res4.0.shortcut.norm.bias of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.shortcut.norm.running_mean loaded from res4.0.shortcut.norm.running_mean of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.shortcut.norm.running_var loaded from res4.0.shortcut.norm.running_var of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.shortcut.norm.weight loaded from res4.0.shortcut.norm.weight of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.0.shortcut.weight loaded from res4.0.shortcut.weight of shape (1024, 512, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv1.norm.bias loaded from res4.1.conv1.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv1.norm.running_mean loaded from res4.1.conv1.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv1.norm.running_var loaded from res4.1.conv1.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv1.norm.weight loaded from res4.1.conv1.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv1.weight loaded from res4.1.conv1.weight of shape (256, 1024, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv2.norm.bias loaded from res4.1.conv2.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv2.norm.running_mean loaded from res4.1.conv2.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv2.norm.running_var loaded from res4.1.conv2.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv2.norm.weight loaded from res4.1.conv2.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv2.weight loaded from res4.1.conv2.weight of shape (256, 256, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv3.norm.bias loaded from res4.1.conv3.norm.bias of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv3.norm.running_mean loaded from res4.1.conv3.norm.running_mean of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv3.norm.running_var loaded from res4.1.conv3.norm.running_var of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv3.norm.weight loaded from res4.1.conv3.norm.weight of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.1.conv3.weight loaded from res4.1.conv3.weight of shape (1024, 256, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv1.norm.bias loaded from res4.2.conv1.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv1.norm.running_mean loaded from res4.2.conv1.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv1.norm.running_var loaded from res4.2.conv1.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv1.norm.weight loaded from res4.2.conv1.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv1.weight loaded from res4.2.conv1.weight of shape (256, 1024, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv2.norm.bias loaded from res4.2.conv2.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv2.norm.running_mean loaded from res4.2.conv2.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv2.norm.running_var loaded from res4.2.conv2.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv2.norm.weight loaded from res4.2.conv2.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv2.weight loaded from res4.2.conv2.weight of shape (256, 256, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv3.norm.bias loaded from res4.2.conv3.norm.bias of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv3.norm.running_mean loaded from res4.2.conv3.norm.running_mean of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv3.norm.running_var loaded from res4.2.conv3.norm.running_var of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv3.norm.weight loaded from res4.2.conv3.norm.weight of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.2.conv3.weight loaded from res4.2.conv3.weight of shape (1024, 256, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv1.norm.bias loaded from res4.3.conv1.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv1.norm.running_mean loaded from res4.3.conv1.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv1.norm.running_var loaded from res4.3.conv1.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv1.norm.weight loaded from res4.3.conv1.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv1.weight loaded from res4.3.conv1.weight of shape (256, 1024, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv2.norm.bias loaded from res4.3.conv2.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv2.norm.running_mean loaded from res4.3.conv2.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv2.norm.running_var loaded from res4.3.conv2.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv2.norm.weight loaded from res4.3.conv2.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv2.weight loaded from res4.3.conv2.weight of shape (256, 256, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv3.norm.bias loaded from res4.3.conv3.norm.bias of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv3.norm.running_mean loaded from res4.3.conv3.norm.running_mean of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv3.norm.running_var loaded from res4.3.conv3.norm.running_var of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv3.norm.weight loaded from res4.3.conv3.norm.weight of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.3.conv3.weight loaded from res4.3.conv3.weight of shape (1024, 256, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv1.norm.bias loaded from res4.4.conv1.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv1.norm.running_mean loaded from res4.4.conv1.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv1.norm.running_var loaded from res4.4.conv1.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv1.norm.weight loaded from res4.4.conv1.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv1.weight loaded from res4.4.conv1.weight of shape (256, 1024, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv2.norm.bias loaded from res4.4.conv2.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv2.norm.running_mean loaded from res4.4.conv2.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv2.norm.running_var loaded from res4.4.conv2.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv2.norm.weight loaded from res4.4.conv2.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv2.weight loaded from res4.4.conv2.weight of shape (256, 256, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv3.norm.bias loaded from res4.4.conv3.norm.bias of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv3.norm.running_mean loaded from res4.4.conv3.norm.running_mean of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv3.norm.running_var loaded from res4.4.conv3.norm.running_var of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv3.norm.weight loaded from res4.4.conv3.norm.weight of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.4.conv3.weight loaded from res4.4.conv3.weight of shape (1024, 256, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv1.norm.bias loaded from res4.5.conv1.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv1.norm.running_mean loaded from res4.5.conv1.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv1.norm.running_var loaded from res4.5.conv1.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv1.norm.weight loaded from res4.5.conv1.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv1.weight loaded from res4.5.conv1.weight of shape (256, 1024, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv2.norm.bias loaded from res4.5.conv2.norm.bias of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv2.norm.running_mean loaded from res4.5.conv2.norm.running_mean of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv2.norm.running_var loaded from res4.5.conv2.norm.running_var of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv2.norm.weight loaded from res4.5.conv2.norm.weight of shape (256,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv2.weight loaded from res4.5.conv2.weight of shape (256, 256, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv3.norm.bias loaded from res4.5.conv3.norm.bias of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv3.norm.running_mean loaded from res4.5.conv3.norm.running_mean of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv3.norm.running_var loaded from res4.5.conv3.norm.running_var of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv3.norm.weight loaded from res4.5.conv3.norm.weight of shape (1024,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res4.5.conv3.weight loaded from res4.5.conv3.weight of shape (1024, 256, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv1.norm.bias loaded from res5.0.conv1.norm.bias of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv1.norm.running_mean loaded from res5.0.conv1.norm.running_mean of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv1.norm.running_var loaded from res5.0.conv1.norm.running_var of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv1.norm.weight loaded from res5.0.conv1.norm.weight of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv1.weight loaded from res5.0.conv1.weight of shape (512, 1024, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv2.norm.bias loaded from res5.0.conv2.norm.bias of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv2.norm.running_mean loaded from res5.0.conv2.norm.running_mean of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv2.norm.running_var loaded from res5.0.conv2.norm.running_var of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv2.norm.weight loaded from res5.0.conv2.norm.weight of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv2.weight loaded from res5.0.conv2.weight of shape (512, 512, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv3.norm.bias loaded from res5.0.conv3.norm.bias of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv3.norm.running_mean loaded from res5.0.conv3.norm.running_mean of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv3.norm.running_var loaded from res5.0.conv3.norm.running_var of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv3.norm.weight loaded from res5.0.conv3.norm.weight of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.conv3.weight loaded from res5.0.conv3.weight of shape (2048, 512, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.shortcut.norm.bias loaded from res5.0.shortcut.norm.bias of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.shortcut.norm.running_mean loaded from res5.0.shortcut.norm.running_mean of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.shortcut.norm.running_var loaded from res5.0.shortcut.norm.running_var of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.shortcut.norm.weight loaded from res5.0.shortcut.norm.weight of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.0.shortcut.weight loaded from res5.0.shortcut.weight of shape (2048, 1024, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv1.norm.bias loaded from res5.1.conv1.norm.bias of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv1.norm.running_mean loaded from res5.1.conv1.norm.running_mean of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv1.norm.running_var loaded from res5.1.conv1.norm.running_var of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv1.norm.weight loaded from res5.1.conv1.norm.weight of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv1.weight loaded from res5.1.conv1.weight of shape (512, 2048, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv2.norm.bias loaded from res5.1.conv2.norm.bias of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv2.norm.running_mean loaded from res5.1.conv2.norm.running_mean of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv2.norm.running_var loaded from res5.1.conv2.norm.running_var of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv2.norm.weight loaded from res5.1.conv2.norm.weight of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv2.weight loaded from res5.1.conv2.weight of shape (512, 512, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv3.norm.bias loaded from res5.1.conv3.norm.bias of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv3.norm.running_mean loaded from res5.1.conv3.norm.running_mean of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv3.norm.running_var loaded from res5.1.conv3.norm.running_var of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv3.norm.weight loaded from res5.1.conv3.norm.weight of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.1.conv3.weight loaded from res5.1.conv3.weight of shape (2048, 512, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv1.norm.bias loaded from res5.2.conv1.norm.bias of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv1.norm.running_mean loaded from res5.2.conv1.norm.running_mean of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv1.norm.running_var loaded from res5.2.conv1.norm.running_var of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv1.norm.weight loaded from res5.2.conv1.norm.weight of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv1.weight loaded from res5.2.conv1.weight of shape (512, 2048, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv2.norm.bias loaded from res5.2.conv2.norm.bias of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv2.norm.running_mean loaded from res5.2.conv2.norm.running_mean of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv2.norm.running_var loaded from res5.2.conv2.norm.running_var of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv2.norm.weight loaded from res5.2.conv2.norm.weight of shape (512,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv2.weight loaded from res5.2.conv2.weight of shape (512, 512, 3, 3)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv3.norm.bias loaded from res5.2.conv3.norm.bias of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv3.norm.running_mean loaded from res5.2.conv3.norm.running_mean of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv3.norm.running_var loaded from res5.2.conv3.norm.running_var of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv3.norm.weight loaded from res5.2.conv3.norm.weight of shape (2048,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.res5.2.conv3.weight loaded from res5.2.conv3.weight of shape (2048, 512, 1, 1)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.stem.conv1.norm.bias loaded from stem.conv1.norm.bias of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.stem.conv1.norm.running_mean loaded from stem.conv1.norm.running_mean of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.stem.conv1.norm.running_var loaded from stem.conv1.norm.running_var of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.stem.conv1.norm.weight loaded from stem.conv1.norm.weight of shape (64,)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: detr.backbone.0.backbone.stem.conv1.weight loaded from stem.conv1.weight of shape (64, 3, 7, 7)
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: Some model parameters or buffers are not found in the checkpoint:
detr.bbox_embed.0.layers.0.{bias, weight}
detr.bbox_embed.0.layers.1.{bias, weight}
detr.bbox_embed.0.layers.2.{bias, weight}
detr.bbox_embed.1.layers.0.{bias, weight}
detr.bbox_embed.1.layers.1.{bias, weight}
detr.bbox_embed.1.layers.2.{bias, weight}
detr.bbox_embed.2.layers.0.{bias, weight}
detr.bbox_embed.2.layers.1.{bias, weight}
detr.bbox_embed.2.layers.2.{bias, weight}
detr.bbox_embed.3.layers.0.{bias, weight}
detr.bbox_embed.3.layers.1.{bias, weight}
detr.bbox_embed.3.layers.2.{bias, weight}
detr.bbox_embed.4.layers.0.{bias, weight}
detr.bbox_embed.4.layers.1.{bias, weight}
detr.bbox_embed.4.layers.2.{bias, weight}
detr.bbox_embed.5.layers.0.{bias, weight}
detr.bbox_embed.5.layers.1.{bias, weight}
detr.bbox_embed.5.layers.2.{bias, weight}
detr.class_embed.0.{bias, weight}
detr.class_embed.1.{bias, weight}
detr.class_embed.2.{bias, weight}
detr.class_embed.3.{bias, weight}
detr.class_embed.4.{bias, weight}
detr.class_embed.5.{bias, weight}
detr.input_proj.0.0.{bias, weight}
detr.input_proj.0.1.{bias, weight}
detr.query_embed.weight
detr.transformer.decoder.layers.0.cross_attn.attention_weights.{bias, weight}
detr.transformer.decoder.layers.0.cross_attn.output_proj.{bias, weight}
detr.transformer.decoder.layers.0.cross_attn.sampling_offsets.{bias, weight}
detr.transformer.decoder.layers.0.cross_attn.value_proj.{bias, weight}
detr.transformer.decoder.layers.0.linear1.{bias, weight}
detr.transformer.decoder.layers.0.linear2.{bias, weight}
detr.transformer.decoder.layers.0.norm1.{bias, weight}
detr.transformer.decoder.layers.0.norm2.{bias, weight}
detr.transformer.decoder.layers.0.norm3.{bias, weight}
detr.transformer.decoder.layers.0.self_attn.{in_proj_bias, in_proj_weight}
detr.transformer.decoder.layers.0.self_attn.out_proj.{bias, weight}
detr.transformer.decoder.layers.1.cross_attn.attention_weights.{bias, weight}
detr.transformer.decoder.layers.1.cross_attn.output_proj.{bias, weight}
detr.transformer.decoder.layers.1.cross_attn.sampling_offsets.{bias, weight}
detr.transformer.decoder.layers.1.cross_attn.value_proj.{bias, weight}
detr.transformer.decoder.layers.1.linear1.{bias, weight}
detr.transformer.decoder.layers.1.linear2.{bias, weight}
detr.transformer.decoder.layers.1.norm1.{bias, weight}
detr.transformer.decoder.layers.1.norm2.{bias, weight}
detr.transformer.decoder.layers.1.norm3.{bias, weight}
detr.transformer.decoder.layers.1.self_attn.{in_proj_bias, in_proj_weight}
detr.transformer.decoder.layers.1.self_attn.out_proj.{bias, weight}
detr.transformer.decoder.layers.2.cross_attn.attention_weights.{bias, weight}
detr.transformer.decoder.layers.2.cross_attn.output_proj.{bias, weight}
detr.transformer.decoder.layers.2.cross_attn.sampling_offsets.{bias, weight}
detr.transformer.decoder.layers.2.cross_attn.value_proj.{bias, weight}
detr.transformer.decoder.layers.2.linear1.{bias, weight}
detr.transformer.decoder.layers.2.linear2.{bias, weight}
detr.transformer.decoder.layers.2.norm1.{bias, weight}
detr.transformer.decoder.layers.2.norm2.{bias, weight}
detr.transformer.decoder.layers.2.norm3.{bias, weight}
detr.transformer.decoder.layers.2.self_attn.{in_proj_bias, in_proj_weight}
detr.transformer.decoder.layers.2.self_attn.out_proj.{bias, weight}
detr.transformer.decoder.layers.3.cross_attn.attention_weights.{bias, weight}
detr.transformer.decoder.layers.3.cross_attn.output_proj.{bias, weight}
detr.transformer.decoder.layers.3.cross_attn.sampling_offsets.{bias, weight}
detr.transformer.decoder.layers.3.cross_attn.value_proj.{bias, weight}
detr.transformer.decoder.layers.3.linear1.{bias, weight}
detr.transformer.decoder.layers.3.linear2.{bias, weight}
detr.transformer.decoder.layers.3.norm1.{bias, weight}
detr.transformer.decoder.layers.3.norm2.{bias, weight}
detr.transformer.decoder.layers.3.norm3.{bias, weight}
detr.transformer.decoder.layers.3.self_attn.{in_proj_bias, in_proj_weight}
detr.transformer.decoder.layers.3.self_attn.out_proj.{bias, weight}
detr.transformer.decoder.layers.4.cross_attn.attention_weights.{bias, weight}
detr.transformer.decoder.layers.4.cross_attn.output_proj.{bias, weight}
detr.transformer.decoder.layers.4.cross_attn.sampling_offsets.{bias, weight}
detr.transformer.decoder.layers.4.cross_attn.value_proj.{bias, weight}
detr.transformer.decoder.layers.4.linear1.{bias, weight}
detr.transformer.decoder.layers.4.linear2.{bias, weight}
detr.transformer.decoder.layers.4.norm1.{bias, weight}
detr.transformer.decoder.layers.4.norm2.{bias, weight}
detr.transformer.decoder.layers.4.norm3.{bias, weight}
detr.transformer.decoder.layers.4.self_attn.{in_proj_bias, in_proj_weight}
detr.transformer.decoder.layers.4.self_attn.out_proj.{bias, weight}
detr.transformer.decoder.layers.5.cross_attn.attention_weights.{bias, weight}
detr.transformer.decoder.layers.5.cross_attn.output_proj.{bias, weight}
detr.transformer.decoder.layers.5.cross_attn.sampling_offsets.{bias, weight}
detr.transformer.decoder.layers.5.cross_attn.value_proj.{bias, weight}
detr.transformer.decoder.layers.5.linear1.{bias, weight}
detr.transformer.decoder.layers.5.linear2.{bias, weight}
detr.transformer.decoder.layers.5.norm1.{bias, weight}
detr.transformer.decoder.layers.5.norm2.{bias, weight}
detr.transformer.decoder.layers.5.norm3.{bias, weight}
detr.transformer.decoder.layers.5.self_attn.{in_proj_bias, in_proj_weight}
detr.transformer.decoder.layers.5.self_attn.out_proj.{bias, weight}
detr.transformer.encoder.layers.0.linear1.{bias, weight}
detr.transformer.encoder.layers.0.linear2.{bias, weight}
detr.transformer.encoder.layers.0.norm1.{bias, weight}
detr.transformer.encoder.layers.0.norm2.{bias, weight}
detr.transformer.encoder.layers.0.self_attn.attention_weights.{bias, weight}
detr.transformer.encoder.layers.0.self_attn.output_proj.{bias, weight}
detr.transformer.encoder.layers.0.self_attn.sampling_offsets.{bias, weight}
detr.transformer.encoder.layers.0.self_attn.value_proj.{bias, weight}
detr.transformer.encoder.layers.1.linear1.{bias, weight}
detr.transformer.encoder.layers.1.linear2.{bias, weight}
detr.transformer.encoder.layers.1.norm1.{bias, weight}
detr.transformer.encoder.layers.1.norm2.{bias, weight}
detr.transformer.encoder.layers.1.self_attn.attention_weights.{bias, weight}
detr.transformer.encoder.layers.1.self_attn.output_proj.{bias, weight}
detr.transformer.encoder.layers.1.self_attn.sampling_offsets.{bias, weight}
detr.transformer.encoder.layers.1.self_attn.value_proj.{bias, weight}
detr.transformer.encoder.layers.2.linear1.{bias, weight}
detr.transformer.encoder.layers.2.linear2.{bias, weight}
detr.transformer.encoder.layers.2.norm1.{bias, weight}
detr.transformer.encoder.layers.2.norm2.{bias, weight}
detr.transformer.encoder.layers.2.self_attn.attention_weights.{bias, weight}
detr.transformer.encoder.layers.2.self_attn.output_proj.{bias, weight}
detr.transformer.encoder.layers.2.self_attn.sampling_offsets.{bias, weight}
detr.transformer.encoder.layers.2.self_attn.value_proj.{bias, weight}
detr.transformer.encoder.layers.3.linear1.{bias, weight}
detr.transformer.encoder.layers.3.linear2.{bias, weight}
detr.transformer.encoder.layers.3.norm1.{bias, weight}
detr.transformer.encoder.layers.3.norm2.{bias, weight}
detr.transformer.encoder.layers.3.self_attn.attention_weights.{bias, weight}
detr.transformer.encoder.layers.3.self_attn.output_proj.{bias, weight}
detr.transformer.encoder.layers.3.self_attn.sampling_offsets.{bias, weight}
detr.transformer.encoder.layers.3.self_attn.value_proj.{bias, weight}
detr.transformer.encoder.layers.4.linear1.{bias, weight}
detr.transformer.encoder.layers.4.linear2.{bias, weight}
detr.transformer.encoder.layers.4.norm1.{bias, weight}
detr.transformer.encoder.layers.4.norm2.{bias, weight}
detr.transformer.encoder.layers.4.self_attn.attention_weights.{bias, weight}
detr.transformer.encoder.layers.4.self_attn.output_proj.{bias, weight}
detr.transformer.encoder.layers.4.self_attn.sampling_offsets.{bias, weight}
detr.transformer.encoder.layers.4.self_attn.value_proj.{bias, weight}
detr.transformer.encoder.layers.5.linear1.{bias, weight}
detr.transformer.encoder.layers.5.linear2.{bias, weight}
detr.transformer.encoder.layers.5.norm1.{bias, weight}
detr.transformer.encoder.layers.5.norm2.{bias, weight}
detr.transformer.encoder.layers.5.self_attn.attention_weights.{bias, weight}
detr.transformer.encoder.layers.5.self_attn.output_proj.{bias, weight}
detr.transformer.encoder.layers.5.self_attn.sampling_offsets.{bias, weight}
detr.transformer.encoder.layers.5.self_attn.value_proj.{bias, weight}
detr.transformer.level_embed
detr.transformer.reference_points.{bias, weight}
[02/06 19:45:41] detectron2.checkpoint.c2_model_loading INFO: The checkpoint state_dict contains keys that are not used by the model:
stem.fc.{bias, weight}
[02/06 19:45:41] d2go.core.runner.default_runner INFO: Building detection train loader ...
[02/06 19:45:41] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: True
image_loader: None
tfm_gens:
- RandomFlip()
- ResizeShortestEdge(short_edge_length=(480, 512, 544, 576, 608, 640, 672, 704, 736, 768, 800), max_size=1333, sample_style='choice')
[02/06 19:46:00] detectron2.data.datasets.coco INFO: Loading /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_train2017.json takes 18.39 seconds.
[02/06 19:46:01] detectron2.data.datasets.coco INFO: Loaded 118287 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_train2017.json
[02/06 19:46:01] detectron2.fb.utils INFO: Using 'memcache_manifold://fair_vision_data/tree/coco_train2017' as the best path.
[02/06 19:46:14] detectron2.data.build INFO: Distribution of instances among all 80 categories:
| category | #instances | category | #instances | category | #instances |
|:-------------:|:-------------|:------------:|:-------------|:-------------:|:-------------|
| person | 257253 | bicycle | 7056 | car | 43533 |
| motorcycle | 8654 | airplane | 5129 | bus | 6061 |
| train | 4570 | truck | 9970 | boat | 10576 |
| traffic light | 12842 | fire hydrant | 1865 | stop sign | 1983 |
| parking meter | 1283 | bench | 9820 | bird | 10542 |
| cat | 4766 | dog | 5500 | horse | 6567 |
| sheep | 9223 | cow | 8014 | elephant | 5484 |
| bear | 1294 | zebra | 5269 | giraffe | 5128 |
| backpack | 8714 | umbrella | 11265 | handbag | 12342 |
| tie | 6448 | suitcase | 6112 | frisbee | 2681 |
| skis | 6623 | snowboard | 2681 | sports ball | 6299 |
| kite | 8802 | baseball bat | 3273 | baseball gl.. | 3747 |
| skateboard | 5536 | surfboard | 6095 | tennis racket | 4807 |
| bottle | 24070 | wine glass | 7839 | cup | 20574 |
| fork | 5474 | knife | 7760 | spoon | 6159 |
| bowl | 14323 | banana | 9195 | apple | 5776 |
| sandwich | 4356 | orange | 6302 | broccoli | 7261 |
| carrot | 7758 | hot dog | 2884 | pizza | 5807 |
| donut | 7005 | cake | 6296 | chair | 38073 |
| couch | 5779 | potted plant | 8631 | bed | 4192 |
| dining table | 15695 | toilet | 4149 | tv | 5803 |
| laptop | 4960 | mouse | 2261 | remote | 5700 |
| keyboard | 2854 | cell phone | 6422 | microwave | 1672 |
| oven | 3334 | toaster | 225 | sink | 5609 |
| refrigerator | 2634 | book | 24077 | clock | 6320 |
| vase | 6577 | scissors | 1464 | teddy bear | 4729 |
| hair drier | 198 | toothbrush | 1945 | | |
| total | 849949 | | | | |
[02/06 19:46:14] detectron2.data.build INFO: Using training sampler TrainingSampler
[02/06 19:46:21] detectron2.data.common INFO: Serializing 118287 elements to byte tensors and concatenating them all ...
[02/06 19:46:25] detectron2.data.common INFO: Serialized dataset takes 455.06 MiB
[02/06 19:46:31] detectron2.engine.train_loop INFO: Starting training from iteration 0
[02/06 19:47:01] d2go.core.utils.flop_calculator INFO: Callback: model flops info:
DistributedDataParallel(
input_shapes=[[{'file_name': None, 'height': None, 'width': None, 'image_id': None, 'image': [3, 800, 1067], 'instances': None}, {'file_name': None, 'height': None, 'width': None, 'image_id': None, 'image': [3, 736, 928], 'instances': None}]], output_shapes={'loss_ce': [], 'class_error': [], 'loss_bbox': [], 'loss_giou': [], 'cardinality_error': [], 'loss_ce_0': [], 'loss_bbox_0': [], 'loss_giou_0': [], 'cardinality_error_0': [], 'loss_ce_1': [], 'loss_bbox_1': [], 'loss_giou_1': [], 'cardinality_error_1': [], 'loss_ce_2': [], 'loss_bbox_2': [], 'loss_giou_2': [], 'cardinality_error_2': [], 'loss_ce_3': [], 'loss_bbox_3': [], 'loss_giou_3': [], 'cardinality_error_3': [], 'loss_ce_4': [], 'loss_bbox_4': [], 'loss_giou_4': [], 'cardinality_error_4': []}, nparams=33.864384, nflops=249331.0976
(module): Detr(
input_shapes=[[{'file_name': None, 'height': None, 'width': None, 'image_id': None, 'image': [3, 800, 1067], 'instances': None}, {'file_name': None, 'height': None, 'width': None, 'image_id': None, 'image': [3, 736, 928], 'instances': None}]], output_shapes={'loss_ce': [], 'class_error': [], 'loss_bbox': [], 'loss_giou': [], 'cardinality_error': [], 'loss_ce_0': [], 'loss_bbox_0': [], 'loss_giou_0': [], 'cardinality_error_0': [], 'loss_ce_1': [], 'loss_bbox_1': [], 'loss_giou_1': [], 'cardinality_error_1': [], 'loss_ce_2': [], 'loss_bbox_2': [], 'loss_giou_2': [], 'cardinality_error_2': [], 'loss_ce_3': [], 'loss_bbox_3': [], 'loss_giou_3': [], 'cardinality_error_3': [], 'loss_ce_4': [], 'loss_bbox_4': [], 'loss_giou_4': [], 'cardinality_error_4': []}, nparams=33.864384, nflops=249331.0976
(detr): DeformableDETR(
input_shapes=[None], output_shapes={'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4], 'aux_outputs': [{'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4]}, {'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4]}, {'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4]}, {'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4]}, {'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4]}]}, nparams=33.864384, nflops=249331.0976
(transformer): DeformableTransformer(
input_shapes=[[[2, 256, 50, 67]], [[2, 50, 67]], [[2, 256, 50, 67]], [300, 512]], output_shapes=[[6, 2, 300, 256], [2, 300, 2], [6, 2, 300, 2], None, None], nparams=9.732608, nflops=33676.8
(encoder): DeformableTransformerEncoder(
input_shapes=[[2, 3350, 256], [1, 2], [1], [2, 1, 2], [2, 3350, 256], [2, 3350]], output_shapes=[2, 3350, 256], nparams=4.079616, nflops=27333.4272
(layers): ModuleList(
(0): DeformableTransformerEncoderLayer(
input_shapes=[[2, 3350, 256], [2, 3350, 256], [2, 3350, 1, 2], [1, 2], [1], [2, 3350]], output_shapes=[2, 3350, 256], nparams=0.679936, nflops=4555.5712
(self_attn): MSDeformAttn(
input_shapes=[[2, 3350, 256], [2, 3350, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 3350, 256], nparams=0.155648, nflops=1042.8416
(sampling_offsets): Linear(
in_features=256, out_features=64, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 64], nparams=0.016384, nflops=109.7728
)
(attention_weights): Linear(
in_features=256, out_features=32, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 32], nparams=0.008192, nflops=54.8864
)
(value_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
(output_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
)
(dropout1): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(norm1): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(linear1): Linear(
in_features=256, out_features=1024, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 1024], nparams=0.262144, nflops=1756.3648
)
(dropout2): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 1024]], output_shapes=[2, 3350, 1024], nparams=0.0, nflops=0.0
)
(linear2): Linear(
in_features=1024, out_features=256, bias=True,
input_shapes=[[2, 3350, 1024]], output_shapes=[2, 3350, 256], nparams=0.262144, nflops=1756.3648
)
(dropout3): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(norm2): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
)
(1): DeformableTransformerEncoderLayer(
input_shapes=[[2, 3350, 256], [2, 3350, 256], [2, 3350, 1, 2], [1, 2], [1], [2, 3350]], output_shapes=[2, 3350, 256], nparams=0.679936, nflops=4555.5712
(self_attn): MSDeformAttn(
input_shapes=[[2, 3350, 256], [2, 3350, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 3350, 256], nparams=0.155648, nflops=1042.8416
(sampling_offsets): Linear(
in_features=256, out_features=64, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 64], nparams=0.016384, nflops=109.7728
)
(attention_weights): Linear(
in_features=256, out_features=32, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 32], nparams=0.008192, nflops=54.8864
)
(value_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
(output_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
)
(dropout1): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(norm1): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(linear1): Linear(
in_features=256, out_features=1024, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 1024], nparams=0.262144, nflops=1756.3648
)
(dropout2): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 1024]], output_shapes=[2, 3350, 1024], nparams=0.0, nflops=0.0
)
(linear2): Linear(
in_features=1024, out_features=256, bias=True,
input_shapes=[[2, 3350, 1024]], output_shapes=[2, 3350, 256], nparams=0.262144, nflops=1756.3648
)
(dropout3): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(norm2): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
)
(2): DeformableTransformerEncoderLayer(
input_shapes=[[2, 3350, 256], [2, 3350, 256], [2, 3350, 1, 2], [1, 2], [1], [2, 3350]], output_shapes=[2, 3350, 256], nparams=0.679936, nflops=4555.5712
(self_attn): MSDeformAttn(
input_shapes=[[2, 3350, 256], [2, 3350, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 3350, 256], nparams=0.155648, nflops=1042.8416
(sampling_offsets): Linear(
in_features=256, out_features=64, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 64], nparams=0.016384, nflops=109.7728
)
(attention_weights): Linear(
in_features=256, out_features=32, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 32], nparams=0.008192, nflops=54.8864
)
(value_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
(output_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
)
(dropout1): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(norm1): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(linear1): Linear(
in_features=256, out_features=1024, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 1024], nparams=0.262144, nflops=1756.3648
)
(dropout2): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 1024]], output_shapes=[2, 3350, 1024], nparams=0.0, nflops=0.0
)
(linear2): Linear(
in_features=1024, out_features=256, bias=True,
input_shapes=[[2, 3350, 1024]], output_shapes=[2, 3350, 256], nparams=0.262144, nflops=1756.3648
)
(dropout3): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(norm2): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
)
(3): DeformableTransformerEncoderLayer(
input_shapes=[[2, 3350, 256], [2, 3350, 256], [2, 3350, 1, 2], [1, 2], [1], [2, 3350]], output_shapes=[2, 3350, 256], nparams=0.679936, nflops=4555.5712
(self_attn): MSDeformAttn(
input_shapes=[[2, 3350, 256], [2, 3350, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 3350, 256], nparams=0.155648, nflops=1042.8416
(sampling_offsets): Linear(
in_features=256, out_features=64, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 64], nparams=0.016384, nflops=109.7728
)
(attention_weights): Linear(
in_features=256, out_features=32, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 32], nparams=0.008192, nflops=54.8864
)
(value_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
(output_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
)
(dropout1): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(norm1): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(linear1): Linear(
in_features=256, out_features=1024, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 1024], nparams=0.262144, nflops=1756.3648
)
(dropout2): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 1024]], output_shapes=[2, 3350, 1024], nparams=0.0, nflops=0.0
)
(linear2): Linear(
in_features=1024, out_features=256, bias=True,
input_shapes=[[2, 3350, 1024]], output_shapes=[2, 3350, 256], nparams=0.262144, nflops=1756.3648
)
(dropout3): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(norm2): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
)
(4): DeformableTransformerEncoderLayer(
input_shapes=[[2, 3350, 256], [2, 3350, 256], [2, 3350, 1, 2], [1, 2], [1], [2, 3350]], output_shapes=[2, 3350, 256], nparams=0.679936, nflops=4555.5712
(self_attn): MSDeformAttn(
input_shapes=[[2, 3350, 256], [2, 3350, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 3350, 256], nparams=0.155648, nflops=1042.8416
(sampling_offsets): Linear(
in_features=256, out_features=64, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 64], nparams=0.016384, nflops=109.7728
)
(attention_weights): Linear(
in_features=256, out_features=32, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 32], nparams=0.008192, nflops=54.8864
)
(value_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
(output_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
)
(dropout1): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(norm1): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(linear1): Linear(
in_features=256, out_features=1024, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 1024], nparams=0.262144, nflops=1756.3648
)
(dropout2): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 1024]], output_shapes=[2, 3350, 1024], nparams=0.0, nflops=0.0
)
(linear2): Linear(
in_features=1024, out_features=256, bias=True,
input_shapes=[[2, 3350, 1024]], output_shapes=[2, 3350, 256], nparams=0.262144, nflops=1756.3648
)
(dropout3): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(norm2): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
)
(5): DeformableTransformerEncoderLayer(
input_shapes=[[2, 3350, 256], [2, 3350, 256], [2, 3350, 1, 2], [1, 2], [1], [2, 3350]], output_shapes=[2, 3350, 256], nparams=0.679936, nflops=4555.5712
(self_attn): MSDeformAttn(
input_shapes=[[2, 3350, 256], [2, 3350, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 3350, 256], nparams=0.155648, nflops=1042.8416
(sampling_offsets): Linear(
in_features=256, out_features=64, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 64], nparams=0.016384, nflops=109.7728
)
(attention_weights): Linear(
in_features=256, out_features=32, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 32], nparams=0.008192, nflops=54.8864
)
(value_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
(output_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
)
(dropout1): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(norm1): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(linear1): Linear(
in_features=256, out_features=1024, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 1024], nparams=0.262144, nflops=1756.3648
)
(dropout2): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 1024]], output_shapes=[2, 3350, 1024], nparams=0.0, nflops=0.0
)
(linear2): Linear(
in_features=1024, out_features=256, bias=True,
input_shapes=[[2, 3350, 1024]], output_shapes=[2, 3350, 256], nparams=0.262144, nflops=1756.3648
)
(dropout3): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
(norm2): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.0, nflops=0.0
)
)
)
)
(decoder): DeformableTransformerDecoder(
input_shapes=[[2, 300, 256], [2, 300, 2], [2, 3350, 256], [1, 2], [1], [2, 1, 2], [2, 300, 256], [2, 3350]], output_shapes=[[6, 2, 300, 256], [6, 2, 300, 2]], nparams=5.65248, nflops=6343.0656
(layers): ModuleList(
(0): DeformableTransformerDecoderLayer(
input_shapes=[[2, 300, 256], [2, 300, 256], [2, 300, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 300, 256], nparams=0.94208, nflops=1057.1776
(cross_attn): MSDeformAttn(
input_shapes=[[2, 300, 256], [2, 300, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 300, 256], nparams=0.155648, nflops=493.1584
(sampling_offsets): Linear(
in_features=256, out_features=64, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 64], nparams=0.016384, nflops=9.8304
)
(attention_weights): Linear(
in_features=256, out_features=32, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 32], nparams=0.008192, nflops=4.9152
)
(value_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
(output_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
)
(dropout1): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm1): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(self_attn): MultiheadAttention(
input_shapes=[[300, 2, 256], [300, 2, 256], [300, 2, 256]], output_shapes=[[300, 2, 256], [2, 300, 300]], nparams=0.262144, nflops=249.4464
(out_proj): _LinearWithBias(in_features=256, out_features=256, bias=True)
)
(dropout2): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm2): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(linear1): Linear(
in_features=256, out_features=1024, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 1024], nparams=0.262144, nflops=157.2864
)
(dropout3): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 1024]], output_shapes=[2, 300, 1024], nparams=0.0, nflops=0.0
)
(linear2): Linear(
in_features=1024, out_features=256, bias=True,
input_shapes=[[2, 300, 1024]], output_shapes=[2, 300, 256], nparams=0.262144, nflops=157.2864
)
(dropout4): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm3): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
)
(1): DeformableTransformerDecoderLayer(
input_shapes=[[2, 300, 256], [2, 300, 256], [2, 300, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 300, 256], nparams=0.94208, nflops=1057.1776
(cross_attn): MSDeformAttn(
input_shapes=[[2, 300, 256], [2, 300, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 300, 256], nparams=0.155648, nflops=493.1584
(sampling_offsets): Linear(
in_features=256, out_features=64, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 64], nparams=0.016384, nflops=9.8304
)
(attention_weights): Linear(
in_features=256, out_features=32, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 32], nparams=0.008192, nflops=4.9152
)
(value_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
(output_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
)
(dropout1): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm1): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(self_attn): MultiheadAttention(
input_shapes=[[300, 2, 256], [300, 2, 256], [300, 2, 256]], output_shapes=[[300, 2, 256], [2, 300, 300]], nparams=0.262144, nflops=249.4464
(out_proj): _LinearWithBias(in_features=256, out_features=256, bias=True)
)
(dropout2): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm2): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(linear1): Linear(
in_features=256, out_features=1024, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 1024], nparams=0.262144, nflops=157.2864
)
(dropout3): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 1024]], output_shapes=[2, 300, 1024], nparams=0.0, nflops=0.0
)
(linear2): Linear(
in_features=1024, out_features=256, bias=True,
input_shapes=[[2, 300, 1024]], output_shapes=[2, 300, 256], nparams=0.262144, nflops=157.2864
)
(dropout4): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm3): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
)
(2): DeformableTransformerDecoderLayer(
input_shapes=[[2, 300, 256], [2, 300, 256], [2, 300, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 300, 256], nparams=0.94208, nflops=1057.1776
(cross_attn): MSDeformAttn(
input_shapes=[[2, 300, 256], [2, 300, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 300, 256], nparams=0.155648, nflops=493.1584
(sampling_offsets): Linear(
in_features=256, out_features=64, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 64], nparams=0.016384, nflops=9.8304
)
(attention_weights): Linear(
in_features=256, out_features=32, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 32], nparams=0.008192, nflops=4.9152
)
(value_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
(output_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
)
(dropout1): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm1): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(self_attn): MultiheadAttention(
input_shapes=[[300, 2, 256], [300, 2, 256], [300, 2, 256]], output_shapes=[[300, 2, 256], [2, 300, 300]], nparams=0.262144, nflops=249.4464
(out_proj): _LinearWithBias(in_features=256, out_features=256, bias=True)
)
(dropout2): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm2): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(linear1): Linear(
in_features=256, out_features=1024, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 1024], nparams=0.262144, nflops=157.2864
)
(dropout3): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 1024]], output_shapes=[2, 300, 1024], nparams=0.0, nflops=0.0
)
(linear2): Linear(
in_features=1024, out_features=256, bias=True,
input_shapes=[[2, 300, 1024]], output_shapes=[2, 300, 256], nparams=0.262144, nflops=157.2864
)
(dropout4): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm3): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
)
(3): DeformableTransformerDecoderLayer(
input_shapes=[[2, 300, 256], [2, 300, 256], [2, 300, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 300, 256], nparams=0.94208, nflops=1057.1776
(cross_attn): MSDeformAttn(
input_shapes=[[2, 300, 256], [2, 300, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 300, 256], nparams=0.155648, nflops=493.1584
(sampling_offsets): Linear(
in_features=256, out_features=64, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 64], nparams=0.016384, nflops=9.8304
)
(attention_weights): Linear(
in_features=256, out_features=32, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 32], nparams=0.008192, nflops=4.9152
)
(value_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
(output_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
)
(dropout1): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm1): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(self_attn): MultiheadAttention(
input_shapes=[[300, 2, 256], [300, 2, 256], [300, 2, 256]], output_shapes=[[300, 2, 256], [2, 300, 300]], nparams=0.262144, nflops=249.4464
(out_proj): _LinearWithBias(in_features=256, out_features=256, bias=True)
)
(dropout2): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm2): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(linear1): Linear(
in_features=256, out_features=1024, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 1024], nparams=0.262144, nflops=157.2864
)
(dropout3): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 1024]], output_shapes=[2, 300, 1024], nparams=0.0, nflops=0.0
)
(linear2): Linear(
in_features=1024, out_features=256, bias=True,
input_shapes=[[2, 300, 1024]], output_shapes=[2, 300, 256], nparams=0.262144, nflops=157.2864
)
(dropout4): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm3): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
)
(4): DeformableTransformerDecoderLayer(
input_shapes=[[2, 300, 256], [2, 300, 256], [2, 300, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 300, 256], nparams=0.94208, nflops=1057.1776
(cross_attn): MSDeformAttn(
input_shapes=[[2, 300, 256], [2, 300, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 300, 256], nparams=0.155648, nflops=493.1584
(sampling_offsets): Linear(
in_features=256, out_features=64, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 64], nparams=0.016384, nflops=9.8304
)
(attention_weights): Linear(
in_features=256, out_features=32, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 32], nparams=0.008192, nflops=4.9152
)
(value_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
(output_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
)
(dropout1): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm1): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(self_attn): MultiheadAttention(
input_shapes=[[300, 2, 256], [300, 2, 256], [300, 2, 256]], output_shapes=[[300, 2, 256], [2, 300, 300]], nparams=0.262144, nflops=249.4464
(out_proj): _LinearWithBias(in_features=256, out_features=256, bias=True)
)
(dropout2): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm2): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(linear1): Linear(
in_features=256, out_features=1024, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 1024], nparams=0.262144, nflops=157.2864
)
(dropout3): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 1024]], output_shapes=[2, 300, 1024], nparams=0.0, nflops=0.0
)
(linear2): Linear(
in_features=1024, out_features=256, bias=True,
input_shapes=[[2, 300, 1024]], output_shapes=[2, 300, 256], nparams=0.262144, nflops=157.2864
)
(dropout4): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm3): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
)
(5): DeformableTransformerDecoderLayer(
input_shapes=[[2, 300, 256], [2, 300, 256], [2, 300, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 300, 256], nparams=0.94208, nflops=1057.1776
(cross_attn): MSDeformAttn(
input_shapes=[[2, 300, 256], [2, 300, 1, 2], [2, 3350, 256], [1, 2], [1], [2, 3350]], output_shapes=[2, 300, 256], nparams=0.155648, nflops=493.1584
(sampling_offsets): Linear(
in_features=256, out_features=64, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 64], nparams=0.016384, nflops=9.8304
)
(attention_weights): Linear(
in_features=256, out_features=32, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 32], nparams=0.008192, nflops=4.9152
)
(value_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 3350, 256]], output_shapes=[2, 3350, 256], nparams=0.065536, nflops=439.0912
)
(output_proj): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
)
(dropout1): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm1): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(self_attn): MultiheadAttention(
input_shapes=[[300, 2, 256], [300, 2, 256], [300, 2, 256]], output_shapes=[[300, 2, 256], [2, 300, 300]], nparams=0.262144, nflops=249.4464
(out_proj): _LinearWithBias(in_features=256, out_features=256, bias=True)
)
(dropout2): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm2): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(linear1): Linear(
in_features=256, out_features=1024, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 1024], nparams=0.262144, nflops=157.2864
)
(dropout3): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 1024]], output_shapes=[2, 300, 1024], nparams=0.0, nflops=0.0
)
(linear2): Linear(
in_features=1024, out_features=256, bias=True,
input_shapes=[[2, 300, 1024]], output_shapes=[2, 300, 256], nparams=0.262144, nflops=157.2864
)
(dropout4): Dropout(
p=0.1, inplace=False,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
(norm3): LayerNorm(
(256,), eps=1e-05, elementwise_affine=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.0, nflops=0.0
)
)
)
)
(reference_points): Linear(
in_features=256, out_features=2, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 2], nparams=0.000512, nflops=0.3072
)
)
(class_embed): ModuleList(
(0): Linear(
in_features=256, out_features=80, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 80], nparams=0.02048, nflops=12.288
)
(1): Linear(
in_features=256, out_features=80, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 80], nparams=0.02048, nflops=12.288
)
(2): Linear(
in_features=256, out_features=80, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 80], nparams=0.02048, nflops=12.288
)
(3): Linear(
in_features=256, out_features=80, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 80], nparams=0.02048, nflops=12.288
)
(4): Linear(
in_features=256, out_features=80, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 80], nparams=0.02048, nflops=12.288
)
(5): Linear(
in_features=256, out_features=80, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 80], nparams=0.02048, nflops=12.288
)
)
(bbox_embed): ModuleList(
(0): MLP(
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 4], nparams=0.132096, nflops=79.2576
(layers): ModuleList(
(0): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
(1): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
(2): Linear(
in_features=256, out_features=4, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 4], nparams=0.001024, nflops=0.6144
)
)
)
(1): MLP(
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 4], nparams=0.132096, nflops=79.2576
(layers): ModuleList(
(0): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
(1): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
(2): Linear(
in_features=256, out_features=4, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 4], nparams=0.001024, nflops=0.6144
)
)
)
(2): MLP(
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 4], nparams=0.132096, nflops=79.2576
(layers): ModuleList(
(0): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
(1): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
(2): Linear(
in_features=256, out_features=4, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 4], nparams=0.001024, nflops=0.6144
)
)
)
(3): MLP(
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 4], nparams=0.132096, nflops=79.2576
(layers): ModuleList(
(0): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
(1): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
(2): Linear(
in_features=256, out_features=4, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 4], nparams=0.001024, nflops=0.6144
)
)
)
(4): MLP(
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 4], nparams=0.132096, nflops=79.2576
(layers): ModuleList(
(0): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
(1): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
(2): Linear(
in_features=256, out_features=4, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 4], nparams=0.001024, nflops=0.6144
)
)
)
(5): MLP(
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 4], nparams=0.132096, nflops=79.2576
(layers): ModuleList(
(0): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
(1): Linear(
in_features=256, out_features=256, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 256], nparams=0.065536, nflops=39.3216
)
(2): Linear(
in_features=256, out_features=4, bias=True,
input_shapes=[[2, 300, 256]], output_shapes=[2, 300, 4], nparams=0.001024, nflops=0.6144
)
)
)
)
(query_embed): Embedding(300, 512)
(input_proj): ModuleList(
(0): Sequential(
input_shapes=[[2, 2048, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.524288, nflops=3512.7296
(0): Conv2d(
2048, 256, kernel_size=(1, 1), stride=(1, 1),
input_shapes=[[2, 2048, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.524288, nflops=3512.7296
)
(1): GroupNorm(
32, 256, eps=1e-05, affine=True,
input_shapes=[[2, 256, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.0, nflops=0.0
)
)
)
(backbone): Joiner(
input_shapes=[None], output_shapes=[[None, None, None, None], [[2, 256, 200, 267], [2, 256, 100, 134], [2, 256, 50, 67], [2, 256, 50, 67]]], nparams=23.454912, nflops=212050.0224
(0): MaskedBackbone(
input_shapes=[None], output_shapes={'res2': None, 'res3': None, 'res4': None, 'res5': None}, nparams=23.454912, nflops=212050.0224
(backbone): ResNet(
input_shapes=[[2, 3, 800, 1067]], output_shapes={'res2': [2, 256, 200, 267], 'res3': [2, 512, 100, 134], 'res4': [2, 1024, 50, 67], 'res5': [2, 2048, 50, 67]}, nparams=23.454912, nflops=212050.0224
(stem): BasicStem(
input_shapes=[[2, 3, 800, 1067]], output_shapes=[2, 64, 200, 267], nparams=0.009408, nflops=4019.0976
(conv1): Conv2d(
3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False,
input_shapes=[[2, 3, 800, 1067]], output_shapes=[2, 64, 400, 534], nparams=0.009408, nflops=4019.0976
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
)
(res2): Sequential(
input_shapes=[[2, 64, 200, 267]], output_shapes=[2, 256, 200, 267], nparams=0.212992, nflops=22747.5456
(0): BottleneckBlock(
input_shapes=[[2, 64, 200, 267]], output_shapes=[2, 256, 200, 267], nparams=0.073728, nflops=7874.1504
(shortcut): Conv2d(
64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 64, 200, 267]], output_shapes=[2, 256, 200, 267], nparams=0.016384, nflops=1749.8112
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv1): Conv2d(
64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 64, 200, 267]], output_shapes=[2, 64, 200, 267], nparams=0.004096, nflops=437.4528
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
(conv2): Conv2d(
64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False,
input_shapes=[[2, 64, 200, 267]], output_shapes=[2, 64, 200, 267], nparams=0.036864, nflops=3937.0752
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
(conv3): Conv2d(
64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 64, 200, 267]], output_shapes=[2, 256, 200, 267], nparams=0.016384, nflops=1749.8112
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
)
(1): BottleneckBlock(
input_shapes=[[2, 256, 200, 267]], output_shapes=[2, 256, 200, 267], nparams=0.069632, nflops=7436.6976
(conv1): Conv2d(
256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 256, 200, 267]], output_shapes=[2, 64, 200, 267], nparams=0.016384, nflops=1749.8112
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
(conv2): Conv2d(
64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False,
input_shapes=[[2, 64, 200, 267]], output_shapes=[2, 64, 200, 267], nparams=0.036864, nflops=3937.0752
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
(conv3): Conv2d(
64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 64, 200, 267]], output_shapes=[2, 256, 200, 267], nparams=0.016384, nflops=1749.8112
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
)
(2): BottleneckBlock(
input_shapes=[[2, 256, 200, 267]], output_shapes=[2, 256, 200, 267], nparams=0.069632, nflops=7436.6976
(conv1): Conv2d(
256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 256, 200, 267]], output_shapes=[2, 64, 200, 267], nparams=0.016384, nflops=1749.8112
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
(conv2): Conv2d(
64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False,
input_shapes=[[2, 64, 200, 267]], output_shapes=[2, 64, 200, 267], nparams=0.036864, nflops=3937.0752
(norm): FrozenBatchNorm2d(num_features=64, eps=1e-05)
)
(conv3): Conv2d(
64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 64, 200, 267]], output_shapes=[2, 256, 200, 267], nparams=0.016384, nflops=1749.8112
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
)
)
(res3): Sequential(
input_shapes=[[2, 256, 200, 267]], output_shapes=[2, 512, 100, 134], nparams=1.212416, nflops=35114.1888
(0): BottleneckBlock(
input_shapes=[[2, 256, 200, 267]], output_shapes=[2, 512, 100, 134], nparams=0.376832, nflops=12720.5376
(shortcut): Conv2d(
256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False,
input_shapes=[[2, 256, 200, 267]], output_shapes=[2, 512, 100, 134], nparams=0.131072, nflops=3512.7296
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv1): Conv2d(
256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 256, 200, 267]], output_shapes=[2, 128, 200, 267], nparams=0.032768, nflops=3499.6224
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv2): Conv2d(
128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False,
input_shapes=[[2, 128, 200, 267]], output_shapes=[2, 128, 100, 134], nparams=0.147456, nflops=3951.8208
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv3): Conv2d(
128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 128, 100, 134]], output_shapes=[2, 512, 100, 134], nparams=0.065536, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
)
(1): BottleneckBlock(
input_shapes=[[2, 512, 100, 134]], output_shapes=[2, 512, 100, 134], nparams=0.278528, nflops=7464.5504
(conv1): Conv2d(
512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 512, 100, 134]], output_shapes=[2, 128, 100, 134], nparams=0.065536, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv2): Conv2d(
128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False,
input_shapes=[[2, 128, 100, 134]], output_shapes=[2, 128, 100, 134], nparams=0.147456, nflops=3951.8208
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv3): Conv2d(
128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 128, 100, 134]], output_shapes=[2, 512, 100, 134], nparams=0.065536, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
)
(2): BottleneckBlock(
input_shapes=[[2, 512, 100, 134]], output_shapes=[2, 512, 100, 134], nparams=0.278528, nflops=7464.5504
(conv1): Conv2d(
512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 512, 100, 134]], output_shapes=[2, 128, 100, 134], nparams=0.065536, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv2): Conv2d(
128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False,
input_shapes=[[2, 128, 100, 134]], output_shapes=[2, 128, 100, 134], nparams=0.147456, nflops=3951.8208
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv3): Conv2d(
128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 128, 100, 134]], output_shapes=[2, 512, 100, 134], nparams=0.065536, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
)
(3): BottleneckBlock(
input_shapes=[[2, 512, 100, 134]], output_shapes=[2, 512, 100, 134], nparams=0.278528, nflops=7464.5504
(conv1): Conv2d(
512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 512, 100, 134]], output_shapes=[2, 128, 100, 134], nparams=0.065536, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv2): Conv2d(
128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False,
input_shapes=[[2, 128, 100, 134]], output_shapes=[2, 128, 100, 134], nparams=0.147456, nflops=3951.8208
(norm): FrozenBatchNorm2d(num_features=128, eps=1e-05)
)
(conv3): Conv2d(
128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 128, 100, 134]], output_shapes=[2, 512, 100, 134], nparams=0.065536, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
)
)
(res4): Sequential(
input_shapes=[[2, 512, 100, 134]], output_shapes=[2, 1024, 50, 67], nparams=7.077888, nflops=50056.3968
(0): BottleneckBlock(
input_shapes=[[2, 512, 100, 134]], output_shapes=[2, 1024, 50, 67], nparams=1.507328, nflops=12733.6448
(shortcut): Conv2d(
512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False,
input_shapes=[[2, 512, 100, 134]], output_shapes=[2, 1024, 50, 67], nparams=0.524288, nflops=3512.7296
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
(conv1): Conv2d(
512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 512, 100, 134]], output_shapes=[2, 256, 100, 134], nparams=0.131072, nflops=3512.7296
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv2): Conv2d(
256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False,
input_shapes=[[2, 256, 100, 134]], output_shapes=[2, 256, 50, 67], nparams=0.589824, nflops=3951.8208
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv3): Conv2d(
256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 256, 50, 67]], output_shapes=[2, 1024, 50, 67], nparams=0.262144, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
)
(1): BottleneckBlock(
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 1024, 50, 67], nparams=1.114112, nflops=7464.5504
(conv1): Conv2d(
1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.262144, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv2): Conv2d(
256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False,
input_shapes=[[2, 256, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.589824, nflops=3951.8208
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv3): Conv2d(
256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 256, 50, 67]], output_shapes=[2, 1024, 50, 67], nparams=0.262144, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
)
(2): BottleneckBlock(
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 1024, 50, 67], nparams=1.114112, nflops=7464.5504
(conv1): Conv2d(
1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.262144, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv2): Conv2d(
256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False,
input_shapes=[[2, 256, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.589824, nflops=3951.8208
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv3): Conv2d(
256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 256, 50, 67]], output_shapes=[2, 1024, 50, 67], nparams=0.262144, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
)
(3): BottleneckBlock(
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 1024, 50, 67], nparams=1.114112, nflops=7464.5504
(conv1): Conv2d(
1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.262144, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv2): Conv2d(
256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False,
input_shapes=[[2, 256, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.589824, nflops=3951.8208
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv3): Conv2d(
256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 256, 50, 67]], output_shapes=[2, 1024, 50, 67], nparams=0.262144, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
)
(4): BottleneckBlock(
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 1024, 50, 67], nparams=1.114112, nflops=7464.5504
(conv1): Conv2d(
1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.262144, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv2): Conv2d(
256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False,
input_shapes=[[2, 256, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.589824, nflops=3951.8208
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv3): Conv2d(
256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 256, 50, 67]], output_shapes=[2, 1024, 50, 67], nparams=0.262144, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
)
(5): BottleneckBlock(
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 1024, 50, 67], nparams=1.114112, nflops=7464.5504
(conv1): Conv2d(
1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.262144, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv2): Conv2d(
256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False,
input_shapes=[[2, 256, 50, 67]], output_shapes=[2, 256, 50, 67], nparams=0.589824, nflops=3951.8208
(norm): FrozenBatchNorm2d(num_features=256, eps=1e-05)
)
(conv3): Conv2d(
256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 256, 50, 67]], output_shapes=[2, 1024, 50, 67], nparams=0.262144, nflops=1756.3648
(norm): FrozenBatchNorm2d(num_features=1024, eps=1e-05)
)
)
)
(res5): Sequential(
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 2048, 50, 67], nparams=14.942208, nflops=100112.7936
(0): BottleneckBlock(
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 2048, 50, 67], nparams=6.029312, nflops=40396.3904
(shortcut): Conv2d(
1024, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 2048, 50, 67], nparams=2.097152, nflops=14050.9184
(norm): FrozenBatchNorm2d(num_features=2048, eps=1e-05)
)
(conv1): Conv2d(
1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 1024, 50, 67]], output_shapes=[2, 512, 50, 67], nparams=0.524288, nflops=3512.7296
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv2): Conv2d(
512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False,
input_shapes=[[2, 512, 50, 67]], output_shapes=[2, 512, 50, 67], nparams=2.359296, nflops=15807.2832
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv3): Conv2d(
512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 512, 50, 67]], output_shapes=[2, 2048, 50, 67], nparams=1.048576, nflops=7025.4592
(norm): FrozenBatchNorm2d(num_features=2048, eps=1e-05)
)
)
(1): BottleneckBlock(
input_shapes=[[2, 2048, 50, 67]], output_shapes=[2, 2048, 50, 67], nparams=4.456448, nflops=29858.2016
(conv1): Conv2d(
2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 2048, 50, 67]], output_shapes=[2, 512, 50, 67], nparams=1.048576, nflops=7025.4592
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv2): Conv2d(
512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2), dilation=(2, 2), bias=False,
input_shapes=[[2, 512, 50, 67]], output_shapes=[2, 512, 50, 67], nparams=2.359296, nflops=15807.2832
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv3): Conv2d(
512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 512, 50, 67]], output_shapes=[2, 2048, 50, 67], nparams=1.048576, nflops=7025.4592
(norm): FrozenBatchNorm2d(num_features=2048, eps=1e-05)
)
)
(2): BottleneckBlock(
input_shapes=[[2, 2048, 50, 67]], output_shapes=[2, 2048, 50, 67], nparams=4.456448, nflops=29858.2016
(conv1): Conv2d(
2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 2048, 50, 67]], output_shapes=[2, 512, 50, 67], nparams=1.048576, nflops=7025.4592
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv2): Conv2d(
512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2), dilation=(2, 2), bias=False,
input_shapes=[[2, 512, 50, 67]], output_shapes=[2, 512, 50, 67], nparams=2.359296, nflops=15807.2832
(norm): FrozenBatchNorm2d(num_features=512, eps=1e-05)
)
(conv3): Conv2d(
512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False,
input_shapes=[[2, 512, 50, 67]], output_shapes=[2, 2048, 50, 67], nparams=1.048576, nflops=7025.4592
(norm): FrozenBatchNorm2d(num_features=2048, eps=1e-05)
)
)
)
)
)
(1): PositionEmbeddingSine(input_shapes=[None], output_shapes=[2, 256, 50, 67], nparams=0.0, nflops=0.0)
)
)
(criterion): FocalLossSetCriterion(
input_shapes=[{'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4], 'aux_outputs': [{'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4]}, {'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4]}, {'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4]}, {'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4]}, {'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4]}]}, [{'labels': [2], 'boxes': [2, 4]}, {'labels': [1], 'boxes': [1, 4]}]], output_shapes={'loss_ce': [], 'class_error': [], 'loss_bbox': [], 'loss_giou': [], 'cardinality_error': [], 'loss_ce_0': [], 'loss_bbox_0': [], 'loss_giou_0': [], 'cardinality_error_0': [], 'loss_ce_1': [], 'loss_bbox_1': [], 'loss_giou_1': [], 'cardinality_error_1': [], 'loss_ce_2': [], 'loss_bbox_2': [], 'loss_giou_2': [], 'cardinality_error_2': [], 'loss_ce_3': [], 'loss_bbox_3': [], 'loss_giou_3': [], 'cardinality_error_3': [], 'loss_ce_4': [], 'loss_bbox_4': [], 'loss_giou_4': [], 'cardinality_error_4': []}, nparams=0.0, nflops=0.0
(matcher): HungarianMatcher(input_shapes=[{'pred_logits': [2, 300, 80], 'pred_boxes': [2, 300, 4]}, [{'labels': [2], 'boxes': [2, 4]}, {'labels': [1], 'boxes': [1, 4]}]], output_shapes=[[[2], [2]], [[1], [1]]], nparams=0.0, nflops=0.0)
)
)
)
[02/06 19:47:01] d2go.core.utils.flop_calculator INFO: Model parameters (M): 33.864384, MFlops (batch_size=2): 249331.0976, MFlops (batch_size=1): 124665.5488
[02/06 19:47:08] detectron2.utils.events INFO: eta: 8:36:40 iter: 19 total_loss: 1870 loss_ce: 1.694 loss_bbox: 1.833 loss_giou: 1.644 loss_ce_0: 1.608 loss_bbox_0: 1.867 loss_giou_0: 1.66 loss_ce_1: 1.64 loss_bbox_1: 1.842 loss_giou_1: 1.649 loss_ce_2: 1.658 loss_bbox_2: 1.828 loss_giou_2: 1.645 loss_ce_3: 1.66 loss_bbox_3: 1.83 loss_giou_3: 1.644 loss_ce_4: 1.715 loss_bbox_4: 1.832 loss_giou_4: 1.643 time: 0.3411 data_time: 1.3845 lr: 0.0002 max_mem: 2588M
[02/06 19:47:16] detectron2.utils.events INFO: eta: 8:39:28 iter: 39 total_loss: 1857 loss_ce: 1.408 loss_bbox: 1.782 loss_giou: 1.593 loss_ce_0: 1.387 loss_bbox_0: 1.812 loss_giou_0: 1.606 loss_ce_1: 1.389 loss_bbox_1: 1.788 loss_giou_1: 1.593 loss_ce_2: 1.41 loss_bbox_2: 1.784 loss_giou_2: 1.592 loss_ce_3: 1.409 loss_bbox_3: 1.785 loss_giou_3: 1.59 loss_ce_4: 1.42 loss_bbox_4: 1.786 loss_giou_4: 1.591 time: 0.3664 data_time: 0.0558 lr: 0.0002 max_mem: 2799M
[02/06 19:47:23] detectron2.utils.events INFO: eta: 8:31:47 iter: 59 total_loss: 1848 loss_ce: 1.301 loss_bbox: 1.605 loss_giou: 1.52 loss_ce_0: 1.288 loss_bbox_0: 1.66 loss_giou_0: 1.535 loss_ce_1: 1.286 loss_bbox_1: 1.604 loss_giou_1: 1.515 loss_ce_2: 1.285 loss_bbox_2: 1.588 loss_giou_2: 1.51 loss_ce_3: 1.301 loss_bbox_3: 1.589 loss_giou_3: 1.515 loss_ce_4: 1.293 loss_bbox_4: 1.602 loss_giou_4: 1.518 time: 0.3718 data_time: 0.0584 lr: 0.0002 max_mem: 2801M
[02/06 19:47:31] detectron2.utils.events INFO: eta: 8:36:01 iter: 79 total_loss: 1841 loss_ce: 1.224 loss_bbox: 1.114 loss_giou: 1.409 loss_ce_0: 1.263 loss_bbox_0: 1.141 loss_giou_0: 1.414 loss_ce_1: 1.228 loss_bbox_1: 1.109 loss_giou_1: 1.409 loss_ce_2: 1.237 loss_bbox_2: 1.099 loss_giou_2: 1.403 loss_ce_3: 1.225 loss_bbox_3: 1.109 loss_giou_3: 1.411 loss_ce_4: 1.218 loss_bbox_4: 1.111 loss_giou_4: 1.406 time: 0.3759 data_time: 0.0462 lr: 0.0002 max_mem: 2832M
[02/06 19:47:39] detectron2.utils.events INFO: eta: 8:35:48 iter: 99 total_loss: 1840 loss_ce: 1.185 loss_bbox: 0.946 loss_giou: 1.364 loss_ce_0: 1.221 loss_bbox_0: 0.9698 loss_giou_0: 1.361 loss_ce_1: 1.188 loss_bbox_1: 0.9485 loss_giou_1: 1.355 loss_ce_2: 1.189 loss_bbox_2: 0.959 loss_giou_2: 1.357 loss_ce_3: 1.164 loss_bbox_3: 0.9429 loss_giou_3: 1.362 loss_ce_4: 1.166 loss_bbox_4: 0.9499 loss_giou_4: 1.353 time: 0.3849 data_time: 0.0811 lr: 0.0002 max_mem: 2926M
[02/06 19:47:47] detectron2.utils.events INFO: eta: 8:30:40 iter: 119 total_loss: 1839 loss_ce: 1.154 loss_bbox: 0.9242 loss_giou: 1.317 loss_ce_0: 1.184 loss_bbox_0: 0.9472 loss_giou_0: 1.316 loss_ce_1: 1.162 loss_bbox_1: 0.9332 loss_giou_1: 1.313 loss_ce_2: 1.155 loss_bbox_2: 0.9071 loss_giou_2: 1.309 loss_ce_3: 1.148 loss_bbox_3: 0.9137 loss_giou_3: 1.313 loss_ce_4: 1.149 loss_bbox_4: 0.918 loss_giou_4: 1.311 time: 0.3865 data_time: 0.0691 lr: 0.0002 max_mem: 2926M
[02/06 19:47:55] detectron2.utils.events INFO: eta: 8:29:25 iter: 139 total_loss: 1835 loss_ce: 1.145 loss_bbox: 0.8466 loss_giou: 1.281 loss_ce_0: 1.202 loss_bbox_0: 0.8606 loss_giou_0: 1.294 loss_ce_1: 1.158 loss_bbox_1: 0.8388 loss_giou_1: 1.28 loss_ce_2: 1.144 loss_bbox_2: 0.8335 loss_giou_2: 1.278 loss_ce_3: 1.139 loss_bbox_3: 0.8442 loss_giou_3: 1.284 loss_ce_4: 1.12 loss_bbox_4: 0.8394 loss_giou_4: 1.283 time: 0.3841 data_time: 0.0483 lr: 0.0002 max_mem: 2926M
[02/06 19:48:03] detectron2.utils.events INFO: eta: 8:30:27 iter: 159 total_loss: 1830 loss_ce: 1.119 loss_bbox: 0.8091 loss_giou: 1.259 loss_ce_0: 1.182 loss_bbox_0: 0.8118 loss_giou_0: 1.268 loss_ce_1: 1.125 loss_bbox_1: 0.7985 loss_giou_1: 1.255 loss_ce_2: 1.118 loss_bbox_2: 0.7944 loss_giou_2: 1.255 loss_ce_3: 1.115 loss_bbox_3: 0.7977 loss_giou_3: 1.259 loss_ce_4: 1.115 loss_bbox_4: 0.8058 loss_giou_4: 1.253 time: 0.3880 data_time: 0.0741 lr: 0.0002 max_mem: 2926M
[02/06 19:48:10] detectron2.utils.events INFO: eta: 8:29:12 iter: 179 total_loss: 1830 loss_ce: 1.096 loss_bbox: 0.781 loss_giou: 1.241 loss_ce_0: 1.158 loss_bbox_0: 0.7709 loss_giou_0: 1.241 loss_ce_1: 1.115 loss_bbox_1: 0.7541 loss_giou_1: 1.23 loss_ce_2: 1.106 loss_bbox_2: 0.764 loss_giou_2: 1.237 loss_ce_3: 1.1 loss_bbox_3: 0.7688 loss_giou_3: 1.242 loss_ce_4: 1.091 loss_bbox_4: 0.7823 loss_giou_4: 1.246 time: 0.3811 data_time: 0.0079 lr: 0.0002 max_mem: 2926M
[02/06 19:48:16] detectron2.utils.events INFO: eta: 8:30:55 iter: 199 total_loss: 1827 loss_ce: 1.058 loss_bbox: 0.7438 loss_giou: 1.231 loss_ce_0: 1.139 loss_bbox_0: 0.7381 loss_giou_0: 1.231 loss_ce_1: 1.084 loss_bbox_1: 0.7358 loss_giou_1: 1.227 loss_ce_2: 1.077 loss_bbox_2: 0.7371 loss_giou_2: 1.218 loss_ce_3: 1.075 loss_bbox_3: 0.7394 loss_giou_3: 1.222 loss_ce_4: 1.066 loss_bbox_4: 0.741 loss_giou_4: 1.227 time: 0.3770 data_time: 0.0081 lr: 0.0002 max_mem: 2926M
[02/06 19:48:23] detectron2.utils.events INFO: eta: 8:29:14 iter: 219 total_loss: 1828 loss_ce: 1.101 loss_bbox: 0.7485 loss_giou: 1.207 loss_ce_0: 1.145 loss_bbox_0: 0.734 loss_giou_0: 1.215 loss_ce_1: 1.108 loss_bbox_1: 0.7341 loss_giou_1: 1.2 loss_ce_2: 1.11 loss_bbox_2: 0.735 loss_giou_2: 1.205 loss_ce_3: 1.099 loss_bbox_3: 0.7491 loss_giou_3: 1.209 loss_ce_4: 1.101 loss_bbox_4: 0.7461 loss_giou_4: 1.204 time: 0.3725 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:48:30] detectron2.utils.events INFO: eta: 8:28:52 iter: 239 total_loss: 1820 loss_ce: 1.033 loss_bbox: 0.711 loss_giou: 1.21 loss_ce_0: 1.092 loss_bbox_0: 0.7082 loss_giou_0: 1.206 loss_ce_1: 1.052 loss_bbox_1: 0.7021 loss_giou_1: 1.186 loss_ce_2: 1.041 loss_bbox_2: 0.706 loss_giou_2: 1.195 loss_ce_3: 1.041 loss_bbox_3: 0.7153 loss_giou_3: 1.207 loss_ce_4: 1.032 loss_bbox_4: 0.7142 loss_giou_4: 1.206 time: 0.3692 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:48:37] detectron2.utils.events INFO: eta: 8:29:01 iter: 259 total_loss: 1825 loss_ce: 1.044 loss_bbox: 0.7215 loss_giou: 1.195 loss_ce_0: 1.107 loss_bbox_0: 0.7065 loss_giou_0: 1.186 loss_ce_1: 1.056 loss_bbox_1: 0.7041 loss_giou_1: 1.178 loss_ce_2: 1.051 loss_bbox_2: 0.6969 loss_giou_2: 1.176 loss_ce_3: 1.051 loss_bbox_3: 0.7123 loss_giou_3: 1.189 loss_ce_4: 1.036 loss_bbox_4: 0.7207 loss_giou_4: 1.181 time: 0.3674 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:48:43] detectron2.utils.events INFO: eta: 8:28:13 iter: 279 total_loss: 1822 loss_ce: 1.023 loss_bbox: 0.7063 loss_giou: 1.157 loss_ce_0: 1.082 loss_bbox_0: 0.6991 loss_giou_0: 1.17 loss_ce_1: 1.036 loss_bbox_1: 0.6878 loss_giou_1: 1.153 loss_ce_2: 1.031 loss_bbox_2: 0.6943 loss_giou_2: 1.145 loss_ce_3: 1.034 loss_bbox_3: 0.6915 loss_giou_3: 1.159 loss_ce_4: 1.026 loss_bbox_4: 0.6948 loss_giou_4: 1.16 time: 0.3647 data_time: 0.0082 lr: 0.0002 max_mem: 3260M
[02/06 19:48:50] detectron2.utils.events INFO: eta: 8:28:48 iter: 299 total_loss: 1820 loss_ce: 1.008 loss_bbox: 0.6832 loss_giou: 1.167 loss_ce_0: 1.07 loss_bbox_0: 0.6747 loss_giou_0: 1.183 loss_ce_1: 1.017 loss_bbox_1: 0.6603 loss_giou_1: 1.167 loss_ce_2: 1.014 loss_bbox_2: 0.6708 loss_giou_2: 1.165 loss_ce_3: 1.012 loss_bbox_3: 0.6651 loss_giou_3: 1.165 loss_ce_4: 1.005 loss_bbox_4: 0.6725 loss_giou_4: 1.164 time: 0.3628 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:48:56] detectron2.utils.events INFO: eta: 8:27:36 iter: 319 total_loss: 1826 loss_ce: 1.055 loss_bbox: 0.6961 loss_giou: 1.145 loss_ce_0: 1.092 loss_bbox_0: 0.6915 loss_giou_0: 1.166 loss_ce_1: 1.057 loss_bbox_1: 0.6932 loss_giou_1: 1.15 loss_ce_2: 1.055 loss_bbox_2: 0.6894 loss_giou_2: 1.147 loss_ce_3: 1.052 loss_bbox_3: 0.686 loss_giou_3: 1.153 loss_ce_4: 1.051 loss_bbox_4: 0.6995 loss_giou_4: 1.146 time: 0.3604 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:49:03] detectron2.utils.events INFO: eta: 8:26:35 iter: 339 total_loss: 1819 loss_ce: 1.027 loss_bbox: 0.6875 loss_giou: 1.129 loss_ce_0: 1.075 loss_bbox_0: 0.6784 loss_giou_0: 1.145 loss_ce_1: 1.039 loss_bbox_1: 0.6688 loss_giou_1: 1.13 loss_ce_2: 1.027 loss_bbox_2: 0.6709 loss_giou_2: 1.137 loss_ce_3: 1.028 loss_bbox_3: 0.6782 loss_giou_3: 1.122 loss_ce_4: 1.022 loss_bbox_4: 0.6797 loss_giou_4: 1.128 time: 0.3583 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:49:09] detectron2.utils.events INFO: eta: 8:25:53 iter: 359 total_loss: 1817 loss_ce: 0.9835 loss_bbox: 0.654 loss_giou: 1.152 loss_ce_0: 1.045 loss_bbox_0: 0.6523 loss_giou_0: 1.155 loss_ce_1: 1.003 loss_bbox_1: 0.6447 loss_giou_1: 1.139 loss_ce_2: 0.9974 loss_bbox_2: 0.6502 loss_giou_2: 1.141 loss_ce_3: 0.984 loss_bbox_3: 0.6564 loss_giou_3: 1.147 loss_ce_4: 0.9809 loss_bbox_4: 0.6494 loss_giou_4: 1.144 time: 0.3565 data_time: 0.0075 lr: 0.0002 max_mem: 3260M
[02/06 19:49:16] detectron2.utils.events INFO: eta: 8:24:56 iter: 379 total_loss: 1820 loss_ce: 1.011 loss_bbox: 0.6521 loss_giou: 1.125 loss_ce_0: 1.064 loss_bbox_0: 0.6585 loss_giou_0: 1.135 loss_ce_1: 1.025 loss_bbox_1: 0.6504 loss_giou_1: 1.13 loss_ce_2: 1.015 loss_bbox_2: 0.651 loss_giou_2: 1.127 loss_ce_3: 1.008 loss_bbox_3: 0.6549 loss_giou_3: 1.128 loss_ce_4: 1.007 loss_bbox_4: 0.6515 loss_giou_4: 1.14 time: 0.3547 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:49:23] detectron2.utils.events INFO: eta: 8:25:40 iter: 399 total_loss: 1819 loss_ce: 1.003 loss_bbox: 0.6337 loss_giou: 1.118 loss_ce_0: 1.058 loss_bbox_0: 0.6308 loss_giou_0: 1.118 loss_ce_1: 1.014 loss_bbox_1: 0.6258 loss_giou_1: 1.107 loss_ce_2: 1.011 loss_bbox_2: 0.6258 loss_giou_2: 1.107 loss_ce_3: 1.002 loss_bbox_3: 0.6333 loss_giou_3: 1.123 loss_ce_4: 1.003 loss_bbox_4: 0.6318 loss_giou_4: 1.118 time: 0.3538 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:49:29] detectron2.utils.events INFO: eta: 8:24:43 iter: 419 total_loss: 1820 loss_ce: 1.003 loss_bbox: 0.6411 loss_giou: 1.082 loss_ce_0: 1.049 loss_bbox_0: 0.6465 loss_giou_0: 1.089 loss_ce_1: 0.9978 loss_bbox_1: 0.6473 loss_giou_1: 1.08 loss_ce_2: 0.9997 loss_bbox_2: 0.6453 loss_giou_2: 1.079 loss_ce_3: 1.001 loss_bbox_3: 0.6434 loss_giou_3: 1.082 loss_ce_4: 1.002 loss_bbox_4: 0.6464 loss_giou_4: 1.079 time: 0.3524 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:49:36] detectron2.utils.events INFO: eta: 8:24:58 iter: 439 total_loss: 1818 loss_ce: 0.9839 loss_bbox: 0.6179 loss_giou: 1.102 loss_ce_0: 1.016 loss_bbox_0: 0.6228 loss_giou_0: 1.114 loss_ce_1: 0.9862 loss_bbox_1: 0.6109 loss_giou_1: 1.094 loss_ce_2: 0.9831 loss_bbox_2: 0.6128 loss_giou_2: 1.108 loss_ce_3: 0.9797 loss_bbox_3: 0.6133 loss_giou_3: 1.103 loss_ce_4: 0.9853 loss_bbox_4: 0.6121 loss_giou_4: 1.101 time: 0.3514 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:49:42] detectron2.utils.events INFO: eta: 8:24:30 iter: 459 total_loss: 1813 loss_ce: 0.9635 loss_bbox: 0.6073 loss_giou: 1.11 loss_ce_0: 1.016 loss_bbox_0: 0.613 loss_giou_0: 1.127 loss_ce_1: 0.9787 loss_bbox_1: 0.6043 loss_giou_1: 1.105 loss_ce_2: 0.9678 loss_bbox_2: 0.6068 loss_giou_2: 1.108 loss_ce_3: 0.9695 loss_bbox_3: 0.6151 loss_giou_3: 1.109 loss_ce_4: 0.965 loss_bbox_4: 0.6032 loss_giou_4: 1.108 time: 0.3503 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:49:49] detectron2.utils.events INFO: eta: 8:24:05 iter: 479 total_loss: 1815 loss_ce: 0.9664 loss_bbox: 0.5841 loss_giou: 1.115 loss_ce_0: 1.009 loss_bbox_0: 0.5943 loss_giou_0: 1.125 loss_ce_1: 0.979 loss_bbox_1: 0.5816 loss_giou_1: 1.107 loss_ce_2: 0.9694 loss_bbox_2: 0.5844 loss_giou_2: 1.105 loss_ce_3: 0.9625 loss_bbox_3: 0.5823 loss_giou_3: 1.113 loss_ce_4: 0.9635 loss_bbox_4: 0.5831 loss_giou_4: 1.12 time: 0.3493 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:49:55] detectron2.utils.events INFO: eta: 8:23:29 iter: 499 total_loss: 1814 loss_ce: 0.9615 loss_bbox: 0.5986 loss_giou: 1.095 loss_ce_0: 0.9986 loss_bbox_0: 0.5979 loss_giou_0: 1.111 loss_ce_1: 0.9806 loss_bbox_1: 0.5836 loss_giou_1: 1.095 loss_ce_2: 0.9665 loss_bbox_2: 0.5799 loss_giou_2: 1.095 loss_ce_3: 0.9633 loss_bbox_3: 0.5859 loss_giou_3: 1.092 loss_ce_4: 0.9589 loss_bbox_4: 0.6005 loss_giou_4: 1.093 time: 0.3483 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:50:02] detectron2.utils.events INFO: eta: 8:22:34 iter: 519 total_loss: 1809 loss_ce: 0.9441 loss_bbox: 0.5955 loss_giou: 1.114 loss_ce_0: 0.987 loss_bbox_0: 0.5956 loss_giou_0: 1.121 loss_ce_1: 0.9547 loss_bbox_1: 0.5823 loss_giou_1: 1.11 loss_ce_2: 0.9481 loss_bbox_2: 0.589 loss_giou_2: 1.1 loss_ce_3: 0.9485 loss_bbox_3: 0.5795 loss_giou_3: 1.112 loss_ce_4: 0.9506 loss_bbox_4: 0.5987 loss_giou_4: 1.112 time: 0.3472 data_time: 0.0076 lr: 0.0002 max_mem: 3260M
[02/06 19:50:08] detectron2.utils.events INFO: eta: 8:21:53 iter: 539 total_loss: 1818 loss_ce: 0.9823 loss_bbox: 0.6042 loss_giou: 1.065 loss_ce_0: 1.024 loss_bbox_0: 0.6025 loss_giou_0: 1.073 loss_ce_1: 0.9909 loss_bbox_1: 0.593 loss_giou_1: 1.065 loss_ce_2: 0.9899 loss_bbox_2: 0.5949 loss_giou_2: 1.065 loss_ce_3: 0.9856 loss_bbox_3: 0.5905 loss_giou_3: 1.059 loss_ce_4: 0.9895 loss_bbox_4: 0.6001 loss_giou_4: 1.069 time: 0.3463 data_time: 0.0076 lr: 0.0002 max_mem: 3260M
[02/06 19:50:15] detectron2.utils.events INFO: eta: 8:21:46 iter: 559 total_loss: 1814 loss_ce: 0.955 loss_bbox: 0.5972 loss_giou: 1.077 loss_ce_0: 0.9972 loss_bbox_0: 0.5959 loss_giou_0: 1.079 loss_ce_1: 0.9579 loss_bbox_1: 0.5828 loss_giou_1: 1.069 loss_ce_2: 0.955 loss_bbox_2: 0.589 loss_giou_2: 1.066 loss_ce_3: 0.9486 loss_bbox_3: 0.5821 loss_giou_3: 1.062 loss_ce_4: 0.951 loss_bbox_4: 0.5813 loss_giou_4: 1.067 time: 0.3457 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:50:22] detectron2.utils.events INFO: eta: 8:21:47 iter: 579 total_loss: 1812 loss_ce: 0.9306 loss_bbox: 0.5856 loss_giou: 1.088 loss_ce_0: 0.9888 loss_bbox_0: 0.5836 loss_giou_0: 1.091 loss_ce_1: 0.9515 loss_bbox_1: 0.5729 loss_giou_1: 1.079 loss_ce_2: 0.9414 loss_bbox_2: 0.5688 loss_giou_2: 1.069 loss_ce_3: 0.9341 loss_bbox_3: 0.571 loss_giou_3: 1.08 loss_ce_4: 0.9277 loss_bbox_4: 0.5779 loss_giou_4: 1.082 time: 0.3453 data_time: 0.0081 lr: 0.0002 max_mem: 3260M
[02/06 19:50:28] detectron2.utils.events INFO: eta: 8:21:47 iter: 599 total_loss: 1813 loss_ce: 0.9415 loss_bbox: 0.5695 loss_giou: 1.069 loss_ce_0: 0.9817 loss_bbox_0: 0.5712 loss_giou_0: 1.082 loss_ce_1: 0.9473 loss_bbox_1: 0.5592 loss_giou_1: 1.07 loss_ce_2: 0.9427 loss_bbox_2: 0.5569 loss_giou_2: 1.063 loss_ce_3: 0.9269 loss_bbox_3: 0.5619 loss_giou_3: 1.058 loss_ce_4: 0.937 loss_bbox_4: 0.5653 loss_giou_4: 1.056 time: 0.3448 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:50:35] detectron2.utils.events INFO: eta: 8:21:27 iter: 619 total_loss: 1810 loss_ce: 0.9208 loss_bbox: 0.5722 loss_giou: 1.062 loss_ce_0: 0.9553 loss_bbox_0: 0.5798 loss_giou_0: 1.089 loss_ce_1: 0.9266 loss_bbox_1: 0.5653 loss_giou_1: 1.069 loss_ce_2: 0.9245 loss_bbox_2: 0.5581 loss_giou_2: 1.066 loss_ce_3: 0.9199 loss_bbox_3: 0.5608 loss_giou_3: 1.071 loss_ce_4: 0.9213 loss_bbox_4: 0.5533 loss_giou_4: 1.062 time: 0.3443 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:50:41] detectron2.utils.events INFO: eta: 8:21:27 iter: 639 total_loss: 1810 loss_ce: 0.9342 loss_bbox: 0.5665 loss_giou: 1.056 loss_ce_0: 0.971 loss_bbox_0: 0.5782 loss_giou_0: 1.076 loss_ce_1: 0.9409 loss_bbox_1: 0.5774 loss_giou_1: 1.051 loss_ce_2: 0.9408 loss_bbox_2: 0.5702 loss_giou_2: 1.054 loss_ce_3: 0.9292 loss_bbox_3: 0.5694 loss_giou_3: 1.054 loss_ce_4: 0.9355 loss_bbox_4: 0.5693 loss_giou_4: 1.049 time: 0.3439 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:50:48] detectron2.utils.events INFO: eta: 8:21:09 iter: 659 total_loss: 1810 loss_ce: 0.929 loss_bbox: 0.566 loss_giou: 1.069 loss_ce_0: 0.9685 loss_bbox_0: 0.5699 loss_giou_0: 1.08 loss_ce_1: 0.9393 loss_bbox_1: 0.5606 loss_giou_1: 1.066 loss_ce_2: 0.9366 loss_bbox_2: 0.56 loss_giou_2: 1.057 loss_ce_3: 0.9378 loss_bbox_3: 0.5536 loss_giou_3: 1.061 loss_ce_4: 0.9303 loss_bbox_4: 0.564 loss_giou_4: 1.06 time: 0.3434 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:50:54] detectron2.utils.events INFO: eta: 8:20:38 iter: 679 total_loss: 1813 loss_ce: 0.9308 loss_bbox: 0.5731 loss_giou: 1.05 loss_ce_0: 0.9713 loss_bbox_0: 0.5761 loss_giou_0: 1.055 loss_ce_1: 0.934 loss_bbox_1: 0.5675 loss_giou_1: 1.048 loss_ce_2: 0.9234 loss_bbox_2: 0.5683 loss_giou_2: 1.044 loss_ce_3: 0.9248 loss_bbox_3: 0.5654 loss_giou_3: 1.037 loss_ce_4: 0.9294 loss_bbox_4: 0.5705 loss_giou_4: 1.048 time: 0.3427 data_time: 0.0074 lr: 0.0002 max_mem: 3260M
[02/06 19:51:01] detectron2.utils.events INFO: eta: 8:20:36 iter: 699 total_loss: 1812 loss_ce: 0.9294 loss_bbox: 0.5687 loss_giou: 1.071 loss_ce_0: 0.9653 loss_bbox_0: 0.5684 loss_giou_0: 1.085 loss_ce_1: 0.9306 loss_bbox_1: 0.5576 loss_giou_1: 1.069 loss_ce_2: 0.93 loss_bbox_2: 0.5525 loss_giou_2: 1.066 loss_ce_3: 0.9205 loss_bbox_3: 0.555 loss_giou_3: 1.071 loss_ce_4: 0.9242 loss_bbox_4: 0.5702 loss_giou_4: 1.069 time: 0.3426 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:51:08] detectron2.utils.events INFO: eta: 8:20:01 iter: 719 total_loss: 1810 loss_ce: 0.9256 loss_bbox: 0.5431 loss_giou: 1.03 loss_ce_0: 0.9595 loss_bbox_0: 0.5579 loss_giou_0: 1.046 loss_ce_1: 0.931 loss_bbox_1: 0.5421 loss_giou_1: 1.026 loss_ce_2: 0.9255 loss_bbox_2: 0.5348 loss_giou_2: 1.019 loss_ce_3: 0.9206 loss_bbox_3: 0.5385 loss_giou_3: 1.032 loss_ce_4: 0.911 loss_bbox_4: 0.5493 loss_giou_4: 1.028 time: 0.3420 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:51:14] detectron2.utils.events INFO: eta: 8:19:47 iter: 739 total_loss: 1810 loss_ce: 0.9071 loss_bbox: 0.5594 loss_giou: 1.015 loss_ce_0: 0.9399 loss_bbox_0: 0.5632 loss_giou_0: 1.029 loss_ce_1: 0.9118 loss_bbox_1: 0.5512 loss_giou_1: 1.017 loss_ce_2: 0.9133 loss_bbox_2: 0.5446 loss_giou_2: 1.012 loss_ce_3: 0.9127 loss_bbox_3: 0.5474 loss_giou_3: 1.016 loss_ce_4: 0.9107 loss_bbox_4: 0.5496 loss_giou_4: 1.02 time: 0.3415 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:51:21] detectron2.utils.events INFO: eta: 8:19:35 iter: 759 total_loss: 1812 loss_ce: 0.9261 loss_bbox: 0.571 loss_giou: 1.028 loss_ce_0: 0.9573 loss_bbox_0: 0.5751 loss_giou_0: 1.036 loss_ce_1: 0.9275 loss_bbox_1: 0.5588 loss_giou_1: 1.028 loss_ce_2: 0.9252 loss_bbox_2: 0.5517 loss_giou_2: 1.025 loss_ce_3: 0.924 loss_bbox_3: 0.5518 loss_giou_3: 1.03 loss_ce_4: 0.9238 loss_bbox_4: 0.5591 loss_giou_4: 1.032 time: 0.3411 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:51:27] detectron2.utils.events INFO: eta: 8:19:28 iter: 779 total_loss: 1809 loss_ce: 0.8911 loss_bbox: 0.5426 loss_giou: 1.025 loss_ce_0: 0.9352 loss_bbox_0: 0.5499 loss_giou_0: 1.032 loss_ce_1: 0.9043 loss_bbox_1: 0.5335 loss_giou_1: 1.013 loss_ce_2: 0.8983 loss_bbox_2: 0.5321 loss_giou_2: 1.01 loss_ce_3: 0.8936 loss_bbox_3: 0.5356 loss_giou_3: 1.016 loss_ce_4: 0.9006 loss_bbox_4: 0.5311 loss_giou_4: 1.012 time: 0.3409 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:51:34] detectron2.utils.events INFO: eta: 8:19:24 iter: 799 total_loss: 1808 loss_ce: 0.9026 loss_bbox: 0.5397 loss_giou: 1.024 loss_ce_0: 0.9434 loss_bbox_0: 0.5518 loss_giou_0: 1.038 loss_ce_1: 0.9088 loss_bbox_1: 0.5372 loss_giou_1: 1.026 loss_ce_2: 0.91 loss_bbox_2: 0.533 loss_giou_2: 1.026 loss_ce_3: 0.9066 loss_bbox_3: 0.5406 loss_giou_3: 1.023 loss_ce_4: 0.9047 loss_bbox_4: 0.5405 loss_giou_4: 1.024 time: 0.3408 data_time: 0.0086 lr: 0.0002 max_mem: 3260M
[02/06 19:51:41] detectron2.utils.events INFO: eta: 8:19:52 iter: 819 total_loss: 1808 loss_ce: 0.9069 loss_bbox: 0.5425 loss_giou: 1.029 loss_ce_0: 0.9357 loss_bbox_0: 0.5552 loss_giou_0: 1.053 loss_ce_1: 0.9035 loss_bbox_1: 0.5392 loss_giou_1: 1.036 loss_ce_2: 0.9078 loss_bbox_2: 0.5327 loss_giou_2: 1.031 loss_ce_3: 0.907 loss_bbox_3: 0.5413 loss_giou_3: 1.03 loss_ce_4: 0.9014 loss_bbox_4: 0.5368 loss_giou_4: 1.03 time: 0.3410 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:51:48] detectron2.utils.events INFO: eta: 8:19:50 iter: 839 total_loss: 1814 loss_ce: 0.9313 loss_bbox: 0.5645 loss_giou: 1.007 loss_ce_0: 0.9632 loss_bbox_0: 0.5571 loss_giou_0: 1.019 loss_ce_1: 0.9457 loss_bbox_1: 0.5511 loss_giou_1: 1.014 loss_ce_2: 0.9396 loss_bbox_2: 0.546 loss_giou_2: 1.004 loss_ce_3: 0.9409 loss_bbox_3: 0.5488 loss_giou_3: 0.9999 loss_ce_4: 0.9356 loss_bbox_4: 0.5528 loss_giou_4: 1.003 time: 0.3409 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:51:55] detectron2.utils.events INFO: eta: 8:19:36 iter: 859 total_loss: 1811 loss_ce: 0.9277 loss_bbox: 0.5491 loss_giou: 0.988 loss_ce_0: 0.944 loss_bbox_0: 0.5647 loss_giou_0: 0.9988 loss_ce_1: 0.9325 loss_bbox_1: 0.549 loss_giou_1: 0.9862 loss_ce_2: 0.9222 loss_bbox_2: 0.5475 loss_giou_2: 0.9782 loss_ce_3: 0.9211 loss_bbox_3: 0.5435 loss_giou_3: 0.9827 loss_ce_4: 0.9228 loss_bbox_4: 0.5477 loss_giou_4: 0.9852 time: 0.3409 data_time: 0.0224 lr: 0.0002 max_mem: 3260M
[02/06 19:52:01] detectron2.utils.events INFO: eta: 8:19:09 iter: 879 total_loss: 1807 loss_ce: 0.8896 loss_bbox: 0.5147 loss_giou: 1.014 loss_ce_0: 0.9276 loss_bbox_0: 0.5371 loss_giou_0: 1.036 loss_ce_1: 0.9028 loss_bbox_1: 0.5135 loss_giou_1: 1.017 loss_ce_2: 0.8956 loss_bbox_2: 0.5163 loss_giou_2: 1.013 loss_ce_3: 0.885 loss_bbox_3: 0.5144 loss_giou_3: 1.015 loss_ce_4: 0.8906 loss_bbox_4: 0.5111 loss_giou_4: 1.006 time: 0.3405 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:52:08] detectron2.utils.events INFO: eta: 8:18:59 iter: 899 total_loss: 1809 loss_ce: 0.908 loss_bbox: 0.5351 loss_giou: 1.03 loss_ce_0: 0.948 loss_bbox_0: 0.5435 loss_giou_0: 1.052 loss_ce_1: 0.9201 loss_bbox_1: 0.5255 loss_giou_1: 1.03 loss_ce_2: 0.9194 loss_bbox_2: 0.5231 loss_giou_2: 1.031 loss_ce_3: 0.9196 loss_bbox_3: 0.5286 loss_giou_3: 1.032 loss_ce_4: 0.9119 loss_bbox_4: 0.5322 loss_giou_4: 1.032 time: 0.3403 data_time: 0.0143 lr: 0.0002 max_mem: 3260M
[02/06 19:52:15] detectron2.utils.events INFO: eta: 8:19:21 iter: 919 total_loss: 1805 loss_ce: 0.8872 loss_bbox: 0.5455 loss_giou: 1.066 loss_ce_0: 0.921 loss_bbox_0: 0.5452 loss_giou_0: 1.083 loss_ce_1: 0.9005 loss_bbox_1: 0.5337 loss_giou_1: 1.071 loss_ce_2: 0.8982 loss_bbox_2: 0.5336 loss_giou_2: 1.069 loss_ce_3: 0.8873 loss_bbox_3: 0.5351 loss_giou_3: 1.076 loss_ce_4: 0.8931 loss_bbox_4: 0.5339 loss_giou_4: 1.069 time: 0.3403 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:52:21] detectron2.utils.events INFO: eta: 8:19:26 iter: 939 total_loss: 1804 loss_ce: 0.8721 loss_bbox: 0.5203 loss_giou: 1.037 loss_ce_0: 0.9036 loss_bbox_0: 0.5383 loss_giou_0: 1.051 loss_ce_1: 0.8747 loss_bbox_1: 0.5192 loss_giou_1: 1.043 loss_ce_2: 0.8858 loss_bbox_2: 0.5161 loss_giou_2: 1.042 loss_ce_3: 0.8747 loss_bbox_3: 0.5187 loss_giou_3: 1.042 loss_ce_4: 0.8678 loss_bbox_4: 0.5191 loss_giou_4: 1.036 time: 0.3403 data_time: 0.0082 lr: 0.0002 max_mem: 3260M
[02/06 19:52:28] detectron2.utils.events INFO: eta: 8:19:31 iter: 959 total_loss: 1804 loss_ce: 0.8756 loss_bbox: 0.516 loss_giou: 1.021 loss_ce_0: 0.9135 loss_bbox_0: 0.5287 loss_giou_0: 1.029 loss_ce_1: 0.8809 loss_bbox_1: 0.5163 loss_giou_1: 1.018 loss_ce_2: 0.8772 loss_bbox_2: 0.5048 loss_giou_2: 1.017 loss_ce_3: 0.8784 loss_bbox_3: 0.5107 loss_giou_3: 1.019 loss_ce_4: 0.879 loss_bbox_4: 0.513 loss_giou_4: 1.022 time: 0.3401 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:52:35] detectron2.utils.events INFO: eta: 8:19:25 iter: 979 total_loss: 1806 loss_ce: 0.8783 loss_bbox: 0.5262 loss_giou: 0.9905 loss_ce_0: 0.9054 loss_bbox_0: 0.5334 loss_giou_0: 0.9955 loss_ce_1: 0.8836 loss_bbox_1: 0.52 loss_giou_1: 0.9796 loss_ce_2: 0.8802 loss_bbox_2: 0.5196 loss_giou_2: 0.9832 loss_ce_3: 0.8721 loss_bbox_3: 0.5203 loss_giou_3: 0.9853 loss_ce_4: 0.8739 loss_bbox_4: 0.5215 loss_giou_4: 0.98 time: 0.3399 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:52:41] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 999...
[02/06 19:52:41] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 19:52:41] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 19:52:43] detectron2.data.datasets.coco INFO: Loading /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json takes 1.74 seconds.
[02/06 19:52:43] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 19:52:43] detectron2.fb.utils INFO: Using 'memcache_manifold://fair_vision_data/tree/coco_val2017' as the best path.
[02/06 19:52:43] detectron2.data.build INFO: Distribution of instances among all 80 categories:
| category | #instances | category | #instances | category | #instances |
|:-------------:|:-------------|:------------:|:-------------|:-------------:|:-------------|
| person | 10777 | bicycle | 314 | car | 1918 |
| motorcycle | 367 | airplane | 143 | bus | 283 |
| train | 190 | truck | 414 | boat | 424 |
| traffic light | 634 | fire hydrant | 101 | stop sign | 75 |
| parking meter | 60 | bench | 411 | bird | 427 |
| cat | 202 | dog | 218 | horse | 272 |
| sheep | 354 | cow | 372 | elephant | 252 |
| bear | 71 | zebra | 266 | giraffe | 232 |
| backpack | 371 | umbrella | 407 | handbag | 540 |
| tie | 252 | suitcase | 299 | frisbee | 115 |
| skis | 241 | snowboard | 69 | sports ball | 260 |
| kite | 327 | baseball bat | 145 | baseball gl.. | 148 |
| skateboard | 179 | surfboard | 267 | tennis racket | 225 |
| bottle | 1013 | wine glass | 341 | cup | 895 |
| fork | 215 | knife | 325 | spoon | 253 |
| bowl | 623 | banana | 370 | apple | 236 |
| sandwich | 177 | orange | 285 | broccoli | 312 |
| carrot | 365 | hot dog | 125 | pizza | 284 |
| donut | 328 | cake | 310 | chair | 1771 |
| couch | 261 | potted plant | 342 | bed | 163 |
| dining table | 695 | toilet | 179 | tv | 288 |
| laptop | 231 | mouse | 106 | remote | 283 |
| keyboard | 153 | cell phone | 262 | microwave | 55 |
| oven | 143 | toaster | 9 | sink | 225 |
| refrigerator | 126 | book | 1129 | clock | 267 |
| vase | 274 | scissors | 36 | teddy bear | 190 |
| hair drier | 11 | toothbrush | 57 | | |
| total | 36335 | | | | |
[02/06 19:52:43] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 19:52:44] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 19:52:44] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 19:52:45] detectron2.data.datasets.coco INFO: Loading /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json takes 1.03 seconds.
[02/06 19:52:45] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 19:52:46] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 19:53:05] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1511 s / img. ETA=0:01:51
[02/06 19:53:10] detectron2.evaluation.evaluator INFO: Inference done 60/157. 0.0592 s / img. ETA=0:00:16
[02/06 19:53:15] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.296500 (0.094056 s / img per device, on 32 devices)
[02/06 19:53:15] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.050429 s / img per device, on 32 devices)
[02/06 19:53:25] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 19:53:25] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/999/coco_2017_val/coco_instances_results.json
[02/06 19:53:30] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 19:53:32] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 19:53:47] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 14.72 seconds.
[02/06 19:53:47] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 19:53:49] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.11 seconds.
[02/06 19:53:49] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:-----:|:------:|:------:|:-----:|:-----:|:-----:|
| 3.595 | 11.766 | 1.152 | 2.323 | 5.650 | 4.101 |
[02/06 19:53:49] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:------|:-------------|:-------|:---------------|:-------|
| person | 7.889 | bicycle | 2.450 | car | 2.569 |
| motorcycle | 3.255 | airplane | 5.214 | bus | 2.781 |
| train | 5.338 | truck | 2.606 | boat | 1.065 |
| traffic light | 1.493 | fire hydrant | 9.850 | stop sign | 7.108 |
| parking meter | 4.955 | bench | 0.917 | bird | 4.899 |
| cat | 6.760 | dog | 9.185 | horse | 6.252 |
| sheep | 5.795 | cow | 6.306 | elephant | 11.796 |
| bear | 7.246 | zebra | 12.687 | giraffe | 9.618 |
| backpack | 0.454 | umbrella | 2.816 | handbag | 0.527 |
| tie | 1.149 | suitcase | 2.584 | frisbee | 7.188 |
| skis | 0.479 | snowboard | 0.139 | sports ball | 1.870 |
| kite | 3.043 | baseball bat | 2.063 | baseball glove | 1.596 |
| skateboard | 1.907 | surfboard | 1.598 | tennis racket | 4.201 |
| bottle | 4.253 | wine glass | 3.029 | cup | 4.901 |
| fork | 0.855 | knife | 0.302 | spoon | 0.176 |
| bowl | 3.215 | banana | 1.674 | apple | 0.847 |
| sandwich | 1.845 | orange | 2.397 | broccoli | 3.015 |
| carrot | 1.079 | hot dog | 0.908 | pizza | 3.028 |
| donut | 5.301 | cake | 3.124 | chair | 2.477 |
| couch | 2.717 | potted plant | 2.275 | bed | 5.196 |
| dining table | 5.222 | toilet | 8.989 | tv | 6.121 |
| laptop | 4.203 | mouse | 4.391 | remote | 0.773 |
| keyboard | 3.747 | cell phone | 2.048 | microwave | 4.851 |
| oven | 2.360 | toaster | 0.000 | sink | 3.077 |
| refrigerator | 1.878 | book | 1.087 | clock | 8.658 |
| vase | 1.558 | scissors | 1.386 | teddy bear | 4.782 |
| hair drier | 0.000 | toothbrush | 0.249 | | |
[02/06 19:53:50] detectron2.utils.events INFO: eta: 8:19:07 iter: 999 total_loss: 1808 loss_ce: 0.8794 loss_bbox: 0.5198 loss_giou: 1.009 loss_ce_0: 0.9101 loss_bbox_0: 0.5301 loss_giou_0: 1.032 loss_ce_1: 0.8894 loss_bbox_1: 0.5167 loss_giou_1: 1.003 loss_ce_2: 0.8837 loss_bbox_2: 0.5135 loss_giou_2: 1.008 loss_ce_3: 0.8767 loss_bbox_3: 0.5142 loss_giou_3: 1.007 loss_ce_4: 0.8791 loss_bbox_4: 0.516 loss_giou_4: 1.004 time: 0.3396 data_time: 0.0076 lr: 0.0002 max_mem: 3260M
[02/06 19:53:57] detectron2.utils.events INFO: eta: 8:19:05 iter: 1019 total_loss: 1807 loss_ce: 0.8638 loss_bbox: 0.5102 loss_giou: 1.016 loss_ce_0: 0.9066 loss_bbox_0: 0.5312 loss_giou_0: 1.031 loss_ce_1: 0.8822 loss_bbox_1: 0.5072 loss_giou_1: 1.014 loss_ce_2: 0.8741 loss_bbox_2: 0.5084 loss_giou_2: 1.009 loss_ce_3: 0.8598 loss_bbox_3: 0.5091 loss_giou_3: 1.004 loss_ce_4: 0.8622 loss_bbox_4: 0.5126 loss_giou_4: 1.01 time: 0.3396 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:54:04] detectron2.utils.events INFO: eta: 8:18:44 iter: 1039 total_loss: 1805 loss_ce: 0.8733 loss_bbox: 0.5062 loss_giou: 0.9908 loss_ce_0: 0.9016 loss_bbox_0: 0.5277 loss_giou_0: 1.006 loss_ce_1: 0.8748 loss_bbox_1: 0.514 loss_giou_1: 0.979 loss_ce_2: 0.8718 loss_bbox_2: 0.5051 loss_giou_2: 0.9827 loss_ce_3: 0.8725 loss_bbox_3: 0.5003 loss_giou_3: 0.9867 loss_ce_4: 0.8733 loss_bbox_4: 0.5074 loss_giou_4: 0.9753 time: 0.3394 data_time: 0.0081 lr: 0.0002 max_mem: 3260M
[02/06 19:54:10] detectron2.utils.events INFO: eta: 8:18:38 iter: 1059 total_loss: 1808 loss_ce: 0.8756 loss_bbox: 0.5079 loss_giou: 1.008 loss_ce_0: 0.9115 loss_bbox_0: 0.5184 loss_giou_0: 1.026 loss_ce_1: 0.89 loss_bbox_1: 0.5079 loss_giou_1: 1.009 loss_ce_2: 0.8804 loss_bbox_2: 0.5009 loss_giou_2: 0.9985 loss_ce_3: 0.877 loss_bbox_3: 0.5059 loss_giou_3: 0.9981 loss_ce_4: 0.8766 loss_bbox_4: 0.5 loss_giou_4: 1.002 time: 0.3392 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:54:17] detectron2.utils.events INFO: eta: 8:18:29 iter: 1079 total_loss: 1806 loss_ce: 0.8719 loss_bbox: 0.5305 loss_giou: 1 loss_ce_0: 0.9 loss_bbox_0: 0.5381 loss_giou_0: 1.012 loss_ce_1: 0.8789 loss_bbox_1: 0.5181 loss_giou_1: 0.9973 loss_ce_2: 0.8673 loss_bbox_2: 0.5172 loss_giou_2: 0.9905 loss_ce_3: 0.8689 loss_bbox_3: 0.5118 loss_giou_3: 0.9943 loss_ce_4: 0.8783 loss_bbox_4: 0.5153 loss_giou_4: 0.9958 time: 0.3393 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:54:24] detectron2.utils.events INFO: eta: 8:18:20 iter: 1099 total_loss: 1803 loss_ce: 0.852 loss_bbox: 0.5244 loss_giou: 0.9823 loss_ce_0: 0.8772 loss_bbox_0: 0.5343 loss_giou_0: 1.002 loss_ce_1: 0.8607 loss_bbox_1: 0.5115 loss_giou_1: 0.9906 loss_ce_2: 0.8583 loss_bbox_2: 0.5096 loss_giou_2: 0.985 loss_ce_3: 0.8529 loss_bbox_3: 0.5241 loss_giou_3: 0.9837 loss_ce_4: 0.8558 loss_bbox_4: 0.5165 loss_giou_4: 0.9808 time: 0.3392 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:54:31] detectron2.utils.events INFO: eta: 8:18:24 iter: 1119 total_loss: 1803 loss_ce: 0.8834 loss_bbox: 0.5239 loss_giou: 0.993 loss_ce_0: 0.9192 loss_bbox_0: 0.5376 loss_giou_0: 1.012 loss_ce_1: 0.8966 loss_bbox_1: 0.5257 loss_giou_1: 0.992 loss_ce_2: 0.8865 loss_bbox_2: 0.5209 loss_giou_2: 0.9977 loss_ce_3: 0.8855 loss_bbox_3: 0.5256 loss_giou_3: 0.9972 loss_ce_4: 0.8847 loss_bbox_4: 0.5175 loss_giou_4: 0.9949 time: 0.3392 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:54:38] detectron2.utils.events INFO: eta: 8:18:12 iter: 1139 total_loss: 1805 loss_ce: 0.8875 loss_bbox: 0.5214 loss_giou: 0.9697 loss_ce_0: 0.9132 loss_bbox_0: 0.5446 loss_giou_0: 0.9868 loss_ce_1: 0.8971 loss_bbox_1: 0.5228 loss_giou_1: 0.9722 loss_ce_2: 0.901 loss_bbox_2: 0.5164 loss_giou_2: 0.9707 loss_ce_3: 0.8863 loss_bbox_3: 0.5149 loss_giou_3: 0.9735 loss_ce_4: 0.8905 loss_bbox_4: 0.5209 loss_giou_4: 0.9733 time: 0.3390 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:54:45] detectron2.utils.events INFO: eta: 8:17:56 iter: 1159 total_loss: 1803 loss_ce: 0.8723 loss_bbox: 0.5057 loss_giou: 0.9855 loss_ce_0: 0.8945 loss_bbox_0: 0.5263 loss_giou_0: 0.9981 loss_ce_1: 0.8754 loss_bbox_1: 0.5029 loss_giou_1: 0.9867 loss_ce_2: 0.8701 loss_bbox_2: 0.5055 loss_giou_2: 0.9836 loss_ce_3: 0.87 loss_bbox_3: 0.5003 loss_giou_3: 0.9822 loss_ce_4: 0.8764 loss_bbox_4: 0.5014 loss_giou_4: 0.9807 time: 0.3388 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:54:52] detectron2.utils.events INFO: eta: 8:17:59 iter: 1179 total_loss: 1802 loss_ce: 0.8801 loss_bbox: 0.505 loss_giou: 0.9922 loss_ce_0: 0.904 loss_bbox_0: 0.5189 loss_giou_0: 1.008 loss_ce_1: 0.8761 loss_bbox_1: 0.5068 loss_giou_1: 0.9868 loss_ce_2: 0.8721 loss_bbox_2: 0.5039 loss_giou_2: 0.9792 loss_ce_3: 0.883 loss_bbox_3: 0.5075 loss_giou_3: 0.9836 loss_ce_4: 0.8813 loss_bbox_4: 0.5026 loss_giou_4: 0.9809 time: 0.3387 data_time: 0.0082 lr: 0.0002 max_mem: 3260M
[02/06 19:54:58] detectron2.utils.events INFO: eta: 8:17:46 iter: 1199 total_loss: 1807 loss_ce: 0.8761 loss_bbox: 0.5056 loss_giou: 0.9977 loss_ce_0: 0.9046 loss_bbox_0: 0.5139 loss_giou_0: 1.017 loss_ce_1: 0.8814 loss_bbox_1: 0.4981 loss_giou_1: 1.002 loss_ce_2: 0.8779 loss_bbox_2: 0.4939 loss_giou_2: 0.9943 loss_ce_3: 0.8743 loss_bbox_3: 0.5057 loss_giou_3: 0.9926 loss_ce_4: 0.8788 loss_bbox_4: 0.5015 loss_giou_4: 0.9906 time: 0.3386 data_time: 0.0082 lr: 0.0002 max_mem: 3260M
[02/06 19:55:05] detectron2.utils.events INFO: eta: 8:17:47 iter: 1219 total_loss: 1801 loss_ce: 0.8573 loss_bbox: 0.5075 loss_giou: 0.9698 loss_ce_0: 0.8843 loss_bbox_0: 0.519 loss_giou_0: 0.9946 loss_ce_1: 0.8531 loss_bbox_1: 0.5047 loss_giou_1: 0.9682 loss_ce_2: 0.8562 loss_bbox_2: 0.5043 loss_giou_2: 0.9679 loss_ce_3: 0.8639 loss_bbox_3: 0.5084 loss_giou_3: 0.9653 loss_ce_4: 0.8599 loss_bbox_4: 0.5031 loss_giou_4: 0.9622 time: 0.3385 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:55:11] detectron2.utils.events INFO: eta: 8:17:20 iter: 1239 total_loss: 1801 loss_ce: 0.8552 loss_bbox: 0.4989 loss_giou: 0.9887 loss_ce_0: 0.8949 loss_bbox_0: 0.5071 loss_giou_0: 1.005 loss_ce_1: 0.8639 loss_bbox_1: 0.4939 loss_giou_1: 0.9806 loss_ce_2: 0.857 loss_bbox_2: 0.4985 loss_giou_2: 0.9816 loss_ce_3: 0.8569 loss_bbox_3: 0.4974 loss_giou_3: 0.9795 loss_ce_4: 0.85 loss_bbox_4: 0.4957 loss_giou_4: 0.9804 time: 0.3382 data_time: 0.0076 lr: 0.0002 max_mem: 3260M
[02/06 19:55:18] detectron2.utils.events INFO: eta: 8:17:10 iter: 1259 total_loss: 1804 loss_ce: 0.8657 loss_bbox: 0.4994 loss_giou: 0.9674 loss_ce_0: 0.9003 loss_bbox_0: 0.5154 loss_giou_0: 0.9895 loss_ce_1: 0.8726 loss_bbox_1: 0.5023 loss_giou_1: 0.9683 loss_ce_2: 0.8786 loss_bbox_2: 0.5 loss_giou_2: 0.9621 loss_ce_3: 0.8681 loss_bbox_3: 0.5077 loss_giou_3: 0.9553 loss_ce_4: 0.8753 loss_bbox_4: 0.4977 loss_giou_4: 0.9638 time: 0.3379 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:55:24] detectron2.utils.events INFO: eta: 8:17:03 iter: 1279 total_loss: 1802 loss_ce: 0.8449 loss_bbox: 0.4942 loss_giou: 0.9814 loss_ce_0: 0.8839 loss_bbox_0: 0.5111 loss_giou_0: 0.9941 loss_ce_1: 0.8598 loss_bbox_1: 0.4872 loss_giou_1: 0.9698 loss_ce_2: 0.8498 loss_bbox_2: 0.4858 loss_giou_2: 0.9738 loss_ce_3: 0.845 loss_bbox_3: 0.49 loss_giou_3: 0.9744 loss_ce_4: 0.848 loss_bbox_4: 0.4786 loss_giou_4: 0.9703 time: 0.3378 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:55:31] detectron2.utils.events INFO: eta: 8:16:47 iter: 1299 total_loss: 1802 loss_ce: 0.8507 loss_bbox: 0.4779 loss_giou: 0.958 loss_ce_0: 0.8786 loss_bbox_0: 0.4991 loss_giou_0: 0.9824 loss_ce_1: 0.8475 loss_bbox_1: 0.4804 loss_giou_1: 0.9638 loss_ce_2: 0.8481 loss_bbox_2: 0.4759 loss_giou_2: 0.9596 loss_ce_3: 0.8463 loss_bbox_3: 0.476 loss_giou_3: 0.9576 loss_ce_4: 0.848 loss_bbox_4: 0.4747 loss_giou_4: 0.9545 time: 0.3378 data_time: 0.0075 lr: 0.0002 max_mem: 3260M
[02/06 19:55:38] detectron2.utils.events INFO: eta: 8:16:50 iter: 1319 total_loss: 1802 loss_ce: 0.8522 loss_bbox: 0.4847 loss_giou: 0.9796 loss_ce_0: 0.8722 loss_bbox_0: 0.5109 loss_giou_0: 1.004 loss_ce_1: 0.8554 loss_bbox_1: 0.4854 loss_giou_1: 0.9837 loss_ce_2: 0.8575 loss_bbox_2: 0.4851 loss_giou_2: 0.9772 loss_ce_3: 0.8568 loss_bbox_3: 0.478 loss_giou_3: 0.9833 loss_ce_4: 0.8572 loss_bbox_4: 0.4842 loss_giou_4: 0.9725 time: 0.3377 data_time: 0.0081 lr: 0.0002 max_mem: 3260M
[02/06 19:55:44] detectron2.utils.events INFO: eta: 8:16:54 iter: 1339 total_loss: 1800 loss_ce: 0.8608 loss_bbox: 0.4962 loss_giou: 0.992 loss_ce_0: 0.8825 loss_bbox_0: 0.5212 loss_giou_0: 1.017 loss_ce_1: 0.8626 loss_bbox_1: 0.4988 loss_giou_1: 0.9868 loss_ce_2: 0.864 loss_bbox_2: 0.4908 loss_giou_2: 0.9882 loss_ce_3: 0.852 loss_bbox_3: 0.4957 loss_giou_3: 0.9868 loss_ce_4: 0.861 loss_bbox_4: 0.4941 loss_giou_4: 0.9836 time: 0.3377 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:55:51] detectron2.utils.events INFO: eta: 8:16:52 iter: 1359 total_loss: 1801 loss_ce: 0.8453 loss_bbox: 0.484 loss_giou: 0.9988 loss_ce_0: 0.8771 loss_bbox_0: 0.4983 loss_giou_0: 1.016 loss_ce_1: 0.8529 loss_bbox_1: 0.4853 loss_giou_1: 0.9994 loss_ce_2: 0.845 loss_bbox_2: 0.4805 loss_giou_2: 0.9968 loss_ce_3: 0.8389 loss_bbox_3: 0.4876 loss_giou_3: 1.001 loss_ce_4: 0.8438 loss_bbox_4: 0.4877 loss_giou_4: 0.9925 time: 0.3376 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:55:58] detectron2.utils.events INFO: eta: 8:17:09 iter: 1379 total_loss: 1804 loss_ce: 0.8559 loss_bbox: 0.486 loss_giou: 0.9519 loss_ce_0: 0.8807 loss_bbox_0: 0.5082 loss_giou_0: 0.9726 loss_ce_1: 0.856 loss_bbox_1: 0.4875 loss_giou_1: 0.9627 loss_ce_2: 0.8576 loss_bbox_2: 0.4808 loss_giou_2: 0.9506 loss_ce_3: 0.8469 loss_bbox_3: 0.489 loss_giou_3: 0.9522 loss_ce_4: 0.859 loss_bbox_4: 0.4871 loss_giou_4: 0.949 time: 0.3376 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:56:05] detectron2.utils.events INFO: eta: 8:16:58 iter: 1399 total_loss: 1805 loss_ce: 0.8627 loss_bbox: 0.4875 loss_giou: 0.9573 loss_ce_0: 0.8936 loss_bbox_0: 0.5111 loss_giou_0: 0.9958 loss_ce_1: 0.8682 loss_bbox_1: 0.4866 loss_giou_1: 0.9745 loss_ce_2: 0.8707 loss_bbox_2: 0.481 loss_giou_2: 0.9586 loss_ce_3: 0.8613 loss_bbox_3: 0.483 loss_giou_3: 0.9614 loss_ce_4: 0.8614 loss_bbox_4: 0.4885 loss_giou_4: 0.9448 time: 0.3376 data_time: 0.0076 lr: 0.0002 max_mem: 3260M
[02/06 19:56:11] detectron2.utils.events INFO: eta: 8:16:53 iter: 1419 total_loss: 1801 loss_ce: 0.8357 loss_bbox: 0.4841 loss_giou: 0.9761 loss_ce_0: 0.8702 loss_bbox_0: 0.5058 loss_giou_0: 1.001 loss_ce_1: 0.8481 loss_bbox_1: 0.4812 loss_giou_1: 0.9826 loss_ce_2: 0.849 loss_bbox_2: 0.4782 loss_giou_2: 0.9803 loss_ce_3: 0.8439 loss_bbox_3: 0.4873 loss_giou_3: 0.9796 loss_ce_4: 0.8402 loss_bbox_4: 0.4807 loss_giou_4: 0.9741 time: 0.3375 data_time: 0.0076 lr: 0.0002 max_mem: 3260M
[02/06 19:56:18] detectron2.utils.events INFO: eta: 8:16:30 iter: 1439 total_loss: 1801 loss_ce: 0.8655 loss_bbox: 0.4872 loss_giou: 0.9684 loss_ce_0: 0.8941 loss_bbox_0: 0.5175 loss_giou_0: 0.9885 loss_ce_1: 0.8726 loss_bbox_1: 0.4871 loss_giou_1: 0.9669 loss_ce_2: 0.8676 loss_bbox_2: 0.4906 loss_giou_2: 0.9666 loss_ce_3: 0.862 loss_bbox_3: 0.4889 loss_giou_3: 0.9647 loss_ce_4: 0.8607 loss_bbox_4: 0.4841 loss_giou_4: 0.9642 time: 0.3374 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:56:24] detectron2.utils.events INFO: eta: 8:16:16 iter: 1459 total_loss: 1800 loss_ce: 0.8261 loss_bbox: 0.4719 loss_giou: 0.9672 loss_ce_0: 0.8483 loss_bbox_0: 0.498 loss_giou_0: 1.002 loss_ce_1: 0.8406 loss_bbox_1: 0.4668 loss_giou_1: 0.9716 loss_ce_2: 0.8331 loss_bbox_2: 0.4682 loss_giou_2: 0.9668 loss_ce_3: 0.8348 loss_bbox_3: 0.4686 loss_giou_3: 0.9631 loss_ce_4: 0.8274 loss_bbox_4: 0.4711 loss_giou_4: 0.9668 time: 0.3372 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:56:31] detectron2.utils.events INFO: eta: 8:16:27 iter: 1479 total_loss: 1801 loss_ce: 0.8405 loss_bbox: 0.4699 loss_giou: 0.9514 loss_ce_0: 0.8639 loss_bbox_0: 0.5023 loss_giou_0: 0.9777 loss_ce_1: 0.8428 loss_bbox_1: 0.474 loss_giou_1: 0.9508 loss_ce_2: 0.841 loss_bbox_2: 0.4668 loss_giou_2: 0.9426 loss_ce_3: 0.8396 loss_bbox_3: 0.4675 loss_giou_3: 0.9454 loss_ce_4: 0.8352 loss_bbox_4: 0.4674 loss_giou_4: 0.9504 time: 0.3372 data_time: 0.0075 lr: 0.0002 max_mem: 3260M
[02/06 19:56:38] detectron2.utils.events INFO: eta: 8:17:14 iter: 1499 total_loss: 1801 loss_ce: 0.847 loss_bbox: 0.4712 loss_giou: 0.983 loss_ce_0: 0.8702 loss_bbox_0: 0.5017 loss_giou_0: 1.009 loss_ce_1: 0.8531 loss_bbox_1: 0.474 loss_giou_1: 0.9883 loss_ce_2: 0.8479 loss_bbox_2: 0.4674 loss_giou_2: 0.9813 loss_ce_3: 0.8483 loss_bbox_3: 0.4703 loss_giou_3: 0.9859 loss_ce_4: 0.8535 loss_bbox_4: 0.4671 loss_giou_4: 0.9782 time: 0.3372 data_time: 0.0085 lr: 0.0002 max_mem: 3260M
[02/06 19:56:45] detectron2.utils.events INFO: eta: 8:17:15 iter: 1519 total_loss: 1799 loss_ce: 0.8281 loss_bbox: 0.4808 loss_giou: 0.9725 loss_ce_0: 0.8596 loss_bbox_0: 0.4981 loss_giou_0: 1.006 loss_ce_1: 0.839 loss_bbox_1: 0.4791 loss_giou_1: 0.9762 loss_ce_2: 0.8322 loss_bbox_2: 0.4678 loss_giou_2: 0.9643 loss_ce_3: 0.837 loss_bbox_3: 0.476 loss_giou_3: 0.9744 loss_ce_4: 0.8369 loss_bbox_4: 0.4729 loss_giou_4: 0.9675 time: 0.3372 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:56:51] detectron2.utils.events INFO: eta: 8:17:17 iter: 1539 total_loss: 1800 loss_ce: 0.832 loss_bbox: 0.4566 loss_giou: 0.9513 loss_ce_0: 0.8595 loss_bbox_0: 0.4928 loss_giou_0: 0.9902 loss_ce_1: 0.8388 loss_bbox_1: 0.464 loss_giou_1: 0.9707 loss_ce_2: 0.8371 loss_bbox_2: 0.4526 loss_giou_2: 0.9553 loss_ce_3: 0.8366 loss_bbox_3: 0.4534 loss_giou_3: 0.9568 loss_ce_4: 0.8387 loss_bbox_4: 0.4549 loss_giou_4: 0.9488 time: 0.3371 data_time: 0.0081 lr: 0.0002 max_mem: 3260M
[02/06 19:56:58] detectron2.utils.events INFO: eta: 8:17:51 iter: 1559 total_loss: 1801 loss_ce: 0.8492 loss_bbox: 0.4587 loss_giou: 0.9297 loss_ce_0: 0.8773 loss_bbox_0: 0.489 loss_giou_0: 0.971 loss_ce_1: 0.8586 loss_bbox_1: 0.4664 loss_giou_1: 0.9422 loss_ce_2: 0.8557 loss_bbox_2: 0.4576 loss_giou_2: 0.9368 loss_ce_3: 0.8572 loss_bbox_3: 0.4597 loss_giou_3: 0.937 loss_ce_4: 0.8507 loss_bbox_4: 0.4539 loss_giou_4: 0.9372 time: 0.3371 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:57:04] detectron2.utils.events INFO: eta: 8:17:38 iter: 1579 total_loss: 1802 loss_ce: 0.8414 loss_bbox: 0.4664 loss_giou: 0.9462 loss_ce_0: 0.8735 loss_bbox_0: 0.4917 loss_giou_0: 0.993 loss_ce_1: 0.8502 loss_bbox_1: 0.4685 loss_giou_1: 0.9557 loss_ce_2: 0.8403 loss_bbox_2: 0.4661 loss_giou_2: 0.9491 loss_ce_3: 0.8451 loss_bbox_3: 0.4695 loss_giou_3: 0.9512 loss_ce_4: 0.8427 loss_bbox_4: 0.4645 loss_giou_4: 0.9492 time: 0.3370 data_time: 0.0085 lr: 0.0002 max_mem: 3260M
[02/06 19:57:11] detectron2.utils.events INFO: eta: 8:17:31 iter: 1599 total_loss: 1802 loss_ce: 0.8366 loss_bbox: 0.4677 loss_giou: 0.9383 loss_ce_0: 0.8604 loss_bbox_0: 0.5 loss_giou_0: 0.9821 loss_ce_1: 0.8474 loss_bbox_1: 0.4655 loss_giou_1: 0.9532 loss_ce_2: 0.8411 loss_bbox_2: 0.4646 loss_giou_2: 0.9402 loss_ce_3: 0.8359 loss_bbox_3: 0.462 loss_giou_3: 0.9391 loss_ce_4: 0.8329 loss_bbox_4: 0.4696 loss_giou_4: 0.9385 time: 0.3370 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:57:18] detectron2.utils.events INFO: eta: 8:17:36 iter: 1619 total_loss: 1801 loss_ce: 0.8299 loss_bbox: 0.463 loss_giou: 0.9212 loss_ce_0: 0.8592 loss_bbox_0: 0.4898 loss_giou_0: 0.9711 loss_ce_1: 0.8395 loss_bbox_1: 0.464 loss_giou_1: 0.9352 loss_ce_2: 0.8422 loss_bbox_2: 0.4534 loss_giou_2: 0.9274 loss_ce_3: 0.834 loss_bbox_3: 0.4585 loss_giou_3: 0.9247 loss_ce_4: 0.8282 loss_bbox_4: 0.459 loss_giou_4: 0.9186 time: 0.3370 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:57:24] detectron2.utils.events INFO: eta: 8:17:18 iter: 1639 total_loss: 1801 loss_ce: 0.8282 loss_bbox: 0.468 loss_giou: 0.9803 loss_ce_0: 0.859 loss_bbox_0: 0.5 loss_giou_0: 1.002 loss_ce_1: 0.8301 loss_bbox_1: 0.469 loss_giou_1: 0.9771 loss_ce_2: 0.8286 loss_bbox_2: 0.466 loss_giou_2: 0.9758 loss_ce_3: 0.8292 loss_bbox_3: 0.4612 loss_giou_3: 0.9771 loss_ce_4: 0.826 loss_bbox_4: 0.464 loss_giou_4: 0.9734 time: 0.3368 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:57:31] detectron2.utils.events INFO: eta: 8:17:23 iter: 1659 total_loss: 1799 loss_ce: 0.8415 loss_bbox: 0.4614 loss_giou: 0.9503 loss_ce_0: 0.8638 loss_bbox_0: 0.4932 loss_giou_0: 0.9754 loss_ce_1: 0.854 loss_bbox_1: 0.4733 loss_giou_1: 0.9601 loss_ce_2: 0.8401 loss_bbox_2: 0.4608 loss_giou_2: 0.9511 loss_ce_3: 0.8416 loss_bbox_3: 0.4596 loss_giou_3: 0.9492 loss_ce_4: 0.8416 loss_bbox_4: 0.4643 loss_giou_4: 0.9358 time: 0.3368 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:57:38] detectron2.utils.events INFO: eta: 8:17:50 iter: 1679 total_loss: 1797 loss_ce: 0.8204 loss_bbox: 0.4538 loss_giou: 0.9114 loss_ce_0: 0.8494 loss_bbox_0: 0.4858 loss_giou_0: 0.961 loss_ce_1: 0.8272 loss_bbox_1: 0.4557 loss_giou_1: 0.9357 loss_ce_2: 0.8226 loss_bbox_2: 0.4478 loss_giou_2: 0.9189 loss_ce_3: 0.8234 loss_bbox_3: 0.4468 loss_giou_3: 0.9115 loss_ce_4: 0.8231 loss_bbox_4: 0.4485 loss_giou_4: 0.9159 time: 0.3368 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:57:45] detectron2.utils.events INFO: eta: 8:17:49 iter: 1699 total_loss: 1800 loss_ce: 0.8233 loss_bbox: 0.4613 loss_giou: 0.9407 loss_ce_0: 0.8509 loss_bbox_0: 0.4854 loss_giou_0: 0.9717 loss_ce_1: 0.8267 loss_bbox_1: 0.4602 loss_giou_1: 0.9423 loss_ce_2: 0.8356 loss_bbox_2: 0.4557 loss_giou_2: 0.933 loss_ce_3: 0.8189 loss_bbox_3: 0.4522 loss_giou_3: 0.9425 loss_ce_4: 0.8291 loss_bbox_4: 0.4508 loss_giou_4: 0.9386 time: 0.3368 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:57:51] detectron2.utils.events INFO: eta: 8:17:47 iter: 1719 total_loss: 1796 loss_ce: 0.8167 loss_bbox: 0.4782 loss_giou: 0.9406 loss_ce_0: 0.8541 loss_bbox_0: 0.5052 loss_giou_0: 0.9982 loss_ce_1: 0.8299 loss_bbox_1: 0.484 loss_giou_1: 0.9661 loss_ce_2: 0.8306 loss_bbox_2: 0.4719 loss_giou_2: 0.9489 loss_ce_3: 0.8214 loss_bbox_3: 0.4753 loss_giou_3: 0.9442 loss_ce_4: 0.8205 loss_bbox_4: 0.4749 loss_giou_4: 0.9404 time: 0.3367 data_time: 0.0081 lr: 0.0002 max_mem: 3260M
[02/06 19:57:58] detectron2.utils.events INFO: eta: 8:17:36 iter: 1739 total_loss: 1800 loss_ce: 0.8316 loss_bbox: 0.4528 loss_giou: 0.9202 loss_ce_0: 0.8454 loss_bbox_0: 0.4901 loss_giou_0: 0.961 loss_ce_1: 0.8283 loss_bbox_1: 0.4681 loss_giou_1: 0.9309 loss_ce_2: 0.8189 loss_bbox_2: 0.459 loss_giou_2: 0.9289 loss_ce_3: 0.8221 loss_bbox_3: 0.4579 loss_giou_3: 0.9247 loss_ce_4: 0.8215 loss_bbox_4: 0.4518 loss_giou_4: 0.9219 time: 0.3366 data_time: 0.0075 lr: 0.0002 max_mem: 3260M
[02/06 19:58:04] detectron2.utils.events INFO: eta: 8:17:31 iter: 1759 total_loss: 1801 loss_ce: 0.8326 loss_bbox: 0.4633 loss_giou: 0.9139 loss_ce_0: 0.8517 loss_bbox_0: 0.4973 loss_giou_0: 0.9574 loss_ce_1: 0.8356 loss_bbox_1: 0.4678 loss_giou_1: 0.9162 loss_ce_2: 0.8316 loss_bbox_2: 0.4548 loss_giou_2: 0.9132 loss_ce_3: 0.8324 loss_bbox_3: 0.4603 loss_giou_3: 0.9207 loss_ce_4: 0.8307 loss_bbox_4: 0.4616 loss_giou_4: 0.9097 time: 0.3365 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:58:11] detectron2.utils.events INFO: eta: 8:17:21 iter: 1779 total_loss: 1799 loss_ce: 0.8264 loss_bbox: 0.4614 loss_giou: 0.9014 loss_ce_0: 0.8545 loss_bbox_0: 0.485 loss_giou_0: 0.9428 loss_ce_1: 0.8306 loss_bbox_1: 0.4585 loss_giou_1: 0.911 loss_ce_2: 0.8264 loss_bbox_2: 0.4515 loss_giou_2: 0.9042 loss_ce_3: 0.8187 loss_bbox_3: 0.4618 loss_giou_3: 0.9089 loss_ce_4: 0.8237 loss_bbox_4: 0.4587 loss_giou_4: 0.8984 time: 0.3364 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:58:17] detectron2.utils.events INFO: eta: 8:17:05 iter: 1799 total_loss: 1797 loss_ce: 0.8262 loss_bbox: 0.4669 loss_giou: 0.8894 loss_ce_0: 0.8539 loss_bbox_0: 0.4853 loss_giou_0: 0.9346 loss_ce_1: 0.8371 loss_bbox_1: 0.4654 loss_giou_1: 0.9006 loss_ce_2: 0.8255 loss_bbox_2: 0.4505 loss_giou_2: 0.8885 loss_ce_3: 0.8237 loss_bbox_3: 0.4625 loss_giou_3: 0.8864 loss_ce_4: 0.8252 loss_bbox_4: 0.4595 loss_giou_4: 0.8813 time: 0.3363 data_time: 0.0082 lr: 0.0002 max_mem: 3260M
[02/06 19:58:24] detectron2.utils.events INFO: eta: 8:16:30 iter: 1819 total_loss: 1800 loss_ce: 0.8126 loss_bbox: 0.4506 loss_giou: 0.9337 loss_ce_0: 0.8343 loss_bbox_0: 0.4782 loss_giou_0: 0.9731 loss_ce_1: 0.8091 loss_bbox_1: 0.4492 loss_giou_1: 0.9411 loss_ce_2: 0.8149 loss_bbox_2: 0.4469 loss_giou_2: 0.9343 loss_ce_3: 0.8127 loss_bbox_3: 0.4496 loss_giou_3: 0.9349 loss_ce_4: 0.811 loss_bbox_4: 0.4486 loss_giou_4: 0.9361 time: 0.3362 data_time: 0.0081 lr: 0.0002 max_mem: 3260M
[02/06 19:58:31] detectron2.utils.events INFO: eta: 8:16:23 iter: 1839 total_loss: 1801 loss_ce: 0.8185 loss_bbox: 0.4426 loss_giou: 0.9237 loss_ce_0: 0.8453 loss_bbox_0: 0.4627 loss_giou_0: 0.9606 loss_ce_1: 0.8214 loss_bbox_1: 0.4389 loss_giou_1: 0.9242 loss_ce_2: 0.8133 loss_bbox_2: 0.437 loss_giou_2: 0.9231 loss_ce_3: 0.817 loss_bbox_3: 0.43 loss_giou_3: 0.9188 loss_ce_4: 0.8237 loss_bbox_4: 0.4361 loss_giou_4: 0.9151 time: 0.3362 data_time: 0.0077 lr: 0.0002 max_mem: 3260M
[02/06 19:58:38] detectron2.utils.events INFO: eta: 8:16:37 iter: 1859 total_loss: 1797 loss_ce: 0.8285 loss_bbox: 0.4524 loss_giou: 0.9073 loss_ce_0: 0.8618 loss_bbox_0: 0.4931 loss_giou_0: 0.9462 loss_ce_1: 0.8407 loss_bbox_1: 0.4526 loss_giou_1: 0.9114 loss_ce_2: 0.8345 loss_bbox_2: 0.4481 loss_giou_2: 0.9029 loss_ce_3: 0.8288 loss_bbox_3: 0.4498 loss_giou_3: 0.9083 loss_ce_4: 0.8274 loss_bbox_4: 0.4567 loss_giou_4: 0.9026 time: 0.3363 data_time: 0.0240 lr: 0.0002 max_mem: 3260M
[02/06 19:58:44] detectron2.utils.events INFO: eta: 8:16:50 iter: 1879 total_loss: 1796 loss_ce: 0.8085 loss_bbox: 0.4368 loss_giou: 0.8972 loss_ce_0: 0.8357 loss_bbox_0: 0.481 loss_giou_0: 0.9336 loss_ce_1: 0.8184 loss_bbox_1: 0.4426 loss_giou_1: 0.9048 loss_ce_2: 0.8198 loss_bbox_2: 0.4349 loss_giou_2: 0.8945 loss_ce_3: 0.8107 loss_bbox_3: 0.4309 loss_giou_3: 0.894 loss_ce_4: 0.8169 loss_bbox_4: 0.4357 loss_giou_4: 0.8898 time: 0.3362 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:58:51] detectron2.utils.events INFO: eta: 8:16:43 iter: 1899 total_loss: 1799 loss_ce: 0.8058 loss_bbox: 0.4487 loss_giou: 0.9122 loss_ce_0: 0.834 loss_bbox_0: 0.481 loss_giou_0: 0.9616 loss_ce_1: 0.817 loss_bbox_1: 0.443 loss_giou_1: 0.9193 loss_ce_2: 0.811 loss_bbox_2: 0.4317 loss_giou_2: 0.9116 loss_ce_3: 0.8085 loss_bbox_3: 0.439 loss_giou_3: 0.9151 loss_ce_4: 0.8075 loss_bbox_4: 0.4433 loss_giou_4: 0.9128 time: 0.3361 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:58:57] detectron2.utils.events INFO: eta: 8:16:06 iter: 1919 total_loss: 1797 loss_ce: 0.8057 loss_bbox: 0.4499 loss_giou: 0.893 loss_ce_0: 0.829 loss_bbox_0: 0.4854 loss_giou_0: 0.9421 loss_ce_1: 0.8121 loss_bbox_1: 0.4441 loss_giou_1: 0.8966 loss_ce_2: 0.8032 loss_bbox_2: 0.4391 loss_giou_2: 0.8881 loss_ce_3: 0.7956 loss_bbox_3: 0.4409 loss_giou_3: 0.8862 loss_ce_4: 0.8007 loss_bbox_4: 0.4373 loss_giou_4: 0.8888 time: 0.3360 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 19:59:04] detectron2.utils.events INFO: eta: 8:15:40 iter: 1939 total_loss: 1798 loss_ce: 0.8193 loss_bbox: 0.448 loss_giou: 0.916 loss_ce_0: 0.8411 loss_bbox_0: 0.4866 loss_giou_0: 0.958 loss_ce_1: 0.8277 loss_bbox_1: 0.4507 loss_giou_1: 0.9166 loss_ce_2: 0.8257 loss_bbox_2: 0.4443 loss_giou_2: 0.9107 loss_ce_3: 0.8199 loss_bbox_3: 0.4432 loss_giou_3: 0.9185 loss_ce_4: 0.8187 loss_bbox_4: 0.4479 loss_giou_4: 0.9104 time: 0.3359 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:59:11] detectron2.utils.events INFO: eta: 8:15:29 iter: 1959 total_loss: 1799 loss_ce: 0.8087 loss_bbox: 0.4348 loss_giou: 0.8712 loss_ce_0: 0.8325 loss_bbox_0: 0.4703 loss_giou_0: 0.9229 loss_ce_1: 0.8099 loss_bbox_1: 0.4404 loss_giou_1: 0.8873 loss_ce_2: 0.8092 loss_bbox_2: 0.4386 loss_giou_2: 0.8729 loss_ce_3: 0.8052 loss_bbox_3: 0.4374 loss_giou_3: 0.8693 loss_ce_4: 0.8074 loss_bbox_4: 0.4422 loss_giou_4: 0.8662 time: 0.3358 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 19:59:17] detectron2.utils.events INFO: eta: 8:15:01 iter: 1979 total_loss: 1797 loss_ce: 0.8177 loss_bbox: 0.4286 loss_giou: 0.9012 loss_ce_0: 0.8588 loss_bbox_0: 0.4604 loss_giou_0: 0.9474 loss_ce_1: 0.8251 loss_bbox_1: 0.4291 loss_giou_1: 0.9144 loss_ce_2: 0.8217 loss_bbox_2: 0.4248 loss_giou_2: 0.8984 loss_ce_3: 0.8201 loss_bbox_3: 0.4225 loss_giou_3: 0.9019 loss_ce_4: 0.8238 loss_bbox_4: 0.4235 loss_giou_4: 0.8958 time: 0.3357 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 19:59:24] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 1999...
[02/06 19:59:24] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 19:59:24] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 19:59:24] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 19:59:25] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 19:59:25] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 19:59:25] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 19:59:26] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 19:59:26] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 19:59:45] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1485 s / img. ETA=0:01:53
[02/06 19:59:50] detectron2.evaluation.evaluator INFO: Inference done 58/157. 0.0597 s / img. ETA=0:00:18
[02/06 19:59:55] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.467395 (0.095180 s / img per device, on 32 devices)
[02/06 19:59:55] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.050235 s / img per device, on 32 devices)
[02/06 20:00:05] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 20:00:05] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/1999/coco_2017_val/coco_instances_results.json
[02/06 20:00:11] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 20:00:13] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 20:00:27] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 13.37 seconds.
[02/06 20:00:27] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 20:00:29] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.13 seconds.
[02/06 20:00:29] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:-----:|:------:|:------:|:-----:|:------:|:-----:|
| 7.821 | 20.093 | 4.510 | 4.435 | 11.810 | 8.728 |
[02/06 20:00:29] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 16.701 | bicycle | 4.792 | car | 8.196 |
| motorcycle | 7.687 | airplane | 11.678 | bus | 10.637 |
| train | 9.902 | truck | 5.793 | boat | 2.493 |
| traffic light | 4.064 | fire hydrant | 19.245 | stop sign | 17.135 |
| parking meter | 11.775 | bench | 2.590 | bird | 7.563 |
| cat | 12.586 | dog | 16.466 | horse | 11.360 |
| sheep | 14.306 | cow | 13.016 | elephant | 20.227 |
| bear | 17.631 | zebra | 15.348 | giraffe | 18.949 |
| backpack | 1.282 | umbrella | 6.205 | handbag | 0.794 |
| tie | 2.935 | suitcase | 7.335 | frisbee | 16.579 |
| skis | 1.570 | snowboard | 2.773 | sports ball | 5.355 |
| kite | 7.153 | baseball bat | 3.905 | baseball glove | 7.991 |
| skateboard | 8.354 | surfboard | 4.600 | tennis racket | 11.381 |
| bottle | 6.833 | wine glass | 6.380 | cup | 9.925 |
| fork | 2.350 | knife | 0.389 | spoon | 0.479 |
| bowl | 6.452 | banana | 3.967 | apple | 2.902 |
| sandwich | 5.485 | orange | 5.205 | broccoli | 3.944 |
| carrot | 3.101 | hot dog | 3.210 | pizza | 7.798 |
| donut | 10.344 | cake | 5.723 | chair | 4.704 |
| couch | 7.744 | potted plant | 5.699 | bed | 9.621 |
| dining table | 6.859 | toilet | 13.257 | tv | 12.222 |
| laptop | 10.318 | mouse | 16.955 | remote | 1.624 |
| keyboard | 7.524 | cell phone | 5.747 | microwave | 11.608 |
| oven | 4.632 | toaster | 0.000 | sink | 6.134 |
| refrigerator | 7.331 | book | 1.283 | clock | 20.063 |
| vase | 7.636 | scissors | 2.927 | teddy bear | 8.620 |
| hair drier | 0.000 | toothbrush | 0.338 | | |
[02/06 20:00:30] detectron2.utils.events INFO: eta: 8:14:57 iter: 1999 total_loss: 1798 loss_ce: 0.81 loss_bbox: 0.4302 loss_giou: 0.8483 loss_ce_0: 0.8284 loss_bbox_0: 0.4657 loss_giou_0: 0.9028 loss_ce_1: 0.8106 loss_bbox_1: 0.4407 loss_giou_1: 0.8685 loss_ce_2: 0.8159 loss_bbox_2: 0.426 loss_giou_2: 0.8612 loss_ce_3: 0.8082 loss_bbox_3: 0.4321 loss_giou_3: 0.8535 loss_ce_4: 0.806 loss_bbox_4: 0.4285 loss_giou_4: 0.8478 time: 0.3357 data_time: 0.0087 lr: 0.0002 max_mem: 3260M
[02/06 20:00:37] detectron2.utils.events INFO: eta: 8:14:46 iter: 2019 total_loss: 1793 loss_ce: 0.7906 loss_bbox: 0.4379 loss_giou: 0.9078 loss_ce_0: 0.8212 loss_bbox_0: 0.4715 loss_giou_0: 0.9404 loss_ce_1: 0.8037 loss_bbox_1: 0.4371 loss_giou_1: 0.9178 loss_ce_2: 0.8003 loss_bbox_2: 0.4341 loss_giou_2: 0.906 loss_ce_3: 0.791 loss_bbox_3: 0.4363 loss_giou_3: 0.9016 loss_ce_4: 0.7905 loss_bbox_4: 0.4306 loss_giou_4: 0.9056 time: 0.3358 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 20:00:44] detectron2.utils.events INFO: eta: 8:14:51 iter: 2039 total_loss: 1791 loss_ce: 0.7984 loss_bbox: 0.4413 loss_giou: 0.8855 loss_ce_0: 0.8248 loss_bbox_0: 0.4803 loss_giou_0: 0.9425 loss_ce_1: 0.802 loss_bbox_1: 0.445 loss_giou_1: 0.8924 loss_ce_2: 0.7958 loss_bbox_2: 0.4385 loss_giou_2: 0.8817 loss_ce_3: 0.796 loss_bbox_3: 0.4417 loss_giou_3: 0.8829 loss_ce_4: 0.7975 loss_bbox_4: 0.4432 loss_giou_4: 0.8782 time: 0.3361 data_time: 0.0500 lr: 0.0002 max_mem: 3260M
[02/06 20:00:51] detectron2.utils.events INFO: eta: 8:14:57 iter: 2059 total_loss: 1797 loss_ce: 0.8142 loss_bbox: 0.4467 loss_giou: 0.9172 loss_ce_0: 0.8396 loss_bbox_0: 0.4774 loss_giou_0: 0.9575 loss_ce_1: 0.8175 loss_bbox_1: 0.4488 loss_giou_1: 0.9272 loss_ce_2: 0.8163 loss_bbox_2: 0.4452 loss_giou_2: 0.9178 loss_ce_3: 0.8131 loss_bbox_3: 0.4465 loss_giou_3: 0.9061 loss_ce_4: 0.8101 loss_bbox_4: 0.4487 loss_giou_4: 0.91 time: 0.3360 data_time: 0.0082 lr: 0.0002 max_mem: 3260M
[02/06 20:00:58] detectron2.utils.events INFO: eta: 8:14:48 iter: 2079 total_loss: 1799 loss_ce: 0.809 loss_bbox: 0.4462 loss_giou: 0.8802 loss_ce_0: 0.8472 loss_bbox_0: 0.4805 loss_giou_0: 0.9392 loss_ce_1: 0.8242 loss_bbox_1: 0.4406 loss_giou_1: 0.8973 loss_ce_2: 0.83 loss_bbox_2: 0.4468 loss_giou_2: 0.8822 loss_ce_3: 0.8139 loss_bbox_3: 0.4429 loss_giou_3: 0.8805 loss_ce_4: 0.8113 loss_bbox_4: 0.4372 loss_giou_4: 0.8809 time: 0.3360 data_time: 0.0081 lr: 0.0002 max_mem: 3260M
[02/06 20:01:04] detectron2.utils.events INFO: eta: 8:14:28 iter: 2099 total_loss: 1798 loss_ce: 0.8116 loss_bbox: 0.4392 loss_giou: 0.9088 loss_ce_0: 0.8521 loss_bbox_0: 0.4735 loss_giou_0: 0.954 loss_ce_1: 0.8225 loss_bbox_1: 0.441 loss_giou_1: 0.9173 loss_ce_2: 0.8179 loss_bbox_2: 0.4355 loss_giou_2: 0.9157 loss_ce_3: 0.8144 loss_bbox_3: 0.443 loss_giou_3: 0.9154 loss_ce_4: 0.8137 loss_bbox_4: 0.4403 loss_giou_4: 0.9131 time: 0.3359 data_time: 0.0078 lr: 0.0002 max_mem: 3260M
[02/06 20:01:11] detectron2.utils.events INFO: eta: 8:14:12 iter: 2119 total_loss: 1796 loss_ce: 0.7926 loss_bbox: 0.4253 loss_giou: 0.88 loss_ce_0: 0.8165 loss_bbox_0: 0.4558 loss_giou_0: 0.9304 loss_ce_1: 0.7994 loss_bbox_1: 0.4319 loss_giou_1: 0.885 loss_ce_2: 0.7839 loss_bbox_2: 0.4171 loss_giou_2: 0.8815 loss_ce_3: 0.7899 loss_bbox_3: 0.4221 loss_giou_3: 0.8845 loss_ce_4: 0.7843 loss_bbox_4: 0.4228 loss_giou_4: 0.8775 time: 0.3358 data_time: 0.0076 lr: 0.0002 max_mem: 3260M
[02/06 20:01:17] detectron2.utils.events INFO: eta: 8:14:23 iter: 2139 total_loss: 1797 loss_ce: 0.8052 loss_bbox: 0.4358 loss_giou: 0.903 loss_ce_0: 0.8381 loss_bbox_0: 0.4687 loss_giou_0: 0.9474 loss_ce_1: 0.8134 loss_bbox_1: 0.4375 loss_giou_1: 0.9106 loss_ce_2: 0.8173 loss_bbox_2: 0.4344 loss_giou_2: 0.9042 loss_ce_3: 0.8113 loss_bbox_3: 0.4333 loss_giou_3: 0.9019 loss_ce_4: 0.8134 loss_bbox_4: 0.4329 loss_giou_4: 0.9028 time: 0.3358 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 20:01:24] detectron2.utils.events INFO: eta: 8:14:08 iter: 2159 total_loss: 1792 loss_ce: 0.8006 loss_bbox: 0.4456 loss_giou: 0.9037 loss_ce_0: 0.8331 loss_bbox_0: 0.4806 loss_giou_0: 0.9505 loss_ce_1: 0.8174 loss_bbox_1: 0.4455 loss_giou_1: 0.908 loss_ce_2: 0.8065 loss_bbox_2: 0.4358 loss_giou_2: 0.8975 loss_ce_3: 0.801 loss_bbox_3: 0.4425 loss_giou_3: 0.8989 loss_ce_4: 0.8006 loss_bbox_4: 0.4404 loss_giou_4: 0.9011 time: 0.3357 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 20:01:30] detectron2.utils.events INFO: eta: 8:13:52 iter: 2179 total_loss: 1797 loss_ce: 0.7999 loss_bbox: 0.4386 loss_giou: 0.896 loss_ce_0: 0.8245 loss_bbox_0: 0.4736 loss_giou_0: 0.9438 loss_ce_1: 0.8102 loss_bbox_1: 0.4415 loss_giou_1: 0.9108 loss_ce_2: 0.8023 loss_bbox_2: 0.4308 loss_giou_2: 0.8948 loss_ce_3: 0.7984 loss_bbox_3: 0.4347 loss_giou_3: 0.8977 loss_ce_4: 0.7962 loss_bbox_4: 0.4344 loss_giou_4: 0.8951 time: 0.3356 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 20:01:37] detectron2.utils.events INFO: eta: 8:13:37 iter: 2199 total_loss: 1794 loss_ce: 0.7754 loss_bbox: 0.4299 loss_giou: 0.9039 loss_ce_0: 0.8141 loss_bbox_0: 0.4667 loss_giou_0: 0.9473 loss_ce_1: 0.787 loss_bbox_1: 0.434 loss_giou_1: 0.9115 loss_ce_2: 0.7894 loss_bbox_2: 0.4295 loss_giou_2: 0.8944 loss_ce_3: 0.7809 loss_bbox_3: 0.4329 loss_giou_3: 0.9021 loss_ce_4: 0.7815 loss_bbox_4: 0.4322 loss_giou_4: 0.9058 time: 0.3355 data_time: 0.0085 lr: 0.0002 max_mem: 3260M
[02/06 20:01:43] detectron2.utils.events INFO: eta: 8:13:27 iter: 2219 total_loss: 1799 loss_ce: 0.7915 loss_bbox: 0.4313 loss_giou: 0.8973 loss_ce_0: 0.8186 loss_bbox_0: 0.4672 loss_giou_0: 0.9441 loss_ce_1: 0.793 loss_bbox_1: 0.4296 loss_giou_1: 0.9074 loss_ce_2: 0.7922 loss_bbox_2: 0.4232 loss_giou_2: 0.8969 loss_ce_3: 0.7839 loss_bbox_3: 0.4261 loss_giou_3: 0.9017 loss_ce_4: 0.7833 loss_bbox_4: 0.4251 loss_giou_4: 0.8953 time: 0.3355 data_time: 0.0080 lr: 0.0002 max_mem: 3260M
[02/06 20:01:50] detectron2.utils.events INFO: eta: 8:13:27 iter: 2239 total_loss: 1792 loss_ce: 0.783 loss_bbox: 0.4429 loss_giou: 0.9014 loss_ce_0: 0.8174 loss_bbox_0: 0.4668 loss_giou_0: 0.9478 loss_ce_1: 0.7967 loss_bbox_1: 0.4433 loss_giou_1: 0.9084 loss_ce_2: 0.7958 loss_bbox_2: 0.4403 loss_giou_2: 0.9055 loss_ce_3: 0.789 loss_bbox_3: 0.4376 loss_giou_3: 0.9018 loss_ce_4: 0.782 loss_bbox_4: 0.4407 loss_giou_4: 0.8967 time: 0.3354 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 20:01:57] detectron2.utils.events INFO: eta: 8:13:20 iter: 2259 total_loss: 1797 loss_ce: 0.7967 loss_bbox: 0.4322 loss_giou: 0.9081 loss_ce_0: 0.8346 loss_bbox_0: 0.4715 loss_giou_0: 0.9472 loss_ce_1: 0.8141 loss_bbox_1: 0.4322 loss_giou_1: 0.9104 loss_ce_2: 0.797 loss_bbox_2: 0.4262 loss_giou_2: 0.9027 loss_ce_3: 0.7967 loss_bbox_3: 0.4262 loss_giou_3: 0.9057 loss_ce_4: 0.7987 loss_bbox_4: 0.4319 loss_giou_4: 0.9042 time: 0.3353 data_time: 0.0083 lr: 0.0002 max_mem: 3260M
[02/06 20:02:03] detectron2.utils.events INFO: eta: 8:13:11 iter: 2279 total_loss: 1798 loss_ce: 0.7916 loss_bbox: 0.4454 loss_giou: 0.8987 loss_ce_0: 0.8211 loss_bbox_0: 0.4755 loss_giou_0: 0.9465 loss_ce_1: 0.7939 loss_bbox_1: 0.442 loss_giou_1: 0.9069 loss_ce_2: 0.7992 loss_bbox_2: 0.4372 loss_giou_2: 0.8952 loss_ce_3: 0.7908 loss_bbox_3: 0.4401 loss_giou_3: 0.8931 loss_ce_4: 0.7934 loss_bbox_4: 0.4386 loss_giou_4: 0.8906 time: 0.3352 data_time: 0.0079 lr: 0.0002 max_mem: 3260M
[02/06 20:02:10] detectron2.utils.events INFO: eta: 8:12:55 iter: 2299 total_loss: 1798 loss_ce: 0.8019 loss_bbox: 0.4494 loss_giou: 0.8868 loss_ce_0: 0.8262 loss_bbox_0: 0.4849 loss_giou_0: 0.929 loss_ce_1: 0.807 loss_bbox_1: 0.4511 loss_giou_1: 0.8888 loss_ce_2: 0.7984 loss_bbox_2: 0.4399 loss_giou_2: 0.8834 loss_ce_3: 0.8045 loss_bbox_3: 0.4429 loss_giou_3: 0.8789 loss_ce_4: 0.8032 loss_bbox_4: 0.4448 loss_giou_4: 0.88 time: 0.3351 data_time: 0.0078 lr: 0.0002 max_mem: 3456M
[02/06 20:02:16] detectron2.utils.events INFO: eta: 8:12:45 iter: 2319 total_loss: 1793 loss_ce: 0.7959 loss_bbox: 0.4309 loss_giou: 0.9265 loss_ce_0: 0.8134 loss_bbox_0: 0.4664 loss_giou_0: 0.9704 loss_ce_1: 0.7922 loss_bbox_1: 0.4247 loss_giou_1: 0.9305 loss_ce_2: 0.79 loss_bbox_2: 0.4271 loss_giou_2: 0.9254 loss_ce_3: 0.7881 loss_bbox_3: 0.4238 loss_giou_3: 0.9262 loss_ce_4: 0.7921 loss_bbox_4: 0.4201 loss_giou_4: 0.9263 time: 0.3351 data_time: 0.0076 lr: 0.0002 max_mem: 3456M
[02/06 20:02:23] detectron2.utils.events INFO: eta: 8:12:05 iter: 2339 total_loss: 1797 loss_ce: 0.7764 loss_bbox: 0.4274 loss_giou: 0.9005 loss_ce_0: 0.8096 loss_bbox_0: 0.4624 loss_giou_0: 0.9467 loss_ce_1: 0.7874 loss_bbox_1: 0.4338 loss_giou_1: 0.9137 loss_ce_2: 0.7813 loss_bbox_2: 0.426 loss_giou_2: 0.9036 loss_ce_3: 0.7757 loss_bbox_3: 0.4281 loss_giou_3: 0.8988 loss_ce_4: 0.7762 loss_bbox_4: 0.4272 loss_giou_4: 0.8972 time: 0.3350 data_time: 0.0077 lr: 0.0002 max_mem: 3456M
[02/06 20:02:29] detectron2.utils.events INFO: eta: 8:11:54 iter: 2359 total_loss: 1796 loss_ce: 0.7821 loss_bbox: 0.4253 loss_giou: 0.8798 loss_ce_0: 0.8167 loss_bbox_0: 0.4653 loss_giou_0: 0.9225 loss_ce_1: 0.8015 loss_bbox_1: 0.4228 loss_giou_1: 0.8815 loss_ce_2: 0.7959 loss_bbox_2: 0.4184 loss_giou_2: 0.8763 loss_ce_3: 0.7837 loss_bbox_3: 0.4234 loss_giou_3: 0.8765 loss_ce_4: 0.7864 loss_bbox_4: 0.4246 loss_giou_4: 0.8727 time: 0.3350 data_time: 0.0072 lr: 0.0002 max_mem: 3456M
[02/06 20:02:36] detectron2.utils.events INFO: eta: 8:11:37 iter: 2379 total_loss: 1797 loss_ce: 0.7929 loss_bbox: 0.4229 loss_giou: 0.8824 loss_ce_0: 0.8177 loss_bbox_0: 0.4595 loss_giou_0: 0.9337 loss_ce_1: 0.796 loss_bbox_1: 0.4248 loss_giou_1: 0.8878 loss_ce_2: 0.79 loss_bbox_2: 0.4146 loss_giou_2: 0.8722 loss_ce_3: 0.7857 loss_bbox_3: 0.4168 loss_giou_3: 0.8782 loss_ce_4: 0.7845 loss_bbox_4: 0.4176 loss_giou_4: 0.8794 time: 0.3349 data_time: 0.0077 lr: 0.0002 max_mem: 3456M
[02/06 20:02:43] detectron2.utils.events INFO: eta: 8:10:45 iter: 2399 total_loss: 1794 loss_ce: 0.7856 loss_bbox: 0.4169 loss_giou: 0.8776 loss_ce_0: 0.8134 loss_bbox_0: 0.4535 loss_giou_0: 0.9199 loss_ce_1: 0.7914 loss_bbox_1: 0.4276 loss_giou_1: 0.8785 loss_ce_2: 0.7862 loss_bbox_2: 0.4216 loss_giou_2: 0.875 loss_ce_3: 0.786 loss_bbox_3: 0.4257 loss_giou_3: 0.8828 loss_ce_4: 0.788 loss_bbox_4: 0.4136 loss_giou_4: 0.8753 time: 0.3348 data_time: 0.0078 lr: 0.0002 max_mem: 3456M
[02/06 20:02:49] detectron2.utils.events INFO: eta: 8:11:26 iter: 2419 total_loss: 1793 loss_ce: 0.7782 loss_bbox: 0.4199 loss_giou: 0.8867 loss_ce_0: 0.8104 loss_bbox_0: 0.4582 loss_giou_0: 0.9274 loss_ce_1: 0.7898 loss_bbox_1: 0.4186 loss_giou_1: 0.8873 loss_ce_2: 0.7828 loss_bbox_2: 0.4132 loss_giou_2: 0.8779 loss_ce_3: 0.7691 loss_bbox_3: 0.4164 loss_giou_3: 0.8846 loss_ce_4: 0.7837 loss_bbox_4: 0.4185 loss_giou_4: 0.8874 time: 0.3349 data_time: 0.0078 lr: 0.0002 max_mem: 3456M
[02/06 20:02:56] detectron2.utils.events INFO: eta: 8:11:24 iter: 2439 total_loss: 1793 loss_ce: 0.7898 loss_bbox: 0.4452 loss_giou: 0.8796 loss_ce_0: 0.822 loss_bbox_0: 0.4713 loss_giou_0: 0.9179 loss_ce_1: 0.8055 loss_bbox_1: 0.4403 loss_giou_1: 0.8821 loss_ce_2: 0.8009 loss_bbox_2: 0.4349 loss_giou_2: 0.8761 loss_ce_3: 0.7996 loss_bbox_3: 0.4353 loss_giou_3: 0.8774 loss_ce_4: 0.7983 loss_bbox_4: 0.4388 loss_giou_4: 0.8761 time: 0.3348 data_time: 0.0079 lr: 0.0002 max_mem: 3456M
[02/06 20:03:03] detectron2.utils.events INFO: eta: 8:11:23 iter: 2459 total_loss: 1798 loss_ce: 0.7885 loss_bbox: 0.4315 loss_giou: 0.8805 loss_ce_0: 0.8219 loss_bbox_0: 0.4704 loss_giou_0: 0.9177 loss_ce_1: 0.7979 loss_bbox_1: 0.4349 loss_giou_1: 0.8697 loss_ce_2: 0.7911 loss_bbox_2: 0.4274 loss_giou_2: 0.8695 loss_ce_3: 0.787 loss_bbox_3: 0.4288 loss_giou_3: 0.8625 loss_ce_4: 0.7825 loss_bbox_4: 0.4251 loss_giou_4: 0.873 time: 0.3348 data_time: 0.0079 lr: 0.0002 max_mem: 3456M
[02/06 20:03:09] detectron2.utils.events INFO: eta: 8:11:14 iter: 2479 total_loss: 1797 loss_ce: 0.7783 loss_bbox: 0.4228 loss_giou: 0.8872 loss_ce_0: 0.8108 loss_bbox_0: 0.4541 loss_giou_0: 0.9337 loss_ce_1: 0.79 loss_bbox_1: 0.4263 loss_giou_1: 0.8857 loss_ce_2: 0.7803 loss_bbox_2: 0.4173 loss_giou_2: 0.8829 loss_ce_3: 0.7838 loss_bbox_3: 0.4207 loss_giou_3: 0.8777 loss_ce_4: 0.7843 loss_bbox_4: 0.4178 loss_giou_4: 0.8817 time: 0.3348 data_time: 0.0073 lr: 0.0002 max_mem: 3456M
[02/06 20:03:16] detectron2.utils.events INFO: eta: 8:10:42 iter: 2499 total_loss: 1795 loss_ce: 0.7831 loss_bbox: 0.415 loss_giou: 0.8763 loss_ce_0: 0.8014 loss_bbox_0: 0.4511 loss_giou_0: 0.9251 loss_ce_1: 0.7908 loss_bbox_1: 0.4187 loss_giou_1: 0.8831 loss_ce_2: 0.7866 loss_bbox_2: 0.409 loss_giou_2: 0.879 loss_ce_3: 0.7777 loss_bbox_3: 0.4095 loss_giou_3: 0.876 loss_ce_4: 0.7876 loss_bbox_4: 0.4099 loss_giou_4: 0.8768 time: 0.3348 data_time: 0.0080 lr: 0.0002 max_mem: 3456M
[02/06 20:03:23] detectron2.utils.events INFO: eta: 8:11:01 iter: 2519 total_loss: 1793 loss_ce: 0.791 loss_bbox: 0.4298 loss_giou: 0.8607 loss_ce_0: 0.8253 loss_bbox_0: 0.4647 loss_giou_0: 0.909 loss_ce_1: 0.7992 loss_bbox_1: 0.4284 loss_giou_1: 0.8721 loss_ce_2: 0.7894 loss_bbox_2: 0.4269 loss_giou_2: 0.8697 loss_ce_3: 0.7887 loss_bbox_3: 0.4268 loss_giou_3: 0.8607 loss_ce_4: 0.7902 loss_bbox_4: 0.425 loss_giou_4: 0.8625 time: 0.3349 data_time: 0.0081 lr: 0.0002 max_mem: 3456M
[02/06 20:03:30] detectron2.utils.events INFO: eta: 8:11:17 iter: 2539 total_loss: 1796 loss_ce: 0.77 loss_bbox: 0.4275 loss_giou: 0.8753 loss_ce_0: 0.7979 loss_bbox_0: 0.4561 loss_giou_0: 0.9255 loss_ce_1: 0.7743 loss_bbox_1: 0.4286 loss_giou_1: 0.8791 loss_ce_2: 0.7761 loss_bbox_2: 0.4281 loss_giou_2: 0.8757 loss_ce_3: 0.768 loss_bbox_3: 0.4261 loss_giou_3: 0.8755 loss_ce_4: 0.7778 loss_bbox_4: 0.4287 loss_giou_4: 0.8762 time: 0.3349 data_time: 0.0078 lr: 0.0002 max_mem: 3456M
[02/06 20:03:36] detectron2.utils.events INFO: eta: 8:10:50 iter: 2559 total_loss: 1790 loss_ce: 0.7611 loss_bbox: 0.4124 loss_giou: 0.8539 loss_ce_0: 0.8048 loss_bbox_0: 0.4434 loss_giou_0: 0.9109 loss_ce_1: 0.7768 loss_bbox_1: 0.4169 loss_giou_1: 0.8608 loss_ce_2: 0.7737 loss_bbox_2: 0.4055 loss_giou_2: 0.8592 loss_ce_3: 0.7623 loss_bbox_3: 0.4094 loss_giou_3: 0.8564 loss_ce_4: 0.769 loss_bbox_4: 0.4089 loss_giou_4: 0.8578 time: 0.3349 data_time: 0.0079 lr: 0.0002 max_mem: 3456M
[02/06 20:03:43] detectron2.utils.events INFO: eta: 8:10:49 iter: 2579 total_loss: 1792 loss_ce: 0.7768 loss_bbox: 0.4091 loss_giou: 0.8843 loss_ce_0: 0.8128 loss_bbox_0: 0.4474 loss_giou_0: 0.9389 loss_ce_1: 0.7873 loss_bbox_1: 0.412 loss_giou_1: 0.8988 loss_ce_2: 0.7886 loss_bbox_2: 0.4075 loss_giou_2: 0.8814 loss_ce_3: 0.7818 loss_bbox_3: 0.4102 loss_giou_3: 0.8832 loss_ce_4: 0.7801 loss_bbox_4: 0.4055 loss_giou_4: 0.8809 time: 0.3349 data_time: 0.0080 lr: 0.0002 max_mem: 3456M
[02/06 20:03:50] detectron2.utils.events INFO: eta: 8:10:34 iter: 2599 total_loss: 1796 loss_ce: 0.7799 loss_bbox: 0.4266 loss_giou: 0.8661 loss_ce_0: 0.812 loss_bbox_0: 0.4577 loss_giou_0: 0.9215 loss_ce_1: 0.7957 loss_bbox_1: 0.4249 loss_giou_1: 0.8779 loss_ce_2: 0.7895 loss_bbox_2: 0.42 loss_giou_2: 0.8623 loss_ce_3: 0.7847 loss_bbox_3: 0.4217 loss_giou_3: 0.8635 loss_ce_4: 0.7821 loss_bbox_4: 0.4241 loss_giou_4: 0.8637 time: 0.3348 data_time: 0.0079 lr: 0.0002 max_mem: 3456M
[02/06 20:03:56] detectron2.utils.events INFO: eta: 8:10:28 iter: 2619 total_loss: 1792 loss_ce: 0.766 loss_bbox: 0.4299 loss_giou: 0.8853 loss_ce_0: 0.8062 loss_bbox_0: 0.4577 loss_giou_0: 0.9271 loss_ce_1: 0.7792 loss_bbox_1: 0.4274 loss_giou_1: 0.8927 loss_ce_2: 0.7702 loss_bbox_2: 0.4257 loss_giou_2: 0.8889 loss_ce_3: 0.7714 loss_bbox_3: 0.421 loss_giou_3: 0.891 loss_ce_4: 0.7678 loss_bbox_4: 0.422 loss_giou_4: 0.8805 time: 0.3348 data_time: 0.0080 lr: 0.0002 max_mem: 3456M
[02/06 20:04:03] detectron2.utils.events INFO: eta: 8:10:29 iter: 2639 total_loss: 1796 loss_ce: 0.7708 loss_bbox: 0.4284 loss_giou: 0.8628 loss_ce_0: 0.8099 loss_bbox_0: 0.4576 loss_giou_0: 0.9049 loss_ce_1: 0.786 loss_bbox_1: 0.4301 loss_giou_1: 0.8717 loss_ce_2: 0.7734 loss_bbox_2: 0.4262 loss_giou_2: 0.8668 loss_ce_3: 0.7729 loss_bbox_3: 0.4233 loss_giou_3: 0.8667 loss_ce_4: 0.7674 loss_bbox_4: 0.4259 loss_giou_4: 0.8641 time: 0.3348 data_time: 0.0079 lr: 0.0002 max_mem: 3456M
[02/06 20:04:09] detectron2.utils.events INFO: eta: 8:10:09 iter: 2659 total_loss: 1794 loss_ce: 0.7919 loss_bbox: 0.4139 loss_giou: 0.8901 loss_ce_0: 0.8198 loss_bbox_0: 0.4537 loss_giou_0: 0.922 loss_ce_1: 0.8026 loss_bbox_1: 0.4183 loss_giou_1: 0.8835 loss_ce_2: 0.7962 loss_bbox_2: 0.4103 loss_giou_2: 0.8818 loss_ce_3: 0.7875 loss_bbox_3: 0.4143 loss_giou_3: 0.8812 loss_ce_4: 0.7891 loss_bbox_4: 0.4192 loss_giou_4: 0.8838 time: 0.3347 data_time: 0.0079 lr: 0.0002 max_mem: 3456M
[02/06 20:04:16] detectron2.utils.events INFO: eta: 8:09:43 iter: 2679 total_loss: 1797 loss_ce: 0.7716 loss_bbox: 0.4291 loss_giou: 0.8754 loss_ce_0: 0.8043 loss_bbox_0: 0.4598 loss_giou_0: 0.9335 loss_ce_1: 0.7752 loss_bbox_1: 0.4289 loss_giou_1: 0.8823 loss_ce_2: 0.7785 loss_bbox_2: 0.4225 loss_giou_2: 0.8728 loss_ce_3: 0.7714 loss_bbox_3: 0.4256 loss_giou_3: 0.8724 loss_ce_4: 0.7653 loss_bbox_4: 0.4252 loss_giou_4: 0.874 time: 0.3347 data_time: 0.0081 lr: 0.0002 max_mem: 3456M
[02/06 20:04:23] detectron2.utils.events INFO: eta: 8:09:07 iter: 2699 total_loss: 1792 loss_ce: 0.7682 loss_bbox: 0.4111 loss_giou: 0.8792 loss_ce_0: 0.799 loss_bbox_0: 0.4441 loss_giou_0: 0.9242 loss_ce_1: 0.7734 loss_bbox_1: 0.4169 loss_giou_1: 0.8872 loss_ce_2: 0.7683 loss_bbox_2: 0.4127 loss_giou_2: 0.8808 loss_ce_3: 0.7607 loss_bbox_3: 0.4087 loss_giou_3: 0.8783 loss_ce_4: 0.7673 loss_bbox_4: 0.4113 loss_giou_4: 0.8766 time: 0.3346 data_time: 0.0081 lr: 0.0002 max_mem: 3456M
[02/06 20:04:29] detectron2.utils.events INFO: eta: 8:09:30 iter: 2719 total_loss: 1793 loss_ce: 0.7881 loss_bbox: 0.4235 loss_giou: 0.8941 loss_ce_0: 0.819 loss_bbox_0: 0.4497 loss_giou_0: 0.9443 loss_ce_1: 0.7914 loss_bbox_1: 0.4171 loss_giou_1: 0.9006 loss_ce_2: 0.787 loss_bbox_2: 0.4199 loss_giou_2: 0.8928 loss_ce_3: 0.7887 loss_bbox_3: 0.4218 loss_giou_3: 0.899 loss_ce_4: 0.7909 loss_bbox_4: 0.418 loss_giou_4: 0.8882 time: 0.3346 data_time: 0.0077 lr: 0.0002 max_mem: 3456M
[02/06 20:04:36] detectron2.utils.events INFO: eta: 8:09:43 iter: 2739 total_loss: 1797 loss_ce: 0.7755 loss_bbox: 0.4033 loss_giou: 0.8459 loss_ce_0: 0.8078 loss_bbox_0: 0.4433 loss_giou_0: 0.8998 loss_ce_1: 0.7785 loss_bbox_1: 0.4071 loss_giou_1: 0.852 loss_ce_2: 0.7822 loss_bbox_2: 0.407 loss_giou_2: 0.8487 loss_ce_3: 0.7775 loss_bbox_3: 0.3985 loss_giou_3: 0.8462 loss_ce_4: 0.7766 loss_bbox_4: 0.4014 loss_giou_4: 0.8486 time: 0.3346 data_time: 0.0078 lr: 0.0002 max_mem: 3456M
[02/06 20:04:42] detectron2.utils.events INFO: eta: 8:09:58 iter: 2759 total_loss: 1797 loss_ce: 0.7714 loss_bbox: 0.4127 loss_giou: 0.8601 loss_ce_0: 0.8061 loss_bbox_0: 0.4553 loss_giou_0: 0.9139 loss_ce_1: 0.7884 loss_bbox_1: 0.4148 loss_giou_1: 0.8727 loss_ce_2: 0.78 loss_bbox_2: 0.4135 loss_giou_2: 0.863 loss_ce_3: 0.7743 loss_bbox_3: 0.4172 loss_giou_3: 0.8656 loss_ce_4: 0.7682 loss_bbox_4: 0.4067 loss_giou_4: 0.8633 time: 0.3345 data_time: 0.0082 lr: 0.0002 max_mem: 3456M
[02/06 20:04:49] detectron2.utils.events INFO: eta: 8:09:51 iter: 2779 total_loss: 1797 loss_ce: 0.7817 loss_bbox: 0.4153 loss_giou: 0.8627 loss_ce_0: 0.8144 loss_bbox_0: 0.4478 loss_giou_0: 0.9062 loss_ce_1: 0.7862 loss_bbox_1: 0.4178 loss_giou_1: 0.8586 loss_ce_2: 0.7845 loss_bbox_2: 0.4147 loss_giou_2: 0.8479 loss_ce_3: 0.7848 loss_bbox_3: 0.4083 loss_giou_3: 0.8487 loss_ce_4: 0.7767 loss_bbox_4: 0.4167 loss_giou_4: 0.8569 time: 0.3345 data_time: 0.0075 lr: 0.0002 max_mem: 3456M
[02/06 20:04:56] detectron2.utils.events INFO: eta: 8:10:12 iter: 2799 total_loss: 1789 loss_ce: 0.7681 loss_bbox: 0.4144 loss_giou: 0.8772 loss_ce_0: 0.7989 loss_bbox_0: 0.4507 loss_giou_0: 0.9265 loss_ce_1: 0.777 loss_bbox_1: 0.4168 loss_giou_1: 0.8817 loss_ce_2: 0.766 loss_bbox_2: 0.4144 loss_giou_2: 0.8872 loss_ce_3: 0.7677 loss_bbox_3: 0.4122 loss_giou_3: 0.8855 loss_ce_4: 0.7666 loss_bbox_4: 0.4148 loss_giou_4: 0.8835 time: 0.3345 data_time: 0.0078 lr: 0.0002 max_mem: 3456M
[02/06 20:05:02] detectron2.utils.events INFO: eta: 8:09:38 iter: 2819 total_loss: 1791 loss_ce: 0.7644 loss_bbox: 0.4227 loss_giou: 0.883 loss_ce_0: 0.7888 loss_bbox_0: 0.4534 loss_giou_0: 0.9328 loss_ce_1: 0.77 loss_bbox_1: 0.4202 loss_giou_1: 0.8875 loss_ce_2: 0.7641 loss_bbox_2: 0.4193 loss_giou_2: 0.8818 loss_ce_3: 0.7658 loss_bbox_3: 0.4171 loss_giou_3: 0.8849 loss_ce_4: 0.7697 loss_bbox_4: 0.422 loss_giou_4: 0.8755 time: 0.3344 data_time: 0.0081 lr: 0.0002 max_mem: 3456M
[02/06 20:05:09] detectron2.utils.events INFO: eta: 8:09:29 iter: 2839 total_loss: 1796 loss_ce: 0.8012 loss_bbox: 0.4137 loss_giou: 0.859 loss_ce_0: 0.8337 loss_bbox_0: 0.4541 loss_giou_0: 0.9148 loss_ce_1: 0.8096 loss_bbox_1: 0.4207 loss_giou_1: 0.867 loss_ce_2: 0.8037 loss_bbox_2: 0.4127 loss_giou_2: 0.8564 loss_ce_3: 0.7982 loss_bbox_3: 0.4166 loss_giou_3: 0.8593 loss_ce_4: 0.8029 loss_bbox_4: 0.4116 loss_giou_4: 0.8613 time: 0.3344 data_time: 0.0076 lr: 0.0002 max_mem: 3456M
[02/06 20:05:16] detectron2.utils.events INFO: eta: 8:09:23 iter: 2859 total_loss: 1790 loss_ce: 0.7586 loss_bbox: 0.4018 loss_giou: 0.8927 loss_ce_0: 0.7871 loss_bbox_0: 0.4434 loss_giou_0: 0.9499 loss_ce_1: 0.7704 loss_bbox_1: 0.4026 loss_giou_1: 0.9001 loss_ce_2: 0.7598 loss_bbox_2: 0.3989 loss_giou_2: 0.8915 loss_ce_3: 0.7571 loss_bbox_3: 0.3988 loss_giou_3: 0.8889 loss_ce_4: 0.759 loss_bbox_4: 0.401 loss_giou_4: 0.8935 time: 0.3344 data_time: 0.0081 lr: 0.0002 max_mem: 3456M
[02/06 20:05:22] detectron2.utils.events INFO: eta: 8:09:07 iter: 2879 total_loss: 1786 loss_ce: 0.7585 loss_bbox: 0.4125 loss_giou: 0.8728 loss_ce_0: 0.7824 loss_bbox_0: 0.4497 loss_giou_0: 0.9133 loss_ce_1: 0.769 loss_bbox_1: 0.4112 loss_giou_1: 0.8644 loss_ce_2: 0.7669 loss_bbox_2: 0.41 loss_giou_2: 0.8634 loss_ce_3: 0.7621 loss_bbox_3: 0.4075 loss_giou_3: 0.8642 loss_ce_4: 0.7651 loss_bbox_4: 0.4105 loss_giou_4: 0.8631 time: 0.3344 data_time: 0.0079 lr: 0.0002 max_mem: 3456M
[02/06 20:05:29] detectron2.utils.events INFO: eta: 8:09:01 iter: 2899 total_loss: 1790 loss_ce: 0.7722 loss_bbox: 0.4227 loss_giou: 0.8763 loss_ce_0: 0.7979 loss_bbox_0: 0.4634 loss_giou_0: 0.9186 loss_ce_1: 0.7817 loss_bbox_1: 0.4238 loss_giou_1: 0.8818 loss_ce_2: 0.7769 loss_bbox_2: 0.4187 loss_giou_2: 0.8772 loss_ce_3: 0.7741 loss_bbox_3: 0.4208 loss_giou_3: 0.8771 loss_ce_4: 0.7682 loss_bbox_4: 0.4246 loss_giou_4: 0.8769 time: 0.3343 data_time: 0.0076 lr: 0.0002 max_mem: 3456M
[02/06 20:05:35] detectron2.utils.events INFO: eta: 8:09:03 iter: 2919 total_loss: 1794 loss_ce: 0.7801 loss_bbox: 0.4201 loss_giou: 0.847 loss_ce_0: 0.8096 loss_bbox_0: 0.4596 loss_giou_0: 0.8931 loss_ce_1: 0.7857 loss_bbox_1: 0.4277 loss_giou_1: 0.861 loss_ce_2: 0.7825 loss_bbox_2: 0.4181 loss_giou_2: 0.8476 loss_ce_3: 0.7788 loss_bbox_3: 0.4151 loss_giou_3: 0.848 loss_ce_4: 0.7807 loss_bbox_4: 0.4151 loss_giou_4: 0.8409 time: 0.3343 data_time: 0.0080 lr: 0.0002 max_mem: 3456M
[02/06 20:05:42] detectron2.utils.events INFO: eta: 8:08:53 iter: 2939 total_loss: 1789 loss_ce: 0.7639 loss_bbox: 0.4096 loss_giou: 0.8646 loss_ce_0: 0.795 loss_bbox_0: 0.449 loss_giou_0: 0.9177 loss_ce_1: 0.773 loss_bbox_1: 0.4139 loss_giou_1: 0.8655 loss_ce_2: 0.77 loss_bbox_2: 0.4084 loss_giou_2: 0.8604 loss_ce_3: 0.7663 loss_bbox_3: 0.4108 loss_giou_3: 0.8558 loss_ce_4: 0.7646 loss_bbox_4: 0.4057 loss_giou_4: 0.8538 time: 0.3342 data_time: 0.0078 lr: 0.0002 max_mem: 3456M
[02/06 20:05:48] detectron2.utils.events INFO: eta: 8:08:50 iter: 2959 total_loss: 1795 loss_ce: 0.7612 loss_bbox: 0.4118 loss_giou: 0.8449 loss_ce_0: 0.7976 loss_bbox_0: 0.4508 loss_giou_0: 0.8941 loss_ce_1: 0.7715 loss_bbox_1: 0.4139 loss_giou_1: 0.849 loss_ce_2: 0.7674 loss_bbox_2: 0.4036 loss_giou_2: 0.8399 loss_ce_3: 0.7635 loss_bbox_3: 0.4043 loss_giou_3: 0.8431 loss_ce_4: 0.7598 loss_bbox_4: 0.4073 loss_giou_4: 0.8386 time: 0.3342 data_time: 0.0078 lr: 0.0002 max_mem: 3456M
[02/06 20:05:55] detectron2.utils.events INFO: eta: 8:09:16 iter: 2979 total_loss: 1791 loss_ce: 0.7674 loss_bbox: 0.4232 loss_giou: 0.8791 loss_ce_0: 0.7966 loss_bbox_0: 0.4539 loss_giou_0: 0.9335 loss_ce_1: 0.7676 loss_bbox_1: 0.4268 loss_giou_1: 0.8809 loss_ce_2: 0.7739 loss_bbox_2: 0.4189 loss_giou_2: 0.8686 loss_ce_3: 0.7629 loss_bbox_3: 0.4191 loss_giou_3: 0.8736 loss_ce_4: 0.7637 loss_bbox_4: 0.4208 loss_giou_4: 0.8723 time: 0.3343 data_time: 0.0079 lr: 0.0002 max_mem: 3456M
[02/06 20:06:02] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 2999...
[02/06 20:06:02] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 20:06:02] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 20:06:03] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:06:03] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 20:06:03] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 20:06:04] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 20:06:05] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:06:05] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 20:06:24] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1534 s / img. ETA=0:01:51
[02/06 20:06:29] detectron2.evaluation.evaluator INFO: Inference done 65/157. 0.0575 s / img. ETA=0:00:14
[02/06 20:06:34] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.212205 (0.093501 s / img per device, on 32 devices)
[02/06 20:06:34] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.051443 s / img per device, on 32 devices)
[02/06 20:06:45] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 20:06:45] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/2999/coco_2017_val/coco_instances_results.json
[02/06 20:06:50] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 20:06:52] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 20:07:07] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 14.44 seconds.
[02/06 20:07:07] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 20:07:09] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.11 seconds.
[02/06 20:07:09] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:-----:|:------:|:------:|
| 10.355 | 23.630 | 7.948 | 5.410 | 14.801 | 11.945 |
[02/06 20:07:09] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 20.895 | bicycle | 5.648 | car | 12.015 |
| motorcycle | 8.627 | airplane | 15.851 | bus | 16.486 |
| train | 14.254 | truck | 6.696 | boat | 5.172 |
| traffic light | 6.460 | fire hydrant | 23.820 | stop sign | 17.738 |
| parking meter | 13.562 | bench | 2.414 | bird | 9.770 |
| cat | 18.323 | dog | 19.703 | horse | 16.216 |
| sheep | 16.480 | cow | 17.877 | elephant | 22.803 |
| bear | 24.309 | zebra | 27.638 | giraffe | 27.591 |
| backpack | 1.923 | umbrella | 8.356 | handbag | 1.526 |
| tie | 4.261 | suitcase | 6.041 | frisbee | 19.057 |
| skis | 1.986 | snowboard | 3.290 | sports ball | 8.855 |
| kite | 10.186 | baseball bat | 5.708 | baseball glove | 11.074 |
| skateboard | 8.226 | surfboard | 6.543 | tennis racket | 12.874 |
| bottle | 11.458 | wine glass | 8.281 | cup | 12.740 |
| fork | 2.962 | knife | 0.894 | spoon | 0.523 |
| bowl | 9.154 | banana | 4.722 | apple | 3.683 |
| sandwich | 7.428 | orange | 9.783 | broccoli | 9.047 |
| carrot | 5.007 | hot dog | 3.898 | pizza | 14.481 |
| donut | 12.269 | cake | 9.461 | chair | 5.030 |
| couch | 12.449 | potted plant | 6.185 | bed | 11.405 |
| dining table | 9.999 | toilet | 17.576 | tv | 16.352 |
| laptop | 13.915 | mouse | 20.326 | remote | 2.093 |
| keyboard | 11.373 | cell phone | 7.142 | microwave | 12.785 |
| oven | 7.477 | toaster | 1.188 | sink | 8.780 |
| refrigerator | 10.058 | book | 2.035 | clock | 21.104 |
| vase | 9.047 | scissors | 1.223 | teddy bear | 10.770 |
| hair drier | 2.970 | toothbrush | 1.105 | | |
[02/06 20:07:10] detectron2.utils.events INFO: eta: 8:08:50 iter: 2999 total_loss: 1791 loss_ce: 0.8062 loss_bbox: 0.4266 loss_giou: 0.865 loss_ce_0: 0.8382 loss_bbox_0: 0.4664 loss_giou_0: 0.928 loss_ce_1: 0.8109 loss_bbox_1: 0.4258 loss_giou_1: 0.8763 loss_ce_2: 0.8008 loss_bbox_2: 0.4227 loss_giou_2: 0.8689 loss_ce_3: 0.7982 loss_bbox_3: 0.4196 loss_giou_3: 0.8702 loss_ce_4: 0.8034 loss_bbox_4: 0.4239 loss_giou_4: 0.8656 time: 0.3342 data_time: 0.0079 lr: 0.0002 max_mem: 3456M
[02/06 20:07:16] detectron2.utils.events INFO: eta: 8:08:33 iter: 3019 total_loss: 1796 loss_ce: 0.757 loss_bbox: 0.4148 loss_giou: 0.8418 loss_ce_0: 0.7971 loss_bbox_0: 0.4449 loss_giou_0: 0.8926 loss_ce_1: 0.7573 loss_bbox_1: 0.4162 loss_giou_1: 0.8475 loss_ce_2: 0.761 loss_bbox_2: 0.4113 loss_giou_2: 0.8421 loss_ce_3: 0.7565 loss_bbox_3: 0.4086 loss_giou_3: 0.8377 loss_ce_4: 0.7565 loss_bbox_4: 0.4097 loss_giou_4: 0.8437 time: 0.3342 data_time: 0.0080 lr: 0.0002 max_mem: 3456M
[02/06 20:07:23] detectron2.utils.events INFO: eta: 8:08:34 iter: 3039 total_loss: 1796 loss_ce: 0.7517 loss_bbox: 0.4166 loss_giou: 0.8489 loss_ce_0: 0.7911 loss_bbox_0: 0.4442 loss_giou_0: 0.8859 loss_ce_1: 0.7639 loss_bbox_1: 0.4097 loss_giou_1: 0.8524 loss_ce_2: 0.7605 loss_bbox_2: 0.4087 loss_giou_2: 0.8446 loss_ce_3: 0.7545 loss_bbox_3: 0.41 loss_giou_3: 0.8442 loss_ce_4: 0.7529 loss_bbox_4: 0.4102 loss_giou_4: 0.8442 time: 0.3342 data_time: 0.0080 lr: 0.0002 max_mem: 3456M
[02/06 20:07:30] detectron2.utils.events INFO: eta: 8:08:21 iter: 3059 total_loss: 1794 loss_ce: 0.7687 loss_bbox: 0.4045 loss_giou: 0.8589 loss_ce_0: 0.7957 loss_bbox_0: 0.4411 loss_giou_0: 0.9131 loss_ce_1: 0.7755 loss_bbox_1: 0.4051 loss_giou_1: 0.8644 loss_ce_2: 0.7749 loss_bbox_2: 0.3994 loss_giou_2: 0.855 loss_ce_3: 0.7673 loss_bbox_3: 0.3985 loss_giou_3: 0.8594 loss_ce_4: 0.7659 loss_bbox_4: 0.4029 loss_giou_4: 0.8628 time: 0.3342 data_time: 0.0081 lr: 0.0002 max_mem: 3456M
[02/06 20:07:36] detectron2.utils.events INFO: eta: 8:07:50 iter: 3079 total_loss: 1791 loss_ce: 0.7499 loss_bbox: 0.4106 loss_giou: 0.8488 loss_ce_0: 0.7855 loss_bbox_0: 0.4493 loss_giou_0: 0.8982 loss_ce_1: 0.7584 loss_bbox_1: 0.4142 loss_giou_1: 0.8587 loss_ce_2: 0.759 loss_bbox_2: 0.4114 loss_giou_2: 0.8559 loss_ce_3: 0.7505 loss_bbox_3: 0.4101 loss_giou_3: 0.8562 loss_ce_4: 0.7523 loss_bbox_4: 0.4102 loss_giou_4: 0.8499 time: 0.3342 data_time: 0.0080 lr: 0.0002 max_mem: 3456M
[02/06 20:07:43] detectron2.utils.events INFO: eta: 8:07:41 iter: 3099 total_loss: 1795 loss_ce: 0.7649 loss_bbox: 0.4172 loss_giou: 0.8642 loss_ce_0: 0.7878 loss_bbox_0: 0.4476 loss_giou_0: 0.9082 loss_ce_1: 0.7674 loss_bbox_1: 0.4179 loss_giou_1: 0.8688 loss_ce_2: 0.7583 loss_bbox_2: 0.4121 loss_giou_2: 0.8647 loss_ce_3: 0.7641 loss_bbox_3: 0.4131 loss_giou_3: 0.8576 loss_ce_4: 0.7647 loss_bbox_4: 0.4144 loss_giou_4: 0.8658 time: 0.3341 data_time: 0.0081 lr: 0.0002 max_mem: 3456M
[02/06 20:07:49] detectron2.utils.events INFO: eta: 8:07:42 iter: 3119 total_loss: 1794 loss_ce: 0.7452 loss_bbox: 0.4039 loss_giou: 0.8475 loss_ce_0: 0.7778 loss_bbox_0: 0.4501 loss_giou_0: 0.9087 loss_ce_1: 0.7565 loss_bbox_1: 0.4104 loss_giou_1: 0.8535 loss_ce_2: 0.752 loss_bbox_2: 0.4035 loss_giou_2: 0.8453 loss_ce_3: 0.7492 loss_bbox_3: 0.4056 loss_giou_3: 0.8438 loss_ce_4: 0.748 loss_bbox_4: 0.4005 loss_giou_4: 0.8434 time: 0.3341 data_time: 0.0078 lr: 0.0002 max_mem: 3456M
[02/06 20:07:56] detectron2.utils.events INFO: eta: 8:07:32 iter: 3139 total_loss: 1794 loss_ce: 0.7693 loss_bbox: 0.3874 loss_giou: 0.8428 loss_ce_0: 0.7987 loss_bbox_0: 0.4339 loss_giou_0: 0.8918 loss_ce_1: 0.7799 loss_bbox_1: 0.3919 loss_giou_1: 0.853 loss_ce_2: 0.7723 loss_bbox_2: 0.3871 loss_giou_2: 0.8466 loss_ce_3: 0.7702 loss_bbox_3: 0.3905 loss_giou_3: 0.8439 loss_ce_4: 0.7608 loss_bbox_4: 0.3916 loss_giou_4: 0.846 time: 0.3341 data_time: 0.0081 lr: 0.0002 max_mem: 3456M
[02/06 20:08:02] detectron2.utils.events INFO: eta: 8:07:12 iter: 3159 total_loss: 1792 loss_ce: 0.769 loss_bbox: 0.4229 loss_giou: 0.8701 loss_ce_0: 0.8022 loss_bbox_0: 0.452 loss_giou_0: 0.9211 loss_ce_1: 0.7804 loss_bbox_1: 0.4174 loss_giou_1: 0.8741 loss_ce_2: 0.7818 loss_bbox_2: 0.4132 loss_giou_2: 0.8677 loss_ce_3: 0.7768 loss_bbox_3: 0.4188 loss_giou_3: 0.8722 loss_ce_4: 0.7766 loss_bbox_4: 0.4202 loss_giou_4: 0.8678 time: 0.3340 data_time: 0.0077 lr: 0.0002 max_mem: 3456M
[02/06 20:08:09] detectron2.utils.events INFO: eta: 8:07:16 iter: 3179 total_loss: 1792 loss_ce: 0.7673 loss_bbox: 0.4037 loss_giou: 0.85 loss_ce_0: 0.7943 loss_bbox_0: 0.4421 loss_giou_0: 0.9059 loss_ce_1: 0.7696 loss_bbox_1: 0.403 loss_giou_1: 0.8532 loss_ce_2: 0.7695 loss_bbox_2: 0.3989 loss_giou_2: 0.8452 loss_ce_3: 0.7678 loss_bbox_3: 0.4017 loss_giou_3: 0.8456 loss_ce_4: 0.765 loss_bbox_4: 0.3973 loss_giou_4: 0.8463 time: 0.3340 data_time: 0.0083 lr: 0.0002 max_mem: 3456M
[02/06 20:08:16] detectron2.utils.events INFO: eta: 8:07:38 iter: 3199 total_loss: 1793 loss_ce: 0.7442 loss_bbox: 0.3999 loss_giou: 0.8533 loss_ce_0: 0.7827 loss_bbox_0: 0.4404 loss_giou_0: 0.9106 loss_ce_1: 0.7545 loss_bbox_1: 0.4026 loss_giou_1: 0.8638 loss_ce_2: 0.7652 loss_bbox_2: 0.3945 loss_giou_2: 0.8569 loss_ce_3: 0.7558 loss_bbox_3: 0.399 loss_giou_3: 0.8482 loss_ce_4: 0.7502 loss_bbox_4: 0.3998 loss_giou_4: 0.8532 time: 0.3340 data_time: 0.0079 lr: 0.0002 max_mem: 3456M
[02/06 20:08:23] detectron2.utils.events INFO: eta: 8:07:54 iter: 3219 total_loss: 1793 loss_ce: 0.7604 loss_bbox: 0.4158 loss_giou: 0.8296 loss_ce_0: 0.7971 loss_bbox_0: 0.4513 loss_giou_0: 0.8807 loss_ce_1: 0.7655 loss_bbox_1: 0.4181 loss_giou_1: 0.8418 loss_ce_2: 0.761 loss_bbox_2: 0.4123 loss_giou_2: 0.8284 loss_ce_3: 0.7598 loss_bbox_3: 0.4124 loss_giou_3: 0.8295 loss_ce_4: 0.7536 loss_bbox_4: 0.4125 loss_giou_4: 0.8312 time: 0.3340 data_time: 0.0078 lr: 0.0002 max_mem: 3456M
[02/06 20:08:29] detectron2.utils.events INFO: eta: 8:08:01 iter: 3239 total_loss: 1793 loss_ce: 0.7499 loss_bbox: 0.4094 loss_giou: 0.8578 loss_ce_0: 0.7863 loss_bbox_0: 0.4446 loss_giou_0: 0.9176 loss_ce_1: 0.7641 loss_bbox_1: 0.4107 loss_giou_1: 0.8615 loss_ce_2: 0.7598 loss_bbox_2: 0.4102 loss_giou_2: 0.8578 loss_ce_3: 0.755 loss_bbox_3: 0.4092 loss_giou_3: 0.8539 loss_ce_4: 0.7589 loss_bbox_4: 0.4111 loss_giou_4: 0.8589 time: 0.3340 data_time: 0.0083 lr: 0.0002 max_mem: 3456M
[02/06 20:08:36] detectron2.utils.events INFO: eta: 8:07:59 iter: 3259 total_loss: 1793 loss_ce: 0.7626 loss_bbox: 0.4158 loss_giou: 0.8497 loss_ce_0: 0.7924 loss_bbox_0: 0.4466 loss_giou_0: 0.9046 loss_ce_1: 0.7748 loss_bbox_1: 0.4114 loss_giou_1: 0.8563 loss_ce_2: 0.765 loss_bbox_2: 0.4151 loss_giou_2: 0.8536 loss_ce_3: 0.7683 loss_bbox_3: 0.412 loss_giou_3: 0.8526 loss_ce_4: 0.7623 loss_bbox_4: 0.4097 loss_giou_4: 0.8472 time: 0.3340 data_time: 0.0083 lr: 0.0002 max_mem: 3639M
[02/06 20:08:43] detectron2.utils.events INFO: eta: 8:07:58 iter: 3279 total_loss: 1791 loss_ce: 0.7493 loss_bbox: 0.3995 loss_giou: 0.874 loss_ce_0: 0.7682 loss_bbox_0: 0.4372 loss_giou_0: 0.9301 loss_ce_1: 0.7491 loss_bbox_1: 0.3991 loss_giou_1: 0.8756 loss_ce_2: 0.7494 loss_bbox_2: 0.3934 loss_giou_2: 0.8658 loss_ce_3: 0.742 loss_bbox_3: 0.394 loss_giou_3: 0.8704 loss_ce_4: 0.7448 loss_bbox_4: 0.3961 loss_giou_4: 0.8687 time: 0.3340 data_time: 0.0081 lr: 0.0002 max_mem: 3639M
[02/06 20:08:49] detectron2.utils.events INFO: eta: 8:08:06 iter: 3299 total_loss: 1795 loss_ce: 0.7596 loss_bbox: 0.415 loss_giou: 0.8549 loss_ce_0: 0.8027 loss_bbox_0: 0.4484 loss_giou_0: 0.8954 loss_ce_1: 0.7757 loss_bbox_1: 0.4151 loss_giou_1: 0.8474 loss_ce_2: 0.7664 loss_bbox_2: 0.4147 loss_giou_2: 0.8477 loss_ce_3: 0.7599 loss_bbox_3: 0.4153 loss_giou_3: 0.8531 loss_ce_4: 0.764 loss_bbox_4: 0.4139 loss_giou_4: 0.8486 time: 0.3340 data_time: 0.0076 lr: 0.0002 max_mem: 3639M
[02/06 20:08:56] detectron2.utils.events INFO: eta: 8:08:33 iter: 3319 total_loss: 1794 loss_ce: 0.7455 loss_bbox: 0.4036 loss_giou: 0.8486 loss_ce_0: 0.7815 loss_bbox_0: 0.431 loss_giou_0: 0.8895 loss_ce_1: 0.7444 loss_bbox_1: 0.4019 loss_giou_1: 0.849 loss_ce_2: 0.7423 loss_bbox_2: 0.3973 loss_giou_2: 0.8459 loss_ce_3: 0.751 loss_bbox_3: 0.3978 loss_giou_3: 0.8419 loss_ce_4: 0.7494 loss_bbox_4: 0.3937 loss_giou_4: 0.8458 time: 0.3340 data_time: 0.0080 lr: 0.0002 max_mem: 3639M
[02/06 20:09:03] detectron2.utils.events INFO: eta: 8:08:33 iter: 3339 total_loss: 1792 loss_ce: 0.7517 loss_bbox: 0.3932 loss_giou: 0.8466 loss_ce_0: 0.7852 loss_bbox_0: 0.4311 loss_giou_0: 0.8955 loss_ce_1: 0.7708 loss_bbox_1: 0.3931 loss_giou_1: 0.8545 loss_ce_2: 0.7591 loss_bbox_2: 0.389 loss_giou_2: 0.8447 loss_ce_3: 0.7497 loss_bbox_3: 0.3888 loss_giou_3: 0.8426 loss_ce_4: 0.7521 loss_bbox_4: 0.3955 loss_giou_4: 0.8442 time: 0.3340 data_time: 0.0078 lr: 0.0002 max_mem: 3639M
[02/06 20:09:09] detectron2.utils.events INFO: eta: 8:08:16 iter: 3359 total_loss: 1793 loss_ce: 0.7453 loss_bbox: 0.3988 loss_giou: 0.834 loss_ce_0: 0.7644 loss_bbox_0: 0.4361 loss_giou_0: 0.8912 loss_ce_1: 0.7524 loss_bbox_1: 0.4025 loss_giou_1: 0.8419 loss_ce_2: 0.7467 loss_bbox_2: 0.3981 loss_giou_2: 0.8335 loss_ce_3: 0.7434 loss_bbox_3: 0.3959 loss_giou_3: 0.8333 loss_ce_4: 0.7446 loss_bbox_4: 0.3976 loss_giou_4: 0.8334 time: 0.3339 data_time: 0.0079 lr: 0.0002 max_mem: 3639M
[02/06 20:09:16] detectron2.utils.events INFO: eta: 8:08:20 iter: 3379 total_loss: 1792 loss_ce: 0.7454 loss_bbox: 0.4092 loss_giou: 0.8231 loss_ce_0: 0.7771 loss_bbox_0: 0.4388 loss_giou_0: 0.8796 loss_ce_1: 0.7577 loss_bbox_1: 0.4061 loss_giou_1: 0.8349 loss_ce_2: 0.7503 loss_bbox_2: 0.4099 loss_giou_2: 0.8306 loss_ce_3: 0.7441 loss_bbox_3: 0.4115 loss_giou_3: 0.8322 loss_ce_4: 0.7465 loss_bbox_4: 0.4133 loss_giou_4: 0.8302 time: 0.3339 data_time: 0.0079 lr: 0.0002 max_mem: 3639M
[02/06 20:09:22] detectron2.utils.events INFO: eta: 8:08:09 iter: 3399 total_loss: 1789 loss_ce: 0.7426 loss_bbox: 0.3895 loss_giou: 0.8529 loss_ce_0: 0.7779 loss_bbox_0: 0.4344 loss_giou_0: 0.9126 loss_ce_1: 0.7568 loss_bbox_1: 0.3922 loss_giou_1: 0.8638 loss_ce_2: 0.7525 loss_bbox_2: 0.3886 loss_giou_2: 0.8599 loss_ce_3: 0.7486 loss_bbox_3: 0.3908 loss_giou_3: 0.8553 loss_ce_4: 0.7528 loss_bbox_4: 0.3881 loss_giou_4: 0.8499 time: 0.3338 data_time: 0.0079 lr: 0.0002 max_mem: 3639M
[02/06 20:09:29] detectron2.utils.events INFO: eta: 8:07:15 iter: 3419 total_loss: 1790 loss_ce: 0.7496 loss_bbox: 0.3958 loss_giou: 0.8636 loss_ce_0: 0.7773 loss_bbox_0: 0.4342 loss_giou_0: 0.9176 loss_ce_1: 0.7575 loss_bbox_1: 0.4024 loss_giou_1: 0.861 loss_ce_2: 0.7518 loss_bbox_2: 0.3909 loss_giou_2: 0.8547 loss_ce_3: 0.7473 loss_bbox_3: 0.3949 loss_giou_3: 0.8542 loss_ce_4: 0.7506 loss_bbox_4: 0.3925 loss_giou_4: 0.8579 time: 0.3338 data_time: 0.0078 lr: 0.0002 max_mem: 3639M
[02/06 20:09:35] detectron2.utils.events INFO: eta: 8:07:06 iter: 3439 total_loss: 1791 loss_ce: 0.7465 loss_bbox: 0.4105 loss_giou: 0.827 loss_ce_0: 0.7844 loss_bbox_0: 0.4383 loss_giou_0: 0.884 loss_ce_1: 0.7658 loss_bbox_1: 0.4057 loss_giou_1: 0.833 loss_ce_2: 0.7543 loss_bbox_2: 0.4053 loss_giou_2: 0.8231 loss_ce_3: 0.7508 loss_bbox_3: 0.4045 loss_giou_3: 0.8192 loss_ce_4: 0.7499 loss_bbox_4: 0.4013 loss_giou_4: 0.8248 time: 0.3337 data_time: 0.0081 lr: 0.0002 max_mem: 3639M
[02/06 20:09:42] detectron2.utils.events INFO: eta: 8:06:57 iter: 3459 total_loss: 1791 loss_ce: 0.7586 loss_bbox: 0.4111 loss_giou: 0.8679 loss_ce_0: 0.7864 loss_bbox_0: 0.4444 loss_giou_0: 0.9179 loss_ce_1: 0.7706 loss_bbox_1: 0.4099 loss_giou_1: 0.8692 loss_ce_2: 0.7599 loss_bbox_2: 0.4012 loss_giou_2: 0.8611 loss_ce_3: 0.7503 loss_bbox_3: 0.4011 loss_giou_3: 0.8617 loss_ce_4: 0.7577 loss_bbox_4: 0.4032 loss_giou_4: 0.8648 time: 0.3337 data_time: 0.0081 lr: 0.0002 max_mem: 3639M
[02/06 20:09:48] detectron2.utils.events INFO: eta: 8:06:47 iter: 3479 total_loss: 1792 loss_ce: 0.7448 loss_bbox: 0.4149 loss_giou: 0.8573 loss_ce_0: 0.7788 loss_bbox_0: 0.4476 loss_giou_0: 0.9126 loss_ce_1: 0.7549 loss_bbox_1: 0.4196 loss_giou_1: 0.8697 loss_ce_2: 0.7474 loss_bbox_2: 0.4115 loss_giou_2: 0.8613 loss_ce_3: 0.7489 loss_bbox_3: 0.4145 loss_giou_3: 0.8612 loss_ce_4: 0.7469 loss_bbox_4: 0.4112 loss_giou_4: 0.8574 time: 0.3337 data_time: 0.0078 lr: 0.0002 max_mem: 3639M
[02/06 20:09:55] detectron2.utils.events INFO: eta: 8:06:33 iter: 3499 total_loss: 1791 loss_ce: 0.7433 loss_bbox: 0.3967 loss_giou: 0.834 loss_ce_0: 0.7774 loss_bbox_0: 0.4293 loss_giou_0: 0.8735 loss_ce_1: 0.7489 loss_bbox_1: 0.3978 loss_giou_1: 0.8444 loss_ce_2: 0.7526 loss_bbox_2: 0.3953 loss_giou_2: 0.826 loss_ce_3: 0.747 loss_bbox_3: 0.3917 loss_giou_3: 0.83 loss_ce_4: 0.7443 loss_bbox_4: 0.3882 loss_giou_4: 0.8315 time: 0.3336 data_time: 0.0082 lr: 0.0002 max_mem: 3639M
[02/06 20:10:02] detectron2.utils.events INFO: eta: 8:06:01 iter: 3519 total_loss: 1795 loss_ce: 0.7517 loss_bbox: 0.4068 loss_giou: 0.8401 loss_ce_0: 0.7931 loss_bbox_0: 0.4375 loss_giou_0: 0.8925 loss_ce_1: 0.7623 loss_bbox_1: 0.4027 loss_giou_1: 0.8437 loss_ce_2: 0.7521 loss_bbox_2: 0.3917 loss_giou_2: 0.8465 loss_ce_3: 0.7503 loss_bbox_3: 0.398 loss_giou_3: 0.8415 loss_ce_4: 0.7484 loss_bbox_4: 0.4014 loss_giou_4: 0.8413 time: 0.3336 data_time: 0.0079 lr: 0.0002 max_mem: 3639M
[02/06 20:10:08] detectron2.utils.events INFO: eta: 8:06:00 iter: 3539 total_loss: 1791 loss_ce: 0.7393 loss_bbox: 0.4019 loss_giou: 0.8161 loss_ce_0: 0.7703 loss_bbox_0: 0.4459 loss_giou_0: 0.8721 loss_ce_1: 0.7391 loss_bbox_1: 0.4055 loss_giou_1: 0.8269 loss_ce_2: 0.7452 loss_bbox_2: 0.3992 loss_giou_2: 0.8184 loss_ce_3: 0.7509 loss_bbox_3: 0.3937 loss_giou_3: 0.8128 loss_ce_4: 0.7469 loss_bbox_4: 0.3994 loss_giou_4: 0.8121 time: 0.3336 data_time: 0.0078 lr: 0.0002 max_mem: 3639M
[02/06 20:10:15] detectron2.utils.events INFO: eta: 8:05:54 iter: 3559 total_loss: 1792 loss_ce: 0.7447 loss_bbox: 0.3866 loss_giou: 0.8641 loss_ce_0: 0.7758 loss_bbox_0: 0.4337 loss_giou_0: 0.9277 loss_ce_1: 0.7539 loss_bbox_1: 0.3891 loss_giou_1: 0.8761 loss_ce_2: 0.7529 loss_bbox_2: 0.3822 loss_giou_2: 0.8575 loss_ce_3: 0.7482 loss_bbox_3: 0.3888 loss_giou_3: 0.8671 loss_ce_4: 0.7425 loss_bbox_4: 0.3877 loss_giou_4: 0.861 time: 0.3337 data_time: 0.0084 lr: 0.0002 max_mem: 3639M
[02/06 20:10:22] detectron2.utils.events INFO: eta: 8:05:53 iter: 3579 total_loss: 1790 loss_ce: 0.7351 loss_bbox: 0.3905 loss_giou: 0.8447 loss_ce_0: 0.7659 loss_bbox_0: 0.4309 loss_giou_0: 0.8997 loss_ce_1: 0.7463 loss_bbox_1: 0.3968 loss_giou_1: 0.8518 loss_ce_2: 0.7386 loss_bbox_2: 0.3879 loss_giou_2: 0.8414 loss_ce_3: 0.7372 loss_bbox_3: 0.3929 loss_giou_3: 0.8425 loss_ce_4: 0.7304 loss_bbox_4: 0.3839 loss_giou_4: 0.8419 time: 0.3337 data_time: 0.0082 lr: 0.0002 max_mem: 3639M
[02/06 20:10:28] detectron2.utils.events INFO: eta: 8:05:49 iter: 3599 total_loss: 1789 loss_ce: 0.7458 loss_bbox: 0.4078 loss_giou: 0.8342 loss_ce_0: 0.7837 loss_bbox_0: 0.4372 loss_giou_0: 0.8735 loss_ce_1: 0.7586 loss_bbox_1: 0.4055 loss_giou_1: 0.8385 loss_ce_2: 0.7476 loss_bbox_2: 0.4054 loss_giou_2: 0.8371 loss_ce_3: 0.7471 loss_bbox_3: 0.404 loss_giou_3: 0.8354 loss_ce_4: 0.7448 loss_bbox_4: 0.4032 loss_giou_4: 0.8281 time: 0.3336 data_time: 0.0081 lr: 0.0002 max_mem: 3639M
[02/06 20:10:35] detectron2.utils.events INFO: eta: 8:05:20 iter: 3619 total_loss: 1794 loss_ce: 0.7364 loss_bbox: 0.4097 loss_giou: 0.844 loss_ce_0: 0.7682 loss_bbox_0: 0.4472 loss_giou_0: 0.8965 loss_ce_1: 0.7435 loss_bbox_1: 0.4114 loss_giou_1: 0.8581 loss_ce_2: 0.7391 loss_bbox_2: 0.4082 loss_giou_2: 0.8549 loss_ce_3: 0.727 loss_bbox_3: 0.4054 loss_giou_3: 0.8519 loss_ce_4: 0.7319 loss_bbox_4: 0.4105 loss_giou_4: 0.854 time: 0.3336 data_time: 0.0077 lr: 0.0002 max_mem: 3639M
[02/06 20:10:42] detectron2.utils.events INFO: eta: 8:05:41 iter: 3639 total_loss: 1790 loss_ce: 0.7446 loss_bbox: 0.3971 loss_giou: 0.8625 loss_ce_0: 0.7685 loss_bbox_0: 0.4341 loss_giou_0: 0.926 loss_ce_1: 0.7473 loss_bbox_1: 0.398 loss_giou_1: 0.8742 loss_ce_2: 0.7479 loss_bbox_2: 0.3968 loss_giou_2: 0.8651 loss_ce_3: 0.7365 loss_bbox_3: 0.3985 loss_giou_3: 0.8686 loss_ce_4: 0.7376 loss_bbox_4: 0.3969 loss_giou_4: 0.8637 time: 0.3336 data_time: 0.0080 lr: 0.0002 max_mem: 3661M
[02/06 20:10:48] detectron2.utils.events INFO: eta: 8:05:35 iter: 3659 total_loss: 1795 loss_ce: 0.7491 loss_bbox: 0.3993 loss_giou: 0.8522 loss_ce_0: 0.7718 loss_bbox_0: 0.4411 loss_giou_0: 0.9071 loss_ce_1: 0.7482 loss_bbox_1: 0.4038 loss_giou_1: 0.8595 loss_ce_2: 0.7495 loss_bbox_2: 0.3972 loss_giou_2: 0.8532 loss_ce_3: 0.746 loss_bbox_3: 0.394 loss_giou_3: 0.8556 loss_ce_4: 0.7431 loss_bbox_4: 0.3967 loss_giou_4: 0.856 time: 0.3336 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:10:55] detectron2.utils.events INFO: eta: 8:05:25 iter: 3679 total_loss: 1789 loss_ce: 0.75 loss_bbox: 0.3866 loss_giou: 0.8588 loss_ce_0: 0.7819 loss_bbox_0: 0.4225 loss_giou_0: 0.9224 loss_ce_1: 0.7553 loss_bbox_1: 0.3873 loss_giou_1: 0.864 loss_ce_2: 0.7555 loss_bbox_2: 0.3794 loss_giou_2: 0.856 loss_ce_3: 0.7458 loss_bbox_3: 0.3803 loss_giou_3: 0.8551 loss_ce_4: 0.749 loss_bbox_4: 0.3843 loss_giou_4: 0.8571 time: 0.3335 data_time: 0.0077 lr: 0.0002 max_mem: 3661M
[02/06 20:11:02] detectron2.utils.events INFO: eta: 8:05:12 iter: 3699 total_loss: 1791 loss_ce: 0.7497 loss_bbox: 0.3911 loss_giou: 0.8153 loss_ce_0: 0.7874 loss_bbox_0: 0.4291 loss_giou_0: 0.8822 loss_ce_1: 0.7635 loss_bbox_1: 0.3912 loss_giou_1: 0.8189 loss_ce_2: 0.7608 loss_bbox_2: 0.3825 loss_giou_2: 0.8119 loss_ce_3: 0.7476 loss_bbox_3: 0.3902 loss_giou_3: 0.8119 loss_ce_4: 0.747 loss_bbox_4: 0.3878 loss_giou_4: 0.8078 time: 0.3336 data_time: 0.0276 lr: 0.0002 max_mem: 3661M
[02/06 20:11:08] detectron2.utils.events INFO: eta: 8:04:43 iter: 3719 total_loss: 1792 loss_ce: 0.7314 loss_bbox: 0.3934 loss_giou: 0.8141 loss_ce_0: 0.7737 loss_bbox_0: 0.4379 loss_giou_0: 0.8817 loss_ce_1: 0.7452 loss_bbox_1: 0.3983 loss_giou_1: 0.8215 loss_ce_2: 0.7365 loss_bbox_2: 0.3876 loss_giou_2: 0.8137 loss_ce_3: 0.733 loss_bbox_3: 0.3882 loss_giou_3: 0.8133 loss_ce_4: 0.7265 loss_bbox_4: 0.3886 loss_giou_4: 0.8157 time: 0.3335 data_time: 0.0076 lr: 0.0002 max_mem: 3661M
[02/06 20:11:15] detectron2.utils.events INFO: eta: 8:04:33 iter: 3739 total_loss: 1790 loss_ce: 0.7258 loss_bbox: 0.3951 loss_giou: 0.8116 loss_ce_0: 0.7602 loss_bbox_0: 0.4498 loss_giou_0: 0.8741 loss_ce_1: 0.7386 loss_bbox_1: 0.4021 loss_giou_1: 0.8193 loss_ce_2: 0.7311 loss_bbox_2: 0.3959 loss_giou_2: 0.8051 loss_ce_3: 0.7219 loss_bbox_3: 0.3891 loss_giou_3: 0.8114 loss_ce_4: 0.7225 loss_bbox_4: 0.3932 loss_giou_4: 0.8098 time: 0.3335 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:11:21] detectron2.utils.events INFO: eta: 8:04:02 iter: 3759 total_loss: 1790 loss_ce: 0.734 loss_bbox: 0.3868 loss_giou: 0.834 loss_ce_0: 0.7694 loss_bbox_0: 0.4335 loss_giou_0: 0.887 loss_ce_1: 0.7447 loss_bbox_1: 0.3928 loss_giou_1: 0.8384 loss_ce_2: 0.7313 loss_bbox_2: 0.39 loss_giou_2: 0.8261 loss_ce_3: 0.7261 loss_bbox_3: 0.3909 loss_giou_3: 0.8244 loss_ce_4: 0.734 loss_bbox_4: 0.3874 loss_giou_4: 0.8308 time: 0.3335 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:11:28] detectron2.utils.events INFO: eta: 8:03:40 iter: 3779 total_loss: 1788 loss_ce: 0.7344 loss_bbox: 0.3964 loss_giou: 0.8549 loss_ce_0: 0.7647 loss_bbox_0: 0.4359 loss_giou_0: 0.9067 loss_ce_1: 0.7392 loss_bbox_1: 0.4038 loss_giou_1: 0.8636 loss_ce_2: 0.7328 loss_bbox_2: 0.3974 loss_giou_2: 0.8471 loss_ce_3: 0.7276 loss_bbox_3: 0.3922 loss_giou_3: 0.8493 loss_ce_4: 0.7285 loss_bbox_4: 0.4001 loss_giou_4: 0.8565 time: 0.3334 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:11:34] detectron2.utils.events INFO: eta: 8:03:18 iter: 3799 total_loss: 1792 loss_ce: 0.7388 loss_bbox: 0.3941 loss_giou: 0.8336 loss_ce_0: 0.7738 loss_bbox_0: 0.4362 loss_giou_0: 0.9109 loss_ce_1: 0.7464 loss_bbox_1: 0.3957 loss_giou_1: 0.8594 loss_ce_2: 0.7424 loss_bbox_2: 0.3893 loss_giou_2: 0.8416 loss_ce_3: 0.7357 loss_bbox_3: 0.393 loss_giou_3: 0.8413 loss_ce_4: 0.7375 loss_bbox_4: 0.3903 loss_giou_4: 0.836 time: 0.3333 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:11:41] detectron2.utils.events INFO: eta: 8:03:33 iter: 3819 total_loss: 1793 loss_ce: 0.7447 loss_bbox: 0.3964 loss_giou: 0.846 loss_ce_0: 0.779 loss_bbox_0: 0.4206 loss_giou_0: 0.8857 loss_ce_1: 0.7524 loss_bbox_1: 0.4005 loss_giou_1: 0.8483 loss_ce_2: 0.7533 loss_bbox_2: 0.3962 loss_giou_2: 0.8364 loss_ce_3: 0.7476 loss_bbox_3: 0.3912 loss_giou_3: 0.8428 loss_ce_4: 0.7439 loss_bbox_4: 0.3944 loss_giou_4: 0.8446 time: 0.3334 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:11:48] detectron2.utils.events INFO: eta: 8:03:20 iter: 3839 total_loss: 1791 loss_ce: 0.7389 loss_bbox: 0.3946 loss_giou: 0.8031 loss_ce_0: 0.7694 loss_bbox_0: 0.4336 loss_giou_0: 0.8661 loss_ce_1: 0.7539 loss_bbox_1: 0.3946 loss_giou_1: 0.8078 loss_ce_2: 0.7446 loss_bbox_2: 0.3871 loss_giou_2: 0.7985 loss_ce_3: 0.7405 loss_bbox_3: 0.3855 loss_giou_3: 0.8013 loss_ce_4: 0.7326 loss_bbox_4: 0.3902 loss_giou_4: 0.801 time: 0.3334 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:11:55] detectron2.utils.events INFO: eta: 8:03:17 iter: 3859 total_loss: 1793 loss_ce: 0.7426 loss_bbox: 0.384 loss_giou: 0.8519 loss_ce_0: 0.7764 loss_bbox_0: 0.4207 loss_giou_0: 0.905 loss_ce_1: 0.7501 loss_bbox_1: 0.3869 loss_giou_1: 0.856 loss_ce_2: 0.7476 loss_bbox_2: 0.3763 loss_giou_2: 0.8446 loss_ce_3: 0.7422 loss_bbox_3: 0.3827 loss_giou_3: 0.8473 loss_ce_4: 0.7373 loss_bbox_4: 0.3809 loss_giou_4: 0.8531 time: 0.3335 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:12:01] detectron2.utils.events INFO: eta: 8:03:32 iter: 3879 total_loss: 1794 loss_ce: 0.7481 loss_bbox: 0.3877 loss_giou: 0.8328 loss_ce_0: 0.7705 loss_bbox_0: 0.4225 loss_giou_0: 0.879 loss_ce_1: 0.7552 loss_bbox_1: 0.3908 loss_giou_1: 0.8466 loss_ce_2: 0.752 loss_bbox_2: 0.3844 loss_giou_2: 0.8297 loss_ce_3: 0.7497 loss_bbox_3: 0.3877 loss_giou_3: 0.8301 loss_ce_4: 0.7478 loss_bbox_4: 0.3866 loss_giou_4: 0.8333 time: 0.3335 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:12:08] detectron2.utils.events INFO: eta: 8:03:09 iter: 3899 total_loss: 1792 loss_ce: 0.7379 loss_bbox: 0.4049 loss_giou: 0.8217 loss_ce_0: 0.7709 loss_bbox_0: 0.4451 loss_giou_0: 0.8748 loss_ce_1: 0.7417 loss_bbox_1: 0.4029 loss_giou_1: 0.8157 loss_ce_2: 0.7367 loss_bbox_2: 0.4002 loss_giou_2: 0.8163 loss_ce_3: 0.7372 loss_bbox_3: 0.4004 loss_giou_3: 0.8213 loss_ce_4: 0.741 loss_bbox_4: 0.4032 loss_giou_4: 0.8182 time: 0.3334 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:12:15] detectron2.utils.events INFO: eta: 8:02:54 iter: 3919 total_loss: 1790 loss_ce: 0.747 loss_bbox: 0.3861 loss_giou: 0.8306 loss_ce_0: 0.7711 loss_bbox_0: 0.4245 loss_giou_0: 0.8864 loss_ce_1: 0.7522 loss_bbox_1: 0.3901 loss_giou_1: 0.841 loss_ce_2: 0.7536 loss_bbox_2: 0.3863 loss_giou_2: 0.8293 loss_ce_3: 0.7449 loss_bbox_3: 0.384 loss_giou_3: 0.8294 loss_ce_4: 0.7499 loss_bbox_4: 0.3843 loss_giou_4: 0.8286 time: 0.3334 data_time: 0.0080 lr: 0.0002 max_mem: 3661M
[02/06 20:12:21] detectron2.utils.events INFO: eta: 8:03:20 iter: 3939 total_loss: 1789 loss_ce: 0.7287 loss_bbox: 0.3862 loss_giou: 0.8057 loss_ce_0: 0.7619 loss_bbox_0: 0.4279 loss_giou_0: 0.8563 loss_ce_1: 0.7342 loss_bbox_1: 0.3845 loss_giou_1: 0.8135 loss_ce_2: 0.7321 loss_bbox_2: 0.3828 loss_giou_2: 0.8148 loss_ce_3: 0.7276 loss_bbox_3: 0.3831 loss_giou_3: 0.8095 loss_ce_4: 0.731 loss_bbox_4: 0.3833 loss_giou_4: 0.8032 time: 0.3334 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:12:28] detectron2.utils.events INFO: eta: 8:03:15 iter: 3959 total_loss: 1788 loss_ce: 0.7213 loss_bbox: 0.3864 loss_giou: 0.8216 loss_ce_0: 0.761 loss_bbox_0: 0.4261 loss_giou_0: 0.8745 loss_ce_1: 0.7274 loss_bbox_1: 0.3916 loss_giou_1: 0.8301 loss_ce_2: 0.7302 loss_bbox_2: 0.385 loss_giou_2: 0.8195 loss_ce_3: 0.7323 loss_bbox_3: 0.3802 loss_giou_3: 0.8166 loss_ce_4: 0.7237 loss_bbox_4: 0.3844 loss_giou_4: 0.8204 time: 0.3334 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:12:34] detectron2.utils.events INFO: eta: 8:02:38 iter: 3979 total_loss: 1788 loss_ce: 0.7103 loss_bbox: 0.3779 loss_giou: 0.831 loss_ce_0: 0.7469 loss_bbox_0: 0.4177 loss_giou_0: 0.8791 loss_ce_1: 0.7158 loss_bbox_1: 0.3815 loss_giou_1: 0.8245 loss_ce_2: 0.7134 loss_bbox_2: 0.3832 loss_giou_2: 0.8248 loss_ce_3: 0.7078 loss_bbox_3: 0.3785 loss_giou_3: 0.8306 loss_ce_4: 0.7077 loss_bbox_4: 0.3791 loss_giou_4: 0.8259 time: 0.3334 data_time: 0.0076 lr: 0.0002 max_mem: 3661M
[02/06 20:12:41] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 3999...
[02/06 20:12:41] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 20:12:41] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 20:12:42] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:12:42] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 20:12:42] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 20:12:43] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 20:12:43] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:12:44] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 20:13:02] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1446 s / img. ETA=0:01:48
[02/06 20:13:07] detectron2.evaluation.evaluator INFO: Inference done 48/157. 0.0620 s / img. ETA=0:00:24
[02/06 20:13:12] detectron2.evaluation.evaluator INFO: Inference done 156/157. 0.0499 s / img. ETA=0:00:00
[02/06 20:13:12] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.691503 (0.096655 s / img per device, on 32 devices)
[02/06 20:13:12] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.049871 s / img per device, on 32 devices)
[02/06 20:13:24] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 20:13:25] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/3999/coco_2017_val/coco_instances_results.json
[02/06 20:13:30] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 20:13:33] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 20:13:49] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 15.53 seconds.
[02/06 20:13:49] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 20:13:51] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.25 seconds.
[02/06 20:13:51] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:-----:|:------:|:------:|
| 11.939 | 26.336 | 9.440 | 5.941 | 16.203 | 15.384 |
[02/06 20:13:51] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 21.677 | bicycle | 7.537 | car | 11.300 |
| motorcycle | 11.894 | airplane | 16.267 | bus | 19.099 |
| train | 18.165 | truck | 6.458 | boat | 5.278 |
| traffic light | 5.594 | fire hydrant | 24.646 | stop sign | 23.847 |
| parking meter | 15.707 | bench | 3.609 | bird | 12.240 |
| cat | 21.030 | dog | 22.129 | horse | 15.628 |
| sheep | 12.831 | cow | 22.711 | elephant | 29.333 |
| bear | 28.797 | zebra | 30.928 | giraffe | 29.456 |
| backpack | 2.519 | umbrella | 8.377 | handbag | 1.152 |
| tie | 5.537 | suitcase | 8.410 | frisbee | 22.297 |
| skis | 1.813 | snowboard | 3.824 | sports ball | 9.085 |
| kite | 8.500 | baseball bat | 6.226 | baseball glove | 11.230 |
| skateboard | 13.314 | surfboard | 7.640 | tennis racket | 12.965 |
| bottle | 12.264 | wine glass | 8.858 | cup | 14.191 |
| fork | 3.844 | knife | 1.219 | spoon | 0.763 |
| bowl | 10.594 | banana | 6.500 | apple | 5.981 |
| sandwich | 8.655 | orange | 11.425 | broccoli | 7.970 |
| carrot | 4.932 | hot dog | 5.560 | pizza | 16.300 |
| donut | 17.404 | cake | 9.720 | chair | 5.186 |
| couch | 14.302 | potted plant | 6.585 | bed | 13.854 |
| dining table | 12.359 | toilet | 21.289 | tv | 23.644 |
| laptop | 20.787 | mouse | 24.487 | remote | 3.687 |
| keyboard | 12.362 | cell phone | 8.807 | microwave | 11.267 |
| oven | 7.118 | toaster | 7.022 | sink | 10.543 |
| refrigerator | 11.217 | book | 2.329 | clock | 22.110 |
| vase | 10.074 | scissors | 5.131 | teddy bear | 13.462 |
| hair drier | 0.059 | toothbrush | 2.214 | | |
[02/06 20:13:52] detectron2.utils.events INFO: eta: 8:03:28 iter: 3999 total_loss: 1789 loss_ce: 0.7217 loss_bbox: 0.383 loss_giou: 0.813 loss_ce_0: 0.7437 loss_bbox_0: 0.4209 loss_giou_0: 0.8703 loss_ce_1: 0.7276 loss_bbox_1: 0.3856 loss_giou_1: 0.8163 loss_ce_2: 0.7218 loss_bbox_2: 0.3858 loss_giou_2: 0.8089 loss_ce_3: 0.7206 loss_bbox_3: 0.3804 loss_giou_3: 0.8068 loss_ce_4: 0.7171 loss_bbox_4: 0.3838 loss_giou_4: 0.8115 time: 0.3334 data_time: 0.0077 lr: 0.0002 max_mem: 3661M
[02/06 20:13:59] detectron2.utils.events INFO: eta: 8:03:06 iter: 4019 total_loss: 1782 loss_ce: 0.7405 loss_bbox: 0.3891 loss_giou: 0.8161 loss_ce_0: 0.7641 loss_bbox_0: 0.4342 loss_giou_0: 0.8715 loss_ce_1: 0.7458 loss_bbox_1: 0.3934 loss_giou_1: 0.8237 loss_ce_2: 0.7438 loss_bbox_2: 0.3886 loss_giou_2: 0.8185 loss_ce_3: 0.7395 loss_bbox_3: 0.3861 loss_giou_3: 0.8181 loss_ce_4: 0.7377 loss_bbox_4: 0.3891 loss_giou_4: 0.8202 time: 0.3333 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:14:05] detectron2.utils.events INFO: eta: 8:02:29 iter: 4039 total_loss: 1791 loss_ce: 0.7081 loss_bbox: 0.3844 loss_giou: 0.8461 loss_ce_0: 0.7435 loss_bbox_0: 0.4201 loss_giou_0: 0.8994 loss_ce_1: 0.7235 loss_bbox_1: 0.3849 loss_giou_1: 0.854 loss_ce_2: 0.7135 loss_bbox_2: 0.383 loss_giou_2: 0.8437 loss_ce_3: 0.7117 loss_bbox_3: 0.3834 loss_giou_3: 0.8493 loss_ce_4: 0.7057 loss_bbox_4: 0.3833 loss_giou_4: 0.846 time: 0.3333 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:14:12] detectron2.utils.events INFO: eta: 8:01:53 iter: 4059 total_loss: 1791 loss_ce: 0.7382 loss_bbox: 0.3841 loss_giou: 0.8204 loss_ce_0: 0.7701 loss_bbox_0: 0.4266 loss_giou_0: 0.8777 loss_ce_1: 0.747 loss_bbox_1: 0.3884 loss_giou_1: 0.8261 loss_ce_2: 0.741 loss_bbox_2: 0.3804 loss_giou_2: 0.8202 loss_ce_3: 0.7377 loss_bbox_3: 0.3822 loss_giou_3: 0.8242 loss_ce_4: 0.7416 loss_bbox_4: 0.3818 loss_giou_4: 0.8225 time: 0.3333 data_time: 0.0085 lr: 0.0002 max_mem: 3661M
[02/06 20:14:19] detectron2.utils.events INFO: eta: 8:02:01 iter: 4079 total_loss: 1792 loss_ce: 0.7422 loss_bbox: 0.3809 loss_giou: 0.8302 loss_ce_0: 0.7751 loss_bbox_0: 0.4191 loss_giou_0: 0.8876 loss_ce_1: 0.7541 loss_bbox_1: 0.3877 loss_giou_1: 0.8391 loss_ce_2: 0.7512 loss_bbox_2: 0.3813 loss_giou_2: 0.8242 loss_ce_3: 0.7457 loss_bbox_3: 0.3819 loss_giou_3: 0.8345 loss_ce_4: 0.7448 loss_bbox_4: 0.3825 loss_giou_4: 0.8347 time: 0.3333 data_time: 0.0077 lr: 0.0002 max_mem: 3661M
[02/06 20:14:25] detectron2.utils.events INFO: eta: 8:02:21 iter: 4099 total_loss: 1792 loss_ce: 0.7229 loss_bbox: 0.3898 loss_giou: 0.841 loss_ce_0: 0.7594 loss_bbox_0: 0.4272 loss_giou_0: 0.8848 loss_ce_1: 0.7381 loss_bbox_1: 0.3885 loss_giou_1: 0.8385 loss_ce_2: 0.7275 loss_bbox_2: 0.3848 loss_giou_2: 0.8305 loss_ce_3: 0.7314 loss_bbox_3: 0.3847 loss_giou_3: 0.8359 loss_ce_4: 0.725 loss_bbox_4: 0.3876 loss_giou_4: 0.8384 time: 0.3333 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:14:32] detectron2.utils.events INFO: eta: 8:01:54 iter: 4119 total_loss: 1788 loss_ce: 0.715 loss_bbox: 0.3846 loss_giou: 0.8307 loss_ce_0: 0.7473 loss_bbox_0: 0.4273 loss_giou_0: 0.8874 loss_ce_1: 0.7325 loss_bbox_1: 0.3886 loss_giou_1: 0.842 loss_ce_2: 0.7282 loss_bbox_2: 0.381 loss_giou_2: 0.8318 loss_ce_3: 0.7197 loss_bbox_3: 0.3818 loss_giou_3: 0.8347 loss_ce_4: 0.7188 loss_bbox_4: 0.3821 loss_giou_4: 0.8257 time: 0.3333 data_time: 0.0076 lr: 0.0002 max_mem: 3661M
[02/06 20:14:39] detectron2.utils.events INFO: eta: 8:01:47 iter: 4139 total_loss: 1793 loss_ce: 0.7372 loss_bbox: 0.3888 loss_giou: 0.8082 loss_ce_0: 0.7727 loss_bbox_0: 0.4269 loss_giou_0: 0.8703 loss_ce_1: 0.7448 loss_bbox_1: 0.3956 loss_giou_1: 0.8172 loss_ce_2: 0.7429 loss_bbox_2: 0.3829 loss_giou_2: 0.7986 loss_ce_3: 0.7354 loss_bbox_3: 0.3845 loss_giou_3: 0.8109 loss_ce_4: 0.7397 loss_bbox_4: 0.3891 loss_giou_4: 0.8057 time: 0.3333 data_time: 0.0075 lr: 0.0002 max_mem: 3661M
[02/06 20:14:45] detectron2.utils.events INFO: eta: 8:02:33 iter: 4159 total_loss: 1792 loss_ce: 0.7163 loss_bbox: 0.3808 loss_giou: 0.8361 loss_ce_0: 0.7451 loss_bbox_0: 0.4182 loss_giou_0: 0.8948 loss_ce_1: 0.7217 loss_bbox_1: 0.3873 loss_giou_1: 0.8495 loss_ce_2: 0.7272 loss_bbox_2: 0.3804 loss_giou_2: 0.8426 loss_ce_3: 0.7176 loss_bbox_3: 0.381 loss_giou_3: 0.8419 loss_ce_4: 0.7189 loss_bbox_4: 0.3806 loss_giou_4: 0.8347 time: 0.3333 data_time: 0.0082 lr: 0.0002 max_mem: 3661M
[02/06 20:14:52] detectron2.utils.events INFO: eta: 8:02:26 iter: 4179 total_loss: 1795 loss_ce: 0.7391 loss_bbox: 0.3984 loss_giou: 0.8175 loss_ce_0: 0.7786 loss_bbox_0: 0.4319 loss_giou_0: 0.869 loss_ce_1: 0.7406 loss_bbox_1: 0.3956 loss_giou_1: 0.8242 loss_ce_2: 0.7393 loss_bbox_2: 0.3893 loss_giou_2: 0.8172 loss_ce_3: 0.7332 loss_bbox_3: 0.3957 loss_giou_3: 0.8181 loss_ce_4: 0.7384 loss_bbox_4: 0.3928 loss_giou_4: 0.8108 time: 0.3333 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:14:59] detectron2.utils.events INFO: eta: 8:01:57 iter: 4199 total_loss: 1793 loss_ce: 0.7374 loss_bbox: 0.3809 loss_giou: 0.8097 loss_ce_0: 0.7714 loss_bbox_0: 0.4254 loss_giou_0: 0.8801 loss_ce_1: 0.7422 loss_bbox_1: 0.386 loss_giou_1: 0.8252 loss_ce_2: 0.7401 loss_bbox_2: 0.3803 loss_giou_2: 0.8106 loss_ce_3: 0.7335 loss_bbox_3: 0.3843 loss_giou_3: 0.8206 loss_ce_4: 0.7369 loss_bbox_4: 0.3779 loss_giou_4: 0.8163 time: 0.3333 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:15:05] detectron2.utils.events INFO: eta: 8:01:14 iter: 4219 total_loss: 1789 loss_ce: 0.7232 loss_bbox: 0.3767 loss_giou: 0.8325 loss_ce_0: 0.7545 loss_bbox_0: 0.4122 loss_giou_0: 0.8892 loss_ce_1: 0.7254 loss_bbox_1: 0.3774 loss_giou_1: 0.8404 loss_ce_2: 0.7288 loss_bbox_2: 0.3689 loss_giou_2: 0.8372 loss_ce_3: 0.7227 loss_bbox_3: 0.3742 loss_giou_3: 0.8326 loss_ce_4: 0.7223 loss_bbox_4: 0.3749 loss_giou_4: 0.8332 time: 0.3333 data_time: 0.0080 lr: 0.0002 max_mem: 3661M
[02/06 20:15:12] detectron2.utils.events INFO: eta: 8:01:15 iter: 4239 total_loss: 1791 loss_ce: 0.7302 loss_bbox: 0.3848 loss_giou: 0.8249 loss_ce_0: 0.7627 loss_bbox_0: 0.4426 loss_giou_0: 0.8864 loss_ce_1: 0.7371 loss_bbox_1: 0.3851 loss_giou_1: 0.8372 loss_ce_2: 0.7273 loss_bbox_2: 0.3876 loss_giou_2: 0.8228 loss_ce_3: 0.7322 loss_bbox_3: 0.39 loss_giou_3: 0.8254 loss_ce_4: 0.7334 loss_bbox_4: 0.385 loss_giou_4: 0.8181 time: 0.3333 data_time: 0.0080 lr: 0.0002 max_mem: 3661M
[02/06 20:15:19] detectron2.utils.events INFO: eta: 8:01:17 iter: 4259 total_loss: 1786 loss_ce: 0.7177 loss_bbox: 0.3829 loss_giou: 0.8337 loss_ce_0: 0.748 loss_bbox_0: 0.4226 loss_giou_0: 0.8938 loss_ce_1: 0.73 loss_bbox_1: 0.3846 loss_giou_1: 0.8361 loss_ce_2: 0.7245 loss_bbox_2: 0.3766 loss_giou_2: 0.8348 loss_ce_3: 0.7246 loss_bbox_3: 0.384 loss_giou_3: 0.8292 loss_ce_4: 0.7182 loss_bbox_4: 0.3818 loss_giou_4: 0.8328 time: 0.3332 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:15:25] detectron2.utils.events INFO: eta: 8:01:10 iter: 4279 total_loss: 1794 loss_ce: 0.7362 loss_bbox: 0.3847 loss_giou: 0.8247 loss_ce_0: 0.7548 loss_bbox_0: 0.425 loss_giou_0: 0.874 loss_ce_1: 0.7374 loss_bbox_1: 0.3872 loss_giou_1: 0.8282 loss_ce_2: 0.735 loss_bbox_2: 0.3833 loss_giou_2: 0.8257 loss_ce_3: 0.7347 loss_bbox_3: 0.3817 loss_giou_3: 0.8253 loss_ce_4: 0.7434 loss_bbox_4: 0.3817 loss_giou_4: 0.8283 time: 0.3332 data_time: 0.0084 lr: 0.0002 max_mem: 3661M
[02/06 20:15:32] detectron2.utils.events INFO: eta: 8:01:16 iter: 4299 total_loss: 1791 loss_ce: 0.7121 loss_bbox: 0.371 loss_giou: 0.8097 loss_ce_0: 0.7452 loss_bbox_0: 0.4189 loss_giou_0: 0.8767 loss_ce_1: 0.7151 loss_bbox_1: 0.3826 loss_giou_1: 0.8179 loss_ce_2: 0.7102 loss_bbox_2: 0.3733 loss_giou_2: 0.8155 loss_ce_3: 0.712 loss_bbox_3: 0.3747 loss_giou_3: 0.8211 loss_ce_4: 0.7101 loss_bbox_4: 0.3729 loss_giou_4: 0.8178 time: 0.3332 data_time: 0.0080 lr: 0.0002 max_mem: 3661M
[02/06 20:15:38] detectron2.utils.events INFO: eta: 8:00:45 iter: 4319 total_loss: 1792 loss_ce: 0.7116 loss_bbox: 0.3792 loss_giou: 0.821 loss_ce_0: 0.7532 loss_bbox_0: 0.4244 loss_giou_0: 0.8877 loss_ce_1: 0.7255 loss_bbox_1: 0.3837 loss_giou_1: 0.8273 loss_ce_2: 0.7202 loss_bbox_2: 0.38 loss_giou_2: 0.8151 loss_ce_3: 0.7144 loss_bbox_3: 0.3806 loss_giou_3: 0.8239 loss_ce_4: 0.715 loss_bbox_4: 0.376 loss_giou_4: 0.8199 time: 0.3332 data_time: 0.0083 lr: 0.0002 max_mem: 3661M
[02/06 20:15:45] detectron2.utils.events INFO: eta: 8:00:20 iter: 4339 total_loss: 1788 loss_ce: 0.7051 loss_bbox: 0.3855 loss_giou: 0.8218 loss_ce_0: 0.7341 loss_bbox_0: 0.4264 loss_giou_0: 0.881 loss_ce_1: 0.7107 loss_bbox_1: 0.3912 loss_giou_1: 0.8314 loss_ce_2: 0.7095 loss_bbox_2: 0.3821 loss_giou_2: 0.8233 loss_ce_3: 0.7043 loss_bbox_3: 0.3836 loss_giou_3: 0.8226 loss_ce_4: 0.7005 loss_bbox_4: 0.3823 loss_giou_4: 0.8261 time: 0.3332 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:15:52] detectron2.utils.events INFO: eta: 8:00:14 iter: 4359 total_loss: 1790 loss_ce: 0.7058 loss_bbox: 0.3826 loss_giou: 0.8212 loss_ce_0: 0.7418 loss_bbox_0: 0.4278 loss_giou_0: 0.8718 loss_ce_1: 0.7226 loss_bbox_1: 0.3852 loss_giou_1: 0.8281 loss_ce_2: 0.713 loss_bbox_2: 0.3765 loss_giou_2: 0.8174 loss_ce_3: 0.7114 loss_bbox_3: 0.3802 loss_giou_3: 0.8192 loss_ce_4: 0.7098 loss_bbox_4: 0.3849 loss_giou_4: 0.8211 time: 0.3332 data_time: 0.0080 lr: 0.0002 max_mem: 3661M
[02/06 20:15:58] detectron2.utils.events INFO: eta: 7:59:38 iter: 4379 total_loss: 1791 loss_ce: 0.7153 loss_bbox: 0.3856 loss_giou: 0.8154 loss_ce_0: 0.7509 loss_bbox_0: 0.425 loss_giou_0: 0.8682 loss_ce_1: 0.7255 loss_bbox_1: 0.3919 loss_giou_1: 0.8347 loss_ce_2: 0.715 loss_bbox_2: 0.3911 loss_giou_2: 0.8226 loss_ce_3: 0.7179 loss_bbox_3: 0.3872 loss_giou_3: 0.8232 loss_ce_4: 0.711 loss_bbox_4: 0.3906 loss_giou_4: 0.8105 time: 0.3331 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:16:05] detectron2.utils.events INFO: eta: 8:00:51 iter: 4399 total_loss: 1793 loss_ce: 0.7239 loss_bbox: 0.3834 loss_giou: 0.827 loss_ce_0: 0.7537 loss_bbox_0: 0.4176 loss_giou_0: 0.8702 loss_ce_1: 0.7351 loss_bbox_1: 0.3817 loss_giou_1: 0.8256 loss_ce_2: 0.7258 loss_bbox_2: 0.3796 loss_giou_2: 0.8219 loss_ce_3: 0.7213 loss_bbox_3: 0.38 loss_giou_3: 0.8228 loss_ce_4: 0.7204 loss_bbox_4: 0.3811 loss_giou_4: 0.8228 time: 0.3332 data_time: 0.0083 lr: 0.0002 max_mem: 3661M
[02/06 20:16:12] detectron2.utils.events INFO: eta: 8:01:40 iter: 4419 total_loss: 1791 loss_ce: 0.7181 loss_bbox: 0.385 loss_giou: 0.8355 loss_ce_0: 0.7527 loss_bbox_0: 0.4204 loss_giou_0: 0.8938 loss_ce_1: 0.7244 loss_bbox_1: 0.3894 loss_giou_1: 0.8438 loss_ce_2: 0.7208 loss_bbox_2: 0.3796 loss_giou_2: 0.8277 loss_ce_3: 0.7211 loss_bbox_3: 0.3769 loss_giou_3: 0.8333 loss_ce_4: 0.7203 loss_bbox_4: 0.3779 loss_giou_4: 0.8297 time: 0.3332 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:16:19] detectron2.utils.events INFO: eta: 8:01:39 iter: 4439 total_loss: 1791 loss_ce: 0.7159 loss_bbox: 0.3782 loss_giou: 0.8116 loss_ce_0: 0.7444 loss_bbox_0: 0.4161 loss_giou_0: 0.8647 loss_ce_1: 0.7277 loss_bbox_1: 0.3744 loss_giou_1: 0.8249 loss_ce_2: 0.7289 loss_bbox_2: 0.3722 loss_giou_2: 0.8097 loss_ce_3: 0.7216 loss_bbox_3: 0.376 loss_giou_3: 0.8117 loss_ce_4: 0.7158 loss_bbox_4: 0.3759 loss_giou_4: 0.806 time: 0.3332 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:16:25] detectron2.utils.events INFO: eta: 8:01:58 iter: 4459 total_loss: 1790 loss_ce: 0.7283 loss_bbox: 0.3796 loss_giou: 0.83 loss_ce_0: 0.7564 loss_bbox_0: 0.4204 loss_giou_0: 0.8833 loss_ce_1: 0.7292 loss_bbox_1: 0.3874 loss_giou_1: 0.8322 loss_ce_2: 0.7247 loss_bbox_2: 0.3817 loss_giou_2: 0.8198 loss_ce_3: 0.721 loss_bbox_3: 0.38 loss_giou_3: 0.8191 loss_ce_4: 0.7251 loss_bbox_4: 0.3818 loss_giou_4: 0.8291 time: 0.3332 data_time: 0.0076 lr: 0.0002 max_mem: 3661M
[02/06 20:16:32] detectron2.utils.events INFO: eta: 8:02:07 iter: 4479 total_loss: 1791 loss_ce: 0.7284 loss_bbox: 0.3834 loss_giou: 0.8334 loss_ce_0: 0.7499 loss_bbox_0: 0.4213 loss_giou_0: 0.8936 loss_ce_1: 0.7256 loss_bbox_1: 0.3835 loss_giou_1: 0.8465 loss_ce_2: 0.7215 loss_bbox_2: 0.3838 loss_giou_2: 0.8401 loss_ce_3: 0.7248 loss_bbox_3: 0.379 loss_giou_3: 0.8389 loss_ce_4: 0.7232 loss_bbox_4: 0.3806 loss_giou_4: 0.8379 time: 0.3332 data_time: 0.0075 lr: 0.0002 max_mem: 3661M
[02/06 20:16:38] detectron2.utils.events INFO: eta: 8:01:49 iter: 4499 total_loss: 1790 loss_ce: 0.7284 loss_bbox: 0.38 loss_giou: 0.8435 loss_ce_0: 0.758 loss_bbox_0: 0.4223 loss_giou_0: 0.9026 loss_ce_1: 0.7349 loss_bbox_1: 0.3902 loss_giou_1: 0.8513 loss_ce_2: 0.7257 loss_bbox_2: 0.384 loss_giou_2: 0.8436 loss_ce_3: 0.7292 loss_bbox_3: 0.381 loss_giou_3: 0.8459 loss_ce_4: 0.7363 loss_bbox_4: 0.3815 loss_giou_4: 0.8411 time: 0.3332 data_time: 0.0077 lr: 0.0002 max_mem: 3661M
[02/06 20:16:45] detectron2.utils.events INFO: eta: 8:01:39 iter: 4519 total_loss: 1788 loss_ce: 0.7121 loss_bbox: 0.3735 loss_giou: 0.8299 loss_ce_0: 0.7434 loss_bbox_0: 0.4151 loss_giou_0: 0.8845 loss_ce_1: 0.7208 loss_bbox_1: 0.3772 loss_giou_1: 0.8363 loss_ce_2: 0.7141 loss_bbox_2: 0.3723 loss_giou_2: 0.8317 loss_ce_3: 0.7121 loss_bbox_3: 0.3728 loss_giou_3: 0.8349 loss_ce_4: 0.7099 loss_bbox_4: 0.3709 loss_giou_4: 0.8314 time: 0.3332 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:16:51] detectron2.utils.events INFO: eta: 8:00:57 iter: 4539 total_loss: 1791 loss_ce: 0.7274 loss_bbox: 0.3898 loss_giou: 0.8203 loss_ce_0: 0.763 loss_bbox_0: 0.4277 loss_giou_0: 0.873 loss_ce_1: 0.7381 loss_bbox_1: 0.3904 loss_giou_1: 0.8177 loss_ce_2: 0.7392 loss_bbox_2: 0.3877 loss_giou_2: 0.8152 loss_ce_3: 0.7325 loss_bbox_3: 0.3834 loss_giou_3: 0.8187 loss_ce_4: 0.7292 loss_bbox_4: 0.3838 loss_giou_4: 0.8184 time: 0.3331 data_time: 0.0080 lr: 0.0002 max_mem: 3661M
[02/06 20:16:58] detectron2.utils.events INFO: eta: 8:00:51 iter: 4559 total_loss: 1788 loss_ce: 0.713 loss_bbox: 0.3771 loss_giou: 0.819 loss_ce_0: 0.7482 loss_bbox_0: 0.4214 loss_giou_0: 0.872 loss_ce_1: 0.7227 loss_bbox_1: 0.3812 loss_giou_1: 0.8234 loss_ce_2: 0.7151 loss_bbox_2: 0.3725 loss_giou_2: 0.8128 loss_ce_3: 0.7141 loss_bbox_3: 0.3732 loss_giou_3: 0.8109 loss_ce_4: 0.7165 loss_bbox_4: 0.3726 loss_giou_4: 0.8086 time: 0.3331 data_time: 0.0082 lr: 0.0002 max_mem: 3661M
[02/06 20:17:05] detectron2.utils.events INFO: eta: 8:00:41 iter: 4579 total_loss: 1792 loss_ce: 0.7176 loss_bbox: 0.3899 loss_giou: 0.8132 loss_ce_0: 0.7645 loss_bbox_0: 0.4235 loss_giou_0: 0.8611 loss_ce_1: 0.7369 loss_bbox_1: 0.392 loss_giou_1: 0.8112 loss_ce_2: 0.7271 loss_bbox_2: 0.3866 loss_giou_2: 0.811 loss_ce_3: 0.7237 loss_bbox_3: 0.3865 loss_giou_3: 0.8153 loss_ce_4: 0.7235 loss_bbox_4: 0.3885 loss_giou_4: 0.8083 time: 0.3331 data_time: 0.0082 lr: 0.0002 max_mem: 3661M
[02/06 20:17:11] detectron2.utils.events INFO: eta: 8:00:09 iter: 4599 total_loss: 1794 loss_ce: 0.7262 loss_bbox: 0.3892 loss_giou: 0.8127 loss_ce_0: 0.7612 loss_bbox_0: 0.4298 loss_giou_0: 0.8706 loss_ce_1: 0.7333 loss_bbox_1: 0.3913 loss_giou_1: 0.8225 loss_ce_2: 0.7309 loss_bbox_2: 0.3829 loss_giou_2: 0.8134 loss_ce_3: 0.7257 loss_bbox_3: 0.3857 loss_giou_3: 0.8166 loss_ce_4: 0.7289 loss_bbox_4: 0.3868 loss_giou_4: 0.8093 time: 0.3331 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:17:18] detectron2.utils.events INFO: eta: 8:00:04 iter: 4619 total_loss: 1791 loss_ce: 0.7107 loss_bbox: 0.3773 loss_giou: 0.8047 loss_ce_0: 0.7507 loss_bbox_0: 0.4121 loss_giou_0: 0.8543 loss_ce_1: 0.7214 loss_bbox_1: 0.38 loss_giou_1: 0.8037 loss_ce_2: 0.7186 loss_bbox_2: 0.3748 loss_giou_2: 0.8005 loss_ce_3: 0.718 loss_bbox_3: 0.376 loss_giou_3: 0.8053 loss_ce_4: 0.7162 loss_bbox_4: 0.3752 loss_giou_4: 0.7963 time: 0.3330 data_time: 0.0075 lr: 0.0002 max_mem: 3661M
[02/06 20:17:24] detectron2.utils.events INFO: eta: 7:58:56 iter: 4639 total_loss: 1789 loss_ce: 0.7025 loss_bbox: 0.3732 loss_giou: 0.8274 loss_ce_0: 0.7444 loss_bbox_0: 0.4199 loss_giou_0: 0.8852 loss_ce_1: 0.7115 loss_bbox_1: 0.3788 loss_giou_1: 0.8449 loss_ce_2: 0.7096 loss_bbox_2: 0.3731 loss_giou_2: 0.8359 loss_ce_3: 0.7045 loss_bbox_3: 0.3725 loss_giou_3: 0.8333 loss_ce_4: 0.7031 loss_bbox_4: 0.3704 loss_giou_4: 0.8269 time: 0.3330 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:17:31] detectron2.utils.events INFO: eta: 7:59:16 iter: 4659 total_loss: 1793 loss_ce: 0.741 loss_bbox: 0.3815 loss_giou: 0.7961 loss_ce_0: 0.7732 loss_bbox_0: 0.4148 loss_giou_0: 0.872 loss_ce_1: 0.747 loss_bbox_1: 0.3847 loss_giou_1: 0.8198 loss_ce_2: 0.7433 loss_bbox_2: 0.3758 loss_giou_2: 0.8022 loss_ce_3: 0.7437 loss_bbox_3: 0.3788 loss_giou_3: 0.7975 loss_ce_4: 0.7434 loss_bbox_4: 0.372 loss_giou_4: 0.7979 time: 0.3330 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:17:37] detectron2.utils.events INFO: eta: 7:59:17 iter: 4679 total_loss: 1789 loss_ce: 0.7077 loss_bbox: 0.3727 loss_giou: 0.7953 loss_ce_0: 0.7471 loss_bbox_0: 0.4153 loss_giou_0: 0.8732 loss_ce_1: 0.7166 loss_bbox_1: 0.3745 loss_giou_1: 0.8077 loss_ce_2: 0.7132 loss_bbox_2: 0.3673 loss_giou_2: 0.7974 loss_ce_3: 0.7085 loss_bbox_3: 0.3685 loss_giou_3: 0.7967 loss_ce_4: 0.7098 loss_bbox_4: 0.3714 loss_giou_4: 0.8007 time: 0.3330 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:17:44] detectron2.utils.events INFO: eta: 7:59:19 iter: 4699 total_loss: 1792 loss_ce: 0.723 loss_bbox: 0.3807 loss_giou: 0.8011 loss_ce_0: 0.7668 loss_bbox_0: 0.4219 loss_giou_0: 0.862 loss_ce_1: 0.7316 loss_bbox_1: 0.3841 loss_giou_1: 0.8153 loss_ce_2: 0.7319 loss_bbox_2: 0.3813 loss_giou_2: 0.7973 loss_ce_3: 0.727 loss_bbox_3: 0.3806 loss_giou_3: 0.7979 loss_ce_4: 0.7291 loss_bbox_4: 0.3783 loss_giou_4: 0.7945 time: 0.3330 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:17:51] detectron2.utils.events INFO: eta: 7:59:37 iter: 4719 total_loss: 1793 loss_ce: 0.7172 loss_bbox: 0.3819 loss_giou: 0.8027 loss_ce_0: 0.7609 loss_bbox_0: 0.4206 loss_giou_0: 0.8494 loss_ce_1: 0.7353 loss_bbox_1: 0.3849 loss_giou_1: 0.8098 loss_ce_2: 0.7275 loss_bbox_2: 0.3816 loss_giou_2: 0.806 loss_ce_3: 0.7258 loss_bbox_3: 0.383 loss_giou_3: 0.8051 loss_ce_4: 0.7156 loss_bbox_4: 0.3858 loss_giou_4: 0.8012 time: 0.3330 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:17:57] detectron2.utils.events INFO: eta: 7:59:23 iter: 4739 total_loss: 1789 loss_ce: 0.7204 loss_bbox: 0.3708 loss_giou: 0.8268 loss_ce_0: 0.7442 loss_bbox_0: 0.4159 loss_giou_0: 0.8828 loss_ce_1: 0.7216 loss_bbox_1: 0.3674 loss_giou_1: 0.8275 loss_ce_2: 0.7183 loss_bbox_2: 0.3627 loss_giou_2: 0.8207 loss_ce_3: 0.7124 loss_bbox_3: 0.3634 loss_giou_3: 0.8277 loss_ce_4: 0.7127 loss_bbox_4: 0.3665 loss_giou_4: 0.8196 time: 0.3330 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:18:04] detectron2.utils.events INFO: eta: 7:59:00 iter: 4759 total_loss: 1787 loss_ce: 0.7072 loss_bbox: 0.3783 loss_giou: 0.7688 loss_ce_0: 0.748 loss_bbox_0: 0.4142 loss_giou_0: 0.8289 loss_ce_1: 0.7196 loss_bbox_1: 0.3782 loss_giou_1: 0.7824 loss_ce_2: 0.7072 loss_bbox_2: 0.3734 loss_giou_2: 0.7711 loss_ce_3: 0.7031 loss_bbox_3: 0.3787 loss_giou_3: 0.7672 loss_ce_4: 0.7012 loss_bbox_4: 0.3741 loss_giou_4: 0.7661 time: 0.3329 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:18:11] detectron2.utils.events INFO: eta: 7:59:27 iter: 4779 total_loss: 1787 loss_ce: 0.7038 loss_bbox: 0.3792 loss_giou: 0.7973 loss_ce_0: 0.7435 loss_bbox_0: 0.4187 loss_giou_0: 0.8687 loss_ce_1: 0.7194 loss_bbox_1: 0.3775 loss_giou_1: 0.8058 loss_ce_2: 0.7076 loss_bbox_2: 0.3754 loss_giou_2: 0.7903 loss_ce_3: 0.7059 loss_bbox_3: 0.3789 loss_giou_3: 0.7936 loss_ce_4: 0.7012 loss_bbox_4: 0.3793 loss_giou_4: 0.7948 time: 0.3329 data_time: 0.0077 lr: 0.0002 max_mem: 3661M
[02/06 20:18:17] detectron2.utils.events INFO: eta: 7:59:05 iter: 4799 total_loss: 1789 loss_ce: 0.718 loss_bbox: 0.3704 loss_giou: 0.7895 loss_ce_0: 0.7459 loss_bbox_0: 0.4122 loss_giou_0: 0.8409 loss_ce_1: 0.7282 loss_bbox_1: 0.3743 loss_giou_1: 0.789 loss_ce_2: 0.7227 loss_bbox_2: 0.3751 loss_giou_2: 0.7899 loss_ce_3: 0.7151 loss_bbox_3: 0.3759 loss_giou_3: 0.7891 loss_ce_4: 0.7172 loss_bbox_4: 0.3712 loss_giou_4: 0.7878 time: 0.3329 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:18:24] detectron2.utils.events INFO: eta: 7:58:29 iter: 4819 total_loss: 1790 loss_ce: 0.7157 loss_bbox: 0.3771 loss_giou: 0.8018 loss_ce_0: 0.7463 loss_bbox_0: 0.4107 loss_giou_0: 0.8495 loss_ce_1: 0.729 loss_bbox_1: 0.3785 loss_giou_1: 0.8128 loss_ce_2: 0.7186 loss_bbox_2: 0.3706 loss_giou_2: 0.8079 loss_ce_3: 0.7179 loss_bbox_3: 0.3707 loss_giou_3: 0.8004 loss_ce_4: 0.7165 loss_bbox_4: 0.3729 loss_giou_4: 0.7973 time: 0.3328 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:18:30] detectron2.utils.events INFO: eta: 7:58:17 iter: 4839 total_loss: 1791 loss_ce: 0.7029 loss_bbox: 0.3763 loss_giou: 0.8067 loss_ce_0: 0.7358 loss_bbox_0: 0.41 loss_giou_0: 0.863 loss_ce_1: 0.7129 loss_bbox_1: 0.3823 loss_giou_1: 0.8151 loss_ce_2: 0.7058 loss_bbox_2: 0.3764 loss_giou_2: 0.8055 loss_ce_3: 0.7026 loss_bbox_3: 0.3747 loss_giou_3: 0.8066 loss_ce_4: 0.7063 loss_bbox_4: 0.3715 loss_giou_4: 0.8074 time: 0.3328 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:18:37] detectron2.utils.events INFO: eta: 7:58:08 iter: 4859 total_loss: 1788 loss_ce: 0.7022 loss_bbox: 0.3615 loss_giou: 0.8206 loss_ce_0: 0.7312 loss_bbox_0: 0.4005 loss_giou_0: 0.8734 loss_ce_1: 0.7085 loss_bbox_1: 0.3675 loss_giou_1: 0.8308 loss_ce_2: 0.7054 loss_bbox_2: 0.3541 loss_giou_2: 0.8196 loss_ce_3: 0.6992 loss_bbox_3: 0.3545 loss_giou_3: 0.8178 loss_ce_4: 0.6998 loss_bbox_4: 0.3571 loss_giou_4: 0.8137 time: 0.3328 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:18:44] detectron2.utils.events INFO: eta: 7:58:03 iter: 4879 total_loss: 1792 loss_ce: 0.7049 loss_bbox: 0.3671 loss_giou: 0.8087 loss_ce_0: 0.7297 loss_bbox_0: 0.4083 loss_giou_0: 0.8751 loss_ce_1: 0.7124 loss_bbox_1: 0.3702 loss_giou_1: 0.8186 loss_ce_2: 0.7024 loss_bbox_2: 0.3672 loss_giou_2: 0.8123 loss_ce_3: 0.6925 loss_bbox_3: 0.3668 loss_giou_3: 0.8058 loss_ce_4: 0.6973 loss_bbox_4: 0.3669 loss_giou_4: 0.8127 time: 0.3328 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:18:50] detectron2.utils.events INFO: eta: 7:58:03 iter: 4899 total_loss: 1792 loss_ce: 0.7 loss_bbox: 0.3781 loss_giou: 0.8013 loss_ce_0: 0.7276 loss_bbox_0: 0.4222 loss_giou_0: 0.8635 loss_ce_1: 0.7071 loss_bbox_1: 0.3847 loss_giou_1: 0.8121 loss_ce_2: 0.6995 loss_bbox_2: 0.3791 loss_giou_2: 0.8054 loss_ce_3: 0.6988 loss_bbox_3: 0.3793 loss_giou_3: 0.8062 loss_ce_4: 0.6985 loss_bbox_4: 0.3783 loss_giou_4: 0.8043 time: 0.3328 data_time: 0.0077 lr: 0.0002 max_mem: 3661M
[02/06 20:18:57] detectron2.utils.events INFO: eta: 7:58:22 iter: 4919 total_loss: 1788 loss_ce: 0.7298 loss_bbox: 0.3887 loss_giou: 0.8308 loss_ce_0: 0.7546 loss_bbox_0: 0.4302 loss_giou_0: 0.8947 loss_ce_1: 0.7381 loss_bbox_1: 0.3952 loss_giou_1: 0.8454 loss_ce_2: 0.7265 loss_bbox_2: 0.3871 loss_giou_2: 0.8334 loss_ce_3: 0.7254 loss_bbox_3: 0.389 loss_giou_3: 0.833 loss_ce_4: 0.7344 loss_bbox_4: 0.3873 loss_giou_4: 0.8255 time: 0.3328 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:19:04] detectron2.utils.events INFO: eta: 7:58:29 iter: 4939 total_loss: 1787 loss_ce: 0.7075 loss_bbox: 0.3706 loss_giou: 0.8047 loss_ce_0: 0.7448 loss_bbox_0: 0.4088 loss_giou_0: 0.8684 loss_ce_1: 0.7275 loss_bbox_1: 0.3767 loss_giou_1: 0.8047 loss_ce_2: 0.7179 loss_bbox_2: 0.3658 loss_giou_2: 0.7939 loss_ce_3: 0.7162 loss_bbox_3: 0.3673 loss_giou_3: 0.7943 loss_ce_4: 0.7067 loss_bbox_4: 0.3678 loss_giou_4: 0.7921 time: 0.3328 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:19:10] detectron2.utils.events INFO: eta: 7:58:09 iter: 4959 total_loss: 1786 loss_ce: 0.7007 loss_bbox: 0.3559 loss_giou: 0.8009 loss_ce_0: 0.7447 loss_bbox_0: 0.3937 loss_giou_0: 0.8589 loss_ce_1: 0.718 loss_bbox_1: 0.362 loss_giou_1: 0.8097 loss_ce_2: 0.7048 loss_bbox_2: 0.3602 loss_giou_2: 0.8068 loss_ce_3: 0.7012 loss_bbox_3: 0.3573 loss_giou_3: 0.8045 loss_ce_4: 0.7024 loss_bbox_4: 0.3583 loss_giou_4: 0.7997 time: 0.3328 data_time: 0.0080 lr: 0.0002 max_mem: 3661M
[02/06 20:19:17] detectron2.utils.events INFO: eta: 7:57:40 iter: 4979 total_loss: 1790 loss_ce: 0.6921 loss_bbox: 0.3737 loss_giou: 0.7844 loss_ce_0: 0.7197 loss_bbox_0: 0.4151 loss_giou_0: 0.8434 loss_ce_1: 0.7055 loss_bbox_1: 0.3793 loss_giou_1: 0.7993 loss_ce_2: 0.6916 loss_bbox_2: 0.3752 loss_giou_2: 0.7835 loss_ce_3: 0.6832 loss_bbox_3: 0.3763 loss_giou_3: 0.7886 loss_ce_4: 0.692 loss_bbox_4: 0.3691 loss_giou_4: 0.783 time: 0.3328 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:19:23] fvcore.common.checkpoint INFO: Saving checkpoint to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/model_0004999.pth
[02/06 20:19:28] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 4999...
[02/06 20:19:28] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 20:19:28] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 20:19:28] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:19:29] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 20:19:29] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 20:19:30] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 20:19:30] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:19:30] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 20:19:49] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1405 s / img. ETA=0:01:48
[02/06 20:19:54] detectron2.evaluation.evaluator INFO: Inference done 56/157. 0.0585 s / img. ETA=0:00:18
[02/06 20:19:59] detectron2.evaluation.evaluator INFO: Inference done 146/157. 0.0558 s / img. ETA=0:00:01
[02/06 20:20:00] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:15.167385 (0.099785 s / img per device, on 32 devices)
[02/06 20:20:00] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:08 (0.055128 s / img per device, on 32 devices)
[02/06 20:20:12] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 20:20:12] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/4999/coco_2017_val/coco_instances_results.json
[02/06 20:20:17] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 20:20:19] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 20:20:37] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 17.39 seconds.
[02/06 20:20:37] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 20:20:39] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.30 seconds.
[02/06 20:20:39] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:-----:|:------:|:------:|
| 14.625 | 29.455 | 12.900 | 7.144 | 18.845 | 18.845 |
[02/06 20:20:39] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 23.270 | bicycle | 8.147 | car | 14.748 |
| motorcycle | 12.802 | airplane | 21.070 | bus | 30.226 |
| train | 24.087 | truck | 9.614 | boat | 7.210 |
| traffic light | 6.627 | fire hydrant | 31.291 | stop sign | 24.003 |
| parking meter | 23.688 | bench | 6.072 | bird | 14.163 |
| cat | 29.793 | dog | 27.270 | horse | 21.942 |
| sheep | 21.584 | cow | 20.769 | elephant | 32.756 |
| bear | 37.463 | zebra | 32.960 | giraffe | 36.115 |
| backpack | 3.383 | umbrella | 8.875 | handbag | 1.520 |
| tie | 4.590 | suitcase | 12.402 | frisbee | 22.309 |
| skis | 3.240 | snowboard | 7.302 | sports ball | 10.497 |
| kite | 10.987 | baseball bat | 8.255 | baseball glove | 13.429 |
| skateboard | 17.634 | surfboard | 9.277 | tennis racket | 19.019 |
| bottle | 12.248 | wine glass | 11.374 | cup | 16.227 |
| fork | 3.465 | knife | 1.562 | spoon | 1.069 |
| bowl | 11.601 | banana | 6.589 | apple | 4.235 |
| sandwich | 13.085 | orange | 12.697 | broccoli | 8.857 |
| carrot | 5.406 | hot dog | 8.320 | pizza | 20.053 |
| donut | 20.584 | cake | 13.110 | chair | 7.625 |
| couch | 18.640 | potted plant | 8.741 | bed | 14.635 |
| dining table | 11.793 | toilet | 24.553 | tv | 26.675 |
| laptop | 20.459 | mouse | 25.834 | remote | 4.799 |
| keyboard | 19.243 | cell phone | 9.537 | microwave | 19.566 |
| oven | 12.190 | toaster | 17.073 | sink | 10.830 |
| refrigerator | 17.692 | book | 2.843 | clock | 24.609 |
| vase | 12.955 | scissors | 1.214 | teddy bear | 14.144 |
| hair drier | 0.743 | toothbrush | 2.760 | | |
[02/06 20:20:40] detectron2.utils.events INFO: eta: 7:57:25 iter: 4999 total_loss: 1787 loss_ce: 0.706 loss_bbox: 0.366 loss_giou: 0.8161 loss_ce_0: 0.7368 loss_bbox_0: 0.4091 loss_giou_0: 0.876 loss_ce_1: 0.7198 loss_bbox_1: 0.3739 loss_giou_1: 0.8263 loss_ce_2: 0.7048 loss_bbox_2: 0.3688 loss_giou_2: 0.8115 loss_ce_3: 0.6996 loss_bbox_3: 0.3659 loss_giou_3: 0.8125 loss_ce_4: 0.7028 loss_bbox_4: 0.3668 loss_giou_4: 0.8191 time: 0.3328 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:20:47] detectron2.utils.events INFO: eta: 7:57:29 iter: 5019 total_loss: 1794 loss_ce: 0.7095 loss_bbox: 0.3745 loss_giou: 0.7774 loss_ce_0: 0.7421 loss_bbox_0: 0.4147 loss_giou_0: 0.8522 loss_ce_1: 0.718 loss_bbox_1: 0.3746 loss_giou_1: 0.7967 loss_ce_2: 0.7047 loss_bbox_2: 0.3679 loss_giou_2: 0.7881 loss_ce_3: 0.7034 loss_bbox_3: 0.367 loss_giou_3: 0.7885 loss_ce_4: 0.7104 loss_bbox_4: 0.3684 loss_giou_4: 0.7755 time: 0.3328 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:20:53] detectron2.utils.events INFO: eta: 7:57:29 iter: 5039 total_loss: 1788 loss_ce: 0.6924 loss_bbox: 0.37 loss_giou: 0.8061 loss_ce_0: 0.7403 loss_bbox_0: 0.4115 loss_giou_0: 0.8595 loss_ce_1: 0.7114 loss_bbox_1: 0.3739 loss_giou_1: 0.8129 loss_ce_2: 0.7085 loss_bbox_2: 0.3629 loss_giou_2: 0.8015 loss_ce_3: 0.7004 loss_bbox_3: 0.3689 loss_giou_3: 0.8022 loss_ce_4: 0.696 loss_bbox_4: 0.3654 loss_giou_4: 0.803 time: 0.3328 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:21:00] detectron2.utils.events INFO: eta: 7:58:00 iter: 5059 total_loss: 1790 loss_ce: 0.6958 loss_bbox: 0.3698 loss_giou: 0.8325 loss_ce_0: 0.7275 loss_bbox_0: 0.4173 loss_giou_0: 0.8851 loss_ce_1: 0.7113 loss_bbox_1: 0.3744 loss_giou_1: 0.8366 loss_ce_2: 0.702 loss_bbox_2: 0.3682 loss_giou_2: 0.8319 loss_ce_3: 0.6975 loss_bbox_3: 0.3685 loss_giou_3: 0.8289 loss_ce_4: 0.6973 loss_bbox_4: 0.3678 loss_giou_4: 0.8303 time: 0.3328 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:21:07] detectron2.utils.events INFO: eta: 7:57:48 iter: 5079 total_loss: 1792 loss_ce: 0.7082 loss_bbox: 0.3704 loss_giou: 0.8111 loss_ce_0: 0.7407 loss_bbox_0: 0.407 loss_giou_0: 0.8685 loss_ce_1: 0.7322 loss_bbox_1: 0.3726 loss_giou_1: 0.82 loss_ce_2: 0.719 loss_bbox_2: 0.3727 loss_giou_2: 0.8176 loss_ce_3: 0.7168 loss_bbox_3: 0.3682 loss_giou_3: 0.8085 loss_ce_4: 0.7058 loss_bbox_4: 0.3704 loss_giou_4: 0.8163 time: 0.3328 data_time: 0.0077 lr: 0.0002 max_mem: 3661M
[02/06 20:21:13] detectron2.utils.events INFO: eta: 7:57:41 iter: 5099 total_loss: 1792 loss_ce: 0.7181 loss_bbox: 0.3674 loss_giou: 0.811 loss_ce_0: 0.7547 loss_bbox_0: 0.4051 loss_giou_0: 0.875 loss_ce_1: 0.7273 loss_bbox_1: 0.3704 loss_giou_1: 0.8295 loss_ce_2: 0.7184 loss_bbox_2: 0.3687 loss_giou_2: 0.8144 loss_ce_3: 0.7137 loss_bbox_3: 0.3668 loss_giou_3: 0.8095 loss_ce_4: 0.7196 loss_bbox_4: 0.3686 loss_giou_4: 0.8123 time: 0.3327 data_time: 0.0080 lr: 0.0002 max_mem: 3661M
[02/06 20:21:20] detectron2.utils.events INFO: eta: 7:57:46 iter: 5119 total_loss: 1790 loss_ce: 0.7129 loss_bbox: 0.3815 loss_giou: 0.8079 loss_ce_0: 0.7403 loss_bbox_0: 0.4201 loss_giou_0: 0.8689 loss_ce_1: 0.7181 loss_bbox_1: 0.3867 loss_giou_1: 0.8202 loss_ce_2: 0.7142 loss_bbox_2: 0.3784 loss_giou_2: 0.8087 loss_ce_3: 0.7178 loss_bbox_3: 0.3786 loss_giou_3: 0.806 loss_ce_4: 0.7175 loss_bbox_4: 0.3786 loss_giou_4: 0.8051 time: 0.3327 data_time: 0.0082 lr: 0.0002 max_mem: 3661M
[02/06 20:21:26] detectron2.utils.events INFO: eta: 7:57:09 iter: 5139 total_loss: 1791 loss_ce: 0.6993 loss_bbox: 0.3682 loss_giou: 0.8189 loss_ce_0: 0.7428 loss_bbox_0: 0.4076 loss_giou_0: 0.8745 loss_ce_1: 0.7142 loss_bbox_1: 0.3715 loss_giou_1: 0.8307 loss_ce_2: 0.6988 loss_bbox_2: 0.3689 loss_giou_2: 0.8091 loss_ce_3: 0.6983 loss_bbox_3: 0.3668 loss_giou_3: 0.8166 loss_ce_4: 0.6955 loss_bbox_4: 0.3686 loss_giou_4: 0.8136 time: 0.3327 data_time: 0.0076 lr: 0.0002 max_mem: 3661M
[02/06 20:21:33] detectron2.utils.events INFO: eta: 7:57:01 iter: 5159 total_loss: 1788 loss_ce: 0.6946 loss_bbox: 0.3715 loss_giou: 0.8025 loss_ce_0: 0.7328 loss_bbox_0: 0.4034 loss_giou_0: 0.8631 loss_ce_1: 0.7118 loss_bbox_1: 0.3756 loss_giou_1: 0.8067 loss_ce_2: 0.6994 loss_bbox_2: 0.3689 loss_giou_2: 0.804 loss_ce_3: 0.7019 loss_bbox_3: 0.3694 loss_giou_3: 0.8007 loss_ce_4: 0.6899 loss_bbox_4: 0.372 loss_giou_4: 0.7981 time: 0.3327 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:21:40] detectron2.utils.events INFO: eta: 7:56:56 iter: 5179 total_loss: 1792 loss_ce: 0.7124 loss_bbox: 0.3739 loss_giou: 0.7943 loss_ce_0: 0.7587 loss_bbox_0: 0.4175 loss_giou_0: 0.8438 loss_ce_1: 0.7343 loss_bbox_1: 0.3759 loss_giou_1: 0.8005 loss_ce_2: 0.7189 loss_bbox_2: 0.3733 loss_giou_2: 0.7907 loss_ce_3: 0.7155 loss_bbox_3: 0.3691 loss_giou_3: 0.7942 loss_ce_4: 0.7094 loss_bbox_4: 0.3733 loss_giou_4: 0.801 time: 0.3327 data_time: 0.0081 lr: 0.0002 max_mem: 3661M
[02/06 20:21:47] detectron2.utils.events INFO: eta: 7:56:54 iter: 5199 total_loss: 1788 loss_ce: 0.6981 loss_bbox: 0.3775 loss_giou: 0.8071 loss_ce_0: 0.7321 loss_bbox_0: 0.4189 loss_giou_0: 0.8757 loss_ce_1: 0.7068 loss_bbox_1: 0.382 loss_giou_1: 0.8159 loss_ce_2: 0.697 loss_bbox_2: 0.3793 loss_giou_2: 0.8132 loss_ce_3: 0.6966 loss_bbox_3: 0.3742 loss_giou_3: 0.8036 loss_ce_4: 0.6959 loss_bbox_4: 0.3752 loss_giou_4: 0.8065 time: 0.3328 data_time: 0.0083 lr: 0.0002 max_mem: 3661M
[02/06 20:21:53] detectron2.utils.events INFO: eta: 7:57:09 iter: 5219 total_loss: 1789 loss_ce: 0.6899 loss_bbox: 0.3613 loss_giou: 0.7814 loss_ce_0: 0.7272 loss_bbox_0: 0.4113 loss_giou_0: 0.8423 loss_ce_1: 0.6992 loss_bbox_1: 0.372 loss_giou_1: 0.7866 loss_ce_2: 0.6934 loss_bbox_2: 0.3657 loss_giou_2: 0.7796 loss_ce_3: 0.6847 loss_bbox_3: 0.3669 loss_giou_3: 0.7796 loss_ce_4: 0.6861 loss_bbox_4: 0.3662 loss_giou_4: 0.786 time: 0.3328 data_time: 0.0083 lr: 0.0002 max_mem: 3661M
[02/06 20:22:00] detectron2.utils.events INFO: eta: 7:56:36 iter: 5239 total_loss: 1785 loss_ce: 0.7046 loss_bbox: 0.369 loss_giou: 0.8046 loss_ce_0: 0.7414 loss_bbox_0: 0.406 loss_giou_0: 0.8598 loss_ce_1: 0.7184 loss_bbox_1: 0.3702 loss_giou_1: 0.8134 loss_ce_2: 0.7091 loss_bbox_2: 0.3632 loss_giou_2: 0.8063 loss_ce_3: 0.7084 loss_bbox_3: 0.3682 loss_giou_3: 0.8046 loss_ce_4: 0.7068 loss_bbox_4: 0.3684 loss_giou_4: 0.7997 time: 0.3327 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:22:06] detectron2.utils.events INFO: eta: 7:56:25 iter: 5259 total_loss: 1792 loss_ce: 0.7032 loss_bbox: 0.3674 loss_giou: 0.7888 loss_ce_0: 0.7351 loss_bbox_0: 0.3991 loss_giou_0: 0.8496 loss_ce_1: 0.7201 loss_bbox_1: 0.3655 loss_giou_1: 0.7967 loss_ce_2: 0.708 loss_bbox_2: 0.365 loss_giou_2: 0.7945 loss_ce_3: 0.7104 loss_bbox_3: 0.3646 loss_giou_3: 0.8011 loss_ce_4: 0.6949 loss_bbox_4: 0.3675 loss_giou_4: 0.7994 time: 0.3327 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:22:13] detectron2.utils.events INFO: eta: 7:56:11 iter: 5279 total_loss: 1789 loss_ce: 0.697 loss_bbox: 0.3576 loss_giou: 0.79 loss_ce_0: 0.7369 loss_bbox_0: 0.4011 loss_giou_0: 0.8407 loss_ce_1: 0.71 loss_bbox_1: 0.3674 loss_giou_1: 0.7975 loss_ce_2: 0.6991 loss_bbox_2: 0.3589 loss_giou_2: 0.7846 loss_ce_3: 0.698 loss_bbox_3: 0.3585 loss_giou_3: 0.7828 loss_ce_4: 0.6973 loss_bbox_4: 0.353 loss_giou_4: 0.7875 time: 0.3327 data_time: 0.0080 lr: 0.0002 max_mem: 3661M
[02/06 20:22:20] detectron2.utils.events INFO: eta: 7:55:57 iter: 5299 total_loss: 1788 loss_ce: 0.7144 loss_bbox: 0.3644 loss_giou: 0.7772 loss_ce_0: 0.741 loss_bbox_0: 0.4066 loss_giou_0: 0.8555 loss_ce_1: 0.7245 loss_bbox_1: 0.3682 loss_giou_1: 0.8057 loss_ce_2: 0.7202 loss_bbox_2: 0.3659 loss_giou_2: 0.7849 loss_ce_3: 0.7164 loss_bbox_3: 0.363 loss_giou_3: 0.7756 loss_ce_4: 0.7113 loss_bbox_4: 0.3657 loss_giou_4: 0.7729 time: 0.3327 data_time: 0.0077 lr: 0.0002 max_mem: 3661M
[02/06 20:22:26] detectron2.utils.events INFO: eta: 7:55:41 iter: 5319 total_loss: 1788 loss_ce: 0.7081 loss_bbox: 0.376 loss_giou: 0.8104 loss_ce_0: 0.7355 loss_bbox_0: 0.4151 loss_giou_0: 0.8581 loss_ce_1: 0.7125 loss_bbox_1: 0.3804 loss_giou_1: 0.8012 loss_ce_2: 0.7079 loss_bbox_2: 0.3755 loss_giou_2: 0.7998 loss_ce_3: 0.7091 loss_bbox_3: 0.3755 loss_giou_3: 0.8043 loss_ce_4: 0.7052 loss_bbox_4: 0.3762 loss_giou_4: 0.8094 time: 0.3327 data_time: 0.0080 lr: 0.0002 max_mem: 3661M
[02/06 20:22:33] detectron2.utils.events INFO: eta: 7:55:36 iter: 5339 total_loss: 1790 loss_ce: 0.7063 loss_bbox: 0.3669 loss_giou: 0.7938 loss_ce_0: 0.7486 loss_bbox_0: 0.4063 loss_giou_0: 0.8445 loss_ce_1: 0.7212 loss_bbox_1: 0.3669 loss_giou_1: 0.8012 loss_ce_2: 0.7134 loss_bbox_2: 0.3651 loss_giou_2: 0.794 loss_ce_3: 0.7111 loss_bbox_3: 0.3614 loss_giou_3: 0.8003 loss_ce_4: 0.7075 loss_bbox_4: 0.3625 loss_giou_4: 0.7929 time: 0.3327 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:22:39] detectron2.utils.events INFO: eta: 7:55:36 iter: 5359 total_loss: 1791 loss_ce: 0.7014 loss_bbox: 0.3658 loss_giou: 0.7839 loss_ce_0: 0.745 loss_bbox_0: 0.4083 loss_giou_0: 0.8443 loss_ce_1: 0.7174 loss_bbox_1: 0.3748 loss_giou_1: 0.7984 loss_ce_2: 0.7086 loss_bbox_2: 0.3665 loss_giou_2: 0.7907 loss_ce_3: 0.7042 loss_bbox_3: 0.3676 loss_giou_3: 0.7919 loss_ce_4: 0.7037 loss_bbox_4: 0.3647 loss_giou_4: 0.7835 time: 0.3326 data_time: 0.0079 lr: 0.0002 max_mem: 3661M
[02/06 20:22:46] detectron2.utils.events INFO: eta: 7:55:52 iter: 5379 total_loss: 1790 loss_ce: 0.6945 loss_bbox: 0.3641 loss_giou: 0.8095 loss_ce_0: 0.7309 loss_bbox_0: 0.3915 loss_giou_0: 0.8546 loss_ce_1: 0.7045 loss_bbox_1: 0.361 loss_giou_1: 0.808 loss_ce_2: 0.697 loss_bbox_2: 0.356 loss_giou_2: 0.8043 loss_ce_3: 0.6953 loss_bbox_3: 0.355 loss_giou_3: 0.7995 loss_ce_4: 0.6907 loss_bbox_4: 0.36 loss_giou_4: 0.8103 time: 0.3326 data_time: 0.0075 lr: 0.0002 max_mem: 3661M
[02/06 20:22:53] detectron2.utils.events INFO: eta: 7:55:21 iter: 5399 total_loss: 1791 loss_ce: 0.7099 loss_bbox: 0.3642 loss_giou: 0.7896 loss_ce_0: 0.7416 loss_bbox_0: 0.409 loss_giou_0: 0.8454 loss_ce_1: 0.7218 loss_bbox_1: 0.3644 loss_giou_1: 0.7968 loss_ce_2: 0.7069 loss_bbox_2: 0.3661 loss_giou_2: 0.7913 loss_ce_3: 0.7057 loss_bbox_3: 0.3624 loss_giou_3: 0.7881 loss_ce_4: 0.7084 loss_bbox_4: 0.3673 loss_giou_4: 0.7926 time: 0.3326 data_time: 0.0083 lr: 0.0002 max_mem: 3661M
[02/06 20:22:59] detectron2.utils.events INFO: eta: 7:55:04 iter: 5419 total_loss: 1789 loss_ce: 0.706 loss_bbox: 0.3647 loss_giou: 0.8047 loss_ce_0: 0.739 loss_bbox_0: 0.4057 loss_giou_0: 0.8647 loss_ce_1: 0.7175 loss_bbox_1: 0.3665 loss_giou_1: 0.8102 loss_ce_2: 0.7126 loss_bbox_2: 0.3636 loss_giou_2: 0.8069 loss_ce_3: 0.7116 loss_bbox_3: 0.3631 loss_giou_3: 0.8076 loss_ce_4: 0.7157 loss_bbox_4: 0.3614 loss_giou_4: 0.8044 time: 0.3326 data_time: 0.0076 lr: 0.0002 max_mem: 3661M
[02/06 20:23:06] detectron2.utils.events INFO: eta: 7:54:38 iter: 5439 total_loss: 1788 loss_ce: 0.7029 loss_bbox: 0.3633 loss_giou: 0.7931 loss_ce_0: 0.733 loss_bbox_0: 0.4031 loss_giou_0: 0.8695 loss_ce_1: 0.7 loss_bbox_1: 0.3666 loss_giou_1: 0.8141 loss_ce_2: 0.7001 loss_bbox_2: 0.3622 loss_giou_2: 0.7929 loss_ce_3: 0.6995 loss_bbox_3: 0.3628 loss_giou_3: 0.8009 loss_ce_4: 0.698 loss_bbox_4: 0.3636 loss_giou_4: 0.7908 time: 0.3326 data_time: 0.0078 lr: 0.0002 max_mem: 3661M
[02/06 20:23:12] detectron2.utils.events INFO: eta: 7:54:17 iter: 5459 total_loss: 1788 loss_ce: 0.6997 loss_bbox: 0.3709 loss_giou: 0.812 loss_ce_0: 0.7488 loss_bbox_0: 0.4084 loss_giou_0: 0.8729 loss_ce_1: 0.7127 loss_bbox_1: 0.3697 loss_giou_1: 0.8273 loss_ce_2: 0.6992 loss_bbox_2: 0.3663 loss_giou_2: 0.8217 loss_ce_3: 0.705 loss_bbox_3: 0.3653 loss_giou_3: 0.8219 loss_ce_4: 0.7042 loss_bbox_4: 0.3676 loss_giou_4: 0.8138 time: 0.3326 data_time: 0.0077 lr: 0.0002 max_mem: 3661M
[02/06 20:23:19] detectron2.utils.events INFO: eta: 7:54:11 iter: 5479 total_loss: 1782 loss_ce: 0.7122 loss_bbox: 0.3687 loss_giou: 0.786 loss_ce_0: 0.7471 loss_bbox_0: 0.4113 loss_giou_0: 0.8512 loss_ce_1: 0.722 loss_bbox_1: 0.3773 loss_giou_1: 0.7952 loss_ce_2: 0.7161 loss_bbox_2: 0.3705 loss_giou_2: 0.7885 loss_ce_3: 0.71 loss_bbox_3: 0.3711 loss_giou_3: 0.7854 loss_ce_4: 0.7101 loss_bbox_4: 0.3688 loss_giou_4: 0.7864 time: 0.3326 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:23:26] detectron2.utils.events INFO: eta: 7:54:18 iter: 5499 total_loss: 1789 loss_ce: 0.7021 loss_bbox: 0.3633 loss_giou: 0.7743 loss_ce_0: 0.7411 loss_bbox_0: 0.4085 loss_giou_0: 0.833 loss_ce_1: 0.7053 loss_bbox_1: 0.3657 loss_giou_1: 0.7791 loss_ce_2: 0.7064 loss_bbox_2: 0.3635 loss_giou_2: 0.7775 loss_ce_3: 0.6979 loss_bbox_3: 0.365 loss_giou_3: 0.7706 loss_ce_4: 0.6998 loss_bbox_4: 0.3603 loss_giou_4: 0.7758 time: 0.3326 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:23:33] detectron2.utils.events INFO: eta: 7:54:27 iter: 5519 total_loss: 1789 loss_ce: 0.7023 loss_bbox: 0.3672 loss_giou: 0.804 loss_ce_0: 0.7385 loss_bbox_0: 0.4055 loss_giou_0: 0.8654 loss_ce_1: 0.711 loss_bbox_1: 0.3675 loss_giou_1: 0.8217 loss_ce_2: 0.7045 loss_bbox_2: 0.3675 loss_giou_2: 0.8139 loss_ce_3: 0.7031 loss_bbox_3: 0.3638 loss_giou_3: 0.8092 loss_ce_4: 0.6969 loss_bbox_4: 0.3687 loss_giou_4: 0.8039 time: 0.3326 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:23:39] detectron2.utils.events INFO: eta: 7:54:37 iter: 5539 total_loss: 1789 loss_ce: 0.6882 loss_bbox: 0.3609 loss_giou: 0.8109 loss_ce_0: 0.7219 loss_bbox_0: 0.3988 loss_giou_0: 0.8784 loss_ce_1: 0.7008 loss_bbox_1: 0.3671 loss_giou_1: 0.8217 loss_ce_2: 0.6955 loss_bbox_2: 0.36 loss_giou_2: 0.8099 loss_ce_3: 0.6931 loss_bbox_3: 0.3641 loss_giou_3: 0.8083 loss_ce_4: 0.6882 loss_bbox_4: 0.3597 loss_giou_4: 0.8084 time: 0.3326 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:23:47] detectron2.utils.events INFO: eta: 7:54:28 iter: 5559 total_loss: 1788 loss_ce: 0.6773 loss_bbox: 0.3637 loss_giou: 0.799 loss_ce_0: 0.7268 loss_bbox_0: 0.4037 loss_giou_0: 0.8563 loss_ce_1: 0.6934 loss_bbox_1: 0.3712 loss_giou_1: 0.8051 loss_ce_2: 0.6848 loss_bbox_2: 0.3669 loss_giou_2: 0.7991 loss_ce_3: 0.6764 loss_bbox_3: 0.3639 loss_giou_3: 0.7994 loss_ce_4: 0.6804 loss_bbox_4: 0.3623 loss_giou_4: 0.7958 time: 0.3328 data_time: 0.0458 lr: 0.0002 max_mem: 3710M
[02/06 20:23:53] detectron2.utils.events INFO: eta: 7:54:11 iter: 5579 total_loss: 1787 loss_ce: 0.683 loss_bbox: 0.3678 loss_giou: 0.7968 loss_ce_0: 0.7217 loss_bbox_0: 0.399 loss_giou_0: 0.8491 loss_ce_1: 0.7014 loss_bbox_1: 0.3659 loss_giou_1: 0.7992 loss_ce_2: 0.6877 loss_bbox_2: 0.3614 loss_giou_2: 0.7884 loss_ce_3: 0.6875 loss_bbox_3: 0.3627 loss_giou_3: 0.7913 loss_ce_4: 0.6876 loss_bbox_4: 0.3649 loss_giou_4: 0.7895 time: 0.3327 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:24:00] detectron2.utils.events INFO: eta: 7:54:19 iter: 5599 total_loss: 1788 loss_ce: 0.6946 loss_bbox: 0.3641 loss_giou: 0.7931 loss_ce_0: 0.7348 loss_bbox_0: 0.4068 loss_giou_0: 0.8442 loss_ce_1: 0.7021 loss_bbox_1: 0.3637 loss_giou_1: 0.7942 loss_ce_2: 0.6979 loss_bbox_2: 0.3644 loss_giou_2: 0.7949 loss_ce_3: 0.6949 loss_bbox_3: 0.3608 loss_giou_3: 0.7929 loss_ce_4: 0.6898 loss_bbox_4: 0.3595 loss_giou_4: 0.7951 time: 0.3328 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:24:07] detectron2.utils.events INFO: eta: 7:54:30 iter: 5619 total_loss: 1786 loss_ce: 0.6854 loss_bbox: 0.3656 loss_giou: 0.7827 loss_ce_0: 0.7213 loss_bbox_0: 0.3967 loss_giou_0: 0.8449 loss_ce_1: 0.692 loss_bbox_1: 0.3656 loss_giou_1: 0.7974 loss_ce_2: 0.6883 loss_bbox_2: 0.3589 loss_giou_2: 0.7883 loss_ce_3: 0.6839 loss_bbox_3: 0.3583 loss_giou_3: 0.7837 loss_ce_4: 0.6813 loss_bbox_4: 0.3604 loss_giou_4: 0.7845 time: 0.3328 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:24:14] detectron2.utils.events INFO: eta: 7:55:16 iter: 5639 total_loss: 1785 loss_ce: 0.6794 loss_bbox: 0.356 loss_giou: 0.7788 loss_ce_0: 0.7097 loss_bbox_0: 0.3951 loss_giou_0: 0.8355 loss_ce_1: 0.6803 loss_bbox_1: 0.3638 loss_giou_1: 0.7889 loss_ce_2: 0.6832 loss_bbox_2: 0.3601 loss_giou_2: 0.7807 loss_ce_3: 0.6777 loss_bbox_3: 0.3614 loss_giou_3: 0.7799 loss_ce_4: 0.681 loss_bbox_4: 0.3597 loss_giou_4: 0.7775 time: 0.3328 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:24:21] detectron2.utils.events INFO: eta: 7:55:21 iter: 5659 total_loss: 1790 loss_ce: 0.6943 loss_bbox: 0.3647 loss_giou: 0.7904 loss_ce_0: 0.7266 loss_bbox_0: 0.4025 loss_giou_0: 0.8396 loss_ce_1: 0.7085 loss_bbox_1: 0.3703 loss_giou_1: 0.793 loss_ce_2: 0.6976 loss_bbox_2: 0.3654 loss_giou_2: 0.7899 loss_ce_3: 0.6913 loss_bbox_3: 0.3645 loss_giou_3: 0.7938 loss_ce_4: 0.6917 loss_bbox_4: 0.3642 loss_giou_4: 0.7885 time: 0.3329 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:24:27] detectron2.utils.events INFO: eta: 7:55:07 iter: 5679 total_loss: 1787 loss_ce: 0.7175 loss_bbox: 0.3674 loss_giou: 0.7693 loss_ce_0: 0.7274 loss_bbox_0: 0.4113 loss_giou_0: 0.8319 loss_ce_1: 0.711 loss_bbox_1: 0.3725 loss_giou_1: 0.7842 loss_ce_2: 0.7132 loss_bbox_2: 0.367 loss_giou_2: 0.7673 loss_ce_3: 0.7068 loss_bbox_3: 0.3644 loss_giou_3: 0.7716 loss_ce_4: 0.7115 loss_bbox_4: 0.3699 loss_giou_4: 0.7688 time: 0.3328 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:24:34] detectron2.utils.events INFO: eta: 7:55:00 iter: 5699 total_loss: 1784 loss_ce: 0.6717 loss_bbox: 0.353 loss_giou: 0.7704 loss_ce_0: 0.705 loss_bbox_0: 0.3943 loss_giou_0: 0.8343 loss_ce_1: 0.6818 loss_bbox_1: 0.3566 loss_giou_1: 0.787 loss_ce_2: 0.6733 loss_bbox_2: 0.3525 loss_giou_2: 0.776 loss_ce_3: 0.6687 loss_bbox_3: 0.3512 loss_giou_3: 0.7711 loss_ce_4: 0.672 loss_bbox_4: 0.354 loss_giou_4: 0.7662 time: 0.3328 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:24:40] detectron2.utils.events INFO: eta: 7:54:53 iter: 5719 total_loss: 1789 loss_ce: 0.6971 loss_bbox: 0.3723 loss_giou: 0.7715 loss_ce_0: 0.7339 loss_bbox_0: 0.4076 loss_giou_0: 0.8282 loss_ce_1: 0.7043 loss_bbox_1: 0.3697 loss_giou_1: 0.7845 loss_ce_2: 0.7005 loss_bbox_2: 0.3697 loss_giou_2: 0.7766 loss_ce_3: 0.6976 loss_bbox_3: 0.3694 loss_giou_3: 0.7726 loss_ce_4: 0.6957 loss_bbox_4: 0.3671 loss_giou_4: 0.7747 time: 0.3328 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:24:47] detectron2.utils.events INFO: eta: 7:55:04 iter: 5739 total_loss: 1788 loss_ce: 0.7034 loss_bbox: 0.3628 loss_giou: 0.7896 loss_ce_0: 0.7322 loss_bbox_0: 0.3968 loss_giou_0: 0.841 loss_ce_1: 0.716 loss_bbox_1: 0.3605 loss_giou_1: 0.7949 loss_ce_2: 0.7071 loss_bbox_2: 0.3634 loss_giou_2: 0.7907 loss_ce_3: 0.6988 loss_bbox_3: 0.3612 loss_giou_3: 0.7887 loss_ce_4: 0.7086 loss_bbox_4: 0.3585 loss_giou_4: 0.7856 time: 0.3329 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:24:54] detectron2.utils.events INFO: eta: 7:55:03 iter: 5759 total_loss: 1786 loss_ce: 0.681 loss_bbox: 0.3591 loss_giou: 0.7972 loss_ce_0: 0.715 loss_bbox_0: 0.3965 loss_giou_0: 0.8515 loss_ce_1: 0.6906 loss_bbox_1: 0.3652 loss_giou_1: 0.8097 loss_ce_2: 0.689 loss_bbox_2: 0.3613 loss_giou_2: 0.8005 loss_ce_3: 0.6822 loss_bbox_3: 0.3563 loss_giou_3: 0.7977 loss_ce_4: 0.6795 loss_bbox_4: 0.3563 loss_giou_4: 0.7952 time: 0.3329 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:25:01] detectron2.utils.events INFO: eta: 7:54:46 iter: 5779 total_loss: 1787 loss_ce: 0.689 loss_bbox: 0.359 loss_giou: 0.7703 loss_ce_0: 0.7274 loss_bbox_0: 0.4008 loss_giou_0: 0.842 loss_ce_1: 0.7085 loss_bbox_1: 0.3598 loss_giou_1: 0.7743 loss_ce_2: 0.6982 loss_bbox_2: 0.357 loss_giou_2: 0.7714 loss_ce_3: 0.6944 loss_bbox_3: 0.3522 loss_giou_3: 0.774 loss_ce_4: 0.6911 loss_bbox_4: 0.3559 loss_giou_4: 0.7717 time: 0.3328 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:25:07] detectron2.utils.events INFO: eta: 7:54:49 iter: 5799 total_loss: 1791 loss_ce: 0.6923 loss_bbox: 0.3517 loss_giou: 0.7505 loss_ce_0: 0.7258 loss_bbox_0: 0.408 loss_giou_0: 0.8241 loss_ce_1: 0.6984 loss_bbox_1: 0.3648 loss_giou_1: 0.7672 loss_ce_2: 0.6925 loss_bbox_2: 0.3544 loss_giou_2: 0.749 loss_ce_3: 0.6916 loss_bbox_3: 0.3539 loss_giou_3: 0.7499 loss_ce_4: 0.6868 loss_bbox_4: 0.3492 loss_giou_4: 0.743 time: 0.3328 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:25:14] detectron2.utils.events INFO: eta: 7:54:54 iter: 5819 total_loss: 1790 loss_ce: 0.7016 loss_bbox: 0.3789 loss_giou: 0.7639 loss_ce_0: 0.7386 loss_bbox_0: 0.4196 loss_giou_0: 0.8301 loss_ce_1: 0.7102 loss_bbox_1: 0.3807 loss_giou_1: 0.7782 loss_ce_2: 0.7008 loss_bbox_2: 0.3776 loss_giou_2: 0.7722 loss_ce_3: 0.6974 loss_bbox_3: 0.3773 loss_giou_3: 0.7742 loss_ce_4: 0.7 loss_bbox_4: 0.3765 loss_giou_4: 0.7626 time: 0.3328 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:25:20] detectron2.utils.events INFO: eta: 7:54:56 iter: 5839 total_loss: 1784 loss_ce: 0.684 loss_bbox: 0.3678 loss_giou: 0.7833 loss_ce_0: 0.7231 loss_bbox_0: 0.4115 loss_giou_0: 0.8498 loss_ce_1: 0.6985 loss_bbox_1: 0.3756 loss_giou_1: 0.7963 loss_ce_2: 0.6881 loss_bbox_2: 0.3728 loss_giou_2: 0.7855 loss_ce_3: 0.6841 loss_bbox_3: 0.3689 loss_giou_3: 0.7871 loss_ce_4: 0.6845 loss_bbox_4: 0.3701 loss_giou_4: 0.7808 time: 0.3328 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:25:27] detectron2.utils.events INFO: eta: 7:54:46 iter: 5859 total_loss: 1785 loss_ce: 0.6879 loss_bbox: 0.3597 loss_giou: 0.7639 loss_ce_0: 0.7237 loss_bbox_0: 0.3985 loss_giou_0: 0.8354 loss_ce_1: 0.7032 loss_bbox_1: 0.3634 loss_giou_1: 0.7758 loss_ce_2: 0.6935 loss_bbox_2: 0.3601 loss_giou_2: 0.765 loss_ce_3: 0.693 loss_bbox_3: 0.3573 loss_giou_3: 0.7652 loss_ce_4: 0.6853 loss_bbox_4: 0.3603 loss_giou_4: 0.7705 time: 0.3328 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:25:34] detectron2.utils.events INFO: eta: 7:54:35 iter: 5879 total_loss: 1787 loss_ce: 0.6884 loss_bbox: 0.3701 loss_giou: 0.8001 loss_ce_0: 0.7213 loss_bbox_0: 0.4053 loss_giou_0: 0.8698 loss_ce_1: 0.6989 loss_bbox_1: 0.3661 loss_giou_1: 0.8214 loss_ce_2: 0.6853 loss_bbox_2: 0.3681 loss_giou_2: 0.8119 loss_ce_3: 0.6837 loss_bbox_3: 0.3647 loss_giou_3: 0.8051 loss_ce_4: 0.6853 loss_bbox_4: 0.3621 loss_giou_4: 0.8067 time: 0.3328 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:25:40] detectron2.utils.events INFO: eta: 7:54:28 iter: 5899 total_loss: 1787 loss_ce: 0.6859 loss_bbox: 0.3583 loss_giou: 0.7968 loss_ce_0: 0.7134 loss_bbox_0: 0.3982 loss_giou_0: 0.8606 loss_ce_1: 0.6989 loss_bbox_1: 0.3687 loss_giou_1: 0.8094 loss_ce_2: 0.6906 loss_bbox_2: 0.3607 loss_giou_2: 0.7965 loss_ce_3: 0.6862 loss_bbox_3: 0.3578 loss_giou_3: 0.796 loss_ce_4: 0.675 loss_bbox_4: 0.3577 loss_giou_4: 0.7947 time: 0.3328 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:25:47] detectron2.utils.events INFO: eta: 7:54:11 iter: 5919 total_loss: 1786 loss_ce: 0.6759 loss_bbox: 0.3512 loss_giou: 0.7885 loss_ce_0: 0.7093 loss_bbox_0: 0.3897 loss_giou_0: 0.8477 loss_ce_1: 0.6834 loss_bbox_1: 0.3515 loss_giou_1: 0.7977 loss_ce_2: 0.6812 loss_bbox_2: 0.3471 loss_giou_2: 0.7821 loss_ce_3: 0.6747 loss_bbox_3: 0.3534 loss_giou_3: 0.7913 loss_ce_4: 0.6749 loss_bbox_4: 0.3497 loss_giou_4: 0.7863 time: 0.3328 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:25:54] detectron2.utils.events INFO: eta: 7:53:57 iter: 5939 total_loss: 1784 loss_ce: 0.681 loss_bbox: 0.3566 loss_giou: 0.7776 loss_ce_0: 0.7117 loss_bbox_0: 0.395 loss_giou_0: 0.8372 loss_ce_1: 0.6878 loss_bbox_1: 0.3607 loss_giou_1: 0.7866 loss_ce_2: 0.6866 loss_bbox_2: 0.3516 loss_giou_2: 0.7808 loss_ce_3: 0.6758 loss_bbox_3: 0.3514 loss_giou_3: 0.773 loss_ce_4: 0.6745 loss_bbox_4: 0.3552 loss_giou_4: 0.7734 time: 0.3328 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:26:00] detectron2.utils.events INFO: eta: 7:53:50 iter: 5959 total_loss: 1786 loss_ce: 0.6802 loss_bbox: 0.351 loss_giou: 0.7809 loss_ce_0: 0.7152 loss_bbox_0: 0.3982 loss_giou_0: 0.8581 loss_ce_1: 0.6893 loss_bbox_1: 0.358 loss_giou_1: 0.7942 loss_ce_2: 0.6827 loss_bbox_2: 0.3512 loss_giou_2: 0.7869 loss_ce_3: 0.6809 loss_bbox_3: 0.353 loss_giou_3: 0.7809 loss_ce_4: 0.6856 loss_bbox_4: 0.3518 loss_giou_4: 0.7818 time: 0.3328 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:26:07] detectron2.utils.events INFO: eta: 7:53:51 iter: 5979 total_loss: 1788 loss_ce: 0.6757 loss_bbox: 0.3554 loss_giou: 0.7769 loss_ce_0: 0.7146 loss_bbox_0: 0.3958 loss_giou_0: 0.8391 loss_ce_1: 0.6909 loss_bbox_1: 0.3601 loss_giou_1: 0.7845 loss_ce_2: 0.6844 loss_bbox_2: 0.3514 loss_giou_2: 0.774 loss_ce_3: 0.6827 loss_bbox_3: 0.3533 loss_giou_3: 0.7729 loss_ce_4: 0.6813 loss_bbox_4: 0.3548 loss_giou_4: 0.7725 time: 0.3328 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:26:13] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 5999...
[02/06 20:26:13] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 20:26:13] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 20:26:14] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:26:14] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 20:26:15] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 20:26:15] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 20:26:16] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:26:16] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 20:26:36] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1496 s / img. ETA=0:02:19
[02/06 20:26:41] detectron2.evaluation.evaluator INFO: Inference done 55/157. 0.0617 s / img. ETA=0:00:21
[02/06 20:26:46] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:15.698572 (0.103280 s / img per device, on 32 devices)
[02/06 20:26:46] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.051162 s / img per device, on 32 devices)
[02/06 20:26:57] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 20:26:57] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/5999/coco_2017_val/coco_instances_results.json
[02/06 20:27:02] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 20:27:06] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 20:27:21] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 15.03 seconds.
[02/06 20:27:21] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 20:27:23] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.15 seconds.
[02/06 20:27:23] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:-----:|:------:|:------:|
| 16.347 | 31.696 | 15.282 | 8.964 | 20.180 | 21.781 |
[02/06 20:27:23] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 27.790 | bicycle | 12.773 | car | 15.375 |
| motorcycle | 16.054 | airplane | 20.104 | bus | 26.482 |
| train | 26.789 | truck | 9.451 | boat | 8.021 |
| traffic light | 7.138 | fire hydrant | 32.707 | stop sign | 34.790 |
| parking meter | 23.453 | bench | 7.164 | bird | 15.687 |
| cat | 30.546 | dog | 31.153 | horse | 26.312 |
| sheep | 19.844 | cow | 26.092 | elephant | 35.924 |
| bear | 39.587 | zebra | 37.571 | giraffe | 37.864 |
| backpack | 3.843 | umbrella | 8.945 | handbag | 2.222 |
| tie | 8.114 | suitcase | 12.314 | frisbee | 28.889 |
| skis | 3.937 | snowboard | 8.477 | sports ball | 12.586 |
| kite | 10.625 | baseball bat | 8.739 | baseball glove | 14.654 |
| skateboard | 16.299 | surfboard | 8.424 | tennis racket | 21.030 |
| bottle | 14.299 | wine glass | 13.461 | cup | 18.607 |
| fork | 6.077 | knife | 1.702 | spoon | 1.454 |
| bowl | 11.018 | banana | 8.416 | apple | 6.568 |
| sandwich | 11.958 | orange | 12.154 | broccoli | 10.759 |
| carrot | 7.563 | hot dog | 11.919 | pizza | 22.660 |
| donut | 21.370 | cake | 13.394 | chair | 8.768 |
| couch | 18.362 | potted plant | 10.220 | bed | 19.356 |
| dining table | 11.697 | toilet | 33.147 | tv | 25.325 |
| laptop | 25.983 | mouse | 28.724 | remote | 6.549 |
| keyboard | 20.922 | cell phone | 13.624 | microwave | 21.315 |
| oven | 11.016 | toaster | 14.845 | sink | 12.031 |
| refrigerator | 18.184 | book | 2.690 | clock | 29.889 |
| vase | 14.636 | scissors | 4.405 | teddy bear | 18.323 |
| hair drier | 0.630 | toothbrush | 5.979 | | |
[02/06 20:27:24] detectron2.utils.events INFO: eta: 7:53:54 iter: 5999 total_loss: 1786 loss_ce: 0.6859 loss_bbox: 0.3544 loss_giou: 0.7842 loss_ce_0: 0.7096 loss_bbox_0: 0.3939 loss_giou_0: 0.8436 loss_ce_1: 0.6948 loss_bbox_1: 0.3589 loss_giou_1: 0.7948 loss_ce_2: 0.6852 loss_bbox_2: 0.3563 loss_giou_2: 0.7872 loss_ce_3: 0.6824 loss_bbox_3: 0.3534 loss_giou_3: 0.7807 loss_ce_4: 0.6885 loss_bbox_4: 0.3552 loss_giou_4: 0.7816 time: 0.3328 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:27:31] detectron2.utils.events INFO: eta: 7:53:33 iter: 6019 total_loss: 1791 loss_ce: 0.6887 loss_bbox: 0.3589 loss_giou: 0.7571 loss_ce_0: 0.7258 loss_bbox_0: 0.401 loss_giou_0: 0.8383 loss_ce_1: 0.7037 loss_bbox_1: 0.3579 loss_giou_1: 0.774 loss_ce_2: 0.6898 loss_bbox_2: 0.3561 loss_giou_2: 0.7629 loss_ce_3: 0.6856 loss_bbox_3: 0.3587 loss_giou_3: 0.7639 loss_ce_4: 0.6832 loss_bbox_4: 0.3596 loss_giou_4: 0.7602 time: 0.3328 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:27:38] detectron2.utils.events INFO: eta: 7:53:36 iter: 6039 total_loss: 1785 loss_ce: 0.6812 loss_bbox: 0.355 loss_giou: 0.7825 loss_ce_0: 0.7096 loss_bbox_0: 0.3926 loss_giou_0: 0.8542 loss_ce_1: 0.6896 loss_bbox_1: 0.3557 loss_giou_1: 0.7945 loss_ce_2: 0.6798 loss_bbox_2: 0.3518 loss_giou_2: 0.7893 loss_ce_3: 0.6746 loss_bbox_3: 0.3551 loss_giou_3: 0.7845 loss_ce_4: 0.6822 loss_bbox_4: 0.3591 loss_giou_4: 0.777 time: 0.3328 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:27:45] detectron2.utils.events INFO: eta: 7:53:35 iter: 6059 total_loss: 1789 loss_ce: 0.69 loss_bbox: 0.3587 loss_giou: 0.7989 loss_ce_0: 0.728 loss_bbox_0: 0.3943 loss_giou_0: 0.8487 loss_ce_1: 0.7031 loss_bbox_1: 0.3631 loss_giou_1: 0.8067 loss_ce_2: 0.6918 loss_bbox_2: 0.3576 loss_giou_2: 0.7956 loss_ce_3: 0.688 loss_bbox_3: 0.3562 loss_giou_3: 0.7947 loss_ce_4: 0.6877 loss_bbox_4: 0.3553 loss_giou_4: 0.7966 time: 0.3328 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:27:51] detectron2.utils.events INFO: eta: 7:53:29 iter: 6079 total_loss: 1791 loss_ce: 0.686 loss_bbox: 0.369 loss_giou: 0.7711 loss_ce_0: 0.7295 loss_bbox_0: 0.3976 loss_giou_0: 0.8289 loss_ce_1: 0.7052 loss_bbox_1: 0.3684 loss_giou_1: 0.77 loss_ce_2: 0.6977 loss_bbox_2: 0.3621 loss_giou_2: 0.7643 loss_ce_3: 0.6889 loss_bbox_3: 0.3666 loss_giou_3: 0.7621 loss_ce_4: 0.6873 loss_bbox_4: 0.3679 loss_giou_4: 0.7643 time: 0.3328 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:27:59] detectron2.utils.events INFO: eta: 7:53:56 iter: 6099 total_loss: 1788 loss_ce: 0.6899 loss_bbox: 0.3695 loss_giou: 0.7843 loss_ce_0: 0.713 loss_bbox_0: 0.4026 loss_giou_0: 0.8365 loss_ce_1: 0.6984 loss_bbox_1: 0.3767 loss_giou_1: 0.7887 loss_ce_2: 0.6861 loss_bbox_2: 0.3695 loss_giou_2: 0.7809 loss_ce_3: 0.6886 loss_bbox_3: 0.371 loss_giou_3: 0.7802 loss_ce_4: 0.6914 loss_bbox_4: 0.3722 loss_giou_4: 0.7782 time: 0.3329 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:28:06] detectron2.utils.events INFO: eta: 7:54:09 iter: 6119 total_loss: 1787 loss_ce: 0.685 loss_bbox: 0.359 loss_giou: 0.7652 loss_ce_0: 0.7212 loss_bbox_0: 0.4 loss_giou_0: 0.8147 loss_ce_1: 0.6957 loss_bbox_1: 0.3626 loss_giou_1: 0.7673 loss_ce_2: 0.6855 loss_bbox_2: 0.359 loss_giou_2: 0.773 loss_ce_3: 0.6836 loss_bbox_3: 0.3565 loss_giou_3: 0.7717 loss_ce_4: 0.6831 loss_bbox_4: 0.3606 loss_giou_4: 0.7661 time: 0.3330 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:28:12] detectron2.utils.events INFO: eta: 7:54:31 iter: 6139 total_loss: 1788 loss_ce: 0.6825 loss_bbox: 0.3613 loss_giou: 0.7747 loss_ce_0: 0.7116 loss_bbox_0: 0.4097 loss_giou_0: 0.8336 loss_ce_1: 0.6933 loss_bbox_1: 0.3661 loss_giou_1: 0.7863 loss_ce_2: 0.6885 loss_bbox_2: 0.3597 loss_giou_2: 0.7742 loss_ce_3: 0.6829 loss_bbox_3: 0.3578 loss_giou_3: 0.7675 loss_ce_4: 0.6837 loss_bbox_4: 0.3581 loss_giou_4: 0.7683 time: 0.3330 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:28:19] detectron2.utils.events INFO: eta: 7:54:24 iter: 6159 total_loss: 1788 loss_ce: 0.6675 loss_bbox: 0.3561 loss_giou: 0.7446 loss_ce_0: 0.7077 loss_bbox_0: 0.393 loss_giou_0: 0.8096 loss_ce_1: 0.6827 loss_bbox_1: 0.3575 loss_giou_1: 0.7583 loss_ce_2: 0.6676 loss_bbox_2: 0.3527 loss_giou_2: 0.7534 loss_ce_3: 0.6667 loss_bbox_3: 0.3552 loss_giou_3: 0.7444 loss_ce_4: 0.666 loss_bbox_4: 0.3539 loss_giou_4: 0.749 time: 0.3330 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:28:26] detectron2.utils.events INFO: eta: 7:54:19 iter: 6179 total_loss: 1787 loss_ce: 0.6865 loss_bbox: 0.359 loss_giou: 0.7867 loss_ce_0: 0.7245 loss_bbox_0: 0.402 loss_giou_0: 0.8473 loss_ce_1: 0.6958 loss_bbox_1: 0.359 loss_giou_1: 0.8001 loss_ce_2: 0.6906 loss_bbox_2: 0.3546 loss_giou_2: 0.7878 loss_ce_3: 0.6887 loss_bbox_3: 0.3581 loss_giou_3: 0.7831 loss_ce_4: 0.6872 loss_bbox_4: 0.3629 loss_giou_4: 0.7851 time: 0.3330 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:28:32] detectron2.utils.events INFO: eta: 7:54:03 iter: 6199 total_loss: 1781 loss_ce: 0.6721 loss_bbox: 0.365 loss_giou: 0.776 loss_ce_0: 0.7058 loss_bbox_0: 0.3979 loss_giou_0: 0.8315 loss_ce_1: 0.6864 loss_bbox_1: 0.3716 loss_giou_1: 0.7829 loss_ce_2: 0.6744 loss_bbox_2: 0.3636 loss_giou_2: 0.7685 loss_ce_3: 0.671 loss_bbox_3: 0.362 loss_giou_3: 0.776 loss_ce_4: 0.6733 loss_bbox_4: 0.3649 loss_giou_4: 0.7734 time: 0.3330 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:28:39] detectron2.utils.events INFO: eta: 7:53:48 iter: 6219 total_loss: 1788 loss_ce: 0.6854 loss_bbox: 0.3704 loss_giou: 0.7762 loss_ce_0: 0.7291 loss_bbox_0: 0.4042 loss_giou_0: 0.8358 loss_ce_1: 0.701 loss_bbox_1: 0.3698 loss_giou_1: 0.7883 loss_ce_2: 0.6894 loss_bbox_2: 0.3668 loss_giou_2: 0.7866 loss_ce_3: 0.6815 loss_bbox_3: 0.3692 loss_giou_3: 0.787 loss_ce_4: 0.689 loss_bbox_4: 0.3717 loss_giou_4: 0.776 time: 0.3330 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:28:45] detectron2.utils.events INFO: eta: 7:53:26 iter: 6239 total_loss: 1788 loss_ce: 0.6877 loss_bbox: 0.3533 loss_giou: 0.7505 loss_ce_0: 0.7203 loss_bbox_0: 0.3925 loss_giou_0: 0.8205 loss_ce_1: 0.6954 loss_bbox_1: 0.3566 loss_giou_1: 0.7715 loss_ce_2: 0.6879 loss_bbox_2: 0.3526 loss_giou_2: 0.7604 loss_ce_3: 0.6821 loss_bbox_3: 0.3526 loss_giou_3: 0.758 loss_ce_4: 0.6874 loss_bbox_4: 0.3497 loss_giou_4: 0.7507 time: 0.3329 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:28:52] detectron2.utils.events INFO: eta: 7:53:12 iter: 6259 total_loss: 1790 loss_ce: 0.6788 loss_bbox: 0.3549 loss_giou: 0.7601 loss_ce_0: 0.7272 loss_bbox_0: 0.3981 loss_giou_0: 0.8312 loss_ce_1: 0.6977 loss_bbox_1: 0.359 loss_giou_1: 0.7698 loss_ce_2: 0.688 loss_bbox_2: 0.35 loss_giou_2: 0.7547 loss_ce_3: 0.6798 loss_bbox_3: 0.3504 loss_giou_3: 0.7609 loss_ce_4: 0.6781 loss_bbox_4: 0.3548 loss_giou_4: 0.7553 time: 0.3329 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:28:58] detectron2.utils.events INFO: eta: 7:53:11 iter: 6279 total_loss: 1787 loss_ce: 0.684 loss_bbox: 0.3589 loss_giou: 0.7627 loss_ce_0: 0.7189 loss_bbox_0: 0.4006 loss_giou_0: 0.8245 loss_ce_1: 0.6974 loss_bbox_1: 0.3619 loss_giou_1: 0.7701 loss_ce_2: 0.6888 loss_bbox_2: 0.3536 loss_giou_2: 0.7677 loss_ce_3: 0.6843 loss_bbox_3: 0.3531 loss_giou_3: 0.7628 loss_ce_4: 0.6911 loss_bbox_4: 0.3553 loss_giou_4: 0.7618 time: 0.3329 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:29:05] detectron2.utils.events INFO: eta: 7:52:58 iter: 6299 total_loss: 1787 loss_ce: 0.6861 loss_bbox: 0.3567 loss_giou: 0.7907 loss_ce_0: 0.7258 loss_bbox_0: 0.3921 loss_giou_0: 0.847 loss_ce_1: 0.6956 loss_bbox_1: 0.3591 loss_giou_1: 0.793 loss_ce_2: 0.687 loss_bbox_2: 0.3542 loss_giou_2: 0.7905 loss_ce_3: 0.6793 loss_bbox_3: 0.3545 loss_giou_3: 0.7855 loss_ce_4: 0.6818 loss_bbox_4: 0.3508 loss_giou_4: 0.7815 time: 0.3328 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:29:11] detectron2.utils.events INFO: eta: 7:53:00 iter: 6319 total_loss: 1791 loss_ce: 0.6895 loss_bbox: 0.3588 loss_giou: 0.7576 loss_ce_0: 0.727 loss_bbox_0: 0.3948 loss_giou_0: 0.8067 loss_ce_1: 0.7012 loss_bbox_1: 0.3603 loss_giou_1: 0.7678 loss_ce_2: 0.6902 loss_bbox_2: 0.3568 loss_giou_2: 0.7563 loss_ce_3: 0.6913 loss_bbox_3: 0.3582 loss_giou_3: 0.7572 loss_ce_4: 0.6838 loss_bbox_4: 0.3557 loss_giou_4: 0.7564 time: 0.3328 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:29:18] detectron2.utils.events INFO: eta: 7:52:53 iter: 6339 total_loss: 1787 loss_ce: 0.6911 loss_bbox: 0.3605 loss_giou: 0.7454 loss_ce_0: 0.7291 loss_bbox_0: 0.4033 loss_giou_0: 0.8083 loss_ce_1: 0.7075 loss_bbox_1: 0.3608 loss_giou_1: 0.763 loss_ce_2: 0.6921 loss_bbox_2: 0.3573 loss_giou_2: 0.7494 loss_ce_3: 0.6925 loss_bbox_3: 0.3512 loss_giou_3: 0.749 loss_ce_4: 0.692 loss_bbox_4: 0.355 loss_giou_4: 0.7442 time: 0.3328 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:29:24] detectron2.utils.events INFO: eta: 7:52:28 iter: 6359 total_loss: 1788 loss_ce: 0.687 loss_bbox: 0.3525 loss_giou: 0.7957 loss_ce_0: 0.7278 loss_bbox_0: 0.3921 loss_giou_0: 0.8617 loss_ce_1: 0.6975 loss_bbox_1: 0.362 loss_giou_1: 0.813 loss_ce_2: 0.6865 loss_bbox_2: 0.3524 loss_giou_2: 0.8023 loss_ce_3: 0.6871 loss_bbox_3: 0.3535 loss_giou_3: 0.8009 loss_ce_4: 0.6881 loss_bbox_4: 0.3515 loss_giou_4: 0.7885 time: 0.3328 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 20:29:31] detectron2.utils.events INFO: eta: 7:52:29 iter: 6379 total_loss: 1785 loss_ce: 0.6734 loss_bbox: 0.3626 loss_giou: 0.794 loss_ce_0: 0.7114 loss_bbox_0: 0.3912 loss_giou_0: 0.852 loss_ce_1: 0.6864 loss_bbox_1: 0.3613 loss_giou_1: 0.8037 loss_ce_2: 0.6734 loss_bbox_2: 0.3592 loss_giou_2: 0.7973 loss_ce_3: 0.6712 loss_bbox_3: 0.361 loss_giou_3: 0.7924 loss_ce_4: 0.6715 loss_bbox_4: 0.3587 loss_giou_4: 0.7927 time: 0.3328 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:29:38] detectron2.utils.events INFO: eta: 7:52:46 iter: 6399 total_loss: 1786 loss_ce: 0.6741 loss_bbox: 0.3567 loss_giou: 0.7985 loss_ce_0: 0.7231 loss_bbox_0: 0.3974 loss_giou_0: 0.8554 loss_ce_1: 0.6933 loss_bbox_1: 0.3622 loss_giou_1: 0.804 loss_ce_2: 0.6833 loss_bbox_2: 0.3546 loss_giou_2: 0.792 loss_ce_3: 0.681 loss_bbox_3: 0.3492 loss_giou_3: 0.7927 loss_ce_4: 0.674 loss_bbox_4: 0.3515 loss_giou_4: 0.7935 time: 0.3328 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:29:44] detectron2.utils.events INFO: eta: 7:52:23 iter: 6419 total_loss: 1792 loss_ce: 0.6894 loss_bbox: 0.3623 loss_giou: 0.7621 loss_ce_0: 0.7288 loss_bbox_0: 0.4057 loss_giou_0: 0.8212 loss_ce_1: 0.694 loss_bbox_1: 0.3694 loss_giou_1: 0.7744 loss_ce_2: 0.6925 loss_bbox_2: 0.3628 loss_giou_2: 0.7596 loss_ce_3: 0.6862 loss_bbox_3: 0.3649 loss_giou_3: 0.7571 loss_ce_4: 0.6834 loss_bbox_4: 0.3622 loss_giou_4: 0.7609 time: 0.3328 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:29:51] detectron2.utils.events INFO: eta: 7:52:12 iter: 6439 total_loss: 1786 loss_ce: 0.6759 loss_bbox: 0.3495 loss_giou: 0.7659 loss_ce_0: 0.6997 loss_bbox_0: 0.3907 loss_giou_0: 0.8388 loss_ce_1: 0.6802 loss_bbox_1: 0.3557 loss_giou_1: 0.786 loss_ce_2: 0.6699 loss_bbox_2: 0.3518 loss_giou_2: 0.7688 loss_ce_3: 0.6722 loss_bbox_3: 0.3529 loss_giou_3: 0.7696 loss_ce_4: 0.6719 loss_bbox_4: 0.3522 loss_giou_4: 0.7674 time: 0.3327 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:29:57] detectron2.utils.events INFO: eta: 7:51:48 iter: 6459 total_loss: 1790 loss_ce: 0.7004 loss_bbox: 0.3544 loss_giou: 0.7933 loss_ce_0: 0.7338 loss_bbox_0: 0.4016 loss_giou_0: 0.8506 loss_ce_1: 0.7007 loss_bbox_1: 0.3584 loss_giou_1: 0.8066 loss_ce_2: 0.6982 loss_bbox_2: 0.3535 loss_giou_2: 0.794 loss_ce_3: 0.7002 loss_bbox_3: 0.3518 loss_giou_3: 0.7926 loss_ce_4: 0.6916 loss_bbox_4: 0.3516 loss_giou_4: 0.7879 time: 0.3327 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:30:04] detectron2.utils.events INFO: eta: 7:51:37 iter: 6479 total_loss: 1785 loss_ce: 0.6806 loss_bbox: 0.356 loss_giou: 0.7833 loss_ce_0: 0.7172 loss_bbox_0: 0.3984 loss_giou_0: 0.8418 loss_ce_1: 0.6887 loss_bbox_1: 0.3625 loss_giou_1: 0.7889 loss_ce_2: 0.6761 loss_bbox_2: 0.353 loss_giou_2: 0.7813 loss_ce_3: 0.6787 loss_bbox_3: 0.3542 loss_giou_3: 0.7822 loss_ce_4: 0.6791 loss_bbox_4: 0.3573 loss_giou_4: 0.7841 time: 0.3327 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:30:10] detectron2.utils.events INFO: eta: 7:51:30 iter: 6499 total_loss: 1789 loss_ce: 0.6766 loss_bbox: 0.3541 loss_giou: 0.7963 loss_ce_0: 0.7121 loss_bbox_0: 0.3885 loss_giou_0: 0.8545 loss_ce_1: 0.6871 loss_bbox_1: 0.3535 loss_giou_1: 0.8039 loss_ce_2: 0.6749 loss_bbox_2: 0.3507 loss_giou_2: 0.8024 loss_ce_3: 0.6803 loss_bbox_3: 0.3511 loss_giou_3: 0.8022 loss_ce_4: 0.6766 loss_bbox_4: 0.347 loss_giou_4: 0.7931 time: 0.3327 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:30:17] detectron2.utils.events INFO: eta: 7:50:55 iter: 6519 total_loss: 1788 loss_ce: 0.6672 loss_bbox: 0.3656 loss_giou: 0.7704 loss_ce_0: 0.7109 loss_bbox_0: 0.4041 loss_giou_0: 0.8274 loss_ce_1: 0.6888 loss_bbox_1: 0.3684 loss_giou_1: 0.7764 loss_ce_2: 0.6806 loss_bbox_2: 0.364 loss_giou_2: 0.77 loss_ce_3: 0.6747 loss_bbox_3: 0.3643 loss_giou_3: 0.7661 loss_ce_4: 0.6695 loss_bbox_4: 0.3633 loss_giou_4: 0.7625 time: 0.3326 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:30:23] detectron2.utils.events INFO: eta: 7:50:33 iter: 6539 total_loss: 1791 loss_ce: 0.6781 loss_bbox: 0.3526 loss_giou: 0.77 loss_ce_0: 0.7147 loss_bbox_0: 0.3871 loss_giou_0: 0.8208 loss_ce_1: 0.688 loss_bbox_1: 0.3514 loss_giou_1: 0.7655 loss_ce_2: 0.6803 loss_bbox_2: 0.3509 loss_giou_2: 0.7535 loss_ce_3: 0.6785 loss_bbox_3: 0.3494 loss_giou_3: 0.7562 loss_ce_4: 0.6777 loss_bbox_4: 0.3542 loss_giou_4: 0.7606 time: 0.3326 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:30:30] detectron2.utils.events INFO: eta: 7:50:21 iter: 6559 total_loss: 1787 loss_ce: 0.671 loss_bbox: 0.3532 loss_giou: 0.7545 loss_ce_0: 0.7054 loss_bbox_0: 0.3867 loss_giou_0: 0.8105 loss_ce_1: 0.6854 loss_bbox_1: 0.3569 loss_giou_1: 0.7672 loss_ce_2: 0.6741 loss_bbox_2: 0.3522 loss_giou_2: 0.7503 loss_ce_3: 0.6719 loss_bbox_3: 0.3522 loss_giou_3: 0.7548 loss_ce_4: 0.6704 loss_bbox_4: 0.3506 loss_giou_4: 0.7506 time: 0.3326 data_time: 0.0183 lr: 0.0002 max_mem: 3710M
[02/06 20:30:36] detectron2.utils.events INFO: eta: 7:50:20 iter: 6579 total_loss: 1787 loss_ce: 0.6723 loss_bbox: 0.358 loss_giou: 0.7799 loss_ce_0: 0.7097 loss_bbox_0: 0.392 loss_giou_0: 0.8422 loss_ce_1: 0.684 loss_bbox_1: 0.3566 loss_giou_1: 0.7831 loss_ce_2: 0.6757 loss_bbox_2: 0.354 loss_giou_2: 0.7819 loss_ce_3: 0.6698 loss_bbox_3: 0.3544 loss_giou_3: 0.7778 loss_ce_4: 0.674 loss_bbox_4: 0.3531 loss_giou_4: 0.7798 time: 0.3326 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:30:43] detectron2.utils.events INFO: eta: 7:50:14 iter: 6599 total_loss: 1788 loss_ce: 0.6663 loss_bbox: 0.3589 loss_giou: 0.7493 loss_ce_0: 0.7082 loss_bbox_0: 0.3925 loss_giou_0: 0.8202 loss_ce_1: 0.6878 loss_bbox_1: 0.3604 loss_giou_1: 0.7614 loss_ce_2: 0.6804 loss_bbox_2: 0.3528 loss_giou_2: 0.7526 loss_ce_3: 0.6639 loss_bbox_3: 0.3516 loss_giou_3: 0.7523 loss_ce_4: 0.674 loss_bbox_4: 0.3558 loss_giou_4: 0.7494 time: 0.3326 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:30:50] detectron2.utils.events INFO: eta: 7:49:35 iter: 6619 total_loss: 1785 loss_ce: 0.6761 loss_bbox: 0.3595 loss_giou: 0.7661 loss_ce_0: 0.7201 loss_bbox_0: 0.4104 loss_giou_0: 0.817 loss_ce_1: 0.6842 loss_bbox_1: 0.3665 loss_giou_1: 0.7732 loss_ce_2: 0.6865 loss_bbox_2: 0.3625 loss_giou_2: 0.7606 loss_ce_3: 0.6876 loss_bbox_3: 0.3644 loss_giou_3: 0.765 loss_ce_4: 0.6793 loss_bbox_4: 0.3603 loss_giou_4: 0.7623 time: 0.3326 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 20:30:56] detectron2.utils.events INFO: eta: 7:49:22 iter: 6639 total_loss: 1781 loss_ce: 0.6652 loss_bbox: 0.3457 loss_giou: 0.7776 loss_ce_0: 0.71 loss_bbox_0: 0.3888 loss_giou_0: 0.8506 loss_ce_1: 0.6813 loss_bbox_1: 0.3535 loss_giou_1: 0.7878 loss_ce_2: 0.6734 loss_bbox_2: 0.3442 loss_giou_2: 0.7781 loss_ce_3: 0.6702 loss_bbox_3: 0.3433 loss_giou_3: 0.777 loss_ce_4: 0.6654 loss_bbox_4: 0.3434 loss_giou_4: 0.7771 time: 0.3326 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:31:03] detectron2.utils.events INFO: eta: 7:48:55 iter: 6659 total_loss: 1784 loss_ce: 0.6515 loss_bbox: 0.3438 loss_giou: 0.762 loss_ce_0: 0.7 loss_bbox_0: 0.3899 loss_giou_0: 0.8197 loss_ce_1: 0.6732 loss_bbox_1: 0.3535 loss_giou_1: 0.7631 loss_ce_2: 0.6627 loss_bbox_2: 0.3426 loss_giou_2: 0.7532 loss_ce_3: 0.6553 loss_bbox_3: 0.3414 loss_giou_3: 0.754 loss_ce_4: 0.6539 loss_bbox_4: 0.3439 loss_giou_4: 0.7532 time: 0.3325 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:31:09] detectron2.utils.events INFO: eta: 7:48:54 iter: 6679 total_loss: 1788 loss_ce: 0.6909 loss_bbox: 0.3617 loss_giou: 0.7847 loss_ce_0: 0.7268 loss_bbox_0: 0.3975 loss_giou_0: 0.8443 loss_ce_1: 0.7054 loss_bbox_1: 0.3625 loss_giou_1: 0.7912 loss_ce_2: 0.6891 loss_bbox_2: 0.3616 loss_giou_2: 0.7876 loss_ce_3: 0.6895 loss_bbox_3: 0.3596 loss_giou_3: 0.7775 loss_ce_4: 0.6895 loss_bbox_4: 0.3588 loss_giou_4: 0.7825 time: 0.3325 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:31:16] detectron2.utils.events INFO: eta: 7:48:47 iter: 6699 total_loss: 1786 loss_ce: 0.6721 loss_bbox: 0.3559 loss_giou: 0.7653 loss_ce_0: 0.7109 loss_bbox_0: 0.3942 loss_giou_0: 0.8223 loss_ce_1: 0.6848 loss_bbox_1: 0.3601 loss_giou_1: 0.7624 loss_ce_2: 0.6751 loss_bbox_2: 0.3596 loss_giou_2: 0.7602 loss_ce_3: 0.6714 loss_bbox_3: 0.3522 loss_giou_3: 0.76 loss_ce_4: 0.6699 loss_bbox_4: 0.3558 loss_giou_4: 0.765 time: 0.3325 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:31:23] detectron2.utils.events INFO: eta: 7:48:35 iter: 6719 total_loss: 1788 loss_ce: 0.693 loss_bbox: 0.3609 loss_giou: 0.7657 loss_ce_0: 0.743 loss_bbox_0: 0.3983 loss_giou_0: 0.8154 loss_ce_1: 0.7146 loss_bbox_1: 0.373 loss_giou_1: 0.7691 loss_ce_2: 0.7053 loss_bbox_2: 0.3644 loss_giou_2: 0.7615 loss_ce_3: 0.6985 loss_bbox_3: 0.364 loss_giou_3: 0.7625 loss_ce_4: 0.6905 loss_bbox_4: 0.3609 loss_giou_4: 0.7599 time: 0.3325 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:31:29] detectron2.utils.events INFO: eta: 7:47:58 iter: 6739 total_loss: 1787 loss_ce: 0.6746 loss_bbox: 0.3633 loss_giou: 0.7911 loss_ce_0: 0.7058 loss_bbox_0: 0.4051 loss_giou_0: 0.8494 loss_ce_1: 0.6867 loss_bbox_1: 0.3662 loss_giou_1: 0.8007 loss_ce_2: 0.6814 loss_bbox_2: 0.3584 loss_giou_2: 0.7922 loss_ce_3: 0.6713 loss_bbox_3: 0.3606 loss_giou_3: 0.7882 loss_ce_4: 0.6753 loss_bbox_4: 0.365 loss_giou_4: 0.7858 time: 0.3325 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 20:31:36] detectron2.utils.events INFO: eta: 7:47:31 iter: 6759 total_loss: 1786 loss_ce: 0.6634 loss_bbox: 0.3554 loss_giou: 0.7988 loss_ce_0: 0.6987 loss_bbox_0: 0.3978 loss_giou_0: 0.8559 loss_ce_1: 0.6742 loss_bbox_1: 0.3675 loss_giou_1: 0.8059 loss_ce_2: 0.6684 loss_bbox_2: 0.3587 loss_giou_2: 0.7985 loss_ce_3: 0.6652 loss_bbox_3: 0.3586 loss_giou_3: 0.7927 loss_ce_4: 0.6623 loss_bbox_4: 0.3542 loss_giou_4: 0.7961 time: 0.3325 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:31:42] detectron2.utils.events INFO: eta: 7:47:45 iter: 6779 total_loss: 1787 loss_ce: 0.6557 loss_bbox: 0.3435 loss_giou: 0.7735 loss_ce_0: 0.6913 loss_bbox_0: 0.3819 loss_giou_0: 0.8411 loss_ce_1: 0.6663 loss_bbox_1: 0.3497 loss_giou_1: 0.7869 loss_ce_2: 0.6582 loss_bbox_2: 0.3453 loss_giou_2: 0.7768 loss_ce_3: 0.6512 loss_bbox_3: 0.3412 loss_giou_3: 0.7741 loss_ce_4: 0.6538 loss_bbox_4: 0.3441 loss_giou_4: 0.7723 time: 0.3325 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:31:49] detectron2.utils.events INFO: eta: 7:47:14 iter: 6799 total_loss: 1784 loss_ce: 0.6721 loss_bbox: 0.3565 loss_giou: 0.7526 loss_ce_0: 0.7164 loss_bbox_0: 0.3966 loss_giou_0: 0.8141 loss_ce_1: 0.684 loss_bbox_1: 0.3529 loss_giou_1: 0.7693 loss_ce_2: 0.6751 loss_bbox_2: 0.3507 loss_giou_2: 0.7543 loss_ce_3: 0.668 loss_bbox_3: 0.3547 loss_giou_3: 0.7588 loss_ce_4: 0.6674 loss_bbox_4: 0.3564 loss_giou_4: 0.7556 time: 0.3324 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:31:55] detectron2.utils.events INFO: eta: 7:47:11 iter: 6819 total_loss: 1786 loss_ce: 0.673 loss_bbox: 0.363 loss_giou: 0.7972 loss_ce_0: 0.7099 loss_bbox_0: 0.3959 loss_giou_0: 0.8635 loss_ce_1: 0.6881 loss_bbox_1: 0.3618 loss_giou_1: 0.8092 loss_ce_2: 0.678 loss_bbox_2: 0.3596 loss_giou_2: 0.7982 loss_ce_3: 0.6705 loss_bbox_3: 0.3611 loss_giou_3: 0.7961 loss_ce_4: 0.6693 loss_bbox_4: 0.3591 loss_giou_4: 0.7993 time: 0.3324 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:32:02] detectron2.utils.events INFO: eta: 7:46:52 iter: 6839 total_loss: 1778 loss_ce: 0.6694 loss_bbox: 0.3596 loss_giou: 0.7665 loss_ce_0: 0.7178 loss_bbox_0: 0.3892 loss_giou_0: 0.8272 loss_ce_1: 0.6873 loss_bbox_1: 0.3578 loss_giou_1: 0.7783 loss_ce_2: 0.6735 loss_bbox_2: 0.3568 loss_giou_2: 0.7685 loss_ce_3: 0.6646 loss_bbox_3: 0.3587 loss_giou_3: 0.7636 loss_ce_4: 0.6676 loss_bbox_4: 0.3576 loss_giou_4: 0.7639 time: 0.3324 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:32:08] detectron2.utils.events INFO: eta: 7:46:20 iter: 6859 total_loss: 1782 loss_ce: 0.6666 loss_bbox: 0.3471 loss_giou: 0.7729 loss_ce_0: 0.7059 loss_bbox_0: 0.3874 loss_giou_0: 0.8342 loss_ce_1: 0.6862 loss_bbox_1: 0.3544 loss_giou_1: 0.7919 loss_ce_2: 0.672 loss_bbox_2: 0.3493 loss_giou_2: 0.7826 loss_ce_3: 0.6645 loss_bbox_3: 0.3449 loss_giou_3: 0.7806 loss_ce_4: 0.6699 loss_bbox_4: 0.3457 loss_giou_4: 0.7741 time: 0.3324 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 20:32:15] detectron2.utils.events INFO: eta: 7:45:53 iter: 6879 total_loss: 1788 loss_ce: 0.658 loss_bbox: 0.3475 loss_giou: 0.778 loss_ce_0: 0.7055 loss_bbox_0: 0.3865 loss_giou_0: 0.8372 loss_ce_1: 0.6747 loss_bbox_1: 0.3502 loss_giou_1: 0.7862 loss_ce_2: 0.6632 loss_bbox_2: 0.3446 loss_giou_2: 0.7769 loss_ce_3: 0.6514 loss_bbox_3: 0.3426 loss_giou_3: 0.7786 loss_ce_4: 0.6545 loss_bbox_4: 0.3449 loss_giou_4: 0.7754 time: 0.3324 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:32:22] detectron2.utils.events INFO: eta: 7:45:36 iter: 6899 total_loss: 1787 loss_ce: 0.6537 loss_bbox: 0.3464 loss_giou: 0.7558 loss_ce_0: 0.6938 loss_bbox_0: 0.3874 loss_giou_0: 0.8173 loss_ce_1: 0.6709 loss_bbox_1: 0.3541 loss_giou_1: 0.7627 loss_ce_2: 0.6569 loss_bbox_2: 0.3503 loss_giou_2: 0.7462 loss_ce_3: 0.6596 loss_bbox_3: 0.3513 loss_giou_3: 0.7523 loss_ce_4: 0.6537 loss_bbox_4: 0.3477 loss_giou_4: 0.7524 time: 0.3324 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:32:28] detectron2.utils.events INFO: eta: 7:45:20 iter: 6919 total_loss: 1785 loss_ce: 0.6593 loss_bbox: 0.3531 loss_giou: 0.7572 loss_ce_0: 0.7045 loss_bbox_0: 0.3871 loss_giou_0: 0.8115 loss_ce_1: 0.6812 loss_bbox_1: 0.3597 loss_giou_1: 0.762 loss_ce_2: 0.6673 loss_bbox_2: 0.3546 loss_giou_2: 0.7594 loss_ce_3: 0.662 loss_bbox_3: 0.3537 loss_giou_3: 0.7568 loss_ce_4: 0.6635 loss_bbox_4: 0.3532 loss_giou_4: 0.7527 time: 0.3323 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:32:34] detectron2.utils.events INFO: eta: 7:45:01 iter: 6939 total_loss: 1784 loss_ce: 0.6715 loss_bbox: 0.3542 loss_giou: 0.7729 loss_ce_0: 0.7146 loss_bbox_0: 0.3892 loss_giou_0: 0.833 loss_ce_1: 0.6818 loss_bbox_1: 0.3502 loss_giou_1: 0.7815 loss_ce_2: 0.6723 loss_bbox_2: 0.3552 loss_giou_2: 0.7708 loss_ce_3: 0.6796 loss_bbox_3: 0.3513 loss_giou_3: 0.7723 loss_ce_4: 0.6706 loss_bbox_4: 0.3496 loss_giou_4: 0.7687 time: 0.3323 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:32:41] detectron2.utils.events INFO: eta: 7:44:40 iter: 6959 total_loss: 1786 loss_ce: 0.6854 loss_bbox: 0.3525 loss_giou: 0.7612 loss_ce_0: 0.7181 loss_bbox_0: 0.3967 loss_giou_0: 0.8283 loss_ce_1: 0.6874 loss_bbox_1: 0.3619 loss_giou_1: 0.7732 loss_ce_2: 0.6808 loss_bbox_2: 0.3572 loss_giou_2: 0.7692 loss_ce_3: 0.6744 loss_bbox_3: 0.3497 loss_giou_3: 0.7632 loss_ce_4: 0.6786 loss_bbox_4: 0.3497 loss_giou_4: 0.7631 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:32:47] detectron2.utils.events INFO: eta: 7:44:26 iter: 6979 total_loss: 1777 loss_ce: 0.6668 loss_bbox: 0.3467 loss_giou: 0.7889 loss_ce_0: 0.7067 loss_bbox_0: 0.3928 loss_giou_0: 0.861 loss_ce_1: 0.6786 loss_bbox_1: 0.3492 loss_giou_1: 0.8097 loss_ce_2: 0.6681 loss_bbox_2: 0.3507 loss_giou_2: 0.7886 loss_ce_3: 0.6615 loss_bbox_3: 0.347 loss_giou_3: 0.7891 loss_ce_4: 0.6641 loss_bbox_4: 0.3478 loss_giou_4: 0.7818 time: 0.3322 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:32:54] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 6999...
[02/06 20:32:54] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 20:32:54] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 20:32:54] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:32:55] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 20:32:55] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 20:32:56] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 20:32:57] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:32:57] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 20:33:16] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1443 s / img. ETA=0:01:48
[02/06 20:33:21] detectron2.evaluation.evaluator INFO: Inference done 62/157. 0.0577 s / img. ETA=0:00:15
[02/06 20:33:26] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.047796 (0.092420 s / img per device, on 32 devices)
[02/06 20:33:26] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.049951 s / img per device, on 32 devices)
[02/06 20:33:37] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 20:33:37] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/6999/coco_2017_val/coco_instances_results.json
[02/06 20:33:42] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 20:33:44] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 20:33:59] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 14.64 seconds.
[02/06 20:33:59] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 20:34:01] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.14 seconds.
[02/06 20:34:01] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:-----:|:------:|:------:|
| 18.115 | 33.286 | 17.874 | 8.710 | 22.371 | 23.766 |
[02/06 20:34:01] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 29.880 | bicycle | 11.299 | car | 18.730 |
| motorcycle | 19.605 | airplane | 29.071 | bus | 33.271 |
| train | 30.067 | truck | 13.176 | boat | 7.233 |
| traffic light | 7.812 | fire hydrant | 42.256 | stop sign | 32.045 |
| parking meter | 18.875 | bench | 8.283 | bird | 17.714 |
| cat | 34.405 | dog | 33.172 | horse | 25.626 |
| sheep | 25.927 | cow | 29.881 | elephant | 38.910 |
| bear | 44.976 | zebra | 40.794 | giraffe | 43.622 |
| backpack | 3.795 | umbrella | 13.818 | handbag | 3.035 |
| tie | 8.186 | suitcase | 12.925 | frisbee | 31.335 |
| skis | 4.239 | snowboard | 9.226 | sports ball | 13.187 |
| kite | 13.527 | baseball bat | 10.182 | baseball glove | 14.237 |
| skateboard | 23.048 | surfboard | 9.529 | tennis racket | 22.407 |
| bottle | 14.645 | wine glass | 15.566 | cup | 18.463 |
| fork | 4.308 | knife | 2.112 | spoon | 2.963 |
| bowl | 18.044 | banana | 8.294 | apple | 4.557 |
| sandwich | 13.803 | orange | 13.479 | broccoli | 10.704 |
| carrot | 6.514 | hot dog | 10.863 | pizza | 27.052 |
| donut | 20.667 | cake | 13.389 | chair | 9.320 |
| couch | 20.401 | potted plant | 11.012 | bed | 21.189 |
| dining table | 13.672 | toilet | 33.438 | tv | 30.066 |
| laptop | 29.716 | mouse | 31.162 | remote | 8.109 |
| keyboard | 27.887 | cell phone | 12.570 | microwave | 26.409 |
| oven | 14.376 | toaster | 13.838 | sink | 14.144 |
| refrigerator | 22.278 | book | 2.987 | clock | 31.085 |
| vase | 14.513 | scissors | 4.501 | teddy bear | 17.443 |
| hair drier | 0.032 | toothbrush | 4.359 | | |
[02/06 20:34:02] detectron2.utils.events INFO: eta: 7:44:04 iter: 6999 total_loss: 1788 loss_ce: 0.6678 loss_bbox: 0.3519 loss_giou: 0.7688 loss_ce_0: 0.7035 loss_bbox_0: 0.3885 loss_giou_0: 0.8261 loss_ce_1: 0.6783 loss_bbox_1: 0.3527 loss_giou_1: 0.7797 loss_ce_2: 0.668 loss_bbox_2: 0.3534 loss_giou_2: 0.7626 loss_ce_3: 0.6648 loss_bbox_3: 0.3501 loss_giou_3: 0.7705 loss_ce_4: 0.666 loss_bbox_4: 0.3515 loss_giou_4: 0.7656 time: 0.3322 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 20:34:08] detectron2.utils.events INFO: eta: 7:43:53 iter: 7019 total_loss: 1789 loss_ce: 0.6803 loss_bbox: 0.3446 loss_giou: 0.7437 loss_ce_0: 0.716 loss_bbox_0: 0.3906 loss_giou_0: 0.8293 loss_ce_1: 0.6873 loss_bbox_1: 0.353 loss_giou_1: 0.7619 loss_ce_2: 0.6743 loss_bbox_2: 0.3451 loss_giou_2: 0.7536 loss_ce_3: 0.6764 loss_bbox_3: 0.3437 loss_giou_3: 0.751 loss_ce_4: 0.6747 loss_bbox_4: 0.3458 loss_giou_4: 0.7492 time: 0.3322 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:34:15] detectron2.utils.events INFO: eta: 7:43:17 iter: 7039 total_loss: 1786 loss_ce: 0.683 loss_bbox: 0.3482 loss_giou: 0.7872 loss_ce_0: 0.7209 loss_bbox_0: 0.384 loss_giou_0: 0.8373 loss_ce_1: 0.7003 loss_bbox_1: 0.3514 loss_giou_1: 0.7904 loss_ce_2: 0.6921 loss_bbox_2: 0.3495 loss_giou_2: 0.7863 loss_ce_3: 0.6944 loss_bbox_3: 0.3448 loss_giou_3: 0.7804 loss_ce_4: 0.6908 loss_bbox_4: 0.3486 loss_giou_4: 0.7807 time: 0.3322 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:34:21] detectron2.utils.events INFO: eta: 7:42:51 iter: 7059 total_loss: 1782 loss_ce: 0.6837 loss_bbox: 0.3481 loss_giou: 0.7675 loss_ce_0: 0.7182 loss_bbox_0: 0.394 loss_giou_0: 0.8281 loss_ce_1: 0.6999 loss_bbox_1: 0.3549 loss_giou_1: 0.7744 loss_ce_2: 0.6849 loss_bbox_2: 0.3504 loss_giou_2: 0.7618 loss_ce_3: 0.6795 loss_bbox_3: 0.3513 loss_giou_3: 0.7632 loss_ce_4: 0.6812 loss_bbox_4: 0.3479 loss_giou_4: 0.7649 time: 0.3322 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:34:28] detectron2.utils.events INFO: eta: 7:42:21 iter: 7079 total_loss: 1782 loss_ce: 0.6659 loss_bbox: 0.3435 loss_giou: 0.7547 loss_ce_0: 0.7033 loss_bbox_0: 0.383 loss_giou_0: 0.8236 loss_ce_1: 0.6761 loss_bbox_1: 0.352 loss_giou_1: 0.7737 loss_ce_2: 0.6661 loss_bbox_2: 0.3456 loss_giou_2: 0.7642 loss_ce_3: 0.6704 loss_bbox_3: 0.3436 loss_giou_3: 0.7593 loss_ce_4: 0.6651 loss_bbox_4: 0.3426 loss_giou_4: 0.7594 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:34:35] detectron2.utils.events INFO: eta: 7:42:08 iter: 7099 total_loss: 1786 loss_ce: 0.6753 loss_bbox: 0.3483 loss_giou: 0.7851 loss_ce_0: 0.7107 loss_bbox_0: 0.388 loss_giou_0: 0.8528 loss_ce_1: 0.6848 loss_bbox_1: 0.3509 loss_giou_1: 0.7992 loss_ce_2: 0.6765 loss_bbox_2: 0.3492 loss_giou_2: 0.7867 loss_ce_3: 0.6719 loss_bbox_3: 0.3487 loss_giou_3: 0.7922 loss_ce_4: 0.6742 loss_bbox_4: 0.3446 loss_giou_4: 0.7886 time: 0.3322 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:34:42] detectron2.utils.events INFO: eta: 7:41:51 iter: 7119 total_loss: 1788 loss_ce: 0.6705 loss_bbox: 0.3496 loss_giou: 0.7518 loss_ce_0: 0.7005 loss_bbox_0: 0.3913 loss_giou_0: 0.8252 loss_ce_1: 0.6831 loss_bbox_1: 0.3525 loss_giou_1: 0.7628 loss_ce_2: 0.6745 loss_bbox_2: 0.3489 loss_giou_2: 0.7572 loss_ce_3: 0.6706 loss_bbox_3: 0.3481 loss_giou_3: 0.7515 loss_ce_4: 0.6716 loss_bbox_4: 0.3522 loss_giou_4: 0.7532 time: 0.3322 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:34:48] detectron2.utils.events INFO: eta: 7:41:38 iter: 7139 total_loss: 1786 loss_ce: 0.6822 loss_bbox: 0.3531 loss_giou: 0.759 loss_ce_0: 0.7129 loss_bbox_0: 0.3964 loss_giou_0: 0.8166 loss_ce_1: 0.6935 loss_bbox_1: 0.3626 loss_giou_1: 0.7663 loss_ce_2: 0.6836 loss_bbox_2: 0.3572 loss_giou_2: 0.7523 loss_ce_3: 0.683 loss_bbox_3: 0.351 loss_giou_3: 0.7527 loss_ce_4: 0.6826 loss_bbox_4: 0.3519 loss_giou_4: 0.753 time: 0.3322 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:34:55] detectron2.utils.events INFO: eta: 7:41:35 iter: 7159 total_loss: 1786 loss_ce: 0.6632 loss_bbox: 0.3351 loss_giou: 0.7668 loss_ce_0: 0.6901 loss_bbox_0: 0.3762 loss_giou_0: 0.8274 loss_ce_1: 0.6715 loss_bbox_1: 0.3404 loss_giou_1: 0.7807 loss_ce_2: 0.6637 loss_bbox_2: 0.337 loss_giou_2: 0.7808 loss_ce_3: 0.6575 loss_bbox_3: 0.3363 loss_giou_3: 0.7733 loss_ce_4: 0.6568 loss_bbox_4: 0.3374 loss_giou_4: 0.7642 time: 0.3322 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:35:01] detectron2.utils.events INFO: eta: 7:41:05 iter: 7179 total_loss: 1786 loss_ce: 0.668 loss_bbox: 0.3541 loss_giou: 0.7492 loss_ce_0: 0.7171 loss_bbox_0: 0.3895 loss_giou_0: 0.8157 loss_ce_1: 0.6857 loss_bbox_1: 0.3532 loss_giou_1: 0.764 loss_ce_2: 0.6678 loss_bbox_2: 0.354 loss_giou_2: 0.7532 loss_ce_3: 0.665 loss_bbox_3: 0.3519 loss_giou_3: 0.7591 loss_ce_4: 0.6664 loss_bbox_4: 0.3516 loss_giou_4: 0.7533 time: 0.3322 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:35:08] detectron2.utils.events INFO: eta: 7:41:04 iter: 7199 total_loss: 1787 loss_ce: 0.6789 loss_bbox: 0.3448 loss_giou: 0.7672 loss_ce_0: 0.7144 loss_bbox_0: 0.3825 loss_giou_0: 0.8378 loss_ce_1: 0.687 loss_bbox_1: 0.3527 loss_giou_1: 0.7853 loss_ce_2: 0.6859 loss_bbox_2: 0.3438 loss_giou_2: 0.7735 loss_ce_3: 0.6789 loss_bbox_3: 0.3446 loss_giou_3: 0.7751 loss_ce_4: 0.6762 loss_bbox_4: 0.3459 loss_giou_4: 0.771 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:35:14] detectron2.utils.events INFO: eta: 7:40:38 iter: 7219 total_loss: 1780 loss_ce: 0.6589 loss_bbox: 0.3414 loss_giou: 0.7567 loss_ce_0: 0.6883 loss_bbox_0: 0.3859 loss_giou_0: 0.819 loss_ce_1: 0.6671 loss_bbox_1: 0.3501 loss_giou_1: 0.7719 loss_ce_2: 0.6624 loss_bbox_2: 0.3451 loss_giou_2: 0.7535 loss_ce_3: 0.6573 loss_bbox_3: 0.3408 loss_giou_3: 0.7552 loss_ce_4: 0.6579 loss_bbox_4: 0.3394 loss_giou_4: 0.755 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:35:21] detectron2.utils.events INFO: eta: 7:41:03 iter: 7239 total_loss: 1780 loss_ce: 0.6683 loss_bbox: 0.3402 loss_giou: 0.7782 loss_ce_0: 0.7071 loss_bbox_0: 0.3807 loss_giou_0: 0.8349 loss_ce_1: 0.6807 loss_bbox_1: 0.3508 loss_giou_1: 0.7914 loss_ce_2: 0.674 loss_bbox_2: 0.3418 loss_giou_2: 0.7704 loss_ce_3: 0.6786 loss_bbox_3: 0.3437 loss_giou_3: 0.7698 loss_ce_4: 0.6712 loss_bbox_4: 0.3386 loss_giou_4: 0.7695 time: 0.3321 data_time: 0.0171 lr: 0.0002 max_mem: 3710M
[02/06 20:35:28] detectron2.utils.events INFO: eta: 7:41:05 iter: 7259 total_loss: 1782 loss_ce: 0.6494 loss_bbox: 0.339 loss_giou: 0.7616 loss_ce_0: 0.6927 loss_bbox_0: 0.3895 loss_giou_0: 0.8373 loss_ce_1: 0.6653 loss_bbox_1: 0.3491 loss_giou_1: 0.7788 loss_ce_2: 0.6609 loss_bbox_2: 0.339 loss_giou_2: 0.7692 loss_ce_3: 0.6558 loss_bbox_3: 0.3413 loss_giou_3: 0.7691 loss_ce_4: 0.6526 loss_bbox_4: 0.342 loss_giou_4: 0.7661 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:35:34] detectron2.utils.events INFO: eta: 7:40:59 iter: 7279 total_loss: 1785 loss_ce: 0.6642 loss_bbox: 0.3446 loss_giou: 0.7397 loss_ce_0: 0.7071 loss_bbox_0: 0.3838 loss_giou_0: 0.8024 loss_ce_1: 0.6845 loss_bbox_1: 0.3469 loss_giou_1: 0.75 loss_ce_2: 0.6746 loss_bbox_2: 0.3423 loss_giou_2: 0.7357 loss_ce_3: 0.6739 loss_bbox_3: 0.3433 loss_giou_3: 0.7326 loss_ce_4: 0.6712 loss_bbox_4: 0.342 loss_giou_4: 0.7344 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:35:41] detectron2.utils.events INFO: eta: 7:40:58 iter: 7299 total_loss: 1782 loss_ce: 0.6687 loss_bbox: 0.3579 loss_giou: 0.7597 loss_ce_0: 0.7121 loss_bbox_0: 0.397 loss_giou_0: 0.8221 loss_ce_1: 0.6809 loss_bbox_1: 0.3638 loss_giou_1: 0.772 loss_ce_2: 0.6673 loss_bbox_2: 0.3604 loss_giou_2: 0.7624 loss_ce_3: 0.6717 loss_bbox_3: 0.361 loss_giou_3: 0.7612 loss_ce_4: 0.6682 loss_bbox_4: 0.3575 loss_giou_4: 0.7601 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:35:48] detectron2.utils.events INFO: eta: 7:40:57 iter: 7319 total_loss: 1780 loss_ce: 0.6612 loss_bbox: 0.3479 loss_giou: 0.7526 loss_ce_0: 0.7053 loss_bbox_0: 0.3772 loss_giou_0: 0.8162 loss_ce_1: 0.6755 loss_bbox_1: 0.3515 loss_giou_1: 0.7682 loss_ce_2: 0.6693 loss_bbox_2: 0.3431 loss_giou_2: 0.7539 loss_ce_3: 0.6643 loss_bbox_3: 0.3485 loss_giou_3: 0.7501 loss_ce_4: 0.6579 loss_bbox_4: 0.3474 loss_giou_4: 0.754 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:35:54] detectron2.utils.events INFO: eta: 7:40:52 iter: 7339 total_loss: 1782 loss_ce: 0.6662 loss_bbox: 0.3466 loss_giou: 0.778 loss_ce_0: 0.7038 loss_bbox_0: 0.3881 loss_giou_0: 0.8417 loss_ce_1: 0.6738 loss_bbox_1: 0.3555 loss_giou_1: 0.7864 loss_ce_2: 0.6731 loss_bbox_2: 0.3483 loss_giou_2: 0.7811 loss_ce_3: 0.6694 loss_bbox_3: 0.3471 loss_giou_3: 0.7821 loss_ce_4: 0.6698 loss_bbox_4: 0.3443 loss_giou_4: 0.7791 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:36:01] detectron2.utils.events INFO: eta: 7:40:54 iter: 7359 total_loss: 1789 loss_ce: 0.6641 loss_bbox: 0.3534 loss_giou: 0.7552 loss_ce_0: 0.6983 loss_bbox_0: 0.3915 loss_giou_0: 0.8162 loss_ce_1: 0.676 loss_bbox_1: 0.3567 loss_giou_1: 0.7723 loss_ce_2: 0.6659 loss_bbox_2: 0.3537 loss_giou_2: 0.7565 loss_ce_3: 0.6569 loss_bbox_3: 0.3539 loss_giou_3: 0.7618 loss_ce_4: 0.6634 loss_bbox_4: 0.3477 loss_giou_4: 0.7543 time: 0.3321 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:36:07] detectron2.utils.events INFO: eta: 7:40:38 iter: 7379 total_loss: 1785 loss_ce: 0.6664 loss_bbox: 0.3409 loss_giou: 0.743 loss_ce_0: 0.6995 loss_bbox_0: 0.3805 loss_giou_0: 0.8107 loss_ce_1: 0.6777 loss_bbox_1: 0.3458 loss_giou_1: 0.7621 loss_ce_2: 0.6661 loss_bbox_2: 0.3422 loss_giou_2: 0.751 loss_ce_3: 0.6638 loss_bbox_3: 0.3403 loss_giou_3: 0.7397 loss_ce_4: 0.6645 loss_bbox_4: 0.3374 loss_giou_4: 0.7401 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:36:14] detectron2.utils.events INFO: eta: 7:40:20 iter: 7399 total_loss: 1782 loss_ce: 0.6596 loss_bbox: 0.3378 loss_giou: 0.7533 loss_ce_0: 0.6987 loss_bbox_0: 0.3818 loss_giou_0: 0.8221 loss_ce_1: 0.6726 loss_bbox_1: 0.3434 loss_giou_1: 0.7804 loss_ce_2: 0.6594 loss_bbox_2: 0.3294 loss_giou_2: 0.7733 loss_ce_3: 0.6615 loss_bbox_3: 0.3305 loss_giou_3: 0.7588 loss_ce_4: 0.6663 loss_bbox_4: 0.3319 loss_giou_4: 0.757 time: 0.3322 data_time: 0.0450 lr: 0.0002 max_mem: 3710M
[02/06 20:36:21] detectron2.utils.events INFO: eta: 7:40:31 iter: 7419 total_loss: 1784 loss_ce: 0.6694 loss_bbox: 0.35 loss_giou: 0.7495 loss_ce_0: 0.7143 loss_bbox_0: 0.3882 loss_giou_0: 0.8008 loss_ce_1: 0.6787 loss_bbox_1: 0.3585 loss_giou_1: 0.7593 loss_ce_2: 0.6681 loss_bbox_2: 0.3492 loss_giou_2: 0.7534 loss_ce_3: 0.6683 loss_bbox_3: 0.3501 loss_giou_3: 0.7485 loss_ce_4: 0.6656 loss_bbox_4: 0.3472 loss_giou_4: 0.7469 time: 0.3322 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 20:36:28] detectron2.utils.events INFO: eta: 7:41:08 iter: 7439 total_loss: 1785 loss_ce: 0.6485 loss_bbox: 0.3394 loss_giou: 0.775 loss_ce_0: 0.6817 loss_bbox_0: 0.3761 loss_giou_0: 0.8473 loss_ce_1: 0.662 loss_bbox_1: 0.3469 loss_giou_1: 0.7826 loss_ce_2: 0.6476 loss_bbox_2: 0.3375 loss_giou_2: 0.7748 loss_ce_3: 0.6517 loss_bbox_3: 0.3323 loss_giou_3: 0.7754 loss_ce_4: 0.6513 loss_bbox_4: 0.3378 loss_giou_4: 0.7738 time: 0.3322 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:36:35] detectron2.utils.events INFO: eta: 7:41:20 iter: 7459 total_loss: 1783 loss_ce: 0.664 loss_bbox: 0.3481 loss_giou: 0.7668 loss_ce_0: 0.7077 loss_bbox_0: 0.3834 loss_giou_0: 0.8293 loss_ce_1: 0.6787 loss_bbox_1: 0.3482 loss_giou_1: 0.7747 loss_ce_2: 0.6667 loss_bbox_2: 0.3471 loss_giou_2: 0.7666 loss_ce_3: 0.6641 loss_bbox_3: 0.3461 loss_giou_3: 0.774 loss_ce_4: 0.6651 loss_bbox_4: 0.3481 loss_giou_4: 0.7668 time: 0.3322 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:36:41] detectron2.utils.events INFO: eta: 7:41:13 iter: 7479 total_loss: 1777 loss_ce: 0.6695 loss_bbox: 0.3476 loss_giou: 0.7552 loss_ce_0: 0.7101 loss_bbox_0: 0.3885 loss_giou_0: 0.8231 loss_ce_1: 0.6827 loss_bbox_1: 0.3565 loss_giou_1: 0.7738 loss_ce_2: 0.6712 loss_bbox_2: 0.3476 loss_giou_2: 0.7623 loss_ce_3: 0.6707 loss_bbox_3: 0.3481 loss_giou_3: 0.7582 loss_ce_4: 0.6679 loss_bbox_4: 0.3484 loss_giou_4: 0.7597 time: 0.3322 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:36:48] detectron2.utils.events INFO: eta: 7:40:58 iter: 7499 total_loss: 1781 loss_ce: 0.6544 loss_bbox: 0.3417 loss_giou: 0.7387 loss_ce_0: 0.7037 loss_bbox_0: 0.3763 loss_giou_0: 0.7995 loss_ce_1: 0.675 loss_bbox_1: 0.3422 loss_giou_1: 0.7432 loss_ce_2: 0.6647 loss_bbox_2: 0.3411 loss_giou_2: 0.7381 loss_ce_3: 0.6634 loss_bbox_3: 0.3357 loss_giou_3: 0.7313 loss_ce_4: 0.6644 loss_bbox_4: 0.336 loss_giou_4: 0.7356 time: 0.3322 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:36:55] detectron2.utils.events INFO: eta: 7:40:52 iter: 7519 total_loss: 1785 loss_ce: 0.6515 loss_bbox: 0.348 loss_giou: 0.7729 loss_ce_0: 0.6901 loss_bbox_0: 0.3768 loss_giou_0: 0.8397 loss_ce_1: 0.6682 loss_bbox_1: 0.3474 loss_giou_1: 0.7776 loss_ce_2: 0.6554 loss_bbox_2: 0.3472 loss_giou_2: 0.7678 loss_ce_3: 0.6507 loss_bbox_3: 0.3421 loss_giou_3: 0.7752 loss_ce_4: 0.6545 loss_bbox_4: 0.3444 loss_giou_4: 0.7695 time: 0.3322 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:37:01] detectron2.utils.events INFO: eta: 7:40:53 iter: 7539 total_loss: 1786 loss_ce: 0.6831 loss_bbox: 0.356 loss_giou: 0.7665 loss_ce_0: 0.7215 loss_bbox_0: 0.3937 loss_giou_0: 0.8295 loss_ce_1: 0.6988 loss_bbox_1: 0.3598 loss_giou_1: 0.7744 loss_ce_2: 0.6888 loss_bbox_2: 0.352 loss_giou_2: 0.7649 loss_ce_3: 0.6855 loss_bbox_3: 0.3529 loss_giou_3: 0.766 loss_ce_4: 0.6857 loss_bbox_4: 0.3555 loss_giou_4: 0.7669 time: 0.3322 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:37:08] detectron2.utils.events INFO: eta: 7:40:45 iter: 7559 total_loss: 1789 loss_ce: 0.656 loss_bbox: 0.3503 loss_giou: 0.7486 loss_ce_0: 0.6872 loss_bbox_0: 0.3855 loss_giou_0: 0.8067 loss_ce_1: 0.6649 loss_bbox_1: 0.3536 loss_giou_1: 0.763 loss_ce_2: 0.6494 loss_bbox_2: 0.3511 loss_giou_2: 0.7484 loss_ce_3: 0.6518 loss_bbox_3: 0.351 loss_giou_3: 0.7488 loss_ce_4: 0.6559 loss_bbox_4: 0.3527 loss_giou_4: 0.7478 time: 0.3322 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:37:14] detectron2.utils.events INFO: eta: 7:40:39 iter: 7579 total_loss: 1786 loss_ce: 0.6647 loss_bbox: 0.3371 loss_giou: 0.7511 loss_ce_0: 0.6981 loss_bbox_0: 0.3784 loss_giou_0: 0.8158 loss_ce_1: 0.6781 loss_bbox_1: 0.3387 loss_giou_1: 0.7638 loss_ce_2: 0.6688 loss_bbox_2: 0.3324 loss_giou_2: 0.7504 loss_ce_3: 0.6627 loss_bbox_3: 0.3335 loss_giou_3: 0.7483 loss_ce_4: 0.6655 loss_bbox_4: 0.3342 loss_giou_4: 0.7443 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:37:21] detectron2.utils.events INFO: eta: 7:40:34 iter: 7599 total_loss: 1790 loss_ce: 0.6681 loss_bbox: 0.3507 loss_giou: 0.7612 loss_ce_0: 0.6954 loss_bbox_0: 0.3819 loss_giou_0: 0.8331 loss_ce_1: 0.6702 loss_bbox_1: 0.3512 loss_giou_1: 0.7676 loss_ce_2: 0.6716 loss_bbox_2: 0.3483 loss_giou_2: 0.7598 loss_ce_3: 0.662 loss_bbox_3: 0.3509 loss_giou_3: 0.7623 loss_ce_4: 0.6591 loss_bbox_4: 0.351 loss_giou_4: 0.7569 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:37:27] detectron2.utils.events INFO: eta: 7:40:28 iter: 7619 total_loss: 1787 loss_ce: 0.668 loss_bbox: 0.3489 loss_giou: 0.744 loss_ce_0: 0.7175 loss_bbox_0: 0.3853 loss_giou_0: 0.8145 loss_ce_1: 0.6958 loss_bbox_1: 0.3493 loss_giou_1: 0.7581 loss_ce_2: 0.6681 loss_bbox_2: 0.3504 loss_giou_2: 0.7544 loss_ce_3: 0.6702 loss_bbox_3: 0.3466 loss_giou_3: 0.746 loss_ce_4: 0.6706 loss_bbox_4: 0.3516 loss_giou_4: 0.7442 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:37:34] detectron2.utils.events INFO: eta: 7:40:06 iter: 7639 total_loss: 1785 loss_ce: 0.6621 loss_bbox: 0.3481 loss_giou: 0.7534 loss_ce_0: 0.6969 loss_bbox_0: 0.3783 loss_giou_0: 0.8159 loss_ce_1: 0.6787 loss_bbox_1: 0.3516 loss_giou_1: 0.7552 loss_ce_2: 0.6652 loss_bbox_2: 0.3489 loss_giou_2: 0.7508 loss_ce_3: 0.6576 loss_bbox_3: 0.3487 loss_giou_3: 0.755 loss_ce_4: 0.6603 loss_bbox_4: 0.3454 loss_giou_4: 0.7476 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:37:41] detectron2.utils.events INFO: eta: 7:40:13 iter: 7659 total_loss: 1785 loss_ce: 0.6687 loss_bbox: 0.351 loss_giou: 0.7683 loss_ce_0: 0.7024 loss_bbox_0: 0.3978 loss_giou_0: 0.8299 loss_ce_1: 0.6759 loss_bbox_1: 0.3588 loss_giou_1: 0.7761 loss_ce_2: 0.6647 loss_bbox_2: 0.353 loss_giou_2: 0.7646 loss_ce_3: 0.6715 loss_bbox_3: 0.3512 loss_giou_3: 0.7699 loss_ce_4: 0.6644 loss_bbox_4: 0.3508 loss_giou_4: 0.7647 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:37:47] detectron2.utils.events INFO: eta: 7:39:48 iter: 7679 total_loss: 1782 loss_ce: 0.6633 loss_bbox: 0.3538 loss_giou: 0.7623 loss_ce_0: 0.7027 loss_bbox_0: 0.3849 loss_giou_0: 0.818 loss_ce_1: 0.6793 loss_bbox_1: 0.3497 loss_giou_1: 0.7643 loss_ce_2: 0.6721 loss_bbox_2: 0.3454 loss_giou_2: 0.7563 loss_ce_3: 0.6647 loss_bbox_3: 0.346 loss_giou_3: 0.7566 loss_ce_4: 0.6671 loss_bbox_4: 0.3466 loss_giou_4: 0.7603 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:37:54] detectron2.utils.events INFO: eta: 7:40:02 iter: 7699 total_loss: 1787 loss_ce: 0.6511 loss_bbox: 0.3328 loss_giou: 0.7546 loss_ce_0: 0.6966 loss_bbox_0: 0.3806 loss_giou_0: 0.8286 loss_ce_1: 0.6692 loss_bbox_1: 0.3369 loss_giou_1: 0.7649 loss_ce_2: 0.6562 loss_bbox_2: 0.3369 loss_giou_2: 0.7642 loss_ce_3: 0.6494 loss_bbox_3: 0.3356 loss_giou_3: 0.7584 loss_ce_4: 0.6478 loss_bbox_4: 0.3341 loss_giou_4: 0.753 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:38:01] detectron2.utils.events INFO: eta: 7:39:55 iter: 7719 total_loss: 1788 loss_ce: 0.6421 loss_bbox: 0.3414 loss_giou: 0.7685 loss_ce_0: 0.6858 loss_bbox_0: 0.3729 loss_giou_0: 0.8293 loss_ce_1: 0.6603 loss_bbox_1: 0.3423 loss_giou_1: 0.7799 loss_ce_2: 0.6486 loss_bbox_2: 0.3374 loss_giou_2: 0.7716 loss_ce_3: 0.6426 loss_bbox_3: 0.339 loss_giou_3: 0.7723 loss_ce_4: 0.644 loss_bbox_4: 0.3365 loss_giou_4: 0.7629 time: 0.3321 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 20:38:07] detectron2.utils.events INFO: eta: 7:39:49 iter: 7739 total_loss: 1786 loss_ce: 0.6547 loss_bbox: 0.3356 loss_giou: 0.7432 loss_ce_0: 0.6927 loss_bbox_0: 0.3781 loss_giou_0: 0.8073 loss_ce_1: 0.6658 loss_bbox_1: 0.3382 loss_giou_1: 0.7577 loss_ce_2: 0.6578 loss_bbox_2: 0.3309 loss_giou_2: 0.7403 loss_ce_3: 0.6493 loss_bbox_3: 0.336 loss_giou_3: 0.7387 loss_ce_4: 0.648 loss_bbox_4: 0.3352 loss_giou_4: 0.7454 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:38:14] detectron2.utils.events INFO: eta: 7:40:02 iter: 7759 total_loss: 1789 loss_ce: 0.6444 loss_bbox: 0.3433 loss_giou: 0.7507 loss_ce_0: 0.6938 loss_bbox_0: 0.3845 loss_giou_0: 0.822 loss_ce_1: 0.6648 loss_bbox_1: 0.3534 loss_giou_1: 0.7698 loss_ce_2: 0.6459 loss_bbox_2: 0.3488 loss_giou_2: 0.7559 loss_ce_3: 0.6484 loss_bbox_3: 0.3424 loss_giou_3: 0.7528 loss_ce_4: 0.6457 loss_bbox_4: 0.3436 loss_giou_4: 0.752 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:38:20] detectron2.utils.events INFO: eta: 7:39:47 iter: 7779 total_loss: 1780 loss_ce: 0.6382 loss_bbox: 0.328 loss_giou: 0.763 loss_ce_0: 0.6785 loss_bbox_0: 0.3754 loss_giou_0: 0.8234 loss_ce_1: 0.654 loss_bbox_1: 0.3403 loss_giou_1: 0.7744 loss_ce_2: 0.6421 loss_bbox_2: 0.3358 loss_giou_2: 0.7704 loss_ce_3: 0.643 loss_bbox_3: 0.3325 loss_giou_3: 0.7675 loss_ce_4: 0.6349 loss_bbox_4: 0.332 loss_giou_4: 0.7641 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:38:27] detectron2.utils.events INFO: eta: 7:39:40 iter: 7799 total_loss: 1779 loss_ce: 0.6469 loss_bbox: 0.3391 loss_giou: 0.7583 loss_ce_0: 0.6877 loss_bbox_0: 0.3784 loss_giou_0: 0.8129 loss_ce_1: 0.664 loss_bbox_1: 0.3428 loss_giou_1: 0.761 loss_ce_2: 0.6525 loss_bbox_2: 0.3367 loss_giou_2: 0.7566 loss_ce_3: 0.6466 loss_bbox_3: 0.3384 loss_giou_3: 0.7555 loss_ce_4: 0.6468 loss_bbox_4: 0.3357 loss_giou_4: 0.7526 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:38:34] detectron2.utils.events INFO: eta: 7:39:44 iter: 7819 total_loss: 1785 loss_ce: 0.6556 loss_bbox: 0.353 loss_giou: 0.7608 loss_ce_0: 0.6943 loss_bbox_0: 0.3867 loss_giou_0: 0.8235 loss_ce_1: 0.6686 loss_bbox_1: 0.3541 loss_giou_1: 0.7745 loss_ce_2: 0.6581 loss_bbox_2: 0.3497 loss_giou_2: 0.7615 loss_ce_3: 0.6494 loss_bbox_3: 0.3475 loss_giou_3: 0.7614 loss_ce_4: 0.6515 loss_bbox_4: 0.3519 loss_giou_4: 0.7674 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:38:41] detectron2.utils.events INFO: eta: 7:40:05 iter: 7839 total_loss: 1786 loss_ce: 0.6654 loss_bbox: 0.3566 loss_giou: 0.7485 loss_ce_0: 0.6937 loss_bbox_0: 0.39 loss_giou_0: 0.8087 loss_ce_1: 0.6684 loss_bbox_1: 0.3578 loss_giou_1: 0.758 loss_ce_2: 0.6618 loss_bbox_2: 0.3618 loss_giou_2: 0.7532 loss_ce_3: 0.6617 loss_bbox_3: 0.3588 loss_giou_3: 0.7566 loss_ce_4: 0.6635 loss_bbox_4: 0.3542 loss_giou_4: 0.7531 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:38:47] detectron2.utils.events INFO: eta: 7:39:41 iter: 7859 total_loss: 1783 loss_ce: 0.6533 loss_bbox: 0.3448 loss_giou: 0.741 loss_ce_0: 0.6876 loss_bbox_0: 0.3815 loss_giou_0: 0.8106 loss_ce_1: 0.6584 loss_bbox_1: 0.3498 loss_giou_1: 0.7485 loss_ce_2: 0.6501 loss_bbox_2: 0.3447 loss_giou_2: 0.7438 loss_ce_3: 0.6489 loss_bbox_3: 0.3438 loss_giou_3: 0.7402 loss_ce_4: 0.6519 loss_bbox_4: 0.346 loss_giou_4: 0.7397 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:38:53] detectron2.utils.events INFO: eta: 7:39:42 iter: 7879 total_loss: 1787 loss_ce: 0.6512 loss_bbox: 0.3344 loss_giou: 0.7616 loss_ce_0: 0.6827 loss_bbox_0: 0.3757 loss_giou_0: 0.8305 loss_ce_1: 0.6548 loss_bbox_1: 0.3434 loss_giou_1: 0.7732 loss_ce_2: 0.646 loss_bbox_2: 0.3375 loss_giou_2: 0.7633 loss_ce_3: 0.6421 loss_bbox_3: 0.3372 loss_giou_3: 0.7591 loss_ce_4: 0.645 loss_bbox_4: 0.3372 loss_giou_4: 0.7601 time: 0.3321 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:39:00] detectron2.utils.events INFO: eta: 7:39:49 iter: 7899 total_loss: 1788 loss_ce: 0.6461 loss_bbox: 0.3372 loss_giou: 0.7584 loss_ce_0: 0.6814 loss_bbox_0: 0.3793 loss_giou_0: 0.8232 loss_ce_1: 0.6553 loss_bbox_1: 0.3444 loss_giou_1: 0.7749 loss_ce_2: 0.6431 loss_bbox_2: 0.3401 loss_giou_2: 0.7616 loss_ce_3: 0.6412 loss_bbox_3: 0.3397 loss_giou_3: 0.7556 loss_ce_4: 0.6426 loss_bbox_4: 0.3366 loss_giou_4: 0.7567 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:39:07] detectron2.utils.events INFO: eta: 7:40:03 iter: 7919 total_loss: 1787 loss_ce: 0.6453 loss_bbox: 0.3384 loss_giou: 0.7697 loss_ce_0: 0.6815 loss_bbox_0: 0.3757 loss_giou_0: 0.8413 loss_ce_1: 0.6593 loss_bbox_1: 0.3443 loss_giou_1: 0.7901 loss_ce_2: 0.6519 loss_bbox_2: 0.3374 loss_giou_2: 0.7814 loss_ce_3: 0.6465 loss_bbox_3: 0.3378 loss_giou_3: 0.7754 loss_ce_4: 0.6468 loss_bbox_4: 0.3354 loss_giou_4: 0.7695 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:39:14] detectron2.utils.events INFO: eta: 7:40:03 iter: 7939 total_loss: 1785 loss_ce: 0.6483 loss_bbox: 0.3431 loss_giou: 0.7373 loss_ce_0: 0.686 loss_bbox_0: 0.3819 loss_giou_0: 0.8019 loss_ce_1: 0.6584 loss_bbox_1: 0.3479 loss_giou_1: 0.7524 loss_ce_2: 0.6524 loss_bbox_2: 0.3381 loss_giou_2: 0.7347 loss_ce_3: 0.6489 loss_bbox_3: 0.3363 loss_giou_3: 0.7342 loss_ce_4: 0.6482 loss_bbox_4: 0.338 loss_giou_4: 0.7339 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:39:20] detectron2.utils.events INFO: eta: 7:40:07 iter: 7959 total_loss: 1781 loss_ce: 0.6427 loss_bbox: 0.3368 loss_giou: 0.7824 loss_ce_0: 0.6903 loss_bbox_0: 0.3762 loss_giou_0: 0.8441 loss_ce_1: 0.6622 loss_bbox_1: 0.3431 loss_giou_1: 0.7964 loss_ce_2: 0.655 loss_bbox_2: 0.3411 loss_giou_2: 0.783 loss_ce_3: 0.6518 loss_bbox_3: 0.3389 loss_giou_3: 0.785 loss_ce_4: 0.6466 loss_bbox_4: 0.3346 loss_giou_4: 0.7839 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:39:27] detectron2.utils.events INFO: eta: 7:40:03 iter: 7979 total_loss: 1780 loss_ce: 0.637 loss_bbox: 0.3503 loss_giou: 0.7374 loss_ce_0: 0.6861 loss_bbox_0: 0.3846 loss_giou_0: 0.7995 loss_ce_1: 0.6504 loss_bbox_1: 0.3493 loss_giou_1: 0.7458 loss_ce_2: 0.6405 loss_bbox_2: 0.3503 loss_giou_2: 0.7408 loss_ce_3: 0.6332 loss_bbox_3: 0.3478 loss_giou_3: 0.7408 loss_ce_4: 0.634 loss_bbox_4: 0.3482 loss_giou_4: 0.7389 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:39:33] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 7999...
[02/06 20:39:33] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 20:39:33] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 20:39:34] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:39:34] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 20:39:34] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 20:39:35] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 20:39:36] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:39:36] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 20:39:54] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1394 s / img. ETA=0:01:50
[02/06 20:39:59] detectron2.evaluation.evaluator INFO: Inference done 43/157. 0.0669 s / img. ETA=0:00:28
[02/06 20:40:05] detectron2.evaluation.evaluator INFO: Inference done 147/157. 0.0521 s / img. ETA=0:00:01
[02/06 20:40:05] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:15.188099 (0.099922 s / img per device, on 32 devices)
[02/06 20:40:05] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.051746 s / img per device, on 32 devices)
[02/06 20:40:17] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 20:40:17] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/7999/coco_2017_val/coco_instances_results.json
[02/06 20:40:23] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 20:40:26] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 20:40:42] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 15.72 seconds.
[02/06 20:40:42] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 20:40:44] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.21 seconds.
[02/06 20:40:44] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:-----:|:------:|:------:|
| 19.053 | 34.929 | 18.857 | 9.627 | 23.151 | 24.174 |
[02/06 20:40:44] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 30.573 | bicycle | 13.206 | car | 18.536 |
| motorcycle | 18.286 | airplane | 31.792 | bus | 32.399 |
| train | 37.010 | truck | 14.187 | boat | 8.718 |
| traffic light | 11.076 | fire hydrant | 39.665 | stop sign | 36.049 |
| parking meter | 23.591 | bench | 7.257 | bird | 18.382 |
| cat | 36.692 | dog | 32.915 | horse | 29.138 |
| sheep | 29.692 | cow | 31.931 | elephant | 38.312 |
| bear | 42.990 | zebra | 45.829 | giraffe | 46.568 |
| backpack | 4.509 | umbrella | 12.671 | handbag | 3.039 |
| tie | 8.022 | suitcase | 16.390 | frisbee | 34.663 |
| skis | 5.066 | snowboard | 7.856 | sports ball | 17.528 |
| kite | 12.787 | baseball bat | 9.822 | baseball glove | 14.461 |
| skateboard | 24.850 | surfboard | 11.958 | tennis racket | 22.609 |
| bottle | 15.570 | wine glass | 17.460 | cup | 20.700 |
| fork | 6.840 | knife | 2.317 | spoon | 1.875 |
| bowl | 17.491 | banana | 7.930 | apple | 3.739 |
| sandwich | 17.333 | orange | 12.215 | broccoli | 9.631 |
| carrot | 7.585 | hot dog | 11.995 | pizza | 25.074 |
| donut | 25.267 | cake | 18.049 | chair | 10.696 |
| couch | 19.467 | potted plant | 10.257 | bed | 21.604 |
| dining table | 12.143 | toilet | 33.919 | tv | 30.340 |
| laptop | 26.274 | mouse | 33.505 | remote | 10.656 |
| keyboard | 26.198 | cell phone | 13.870 | microwave | 22.360 |
| oven | 13.435 | toaster | 18.471 | sink | 15.373 |
| refrigerator | 21.648 | book | 3.681 | clock | 32.686 |
| vase | 15.647 | scissors | 5.271 | teddy bear | 18.488 |
| hair drier | 0.000 | toothbrush | 6.194 | | |
[02/06 20:40:46] detectron2.utils.events INFO: eta: 7:39:49 iter: 7999 total_loss: 1773 loss_ce: 0.6517 loss_bbox: 0.3438 loss_giou: 0.7194 loss_ce_0: 0.6905 loss_bbox_0: 0.3856 loss_giou_0: 0.7922 loss_ce_1: 0.6667 loss_bbox_1: 0.3491 loss_giou_1: 0.7405 loss_ce_2: 0.6555 loss_bbox_2: 0.3432 loss_giou_2: 0.7302 loss_ce_3: 0.6501 loss_bbox_3: 0.3463 loss_giou_3: 0.7246 loss_ce_4: 0.6451 loss_bbox_4: 0.3442 loss_giou_4: 0.7207 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:40:53] detectron2.utils.events INFO: eta: 7:40:12 iter: 8019 total_loss: 1788 loss_ce: 0.6508 loss_bbox: 0.3316 loss_giou: 0.7388 loss_ce_0: 0.6935 loss_bbox_0: 0.3706 loss_giou_0: 0.7985 loss_ce_1: 0.6725 loss_bbox_1: 0.3344 loss_giou_1: 0.7489 loss_ce_2: 0.6644 loss_bbox_2: 0.33 loss_giou_2: 0.7358 loss_ce_3: 0.6575 loss_bbox_3: 0.3291 loss_giou_3: 0.7363 loss_ce_4: 0.6532 loss_bbox_4: 0.333 loss_giou_4: 0.7332 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:40:59] detectron2.utils.events INFO: eta: 7:40:15 iter: 8039 total_loss: 1786 loss_ce: 0.6896 loss_bbox: 0.3476 loss_giou: 0.7657 loss_ce_0: 0.7181 loss_bbox_0: 0.3856 loss_giou_0: 0.826 loss_ce_1: 0.6956 loss_bbox_1: 0.3562 loss_giou_1: 0.7769 loss_ce_2: 0.6871 loss_bbox_2: 0.3508 loss_giou_2: 0.7634 loss_ce_3: 0.6868 loss_bbox_3: 0.3513 loss_giou_3: 0.7617 loss_ce_4: 0.6897 loss_bbox_4: 0.3498 loss_giou_4: 0.7579 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:41:06] detectron2.utils.events INFO: eta: 7:39:59 iter: 8059 total_loss: 1784 loss_ce: 0.65 loss_bbox: 0.3369 loss_giou: 0.7593 loss_ce_0: 0.6859 loss_bbox_0: 0.3808 loss_giou_0: 0.8241 loss_ce_1: 0.6628 loss_bbox_1: 0.3486 loss_giou_1: 0.7747 loss_ce_2: 0.6576 loss_bbox_2: 0.34 loss_giou_2: 0.7614 loss_ce_3: 0.6513 loss_bbox_3: 0.3361 loss_giou_3: 0.7566 loss_ce_4: 0.6498 loss_bbox_4: 0.3388 loss_giou_4: 0.7629 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:41:13] detectron2.utils.events INFO: eta: 7:40:09 iter: 8079 total_loss: 1785 loss_ce: 0.6636 loss_bbox: 0.3412 loss_giou: 0.7229 loss_ce_0: 0.7115 loss_bbox_0: 0.3902 loss_giou_0: 0.7951 loss_ce_1: 0.6817 loss_bbox_1: 0.3482 loss_giou_1: 0.7455 loss_ce_2: 0.6736 loss_bbox_2: 0.3482 loss_giou_2: 0.7311 loss_ce_3: 0.6636 loss_bbox_3: 0.3466 loss_giou_3: 0.7275 loss_ce_4: 0.6626 loss_bbox_4: 0.3447 loss_giou_4: 0.7263 time: 0.3321 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 20:41:19] detectron2.utils.events INFO: eta: 7:39:58 iter: 8099 total_loss: 1786 loss_ce: 0.6545 loss_bbox: 0.3403 loss_giou: 0.7602 loss_ce_0: 0.6869 loss_bbox_0: 0.3806 loss_giou_0: 0.8161 loss_ce_1: 0.6651 loss_bbox_1: 0.3469 loss_giou_1: 0.7653 loss_ce_2: 0.6572 loss_bbox_2: 0.3422 loss_giou_2: 0.7602 loss_ce_3: 0.6524 loss_bbox_3: 0.3388 loss_giou_3: 0.7592 loss_ce_4: 0.6506 loss_bbox_4: 0.3379 loss_giou_4: 0.7578 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:41:26] detectron2.utils.events INFO: eta: 7:39:29 iter: 8119 total_loss: 1779 loss_ce: 0.6431 loss_bbox: 0.3399 loss_giou: 0.748 loss_ce_0: 0.68 loss_bbox_0: 0.3787 loss_giou_0: 0.8184 loss_ce_1: 0.6591 loss_bbox_1: 0.3471 loss_giou_1: 0.7581 loss_ce_2: 0.6462 loss_bbox_2: 0.3406 loss_giou_2: 0.744 loss_ce_3: 0.6378 loss_bbox_3: 0.3411 loss_giou_3: 0.7451 loss_ce_4: 0.6471 loss_bbox_4: 0.3366 loss_giou_4: 0.7427 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:41:32] detectron2.utils.events INFO: eta: 7:39:30 iter: 8139 total_loss: 1785 loss_ce: 0.6523 loss_bbox: 0.3458 loss_giou: 0.7412 loss_ce_0: 0.6851 loss_bbox_0: 0.3813 loss_giou_0: 0.8069 loss_ce_1: 0.662 loss_bbox_1: 0.3496 loss_giou_1: 0.7534 loss_ce_2: 0.6514 loss_bbox_2: 0.3431 loss_giou_2: 0.7455 loss_ce_3: 0.6555 loss_bbox_3: 0.3435 loss_giou_3: 0.7394 loss_ce_4: 0.6486 loss_bbox_4: 0.3447 loss_giou_4: 0.7332 time: 0.3321 data_time: 0.0085 lr: 0.0002 max_mem: 3710M
[02/06 20:41:39] detectron2.utils.events INFO: eta: 7:39:24 iter: 8159 total_loss: 1784 loss_ce: 0.6441 loss_bbox: 0.3349 loss_giou: 0.741 loss_ce_0: 0.6865 loss_bbox_0: 0.3655 loss_giou_0: 0.8043 loss_ce_1: 0.6643 loss_bbox_1: 0.3358 loss_giou_1: 0.7553 loss_ce_2: 0.6542 loss_bbox_2: 0.3345 loss_giou_2: 0.7464 loss_ce_3: 0.6449 loss_bbox_3: 0.3323 loss_giou_3: 0.7409 loss_ce_4: 0.6483 loss_bbox_4: 0.3312 loss_giou_4: 0.7402 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:41:45] detectron2.utils.events INFO: eta: 7:39:20 iter: 8179 total_loss: 1788 loss_ce: 0.6608 loss_bbox: 0.3455 loss_giou: 0.7547 loss_ce_0: 0.7093 loss_bbox_0: 0.3884 loss_giou_0: 0.816 loss_ce_1: 0.6814 loss_bbox_1: 0.3556 loss_giou_1: 0.761 loss_ce_2: 0.6668 loss_bbox_2: 0.3509 loss_giou_2: 0.7498 loss_ce_3: 0.6614 loss_bbox_3: 0.3475 loss_giou_3: 0.7509 loss_ce_4: 0.6615 loss_bbox_4: 0.3455 loss_giou_4: 0.7537 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:41:52] detectron2.utils.events INFO: eta: 7:39:13 iter: 8199 total_loss: 1788 loss_ce: 0.6522 loss_bbox: 0.3373 loss_giou: 0.7421 loss_ce_0: 0.691 loss_bbox_0: 0.3826 loss_giou_0: 0.8102 loss_ce_1: 0.662 loss_bbox_1: 0.3464 loss_giou_1: 0.7634 loss_ce_2: 0.656 loss_bbox_2: 0.3401 loss_giou_2: 0.7464 loss_ce_3: 0.6516 loss_bbox_3: 0.3366 loss_giou_3: 0.7465 loss_ce_4: 0.6505 loss_bbox_4: 0.3391 loss_giou_4: 0.7429 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:41:59] detectron2.utils.events INFO: eta: 7:39:19 iter: 8219 total_loss: 1785 loss_ce: 0.6445 loss_bbox: 0.345 loss_giou: 0.7912 loss_ce_0: 0.6868 loss_bbox_0: 0.3813 loss_giou_0: 0.8491 loss_ce_1: 0.6544 loss_bbox_1: 0.3383 loss_giou_1: 0.7953 loss_ce_2: 0.6428 loss_bbox_2: 0.3356 loss_giou_2: 0.7859 loss_ce_3: 0.6424 loss_bbox_3: 0.3422 loss_giou_3: 0.7878 loss_ce_4: 0.6464 loss_bbox_4: 0.3412 loss_giou_4: 0.7834 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:42:05] detectron2.utils.events INFO: eta: 7:39:14 iter: 8239 total_loss: 1785 loss_ce: 0.6495 loss_bbox: 0.3454 loss_giou: 0.7414 loss_ce_0: 0.6841 loss_bbox_0: 0.3803 loss_giou_0: 0.7939 loss_ce_1: 0.6581 loss_bbox_1: 0.348 loss_giou_1: 0.7512 loss_ce_2: 0.6482 loss_bbox_2: 0.3477 loss_giou_2: 0.7396 loss_ce_3: 0.6475 loss_bbox_3: 0.3456 loss_giou_3: 0.7392 loss_ce_4: 0.65 loss_bbox_4: 0.3409 loss_giou_4: 0.7419 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:42:12] detectron2.utils.events INFO: eta: 7:39:10 iter: 8259 total_loss: 1786 loss_ce: 0.6468 loss_bbox: 0.3371 loss_giou: 0.7139 loss_ce_0: 0.6921 loss_bbox_0: 0.3741 loss_giou_0: 0.7859 loss_ce_1: 0.6713 loss_bbox_1: 0.3405 loss_giou_1: 0.7252 loss_ce_2: 0.6589 loss_bbox_2: 0.3346 loss_giou_2: 0.7128 loss_ce_3: 0.6483 loss_bbox_3: 0.3302 loss_giou_3: 0.7111 loss_ce_4: 0.6538 loss_bbox_4: 0.3347 loss_giou_4: 0.7136 time: 0.3321 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:42:19] detectron2.utils.events INFO: eta: 7:39:03 iter: 8279 total_loss: 1787 loss_ce: 0.6496 loss_bbox: 0.3468 loss_giou: 0.7247 loss_ce_0: 0.6935 loss_bbox_0: 0.3844 loss_giou_0: 0.7975 loss_ce_1: 0.6715 loss_bbox_1: 0.352 loss_giou_1: 0.7464 loss_ce_2: 0.6565 loss_bbox_2: 0.346 loss_giou_2: 0.7304 loss_ce_3: 0.6522 loss_bbox_3: 0.346 loss_giou_3: 0.7277 loss_ce_4: 0.6489 loss_bbox_4: 0.3449 loss_giou_4: 0.7239 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:42:25] detectron2.utils.events INFO: eta: 7:38:53 iter: 8299 total_loss: 1789 loss_ce: 0.6357 loss_bbox: 0.3422 loss_giou: 0.7448 loss_ce_0: 0.688 loss_bbox_0: 0.3742 loss_giou_0: 0.8039 loss_ce_1: 0.6597 loss_bbox_1: 0.3411 loss_giou_1: 0.7559 loss_ce_2: 0.6469 loss_bbox_2: 0.336 loss_giou_2: 0.7402 loss_ce_3: 0.6497 loss_bbox_3: 0.3357 loss_giou_3: 0.7435 loss_ce_4: 0.6436 loss_bbox_4: 0.3378 loss_giou_4: 0.7441 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:42:32] detectron2.utils.events INFO: eta: 7:38:41 iter: 8319 total_loss: 1778 loss_ce: 0.6545 loss_bbox: 0.3372 loss_giou: 0.7585 loss_ce_0: 0.6956 loss_bbox_0: 0.3753 loss_giou_0: 0.8241 loss_ce_1: 0.668 loss_bbox_1: 0.3456 loss_giou_1: 0.7749 loss_ce_2: 0.655 loss_bbox_2: 0.3402 loss_giou_2: 0.7547 loss_ce_3: 0.6467 loss_bbox_3: 0.3419 loss_giou_3: 0.7538 loss_ce_4: 0.651 loss_bbox_4: 0.3399 loss_giou_4: 0.7607 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 20:42:39] detectron2.utils.events INFO: eta: 7:38:39 iter: 8339 total_loss: 1781 loss_ce: 0.6543 loss_bbox: 0.3444 loss_giou: 0.7463 loss_ce_0: 0.6936 loss_bbox_0: 0.3757 loss_giou_0: 0.8066 loss_ce_1: 0.6737 loss_bbox_1: 0.3507 loss_giou_1: 0.766 loss_ce_2: 0.6632 loss_bbox_2: 0.3426 loss_giou_2: 0.753 loss_ce_3: 0.6534 loss_bbox_3: 0.3424 loss_giou_3: 0.7435 loss_ce_4: 0.6525 loss_bbox_4: 0.3417 loss_giou_4: 0.7442 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:42:45] detectron2.utils.events INFO: eta: 7:38:49 iter: 8359 total_loss: 1785 loss_ce: 0.6216 loss_bbox: 0.321 loss_giou: 0.7463 loss_ce_0: 0.6564 loss_bbox_0: 0.3577 loss_giou_0: 0.8 loss_ce_1: 0.6329 loss_bbox_1: 0.3248 loss_giou_1: 0.7542 loss_ce_2: 0.6256 loss_bbox_2: 0.3216 loss_giou_2: 0.7465 loss_ce_3: 0.6214 loss_bbox_3: 0.3191 loss_giou_3: 0.744 loss_ce_4: 0.6202 loss_bbox_4: 0.3209 loss_giou_4: 0.7473 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:42:52] detectron2.utils.events INFO: eta: 7:38:21 iter: 8379 total_loss: 1783 loss_ce: 0.6325 loss_bbox: 0.336 loss_giou: 0.7285 loss_ce_0: 0.6653 loss_bbox_0: 0.3745 loss_giou_0: 0.7913 loss_ce_1: 0.6482 loss_bbox_1: 0.3427 loss_giou_1: 0.7401 loss_ce_2: 0.6413 loss_bbox_2: 0.3324 loss_giou_2: 0.7281 loss_ce_3: 0.6338 loss_bbox_3: 0.3329 loss_giou_3: 0.7346 loss_ce_4: 0.6356 loss_bbox_4: 0.3337 loss_giou_4: 0.7301 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:42:58] detectron2.utils.events INFO: eta: 7:38:17 iter: 8399 total_loss: 1784 loss_ce: 0.6374 loss_bbox: 0.3375 loss_giou: 0.7274 loss_ce_0: 0.6833 loss_bbox_0: 0.3776 loss_giou_0: 0.7889 loss_ce_1: 0.6484 loss_bbox_1: 0.3443 loss_giou_1: 0.7484 loss_ce_2: 0.6402 loss_bbox_2: 0.3387 loss_giou_2: 0.7364 loss_ce_3: 0.6368 loss_bbox_3: 0.3424 loss_giou_3: 0.7257 loss_ce_4: 0.6397 loss_bbox_4: 0.3397 loss_giou_4: 0.7287 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:43:05] detectron2.utils.events INFO: eta: 7:38:06 iter: 8419 total_loss: 1785 loss_ce: 0.6397 loss_bbox: 0.3337 loss_giou: 0.7557 loss_ce_0: 0.6744 loss_bbox_0: 0.3748 loss_giou_0: 0.8112 loss_ce_1: 0.656 loss_bbox_1: 0.3445 loss_giou_1: 0.7625 loss_ce_2: 0.6436 loss_bbox_2: 0.3371 loss_giou_2: 0.7539 loss_ce_3: 0.6413 loss_bbox_3: 0.3414 loss_giou_3: 0.7501 loss_ce_4: 0.6423 loss_bbox_4: 0.3362 loss_giou_4: 0.7518 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:43:11] detectron2.utils.events INFO: eta: 7:37:37 iter: 8439 total_loss: 1783 loss_ce: 0.6653 loss_bbox: 0.3502 loss_giou: 0.7598 loss_ce_0: 0.7053 loss_bbox_0: 0.3913 loss_giou_0: 0.8175 loss_ce_1: 0.6824 loss_bbox_1: 0.3499 loss_giou_1: 0.7682 loss_ce_2: 0.6676 loss_bbox_2: 0.349 loss_giou_2: 0.7565 loss_ce_3: 0.6681 loss_bbox_3: 0.347 loss_giou_3: 0.7541 loss_ce_4: 0.6638 loss_bbox_4: 0.3529 loss_giou_4: 0.7621 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:43:18] detectron2.utils.events INFO: eta: 7:37:22 iter: 8459 total_loss: 1787 loss_ce: 0.6569 loss_bbox: 0.3319 loss_giou: 0.7553 loss_ce_0: 0.6964 loss_bbox_0: 0.3729 loss_giou_0: 0.8306 loss_ce_1: 0.6717 loss_bbox_1: 0.3347 loss_giou_1: 0.7737 loss_ce_2: 0.6614 loss_bbox_2: 0.3341 loss_giou_2: 0.7573 loss_ce_3: 0.6582 loss_bbox_3: 0.3315 loss_giou_3: 0.7505 loss_ce_4: 0.6583 loss_bbox_4: 0.3314 loss_giou_4: 0.7557 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:43:25] detectron2.utils.events INFO: eta: 7:37:23 iter: 8479 total_loss: 1781 loss_ce: 0.6328 loss_bbox: 0.3396 loss_giou: 0.7329 loss_ce_0: 0.6831 loss_bbox_0: 0.3832 loss_giou_0: 0.8069 loss_ce_1: 0.6483 loss_bbox_1: 0.3469 loss_giou_1: 0.7496 loss_ce_2: 0.6431 loss_bbox_2: 0.3414 loss_giou_2: 0.7388 loss_ce_3: 0.6353 loss_bbox_3: 0.3424 loss_giou_3: 0.7429 loss_ce_4: 0.6354 loss_bbox_4: 0.3382 loss_giou_4: 0.7352 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:43:31] detectron2.utils.events INFO: eta: 7:37:38 iter: 8499 total_loss: 1782 loss_ce: 0.6597 loss_bbox: 0.3335 loss_giou: 0.725 loss_ce_0: 0.6894 loss_bbox_0: 0.3742 loss_giou_0: 0.7892 loss_ce_1: 0.6602 loss_bbox_1: 0.3405 loss_giou_1: 0.7401 loss_ce_2: 0.6552 loss_bbox_2: 0.3359 loss_giou_2: 0.7296 loss_ce_3: 0.6539 loss_bbox_3: 0.3359 loss_giou_3: 0.7266 loss_ce_4: 0.6584 loss_bbox_4: 0.333 loss_giou_4: 0.7228 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:43:38] detectron2.utils.events INFO: eta: 7:37:38 iter: 8519 total_loss: 1786 loss_ce: 0.6311 loss_bbox: 0.3394 loss_giou: 0.7299 loss_ce_0: 0.6814 loss_bbox_0: 0.3816 loss_giou_0: 0.7909 loss_ce_1: 0.6498 loss_bbox_1: 0.3475 loss_giou_1: 0.7441 loss_ce_2: 0.6338 loss_bbox_2: 0.3377 loss_giou_2: 0.7267 loss_ce_3: 0.6345 loss_bbox_3: 0.3403 loss_giou_3: 0.7276 loss_ce_4: 0.6281 loss_bbox_4: 0.34 loss_giou_4: 0.7312 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:43:45] detectron2.utils.events INFO: eta: 7:37:58 iter: 8539 total_loss: 1786 loss_ce: 0.659 loss_bbox: 0.344 loss_giou: 0.7399 loss_ce_0: 0.6928 loss_bbox_0: 0.3776 loss_giou_0: 0.8028 loss_ce_1: 0.6688 loss_bbox_1: 0.3466 loss_giou_1: 0.7481 loss_ce_2: 0.6618 loss_bbox_2: 0.343 loss_giou_2: 0.7387 loss_ce_3: 0.6544 loss_bbox_3: 0.3381 loss_giou_3: 0.7363 loss_ce_4: 0.6588 loss_bbox_4: 0.3346 loss_giou_4: 0.7331 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:43:51] detectron2.utils.events INFO: eta: 7:37:57 iter: 8559 total_loss: 1782 loss_ce: 0.628 loss_bbox: 0.3411 loss_giou: 0.7353 loss_ce_0: 0.6706 loss_bbox_0: 0.3732 loss_giou_0: 0.7954 loss_ce_1: 0.6507 loss_bbox_1: 0.342 loss_giou_1: 0.7392 loss_ce_2: 0.6407 loss_bbox_2: 0.3403 loss_giou_2: 0.7349 loss_ce_3: 0.6295 loss_bbox_3: 0.3413 loss_giou_3: 0.7367 loss_ce_4: 0.632 loss_bbox_4: 0.3386 loss_giou_4: 0.7375 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:43:58] detectron2.utils.events INFO: eta: 7:37:51 iter: 8579 total_loss: 1785 loss_ce: 0.6392 loss_bbox: 0.3365 loss_giou: 0.7272 loss_ce_0: 0.679 loss_bbox_0: 0.3633 loss_giou_0: 0.7931 loss_ce_1: 0.6551 loss_bbox_1: 0.3388 loss_giou_1: 0.7487 loss_ce_2: 0.6422 loss_bbox_2: 0.3296 loss_giou_2: 0.7355 loss_ce_3: 0.6409 loss_bbox_3: 0.3317 loss_giou_3: 0.7337 loss_ce_4: 0.6386 loss_bbox_4: 0.3339 loss_giou_4: 0.7316 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:44:04] detectron2.utils.events INFO: eta: 7:37:09 iter: 8599 total_loss: 1782 loss_ce: 0.6378 loss_bbox: 0.3345 loss_giou: 0.7411 loss_ce_0: 0.6857 loss_bbox_0: 0.3664 loss_giou_0: 0.7981 loss_ce_1: 0.657 loss_bbox_1: 0.3357 loss_giou_1: 0.7512 loss_ce_2: 0.6416 loss_bbox_2: 0.3336 loss_giou_2: 0.7403 loss_ce_3: 0.6445 loss_bbox_3: 0.3326 loss_giou_3: 0.7376 loss_ce_4: 0.6398 loss_bbox_4: 0.3334 loss_giou_4: 0.7331 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:44:11] detectron2.utils.events INFO: eta: 7:36:45 iter: 8619 total_loss: 1786 loss_ce: 0.6659 loss_bbox: 0.3345 loss_giou: 0.7457 loss_ce_0: 0.7114 loss_bbox_0: 0.375 loss_giou_0: 0.8109 loss_ce_1: 0.6801 loss_bbox_1: 0.3406 loss_giou_1: 0.7558 loss_ce_2: 0.672 loss_bbox_2: 0.339 loss_giou_2: 0.7434 loss_ce_3: 0.6692 loss_bbox_3: 0.336 loss_giou_3: 0.7476 loss_ce_4: 0.6664 loss_bbox_4: 0.3349 loss_giou_4: 0.747 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:44:17] detectron2.utils.events INFO: eta: 7:36:46 iter: 8639 total_loss: 1778 loss_ce: 0.64 loss_bbox: 0.333 loss_giou: 0.7881 loss_ce_0: 0.679 loss_bbox_0: 0.3713 loss_giou_0: 0.8622 loss_ce_1: 0.6541 loss_bbox_1: 0.3387 loss_giou_1: 0.8012 loss_ce_2: 0.6426 loss_bbox_2: 0.3333 loss_giou_2: 0.7934 loss_ce_3: 0.6405 loss_bbox_3: 0.3311 loss_giou_3: 0.791 loss_ce_4: 0.637 loss_bbox_4: 0.3308 loss_giou_4: 0.7825 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:44:24] detectron2.utils.events INFO: eta: 7:36:40 iter: 8659 total_loss: 1788 loss_ce: 0.6539 loss_bbox: 0.3306 loss_giou: 0.7364 loss_ce_0: 0.6959 loss_bbox_0: 0.366 loss_giou_0: 0.7908 loss_ce_1: 0.6675 loss_bbox_1: 0.3383 loss_giou_1: 0.7516 loss_ce_2: 0.6544 loss_bbox_2: 0.3363 loss_giou_2: 0.7394 loss_ce_3: 0.653 loss_bbox_3: 0.3348 loss_giou_3: 0.7277 loss_ce_4: 0.6556 loss_bbox_4: 0.3357 loss_giou_4: 0.7274 time: 0.3319 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:44:30] detectron2.utils.events INFO: eta: 7:36:45 iter: 8679 total_loss: 1782 loss_ce: 0.6444 loss_bbox: 0.3338 loss_giou: 0.7572 loss_ce_0: 0.693 loss_bbox_0: 0.3727 loss_giou_0: 0.8184 loss_ce_1: 0.6564 loss_bbox_1: 0.3341 loss_giou_1: 0.759 loss_ce_2: 0.6446 loss_bbox_2: 0.3292 loss_giou_2: 0.7472 loss_ce_3: 0.6395 loss_bbox_3: 0.33 loss_giou_3: 0.7496 loss_ce_4: 0.6465 loss_bbox_4: 0.3314 loss_giou_4: 0.7528 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:44:37] detectron2.utils.events INFO: eta: 7:36:34 iter: 8699 total_loss: 1788 loss_ce: 0.6619 loss_bbox: 0.3475 loss_giou: 0.7918 loss_ce_0: 0.7049 loss_bbox_0: 0.3833 loss_giou_0: 0.8367 loss_ce_1: 0.6751 loss_bbox_1: 0.3468 loss_giou_1: 0.8005 loss_ce_2: 0.6677 loss_bbox_2: 0.3512 loss_giou_2: 0.787 loss_ce_3: 0.6585 loss_bbox_3: 0.35 loss_giou_3: 0.7871 loss_ce_4: 0.6651 loss_bbox_4: 0.3463 loss_giou_4: 0.7867 time: 0.3319 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:44:44] detectron2.utils.events INFO: eta: 7:36:33 iter: 8719 total_loss: 1785 loss_ce: 0.6635 loss_bbox: 0.3361 loss_giou: 0.741 loss_ce_0: 0.6918 loss_bbox_0: 0.384 loss_giou_0: 0.798 loss_ce_1: 0.6694 loss_bbox_1: 0.3422 loss_giou_1: 0.7419 loss_ce_2: 0.6637 loss_bbox_2: 0.3355 loss_giou_2: 0.7361 loss_ce_3: 0.6593 loss_bbox_3: 0.3353 loss_giou_3: 0.7347 loss_ce_4: 0.662 loss_bbox_4: 0.3374 loss_giou_4: 0.7358 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:44:50] detectron2.utils.events INFO: eta: 7:36:25 iter: 8739 total_loss: 1787 loss_ce: 0.6446 loss_bbox: 0.3303 loss_giou: 0.7631 loss_ce_0: 0.6752 loss_bbox_0: 0.3685 loss_giou_0: 0.8299 loss_ce_1: 0.6602 loss_bbox_1: 0.3314 loss_giou_1: 0.7661 loss_ce_2: 0.6453 loss_bbox_2: 0.3265 loss_giou_2: 0.7629 loss_ce_3: 0.6411 loss_bbox_3: 0.3272 loss_giou_3: 0.7643 loss_ce_4: 0.6455 loss_bbox_4: 0.3297 loss_giou_4: 0.7544 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:44:57] detectron2.utils.events INFO: eta: 7:36:49 iter: 8759 total_loss: 1789 loss_ce: 0.6533 loss_bbox: 0.342 loss_giou: 0.7632 loss_ce_0: 0.6951 loss_bbox_0: 0.3821 loss_giou_0: 0.8152 loss_ce_1: 0.6716 loss_bbox_1: 0.3503 loss_giou_1: 0.7766 loss_ce_2: 0.6518 loss_bbox_2: 0.3436 loss_giou_2: 0.7691 loss_ce_3: 0.6488 loss_bbox_3: 0.3413 loss_giou_3: 0.7642 loss_ce_4: 0.6506 loss_bbox_4: 0.337 loss_giou_4: 0.7621 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:45:04] detectron2.utils.events INFO: eta: 7:36:42 iter: 8779 total_loss: 1784 loss_ce: 0.6287 loss_bbox: 0.3324 loss_giou: 0.7507 loss_ce_0: 0.6712 loss_bbox_0: 0.3701 loss_giou_0: 0.8255 loss_ce_1: 0.6398 loss_bbox_1: 0.3367 loss_giou_1: 0.7658 loss_ce_2: 0.6311 loss_bbox_2: 0.3408 loss_giou_2: 0.7585 loss_ce_3: 0.6315 loss_bbox_3: 0.3355 loss_giou_3: 0.7517 loss_ce_4: 0.6277 loss_bbox_4: 0.3371 loss_giou_4: 0.7525 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:45:10] detectron2.utils.events INFO: eta: 7:36:39 iter: 8799 total_loss: 1785 loss_ce: 0.6308 loss_bbox: 0.331 loss_giou: 0.7533 loss_ce_0: 0.6726 loss_bbox_0: 0.3664 loss_giou_0: 0.8308 loss_ce_1: 0.6516 loss_bbox_1: 0.3343 loss_giou_1: 0.7747 loss_ce_2: 0.646 loss_bbox_2: 0.3294 loss_giou_2: 0.7625 loss_ce_3: 0.64 loss_bbox_3: 0.3328 loss_giou_3: 0.7567 loss_ce_4: 0.6324 loss_bbox_4: 0.3297 loss_giou_4: 0.758 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:45:17] detectron2.utils.events INFO: eta: 7:35:58 iter: 8819 total_loss: 1789 loss_ce: 0.645 loss_bbox: 0.3345 loss_giou: 0.7276 loss_ce_0: 0.6809 loss_bbox_0: 0.3814 loss_giou_0: 0.7973 loss_ce_1: 0.659 loss_bbox_1: 0.3399 loss_giou_1: 0.7439 loss_ce_2: 0.6507 loss_bbox_2: 0.3399 loss_giou_2: 0.73 loss_ce_3: 0.648 loss_bbox_3: 0.3368 loss_giou_3: 0.7282 loss_ce_4: 0.6459 loss_bbox_4: 0.3353 loss_giou_4: 0.7223 time: 0.3318 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:45:23] detectron2.utils.events INFO: eta: 7:35:43 iter: 8839 total_loss: 1785 loss_ce: 0.646 loss_bbox: 0.3418 loss_giou: 0.7356 loss_ce_0: 0.696 loss_bbox_0: 0.3739 loss_giou_0: 0.7884 loss_ce_1: 0.6697 loss_bbox_1: 0.3444 loss_giou_1: 0.7496 loss_ce_2: 0.6603 loss_bbox_2: 0.346 loss_giou_2: 0.7367 loss_ce_3: 0.6528 loss_bbox_3: 0.3433 loss_giou_3: 0.7319 loss_ce_4: 0.6476 loss_bbox_4: 0.3421 loss_giou_4: 0.7351 time: 0.3318 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 20:45:30] detectron2.utils.events INFO: eta: 7:35:47 iter: 8859 total_loss: 1775 loss_ce: 0.6401 loss_bbox: 0.3318 loss_giou: 0.7662 loss_ce_0: 0.6705 loss_bbox_0: 0.3728 loss_giou_0: 0.8276 loss_ce_1: 0.6467 loss_bbox_1: 0.3398 loss_giou_1: 0.7815 loss_ce_2: 0.6436 loss_bbox_2: 0.3347 loss_giou_2: 0.7675 loss_ce_3: 0.6405 loss_bbox_3: 0.3343 loss_giou_3: 0.7596 loss_ce_4: 0.6377 loss_bbox_4: 0.3308 loss_giou_4: 0.7592 time: 0.3318 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:45:36] detectron2.utils.events INFO: eta: 7:35:51 iter: 8879 total_loss: 1787 loss_ce: 0.6298 loss_bbox: 0.3224 loss_giou: 0.7409 loss_ce_0: 0.6609 loss_bbox_0: 0.3586 loss_giou_0: 0.7961 loss_ce_1: 0.6457 loss_bbox_1: 0.3295 loss_giou_1: 0.7469 loss_ce_2: 0.632 loss_bbox_2: 0.324 loss_giou_2: 0.7388 loss_ce_3: 0.6333 loss_bbox_3: 0.3219 loss_giou_3: 0.735 loss_ce_4: 0.629 loss_bbox_4: 0.3227 loss_giou_4: 0.7354 time: 0.3318 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 20:45:43] detectron2.utils.events INFO: eta: 7:35:37 iter: 8899 total_loss: 1787 loss_ce: 0.6553 loss_bbox: 0.3391 loss_giou: 0.7464 loss_ce_0: 0.6992 loss_bbox_0: 0.3831 loss_giou_0: 0.813 loss_ce_1: 0.67 loss_bbox_1: 0.346 loss_giou_1: 0.7615 loss_ce_2: 0.653 loss_bbox_2: 0.3435 loss_giou_2: 0.7491 loss_ce_3: 0.6586 loss_bbox_3: 0.3424 loss_giou_3: 0.7416 loss_ce_4: 0.6583 loss_bbox_4: 0.3402 loss_giou_4: 0.7467 time: 0.3318 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:45:50] detectron2.utils.events INFO: eta: 7:35:22 iter: 8919 total_loss: 1782 loss_ce: 0.6494 loss_bbox: 0.3371 loss_giou: 0.7364 loss_ce_0: 0.6901 loss_bbox_0: 0.3728 loss_giou_0: 0.8073 loss_ce_1: 0.6652 loss_bbox_1: 0.3431 loss_giou_1: 0.7451 loss_ce_2: 0.6525 loss_bbox_2: 0.3373 loss_giou_2: 0.737 loss_ce_3: 0.6446 loss_bbox_3: 0.3373 loss_giou_3: 0.7311 loss_ce_4: 0.6489 loss_bbox_4: 0.3329 loss_giou_4: 0.7324 time: 0.3318 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 20:45:56] detectron2.utils.events INFO: eta: 7:35:15 iter: 8939 total_loss: 1788 loss_ce: 0.6468 loss_bbox: 0.3296 loss_giou: 0.7438 loss_ce_0: 0.6919 loss_bbox_0: 0.373 loss_giou_0: 0.8005 loss_ce_1: 0.6621 loss_bbox_1: 0.3343 loss_giou_1: 0.7509 loss_ce_2: 0.6526 loss_bbox_2: 0.3322 loss_giou_2: 0.7394 loss_ce_3: 0.6474 loss_bbox_3: 0.3274 loss_giou_3: 0.7352 loss_ce_4: 0.6451 loss_bbox_4: 0.3261 loss_giou_4: 0.7345 time: 0.3318 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:46:03] detectron2.utils.events INFO: eta: 7:34:56 iter: 8959 total_loss: 1783 loss_ce: 0.6269 loss_bbox: 0.3361 loss_giou: 0.7168 loss_ce_0: 0.6812 loss_bbox_0: 0.3751 loss_giou_0: 0.7928 loss_ce_1: 0.6404 loss_bbox_1: 0.3431 loss_giou_1: 0.7302 loss_ce_2: 0.6313 loss_bbox_2: 0.3417 loss_giou_2: 0.7245 loss_ce_3: 0.6259 loss_bbox_3: 0.3376 loss_giou_3: 0.7251 loss_ce_4: 0.6253 loss_bbox_4: 0.332 loss_giou_4: 0.7145 time: 0.3318 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:46:09] detectron2.utils.events INFO: eta: 7:34:49 iter: 8979 total_loss: 1788 loss_ce: 0.642 loss_bbox: 0.3312 loss_giou: 0.7645 loss_ce_0: 0.6787 loss_bbox_0: 0.3675 loss_giou_0: 0.8365 loss_ce_1: 0.6528 loss_bbox_1: 0.3394 loss_giou_1: 0.7883 loss_ce_2: 0.637 loss_bbox_2: 0.3327 loss_giou_2: 0.7745 loss_ce_3: 0.6363 loss_bbox_3: 0.3305 loss_giou_3: 0.7704 loss_ce_4: 0.642 loss_bbox_4: 0.3274 loss_giou_4: 0.7629 time: 0.3318 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:46:16] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 8999...
[02/06 20:46:16] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 20:46:16] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 20:46:16] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:46:17] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 20:46:17] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 20:46:17] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 20:46:18] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:46:18] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 20:46:37] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1489 s / img. ETA=0:01:51
[02/06 20:46:42] detectron2.evaluation.evaluator INFO: Inference done 56/157. 0.0597 s / img. ETA=0:00:19
[02/06 20:46:47] detectron2.evaluation.evaluator INFO: Inference done 152/157. 0.0501 s / img. ETA=0:00:00
[02/06 20:46:47] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.951478 (0.098365 s / img per device, on 32 devices)
[02/06 20:46:47] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.049992 s / img per device, on 32 devices)
[02/06 20:46:58] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 20:46:58] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/8999/coco_2017_val/coco_instances_results.json
[02/06 20:47:03] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 20:47:05] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 20:47:19] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 14.45 seconds.
[02/06 20:47:19] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 20:47:22] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.06 seconds.
[02/06 20:47:22] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 19.209 | 35.869 | 18.951 | 10.418 | 23.752 | 24.034 |
[02/06 20:47:22] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 30.482 | bicycle | 12.388 | car | 19.634 |
| motorcycle | 18.416 | airplane | 33.000 | bus | 29.360 |
| train | 32.102 | truck | 13.812 | boat | 7.675 |
| traffic light | 8.848 | fire hydrant | 35.788 | stop sign | 39.236 |
| parking meter | 25.242 | bench | 9.100 | bird | 19.075 |
| cat | 36.325 | dog | 36.576 | horse | 28.366 |
| sheep | 29.526 | cow | 30.805 | elephant | 40.662 |
| bear | 49.485 | zebra | 40.246 | giraffe | 41.231 |
| backpack | 4.851 | umbrella | 13.932 | handbag | 2.766 |
| tie | 12.505 | suitcase | 15.963 | frisbee | 27.004 |
| skis | 6.492 | snowboard | 10.186 | sports ball | 13.514 |
| kite | 14.708 | baseball bat | 11.696 | baseball glove | 17.284 |
| skateboard | 25.831 | surfboard | 12.173 | tennis racket | 21.626 |
| bottle | 16.147 | wine glass | 15.959 | cup | 21.547 |
| fork | 8.128 | knife | 3.888 | spoon | 1.786 |
| bowl | 12.620 | banana | 8.484 | apple | 6.988 |
| sandwich | 15.820 | orange | 14.782 | broccoli | 11.482 |
| carrot | 5.764 | hot dog | 10.179 | pizza | 28.088 |
| donut | 23.186 | cake | 16.849 | chair | 10.133 |
| couch | 20.261 | potted plant | 12.417 | bed | 20.765 |
| dining table | 14.874 | toilet | 32.402 | tv | 30.746 |
| laptop | 30.072 | mouse | 33.039 | remote | 10.706 |
| keyboard | 29.534 | cell phone | 14.246 | microwave | 29.605 |
| oven | 13.590 | toaster | 20.308 | sink | 14.142 |
| refrigerator | 21.832 | book | 4.138 | clock | 31.671 |
| vase | 17.381 | scissors | 2.169 | teddy bear | 17.381 |
| hair drier | 0.566 | toothbrush | 5.102 | | |
[02/06 20:47:22] detectron2.utils.events INFO: eta: 7:34:59 iter: 8999 total_loss: 1784 loss_ce: 0.6501 loss_bbox: 0.3426 loss_giou: 0.7396 loss_ce_0: 0.6959 loss_bbox_0: 0.3802 loss_giou_0: 0.7934 loss_ce_1: 0.663 loss_bbox_1: 0.356 loss_giou_1: 0.7451 loss_ce_2: 0.6512 loss_bbox_2: 0.3476 loss_giou_2: 0.7457 loss_ce_3: 0.6516 loss_bbox_3: 0.3482 loss_giou_3: 0.7419 loss_ce_4: 0.6498 loss_bbox_4: 0.3451 loss_giou_4: 0.7377 time: 0.3318 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:47:29] detectron2.utils.events INFO: eta: 7:34:49 iter: 9019 total_loss: 1786 loss_ce: 0.6444 loss_bbox: 0.3329 loss_giou: 0.7611 loss_ce_0: 0.6779 loss_bbox_0: 0.3744 loss_giou_0: 0.8183 loss_ce_1: 0.6562 loss_bbox_1: 0.3468 loss_giou_1: 0.7725 loss_ce_2: 0.6446 loss_bbox_2: 0.3363 loss_giou_2: 0.7688 loss_ce_3: 0.6434 loss_bbox_3: 0.3356 loss_giou_3: 0.7567 loss_ce_4: 0.6439 loss_bbox_4: 0.3341 loss_giou_4: 0.7584 time: 0.3318 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:47:36] detectron2.utils.events INFO: eta: 7:35:01 iter: 9039 total_loss: 1782 loss_ce: 0.648 loss_bbox: 0.3433 loss_giou: 0.7774 loss_ce_0: 0.6913 loss_bbox_0: 0.3781 loss_giou_0: 0.8322 loss_ce_1: 0.6677 loss_bbox_1: 0.3482 loss_giou_1: 0.7843 loss_ce_2: 0.6523 loss_bbox_2: 0.3429 loss_giou_2: 0.7811 loss_ce_3: 0.6489 loss_bbox_3: 0.3421 loss_giou_3: 0.7706 loss_ce_4: 0.6452 loss_bbox_4: 0.3377 loss_giou_4: 0.7692 time: 0.3318 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:47:42] detectron2.utils.events INFO: eta: 7:34:59 iter: 9059 total_loss: 1788 loss_ce: 0.6503 loss_bbox: 0.3262 loss_giou: 0.7391 loss_ce_0: 0.6933 loss_bbox_0: 0.3687 loss_giou_0: 0.7943 loss_ce_1: 0.6661 loss_bbox_1: 0.3335 loss_giou_1: 0.745 loss_ce_2: 0.651 loss_bbox_2: 0.3296 loss_giou_2: 0.7359 loss_ce_3: 0.6469 loss_bbox_3: 0.3266 loss_giou_3: 0.7394 loss_ce_4: 0.6501 loss_bbox_4: 0.3278 loss_giou_4: 0.7349 time: 0.3318 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:47:49] detectron2.utils.events INFO: eta: 7:34:21 iter: 9079 total_loss: 1791 loss_ce: 0.6312 loss_bbox: 0.3278 loss_giou: 0.7059 loss_ce_0: 0.6754 loss_bbox_0: 0.3631 loss_giou_0: 0.7845 loss_ce_1: 0.6557 loss_bbox_1: 0.3315 loss_giou_1: 0.7265 loss_ce_2: 0.63 loss_bbox_2: 0.33 loss_giou_2: 0.7143 loss_ce_3: 0.6281 loss_bbox_3: 0.3279 loss_giou_3: 0.7099 loss_ce_4: 0.6352 loss_bbox_4: 0.3255 loss_giou_4: 0.7056 time: 0.3318 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:47:56] detectron2.utils.events INFO: eta: 7:34:22 iter: 9099 total_loss: 1787 loss_ce: 0.6382 loss_bbox: 0.3237 loss_giou: 0.7226 loss_ce_0: 0.6751 loss_bbox_0: 0.3624 loss_giou_0: 0.8023 loss_ce_1: 0.6486 loss_bbox_1: 0.3284 loss_giou_1: 0.7472 loss_ce_2: 0.6409 loss_bbox_2: 0.3267 loss_giou_2: 0.7324 loss_ce_3: 0.6375 loss_bbox_3: 0.326 loss_giou_3: 0.7274 loss_ce_4: 0.6337 loss_bbox_4: 0.3259 loss_giou_4: 0.7207 time: 0.3318 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:48:02] detectron2.utils.events INFO: eta: 7:34:25 iter: 9119 total_loss: 1788 loss_ce: 0.6397 loss_bbox: 0.3325 loss_giou: 0.7294 loss_ce_0: 0.6781 loss_bbox_0: 0.3745 loss_giou_0: 0.7882 loss_ce_1: 0.651 loss_bbox_1: 0.3407 loss_giou_1: 0.7373 loss_ce_2: 0.6465 loss_bbox_2: 0.3359 loss_giou_2: 0.7307 loss_ce_3: 0.6431 loss_bbox_3: 0.332 loss_giou_3: 0.7284 loss_ce_4: 0.6426 loss_bbox_4: 0.3314 loss_giou_4: 0.7273 time: 0.3318 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:48:09] detectron2.utils.events INFO: eta: 7:34:26 iter: 9139 total_loss: 1783 loss_ce: 0.6289 loss_bbox: 0.339 loss_giou: 0.757 loss_ce_0: 0.6796 loss_bbox_0: 0.3817 loss_giou_0: 0.8176 loss_ce_1: 0.6485 loss_bbox_1: 0.3453 loss_giou_1: 0.77 loss_ce_2: 0.6345 loss_bbox_2: 0.34 loss_giou_2: 0.7571 loss_ce_3: 0.6259 loss_bbox_3: 0.3431 loss_giou_3: 0.7609 loss_ce_4: 0.6292 loss_bbox_4: 0.3424 loss_giou_4: 0.7521 time: 0.3318 data_time: 0.0156 lr: 0.0002 max_mem: 3710M
[02/06 20:48:16] detectron2.utils.events INFO: eta: 7:34:22 iter: 9159 total_loss: 1784 loss_ce: 0.6487 loss_bbox: 0.3312 loss_giou: 0.7468 loss_ce_0: 0.7032 loss_bbox_0: 0.3708 loss_giou_0: 0.8003 loss_ce_1: 0.679 loss_bbox_1: 0.3357 loss_giou_1: 0.7562 loss_ce_2: 0.6602 loss_bbox_2: 0.3257 loss_giou_2: 0.7415 loss_ce_3: 0.6425 loss_bbox_3: 0.3283 loss_giou_3: 0.7404 loss_ce_4: 0.6533 loss_bbox_4: 0.3296 loss_giou_4: 0.7447 time: 0.3318 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:48:22] detectron2.utils.events INFO: eta: 7:34:20 iter: 9179 total_loss: 1785 loss_ce: 0.6561 loss_bbox: 0.3485 loss_giou: 0.7398 loss_ce_0: 0.7012 loss_bbox_0: 0.3842 loss_giou_0: 0.7971 loss_ce_1: 0.674 loss_bbox_1: 0.3508 loss_giou_1: 0.7498 loss_ce_2: 0.6604 loss_bbox_2: 0.3445 loss_giou_2: 0.7376 loss_ce_3: 0.6596 loss_bbox_3: 0.3428 loss_giou_3: 0.7286 loss_ce_4: 0.6573 loss_bbox_4: 0.3431 loss_giou_4: 0.731 time: 0.3318 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:48:29] detectron2.utils.events INFO: eta: 7:34:36 iter: 9199 total_loss: 1785 loss_ce: 0.6358 loss_bbox: 0.3395 loss_giou: 0.7272 loss_ce_0: 0.682 loss_bbox_0: 0.3782 loss_giou_0: 0.798 loss_ce_1: 0.6444 loss_bbox_1: 0.344 loss_giou_1: 0.74 loss_ce_2: 0.6421 loss_bbox_2: 0.3418 loss_giou_2: 0.7259 loss_ce_3: 0.6366 loss_bbox_3: 0.339 loss_giou_3: 0.7135 loss_ce_4: 0.637 loss_bbox_4: 0.3343 loss_giou_4: 0.7217 time: 0.3318 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 20:48:36] detectron2.utils.events INFO: eta: 7:34:42 iter: 9219 total_loss: 1780 loss_ce: 0.6597 loss_bbox: 0.334 loss_giou: 0.7125 loss_ce_0: 0.7023 loss_bbox_0: 0.3745 loss_giou_0: 0.7877 loss_ce_1: 0.6719 loss_bbox_1: 0.3419 loss_giou_1: 0.7252 loss_ce_2: 0.6619 loss_bbox_2: 0.3405 loss_giou_2: 0.7189 loss_ce_3: 0.6559 loss_bbox_3: 0.3359 loss_giou_3: 0.7126 loss_ce_4: 0.6586 loss_bbox_4: 0.3342 loss_giou_4: 0.7062 time: 0.3318 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:48:44] detectron2.utils.events INFO: eta: 7:34:30 iter: 9239 total_loss: 1782 loss_ce: 0.6421 loss_bbox: 0.3289 loss_giou: 0.7182 loss_ce_0: 0.6811 loss_bbox_0: 0.3615 loss_giou_0: 0.7927 loss_ce_1: 0.6618 loss_bbox_1: 0.3341 loss_giou_1: 0.7367 loss_ce_2: 0.6447 loss_bbox_2: 0.3296 loss_giou_2: 0.7181 loss_ce_3: 0.6455 loss_bbox_3: 0.3258 loss_giou_3: 0.7199 loss_ce_4: 0.6415 loss_bbox_4: 0.3307 loss_giou_4: 0.7186 time: 0.3320 data_time: 0.1063 lr: 0.0002 max_mem: 3710M
[02/06 20:48:51] detectron2.utils.events INFO: eta: 7:34:23 iter: 9259 total_loss: 1784 loss_ce: 0.6242 loss_bbox: 0.3255 loss_giou: 0.7342 loss_ce_0: 0.6691 loss_bbox_0: 0.3678 loss_giou_0: 0.7994 loss_ce_1: 0.6392 loss_bbox_1: 0.3335 loss_giou_1: 0.7407 loss_ce_2: 0.6258 loss_bbox_2: 0.3276 loss_giou_2: 0.7321 loss_ce_3: 0.6269 loss_bbox_3: 0.3258 loss_giou_3: 0.7332 loss_ce_4: 0.6237 loss_bbox_4: 0.3238 loss_giou_4: 0.7293 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:48:58] detectron2.utils.events INFO: eta: 7:34:02 iter: 9279 total_loss: 1785 loss_ce: 0.6315 loss_bbox: 0.3277 loss_giou: 0.7132 loss_ce_0: 0.6651 loss_bbox_0: 0.366 loss_giou_0: 0.7877 loss_ce_1: 0.6416 loss_bbox_1: 0.3353 loss_giou_1: 0.7288 loss_ce_2: 0.6269 loss_bbox_2: 0.3307 loss_giou_2: 0.7247 loss_ce_3: 0.6218 loss_bbox_3: 0.3288 loss_giou_3: 0.7181 loss_ce_4: 0.6258 loss_bbox_4: 0.3282 loss_giou_4: 0.7172 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:49:05] detectron2.utils.events INFO: eta: 7:34:20 iter: 9299 total_loss: 1786 loss_ce: 0.6442 loss_bbox: 0.3359 loss_giou: 0.7639 loss_ce_0: 0.6802 loss_bbox_0: 0.3734 loss_giou_0: 0.8271 loss_ce_1: 0.657 loss_bbox_1: 0.3425 loss_giou_1: 0.7596 loss_ce_2: 0.6464 loss_bbox_2: 0.3407 loss_giou_2: 0.7541 loss_ce_3: 0.6439 loss_bbox_3: 0.3354 loss_giou_3: 0.7606 loss_ce_4: 0.6469 loss_bbox_4: 0.3374 loss_giou_4: 0.7599 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:49:11] detectron2.utils.events INFO: eta: 7:34:17 iter: 9319 total_loss: 1787 loss_ce: 0.6249 loss_bbox: 0.3281 loss_giou: 0.7172 loss_ce_0: 0.6696 loss_bbox_0: 0.3675 loss_giou_0: 0.7816 loss_ce_1: 0.6415 loss_bbox_1: 0.3315 loss_giou_1: 0.7274 loss_ce_2: 0.6275 loss_bbox_2: 0.3267 loss_giou_2: 0.7172 loss_ce_3: 0.626 loss_bbox_3: 0.3297 loss_giou_3: 0.7116 loss_ce_4: 0.6315 loss_bbox_4: 0.3247 loss_giou_4: 0.7167 time: 0.3321 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 20:49:18] detectron2.utils.events INFO: eta: 7:34:03 iter: 9339 total_loss: 1788 loss_ce: 0.6544 loss_bbox: 0.3316 loss_giou: 0.7257 loss_ce_0: 0.6868 loss_bbox_0: 0.3747 loss_giou_0: 0.7926 loss_ce_1: 0.6641 loss_bbox_1: 0.3428 loss_giou_1: 0.7423 loss_ce_2: 0.6513 loss_bbox_2: 0.3372 loss_giou_2: 0.7318 loss_ce_3: 0.6478 loss_bbox_3: 0.3386 loss_giou_3: 0.7338 loss_ce_4: 0.652 loss_bbox_4: 0.3353 loss_giou_4: 0.7315 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:49:25] detectron2.utils.events INFO: eta: 7:33:36 iter: 9359 total_loss: 1783 loss_ce: 0.6446 loss_bbox: 0.3287 loss_giou: 0.7276 loss_ce_0: 0.6774 loss_bbox_0: 0.3614 loss_giou_0: 0.7898 loss_ce_1: 0.648 loss_bbox_1: 0.3366 loss_giou_1: 0.7542 loss_ce_2: 0.6416 loss_bbox_2: 0.3326 loss_giou_2: 0.7346 loss_ce_3: 0.6431 loss_bbox_3: 0.3275 loss_giou_3: 0.7324 loss_ce_4: 0.6341 loss_bbox_4: 0.3287 loss_giou_4: 0.7306 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:49:31] detectron2.utils.events INFO: eta: 7:33:57 iter: 9379 total_loss: 1784 loss_ce: 0.6435 loss_bbox: 0.3394 loss_giou: 0.7577 loss_ce_0: 0.68 loss_bbox_0: 0.3761 loss_giou_0: 0.8271 loss_ce_1: 0.6501 loss_bbox_1: 0.3465 loss_giou_1: 0.7713 loss_ce_2: 0.6383 loss_bbox_2: 0.3441 loss_giou_2: 0.761 loss_ce_3: 0.6393 loss_bbox_3: 0.3441 loss_giou_3: 0.7535 loss_ce_4: 0.6351 loss_bbox_4: 0.3444 loss_giou_4: 0.7589 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:49:38] detectron2.utils.events INFO: eta: 7:33:55 iter: 9399 total_loss: 1786 loss_ce: 0.6396 loss_bbox: 0.3313 loss_giou: 0.741 loss_ce_0: 0.6786 loss_bbox_0: 0.3654 loss_giou_0: 0.8 loss_ce_1: 0.6545 loss_bbox_1: 0.3339 loss_giou_1: 0.7543 loss_ce_2: 0.6405 loss_bbox_2: 0.329 loss_giou_2: 0.7449 loss_ce_3: 0.6393 loss_bbox_3: 0.3278 loss_giou_3: 0.7455 loss_ce_4: 0.6381 loss_bbox_4: 0.3282 loss_giou_4: 0.7391 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 20:49:45] detectron2.utils.events INFO: eta: 7:33:48 iter: 9419 total_loss: 1785 loss_ce: 0.6299 loss_bbox: 0.3291 loss_giou: 0.7346 loss_ce_0: 0.6672 loss_bbox_0: 0.3676 loss_giou_0: 0.796 loss_ce_1: 0.649 loss_bbox_1: 0.336 loss_giou_1: 0.7491 loss_ce_2: 0.6337 loss_bbox_2: 0.333 loss_giou_2: 0.7419 loss_ce_3: 0.6306 loss_bbox_3: 0.329 loss_giou_3: 0.7374 loss_ce_4: 0.632 loss_bbox_4: 0.3307 loss_giou_4: 0.7384 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:49:51] detectron2.utils.events INFO: eta: 7:33:40 iter: 9439 total_loss: 1784 loss_ce: 0.6264 loss_bbox: 0.3209 loss_giou: 0.718 loss_ce_0: 0.6776 loss_bbox_0: 0.3611 loss_giou_0: 0.7799 loss_ce_1: 0.645 loss_bbox_1: 0.3289 loss_giou_1: 0.7316 loss_ce_2: 0.6287 loss_bbox_2: 0.3222 loss_giou_2: 0.7224 loss_ce_3: 0.627 loss_bbox_3: 0.3192 loss_giou_3: 0.7208 loss_ce_4: 0.6234 loss_bbox_4: 0.3214 loss_giou_4: 0.718 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:49:58] detectron2.utils.events INFO: eta: 7:33:37 iter: 9459 total_loss: 1784 loss_ce: 0.6317 loss_bbox: 0.3184 loss_giou: 0.7131 loss_ce_0: 0.664 loss_bbox_0: 0.3617 loss_giou_0: 0.779 loss_ce_1: 0.6444 loss_bbox_1: 0.3285 loss_giou_1: 0.7258 loss_ce_2: 0.625 loss_bbox_2: 0.3229 loss_giou_2: 0.715 loss_ce_3: 0.6263 loss_bbox_3: 0.3192 loss_giou_3: 0.7106 loss_ce_4: 0.6282 loss_bbox_4: 0.3168 loss_giou_4: 0.7109 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:50:04] detectron2.utils.events INFO: eta: 7:33:20 iter: 9479 total_loss: 1784 loss_ce: 0.6408 loss_bbox: 0.331 loss_giou: 0.7335 loss_ce_0: 0.6836 loss_bbox_0: 0.375 loss_giou_0: 0.789 loss_ce_1: 0.6629 loss_bbox_1: 0.3413 loss_giou_1: 0.7449 loss_ce_2: 0.6441 loss_bbox_2: 0.3401 loss_giou_2: 0.7351 loss_ce_3: 0.6376 loss_bbox_3: 0.3341 loss_giou_3: 0.7316 loss_ce_4: 0.6424 loss_bbox_4: 0.3306 loss_giou_4: 0.7324 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:50:11] detectron2.utils.events INFO: eta: 7:33:18 iter: 9499 total_loss: 1784 loss_ce: 0.6152 loss_bbox: 0.3237 loss_giou: 0.7264 loss_ce_0: 0.6616 loss_bbox_0: 0.3656 loss_giou_0: 0.7922 loss_ce_1: 0.6344 loss_bbox_1: 0.3329 loss_giou_1: 0.7367 loss_ce_2: 0.6232 loss_bbox_2: 0.3246 loss_giou_2: 0.7341 loss_ce_3: 0.6189 loss_bbox_3: 0.3165 loss_giou_3: 0.7339 loss_ce_4: 0.6184 loss_bbox_4: 0.3208 loss_giou_4: 0.7231 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:50:18] detectron2.utils.events INFO: eta: 7:33:07 iter: 9519 total_loss: 1782 loss_ce: 0.6265 loss_bbox: 0.3263 loss_giou: 0.7407 loss_ce_0: 0.6738 loss_bbox_0: 0.3631 loss_giou_0: 0.7848 loss_ce_1: 0.6437 loss_bbox_1: 0.3377 loss_giou_1: 0.7428 loss_ce_2: 0.6303 loss_bbox_2: 0.3273 loss_giou_2: 0.7389 loss_ce_3: 0.631 loss_bbox_3: 0.3221 loss_giou_3: 0.7316 loss_ce_4: 0.6248 loss_bbox_4: 0.326 loss_giou_4: 0.7349 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:50:24] detectron2.utils.events INFO: eta: 7:33:02 iter: 9539 total_loss: 1787 loss_ce: 0.6225 loss_bbox: 0.3283 loss_giou: 0.7242 loss_ce_0: 0.6659 loss_bbox_0: 0.367 loss_giou_0: 0.783 loss_ce_1: 0.6349 loss_bbox_1: 0.3308 loss_giou_1: 0.7318 loss_ce_2: 0.6273 loss_bbox_2: 0.3297 loss_giou_2: 0.7293 loss_ce_3: 0.6249 loss_bbox_3: 0.3309 loss_giou_3: 0.733 loss_ce_4: 0.6248 loss_bbox_4: 0.3275 loss_giou_4: 0.7311 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:50:31] detectron2.utils.events INFO: eta: 7:33:04 iter: 9559 total_loss: 1787 loss_ce: 0.6371 loss_bbox: 0.3196 loss_giou: 0.7314 loss_ce_0: 0.6721 loss_bbox_0: 0.3593 loss_giou_0: 0.7977 loss_ce_1: 0.6516 loss_bbox_1: 0.323 loss_giou_1: 0.7461 loss_ce_2: 0.6416 loss_bbox_2: 0.3184 loss_giou_2: 0.7347 loss_ce_3: 0.6389 loss_bbox_3: 0.3187 loss_giou_3: 0.739 loss_ce_4: 0.6331 loss_bbox_4: 0.3189 loss_giou_4: 0.7319 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:50:38] detectron2.utils.events INFO: eta: 7:33:11 iter: 9579 total_loss: 1786 loss_ce: 0.6479 loss_bbox: 0.3308 loss_giou: 0.7226 loss_ce_0: 0.6977 loss_bbox_0: 0.3685 loss_giou_0: 0.7843 loss_ce_1: 0.6685 loss_bbox_1: 0.3392 loss_giou_1: 0.7363 loss_ce_2: 0.6499 loss_bbox_2: 0.3342 loss_giou_2: 0.7175 loss_ce_3: 0.6435 loss_bbox_3: 0.3349 loss_giou_3: 0.7233 loss_ce_4: 0.6494 loss_bbox_4: 0.3344 loss_giou_4: 0.7154 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:50:45] detectron2.utils.events INFO: eta: 7:33:12 iter: 9599 total_loss: 1781 loss_ce: 0.6403 loss_bbox: 0.3308 loss_giou: 0.7509 loss_ce_0: 0.6807 loss_bbox_0: 0.3662 loss_giou_0: 0.8013 loss_ce_1: 0.6579 loss_bbox_1: 0.3353 loss_giou_1: 0.759 loss_ce_2: 0.6447 loss_bbox_2: 0.3279 loss_giou_2: 0.7484 loss_ce_3: 0.643 loss_bbox_3: 0.3288 loss_giou_3: 0.7463 loss_ce_4: 0.6413 loss_bbox_4: 0.3282 loss_giou_4: 0.7466 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:50:51] detectron2.utils.events INFO: eta: 7:33:16 iter: 9619 total_loss: 1786 loss_ce: 0.6249 loss_bbox: 0.3262 loss_giou: 0.7173 loss_ce_0: 0.6717 loss_bbox_0: 0.3631 loss_giou_0: 0.7845 loss_ce_1: 0.6462 loss_bbox_1: 0.334 loss_giou_1: 0.7276 loss_ce_2: 0.6308 loss_bbox_2: 0.3278 loss_giou_2: 0.7204 loss_ce_3: 0.6327 loss_bbox_3: 0.3241 loss_giou_3: 0.7186 loss_ce_4: 0.6245 loss_bbox_4: 0.3207 loss_giou_4: 0.7179 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:50:58] detectron2.utils.events INFO: eta: 7:33:09 iter: 9639 total_loss: 1787 loss_ce: 0.6439 loss_bbox: 0.334 loss_giou: 0.7449 loss_ce_0: 0.6869 loss_bbox_0: 0.3749 loss_giou_0: 0.7954 loss_ce_1: 0.6612 loss_bbox_1: 0.3432 loss_giou_1: 0.7543 loss_ce_2: 0.6482 loss_bbox_2: 0.3377 loss_giou_2: 0.7447 loss_ce_3: 0.6426 loss_bbox_3: 0.3326 loss_giou_3: 0.7421 loss_ce_4: 0.6435 loss_bbox_4: 0.3347 loss_giou_4: 0.7442 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:51:04] detectron2.utils.events INFO: eta: 7:32:53 iter: 9659 total_loss: 1783 loss_ce: 0.6256 loss_bbox: 0.3415 loss_giou: 0.7096 loss_ce_0: 0.6728 loss_bbox_0: 0.3689 loss_giou_0: 0.7791 loss_ce_1: 0.6505 loss_bbox_1: 0.3375 loss_giou_1: 0.7213 loss_ce_2: 0.6323 loss_bbox_2: 0.3307 loss_giou_2: 0.7163 loss_ce_3: 0.6249 loss_bbox_3: 0.3373 loss_giou_3: 0.7109 loss_ce_4: 0.6264 loss_bbox_4: 0.3378 loss_giou_4: 0.7101 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:51:11] detectron2.utils.events INFO: eta: 7:32:57 iter: 9679 total_loss: 1782 loss_ce: 0.6227 loss_bbox: 0.3192 loss_giou: 0.7368 loss_ce_0: 0.6617 loss_bbox_0: 0.3592 loss_giou_0: 0.8088 loss_ce_1: 0.6361 loss_bbox_1: 0.326 loss_giou_1: 0.7522 loss_ce_2: 0.6249 loss_bbox_2: 0.3202 loss_giou_2: 0.7426 loss_ce_3: 0.6217 loss_bbox_3: 0.3169 loss_giou_3: 0.7367 loss_ce_4: 0.6241 loss_bbox_4: 0.3154 loss_giou_4: 0.7345 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 20:51:18] detectron2.utils.events INFO: eta: 7:32:52 iter: 9699 total_loss: 1785 loss_ce: 0.6386 loss_bbox: 0.321 loss_giou: 0.7149 loss_ce_0: 0.6778 loss_bbox_0: 0.363 loss_giou_0: 0.7768 loss_ce_1: 0.65 loss_bbox_1: 0.3302 loss_giou_1: 0.7223 loss_ce_2: 0.6356 loss_bbox_2: 0.3252 loss_giou_2: 0.7131 loss_ce_3: 0.6365 loss_bbox_3: 0.3258 loss_giou_3: 0.719 loss_ce_4: 0.6385 loss_bbox_4: 0.3217 loss_giou_4: 0.7101 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:51:25] detectron2.utils.events INFO: eta: 7:32:43 iter: 9719 total_loss: 1786 loss_ce: 0.6251 loss_bbox: 0.3278 loss_giou: 0.7461 loss_ce_0: 0.6586 loss_bbox_0: 0.3645 loss_giou_0: 0.8125 loss_ce_1: 0.6441 loss_bbox_1: 0.3337 loss_giou_1: 0.7553 loss_ce_2: 0.6291 loss_bbox_2: 0.3295 loss_giou_2: 0.7503 loss_ce_3: 0.6261 loss_bbox_3: 0.3273 loss_giou_3: 0.7435 loss_ce_4: 0.6213 loss_bbox_4: 0.3292 loss_giou_4: 0.747 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:51:32] detectron2.utils.events INFO: eta: 7:32:44 iter: 9739 total_loss: 1785 loss_ce: 0.6424 loss_bbox: 0.329 loss_giou: 0.7237 loss_ce_0: 0.684 loss_bbox_0: 0.3687 loss_giou_0: 0.7851 loss_ce_1: 0.6494 loss_bbox_1: 0.3406 loss_giou_1: 0.7407 loss_ce_2: 0.6458 loss_bbox_2: 0.3338 loss_giou_2: 0.7351 loss_ce_3: 0.6363 loss_bbox_3: 0.3317 loss_giou_3: 0.7349 loss_ce_4: 0.6383 loss_bbox_4: 0.3302 loss_giou_4: 0.7237 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:51:38] detectron2.utils.events INFO: eta: 7:32:30 iter: 9759 total_loss: 1787 loss_ce: 0.6308 loss_bbox: 0.3276 loss_giou: 0.7483 loss_ce_0: 0.6746 loss_bbox_0: 0.3626 loss_giou_0: 0.8201 loss_ce_1: 0.6465 loss_bbox_1: 0.3331 loss_giou_1: 0.7633 loss_ce_2: 0.6307 loss_bbox_2: 0.3305 loss_giou_2: 0.7533 loss_ce_3: 0.6319 loss_bbox_3: 0.3273 loss_giou_3: 0.7495 loss_ce_4: 0.6325 loss_bbox_4: 0.3259 loss_giou_4: 0.7531 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:51:45] detectron2.utils.events INFO: eta: 7:32:23 iter: 9779 total_loss: 1781 loss_ce: 0.6244 loss_bbox: 0.3301 loss_giou: 0.7483 loss_ce_0: 0.6615 loss_bbox_0: 0.3674 loss_giou_0: 0.8107 loss_ce_1: 0.6394 loss_bbox_1: 0.3346 loss_giou_1: 0.7649 loss_ce_2: 0.6248 loss_bbox_2: 0.3285 loss_giou_2: 0.7494 loss_ce_3: 0.6197 loss_bbox_3: 0.3275 loss_giou_3: 0.7476 loss_ce_4: 0.6221 loss_bbox_4: 0.3286 loss_giou_4: 0.7474 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:51:51] detectron2.utils.events INFO: eta: 7:32:23 iter: 9799 total_loss: 1784 loss_ce: 0.6107 loss_bbox: 0.3279 loss_giou: 0.7351 loss_ce_0: 0.6505 loss_bbox_0: 0.3633 loss_giou_0: 0.811 loss_ce_1: 0.6302 loss_bbox_1: 0.3366 loss_giou_1: 0.7516 loss_ce_2: 0.6137 loss_bbox_2: 0.3301 loss_giou_2: 0.7412 loss_ce_3: 0.6134 loss_bbox_3: 0.33 loss_giou_3: 0.7431 loss_ce_4: 0.6178 loss_bbox_4: 0.3299 loss_giou_4: 0.7362 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:51:58] detectron2.utils.events INFO: eta: 7:32:25 iter: 9819 total_loss: 1783 loss_ce: 0.616 loss_bbox: 0.3205 loss_giou: 0.7238 loss_ce_0: 0.6587 loss_bbox_0: 0.3555 loss_giou_0: 0.7785 loss_ce_1: 0.6339 loss_bbox_1: 0.3245 loss_giou_1: 0.7331 loss_ce_2: 0.6156 loss_bbox_2: 0.3205 loss_giou_2: 0.7299 loss_ce_3: 0.6152 loss_bbox_3: 0.321 loss_giou_3: 0.721 loss_ce_4: 0.6136 loss_bbox_4: 0.3182 loss_giou_4: 0.7198 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:52:05] detectron2.utils.events INFO: eta: 7:32:19 iter: 9839 total_loss: 1781 loss_ce: 0.6332 loss_bbox: 0.3241 loss_giou: 0.7245 loss_ce_0: 0.6725 loss_bbox_0: 0.3615 loss_giou_0: 0.7956 loss_ce_1: 0.645 loss_bbox_1: 0.3311 loss_giou_1: 0.7447 loss_ce_2: 0.6321 loss_bbox_2: 0.3282 loss_giou_2: 0.7288 loss_ce_3: 0.6231 loss_bbox_3: 0.3307 loss_giou_3: 0.7299 loss_ce_4: 0.6315 loss_bbox_4: 0.3284 loss_giou_4: 0.727 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:52:11] detectron2.utils.events INFO: eta: 7:32:23 iter: 9859 total_loss: 1783 loss_ce: 0.609 loss_bbox: 0.3279 loss_giou: 0.7361 loss_ce_0: 0.6413 loss_bbox_0: 0.3661 loss_giou_0: 0.8076 loss_ce_1: 0.6239 loss_bbox_1: 0.3317 loss_giou_1: 0.7497 loss_ce_2: 0.6126 loss_bbox_2: 0.3235 loss_giou_2: 0.7361 loss_ce_3: 0.6097 loss_bbox_3: 0.3253 loss_giou_3: 0.7364 loss_ce_4: 0.607 loss_bbox_4: 0.3237 loss_giou_4: 0.7356 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:52:18] detectron2.utils.events INFO: eta: 7:32:32 iter: 9879 total_loss: 1784 loss_ce: 0.6156 loss_bbox: 0.3264 loss_giou: 0.7117 loss_ce_0: 0.6564 loss_bbox_0: 0.3603 loss_giou_0: 0.7796 loss_ce_1: 0.6268 loss_bbox_1: 0.3305 loss_giou_1: 0.7261 loss_ce_2: 0.6136 loss_bbox_2: 0.3309 loss_giou_2: 0.7187 loss_ce_3: 0.6144 loss_bbox_3: 0.3277 loss_giou_3: 0.7118 loss_ce_4: 0.6205 loss_bbox_4: 0.3218 loss_giou_4: 0.7122 time: 0.3320 data_time: 0.0085 lr: 0.0002 max_mem: 3710M
[02/06 20:52:25] detectron2.utils.events INFO: eta: 7:32:38 iter: 9899 total_loss: 1782 loss_ce: 0.6427 loss_bbox: 0.322 loss_giou: 0.7401 loss_ce_0: 0.6782 loss_bbox_0: 0.3574 loss_giou_0: 0.8218 loss_ce_1: 0.6551 loss_bbox_1: 0.3297 loss_giou_1: 0.7648 loss_ce_2: 0.6462 loss_bbox_2: 0.3256 loss_giou_2: 0.7457 loss_ce_3: 0.6373 loss_bbox_3: 0.3198 loss_giou_3: 0.7364 loss_ce_4: 0.6414 loss_bbox_4: 0.3214 loss_giou_4: 0.7339 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:52:31] detectron2.utils.events INFO: eta: 7:32:50 iter: 9919 total_loss: 1780 loss_ce: 0.6337 loss_bbox: 0.3315 loss_giou: 0.7432 loss_ce_0: 0.6722 loss_bbox_0: 0.3709 loss_giou_0: 0.8125 loss_ce_1: 0.6448 loss_bbox_1: 0.3406 loss_giou_1: 0.7564 loss_ce_2: 0.634 loss_bbox_2: 0.3371 loss_giou_2: 0.7459 loss_ce_3: 0.6253 loss_bbox_3: 0.3346 loss_giou_3: 0.7461 loss_ce_4: 0.6323 loss_bbox_4: 0.3331 loss_giou_4: 0.7448 time: 0.3321 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:52:38] detectron2.utils.events INFO: eta: 7:32:58 iter: 9939 total_loss: 1782 loss_ce: 0.642 loss_bbox: 0.3347 loss_giou: 0.7143 loss_ce_0: 0.6828 loss_bbox_0: 0.3686 loss_giou_0: 0.7757 loss_ce_1: 0.6547 loss_bbox_1: 0.3407 loss_giou_1: 0.7301 loss_ce_2: 0.6478 loss_bbox_2: 0.3327 loss_giou_2: 0.7137 loss_ce_3: 0.6427 loss_bbox_3: 0.3321 loss_giou_3: 0.7133 loss_ce_4: 0.6405 loss_bbox_4: 0.3334 loss_giou_4: 0.7106 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:52:45] detectron2.utils.events INFO: eta: 7:32:54 iter: 9959 total_loss: 1779 loss_ce: 0.6219 loss_bbox: 0.3294 loss_giou: 0.754 loss_ce_0: 0.669 loss_bbox_0: 0.3706 loss_giou_0: 0.8265 loss_ce_1: 0.6365 loss_bbox_1: 0.3352 loss_giou_1: 0.7687 loss_ce_2: 0.6261 loss_bbox_2: 0.3289 loss_giou_2: 0.7624 loss_ce_3: 0.6251 loss_bbox_3: 0.3293 loss_giou_3: 0.7553 loss_ce_4: 0.6261 loss_bbox_4: 0.3251 loss_giou_4: 0.7557 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:52:51] detectron2.utils.events INFO: eta: 7:32:52 iter: 9979 total_loss: 1782 loss_ce: 0.6217 loss_bbox: 0.3249 loss_giou: 0.7577 loss_ce_0: 0.6605 loss_bbox_0: 0.3543 loss_giou_0: 0.8166 loss_ce_1: 0.6425 loss_bbox_1: 0.3307 loss_giou_1: 0.7712 loss_ce_2: 0.6238 loss_bbox_2: 0.3272 loss_giou_2: 0.7586 loss_ce_3: 0.626 loss_bbox_3: 0.3269 loss_giou_3: 0.7583 loss_ce_4: 0.615 loss_bbox_4: 0.3287 loss_giou_4: 0.7582 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:52:58] fvcore.common.checkpoint INFO: Saving checkpoint to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/model_0009999.pth
[02/06 20:53:02] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 9999...
[02/06 20:53:02] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 20:53:02] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 20:53:03] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:53:03] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 20:53:04] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 20:53:04] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 20:53:05] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:53:05] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 20:53:23] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1430 s / img. ETA=0:01:43
[02/06 20:53:28] detectron2.evaluation.evaluator INFO: Inference done 55/157. 0.0585 s / img. ETA=0:00:18
[02/06 20:53:33] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.152271 (0.093107 s / img per device, on 32 devices)
[02/06 20:53:33] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.049595 s / img per device, on 32 devices)
[02/06 20:53:45] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 20:53:45] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/9999/coco_2017_val/coco_instances_results.json
[02/06 20:53:50] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 20:53:54] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 20:54:09] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 15.62 seconds.
[02/06 20:54:09] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 20:54:12] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.16 seconds.
[02/06 20:54:12] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 22.035 | 38.565 | 22.594 | 11.015 | 26.107 | 28.392 |
[02/06 20:54:12] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 34.503 | bicycle | 15.640 | car | 22.927 |
| motorcycle | 21.581 | airplane | 37.254 | bus | 42.095 |
| train | 37.858 | truck | 18.484 | boat | 9.194 |
| traffic light | 10.488 | fire hydrant | 42.999 | stop sign | 38.780 |
| parking meter | 27.996 | bench | 10.670 | bird | 19.115 |
| cat | 46.765 | dog | 43.523 | horse | 32.206 |
| sheep | 30.677 | cow | 32.708 | elephant | 43.623 |
| bear | 58.999 | zebra | 49.202 | giraffe | 50.045 |
| backpack | 5.323 | umbrella | 14.555 | handbag | 3.422 |
| tie | 13.746 | suitcase | 13.418 | frisbee | 38.064 |
| skis | 8.127 | snowboard | 13.777 | sports ball | 18.293 |
| kite | 16.189 | baseball bat | 11.816 | baseball glove | 18.497 |
| skateboard | 27.731 | surfboard | 15.285 | tennis racket | 24.896 |
| bottle | 19.411 | wine glass | 19.271 | cup | 23.617 |
| fork | 7.834 | knife | 2.939 | spoon | 3.605 |
| bowl | 19.211 | banana | 11.031 | apple | 8.295 |
| sandwich | 18.550 | orange | 20.554 | broccoli | 14.107 |
| carrot | 8.669 | hot dog | 14.525 | pizza | 31.715 |
| donut | 25.571 | cake | 19.644 | chair | 11.560 |
| couch | 22.121 | potted plant | 12.377 | bed | 22.205 |
| dining table | 14.484 | toilet | 40.126 | tv | 35.342 |
| laptop | 34.391 | mouse | 36.597 | remote | 9.498 |
| keyboard | 26.082 | cell phone | 15.145 | microwave | 32.040 |
| oven | 10.836 | toaster | 10.261 | sink | 19.335 |
| refrigerator | 28.603 | book | 3.171 | clock | 33.421 |
| vase | 18.419 | scissors | 5.563 | teddy bear | 25.275 |
| hair drier | 0.454 | toothbrush | 6.442 | | |
[02/06 20:54:13] detectron2.utils.events INFO: eta: 7:32:41 iter: 9999 total_loss: 1783 loss_ce: 0.6282 loss_bbox: 0.3215 loss_giou: 0.7303 loss_ce_0: 0.6801 loss_bbox_0: 0.3639 loss_giou_0: 0.8082 loss_ce_1: 0.6465 loss_bbox_1: 0.3289 loss_giou_1: 0.7487 loss_ce_2: 0.6303 loss_bbox_2: 0.3232 loss_giou_2: 0.7385 loss_ce_3: 0.6299 loss_bbox_3: 0.3193 loss_giou_3: 0.7402 loss_ce_4: 0.6246 loss_bbox_4: 0.3212 loss_giou_4: 0.7382 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:54:19] detectron2.utils.events INFO: eta: 7:32:27 iter: 10019 total_loss: 1781 loss_ce: 0.616 loss_bbox: 0.3272 loss_giou: 0.7449 loss_ce_0: 0.6651 loss_bbox_0: 0.3693 loss_giou_0: 0.8046 loss_ce_1: 0.6408 loss_bbox_1: 0.3357 loss_giou_1: 0.7544 loss_ce_2: 0.6244 loss_bbox_2: 0.3319 loss_giou_2: 0.7438 loss_ce_3: 0.6178 loss_bbox_3: 0.3276 loss_giou_3: 0.7422 loss_ce_4: 0.6175 loss_bbox_4: 0.3292 loss_giou_4: 0.7435 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:54:26] detectron2.utils.events INFO: eta: 7:32:07 iter: 10039 total_loss: 1783 loss_ce: 0.627 loss_bbox: 0.3305 loss_giou: 0.7279 loss_ce_0: 0.681 loss_bbox_0: 0.3651 loss_giou_0: 0.7957 loss_ce_1: 0.6452 loss_bbox_1: 0.3371 loss_giou_1: 0.7464 loss_ce_2: 0.6252 loss_bbox_2: 0.3318 loss_giou_2: 0.7361 loss_ce_3: 0.6257 loss_bbox_3: 0.3288 loss_giou_3: 0.7343 loss_ce_4: 0.6254 loss_bbox_4: 0.3288 loss_giou_4: 0.7266 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:54:33] detectron2.utils.events INFO: eta: 7:32:02 iter: 10059 total_loss: 1784 loss_ce: 0.6343 loss_bbox: 0.3154 loss_giou: 0.7273 loss_ce_0: 0.6685 loss_bbox_0: 0.3624 loss_giou_0: 0.7982 loss_ce_1: 0.644 loss_bbox_1: 0.3244 loss_giou_1: 0.747 loss_ce_2: 0.6339 loss_bbox_2: 0.322 loss_giou_2: 0.7324 loss_ce_3: 0.6352 loss_bbox_3: 0.3222 loss_giou_3: 0.7332 loss_ce_4: 0.634 loss_bbox_4: 0.3168 loss_giou_4: 0.7271 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:54:40] detectron2.utils.events INFO: eta: 7:32:10 iter: 10079 total_loss: 1787 loss_ce: 0.638 loss_bbox: 0.3266 loss_giou: 0.7545 loss_ce_0: 0.6761 loss_bbox_0: 0.3637 loss_giou_0: 0.8254 loss_ce_1: 0.6478 loss_bbox_1: 0.3308 loss_giou_1: 0.757 loss_ce_2: 0.6359 loss_bbox_2: 0.3272 loss_giou_2: 0.7531 loss_ce_3: 0.6342 loss_bbox_3: 0.3234 loss_giou_3: 0.7551 loss_ce_4: 0.6381 loss_bbox_4: 0.3204 loss_giou_4: 0.7556 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:54:46] detectron2.utils.events INFO: eta: 7:32:10 iter: 10099 total_loss: 1784 loss_ce: 0.6254 loss_bbox: 0.3324 loss_giou: 0.7504 loss_ce_0: 0.6711 loss_bbox_0: 0.3682 loss_giou_0: 0.8202 loss_ce_1: 0.6491 loss_bbox_1: 0.3394 loss_giou_1: 0.7609 loss_ce_2: 0.6325 loss_bbox_2: 0.3337 loss_giou_2: 0.7436 loss_ce_3: 0.6275 loss_bbox_3: 0.334 loss_giou_3: 0.7481 loss_ce_4: 0.6312 loss_bbox_4: 0.3309 loss_giou_4: 0.7455 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:54:53] detectron2.utils.events INFO: eta: 7:31:58 iter: 10119 total_loss: 1790 loss_ce: 0.6454 loss_bbox: 0.325 loss_giou: 0.7309 loss_ce_0: 0.687 loss_bbox_0: 0.3553 loss_giou_0: 0.7962 loss_ce_1: 0.6632 loss_bbox_1: 0.34 loss_giou_1: 0.7412 loss_ce_2: 0.6468 loss_bbox_2: 0.3298 loss_giou_2: 0.732 loss_ce_3: 0.6482 loss_bbox_3: 0.3255 loss_giou_3: 0.7257 loss_ce_4: 0.6446 loss_bbox_4: 0.3252 loss_giou_4: 0.7329 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:55:00] detectron2.utils.events INFO: eta: 7:31:41 iter: 10139 total_loss: 1787 loss_ce: 0.6377 loss_bbox: 0.3326 loss_giou: 0.7108 loss_ce_0: 0.6847 loss_bbox_0: 0.3624 loss_giou_0: 0.7727 loss_ce_1: 0.6541 loss_bbox_1: 0.341 loss_giou_1: 0.7267 loss_ce_2: 0.634 loss_bbox_2: 0.3331 loss_giou_2: 0.7194 loss_ce_3: 0.6401 loss_bbox_3: 0.3308 loss_giou_3: 0.7101 loss_ce_4: 0.6385 loss_bbox_4: 0.3328 loss_giou_4: 0.7065 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:55:06] detectron2.utils.events INFO: eta: 7:31:31 iter: 10159 total_loss: 1786 loss_ce: 0.6276 loss_bbox: 0.3237 loss_giou: 0.7098 loss_ce_0: 0.6727 loss_bbox_0: 0.3609 loss_giou_0: 0.7797 loss_ce_1: 0.6363 loss_bbox_1: 0.3317 loss_giou_1: 0.7226 loss_ce_2: 0.6292 loss_bbox_2: 0.3255 loss_giou_2: 0.7087 loss_ce_3: 0.6319 loss_bbox_3: 0.3255 loss_giou_3: 0.7064 loss_ce_4: 0.6246 loss_bbox_4: 0.3257 loss_giou_4: 0.7061 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:55:13] detectron2.utils.events INFO: eta: 7:31:23 iter: 10179 total_loss: 1786 loss_ce: 0.6212 loss_bbox: 0.3222 loss_giou: 0.7163 loss_ce_0: 0.6604 loss_bbox_0: 0.3619 loss_giou_0: 0.7767 loss_ce_1: 0.64 loss_bbox_1: 0.3341 loss_giou_1: 0.7298 loss_ce_2: 0.6208 loss_bbox_2: 0.3245 loss_giou_2: 0.7222 loss_ce_3: 0.6178 loss_bbox_3: 0.3212 loss_giou_3: 0.7153 loss_ce_4: 0.62 loss_bbox_4: 0.3174 loss_giou_4: 0.7138 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 20:55:19] detectron2.utils.events INFO: eta: 7:30:57 iter: 10199 total_loss: 1783 loss_ce: 0.6387 loss_bbox: 0.3296 loss_giou: 0.7277 loss_ce_0: 0.6895 loss_bbox_0: 0.3669 loss_giou_0: 0.7872 loss_ce_1: 0.659 loss_bbox_1: 0.3396 loss_giou_1: 0.7376 loss_ce_2: 0.644 loss_bbox_2: 0.3348 loss_giou_2: 0.7252 loss_ce_3: 0.6418 loss_bbox_3: 0.3329 loss_giou_3: 0.7184 loss_ce_4: 0.6408 loss_bbox_4: 0.3282 loss_giou_4: 0.7253 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:55:26] detectron2.utils.events INFO: eta: 7:30:56 iter: 10219 total_loss: 1781 loss_ce: 0.6238 loss_bbox: 0.3323 loss_giou: 0.7388 loss_ce_0: 0.6668 loss_bbox_0: 0.3604 loss_giou_0: 0.8086 loss_ce_1: 0.6418 loss_bbox_1: 0.3314 loss_giou_1: 0.7538 loss_ce_2: 0.6272 loss_bbox_2: 0.3292 loss_giou_2: 0.7438 loss_ce_3: 0.6285 loss_bbox_3: 0.3319 loss_giou_3: 0.7411 loss_ce_4: 0.6249 loss_bbox_4: 0.3315 loss_giou_4: 0.7392 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:55:33] detectron2.utils.events INFO: eta: 7:30:43 iter: 10239 total_loss: 1785 loss_ce: 0.6289 loss_bbox: 0.346 loss_giou: 0.7542 loss_ce_0: 0.6791 loss_bbox_0: 0.3727 loss_giou_0: 0.8123 loss_ce_1: 0.6502 loss_bbox_1: 0.3447 loss_giou_1: 0.7726 loss_ce_2: 0.6364 loss_bbox_2: 0.3462 loss_giou_2: 0.7541 loss_ce_3: 0.6345 loss_bbox_3: 0.3441 loss_giou_3: 0.7548 loss_ce_4: 0.6297 loss_bbox_4: 0.3498 loss_giou_4: 0.7539 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:55:39] detectron2.utils.events INFO: eta: 7:30:21 iter: 10259 total_loss: 1783 loss_ce: 0.612 loss_bbox: 0.3247 loss_giou: 0.73 loss_ce_0: 0.6584 loss_bbox_0: 0.3635 loss_giou_0: 0.7944 loss_ce_1: 0.6346 loss_bbox_1: 0.3302 loss_giou_1: 0.7415 loss_ce_2: 0.6212 loss_bbox_2: 0.3231 loss_giou_2: 0.7331 loss_ce_3: 0.6097 loss_bbox_3: 0.3216 loss_giou_3: 0.7335 loss_ce_4: 0.608 loss_bbox_4: 0.316 loss_giou_4: 0.7226 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:55:46] detectron2.utils.events INFO: eta: 7:30:17 iter: 10279 total_loss: 1785 loss_ce: 0.6139 loss_bbox: 0.3168 loss_giou: 0.7304 loss_ce_0: 0.6528 loss_bbox_0: 0.3584 loss_giou_0: 0.8054 loss_ce_1: 0.62 loss_bbox_1: 0.324 loss_giou_1: 0.751 loss_ce_2: 0.618 loss_bbox_2: 0.3198 loss_giou_2: 0.7345 loss_ce_3: 0.6111 loss_bbox_3: 0.3206 loss_giou_3: 0.7351 loss_ce_4: 0.6134 loss_bbox_4: 0.3191 loss_giou_4: 0.7276 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 20:55:52] detectron2.utils.events INFO: eta: 7:30:00 iter: 10299 total_loss: 1783 loss_ce: 0.6372 loss_bbox: 0.328 loss_giou: 0.7211 loss_ce_0: 0.6781 loss_bbox_0: 0.3683 loss_giou_0: 0.791 loss_ce_1: 0.6463 loss_bbox_1: 0.3331 loss_giou_1: 0.7387 loss_ce_2: 0.6336 loss_bbox_2: 0.3311 loss_giou_2: 0.7275 loss_ce_3: 0.6364 loss_bbox_3: 0.3286 loss_giou_3: 0.7238 loss_ce_4: 0.6374 loss_bbox_4: 0.3285 loss_giou_4: 0.7176 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:55:59] detectron2.utils.events INFO: eta: 7:29:43 iter: 10319 total_loss: 1784 loss_ce: 0.6333 loss_bbox: 0.328 loss_giou: 0.7248 loss_ce_0: 0.689 loss_bbox_0: 0.3616 loss_giou_0: 0.7764 loss_ce_1: 0.6607 loss_bbox_1: 0.3266 loss_giou_1: 0.7374 loss_ce_2: 0.6445 loss_bbox_2: 0.3276 loss_giou_2: 0.7313 loss_ce_3: 0.6373 loss_bbox_3: 0.3273 loss_giou_3: 0.7224 loss_ce_4: 0.6387 loss_bbox_4: 0.3285 loss_giou_4: 0.7253 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:56:05] detectron2.utils.events INFO: eta: 7:29:37 iter: 10339 total_loss: 1783 loss_ce: 0.6259 loss_bbox: 0.322 loss_giou: 0.7369 loss_ce_0: 0.6695 loss_bbox_0: 0.3641 loss_giou_0: 0.7972 loss_ce_1: 0.6386 loss_bbox_1: 0.3307 loss_giou_1: 0.746 loss_ce_2: 0.6286 loss_bbox_2: 0.324 loss_giou_2: 0.7413 loss_ce_3: 0.6217 loss_bbox_3: 0.3197 loss_giou_3: 0.7334 loss_ce_4: 0.6232 loss_bbox_4: 0.3232 loss_giou_4: 0.7311 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:56:12] detectron2.utils.events INFO: eta: 7:29:30 iter: 10359 total_loss: 1785 loss_ce: 0.6339 loss_bbox: 0.325 loss_giou: 0.7256 loss_ce_0: 0.6893 loss_bbox_0: 0.3619 loss_giou_0: 0.7832 loss_ce_1: 0.6583 loss_bbox_1: 0.3329 loss_giou_1: 0.7354 loss_ce_2: 0.6436 loss_bbox_2: 0.324 loss_giou_2: 0.7263 loss_ce_3: 0.6357 loss_bbox_3: 0.326 loss_giou_3: 0.7267 loss_ce_4: 0.6334 loss_bbox_4: 0.324 loss_giou_4: 0.724 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:56:19] detectron2.utils.events INFO: eta: 7:29:12 iter: 10379 total_loss: 1782 loss_ce: 0.6359 loss_bbox: 0.3186 loss_giou: 0.7306 loss_ce_0: 0.6835 loss_bbox_0: 0.3628 loss_giou_0: 0.8061 loss_ce_1: 0.6489 loss_bbox_1: 0.3296 loss_giou_1: 0.7526 loss_ce_2: 0.6362 loss_bbox_2: 0.3202 loss_giou_2: 0.7414 loss_ce_3: 0.6345 loss_bbox_3: 0.3219 loss_giou_3: 0.7377 loss_ce_4: 0.6415 loss_bbox_4: 0.3245 loss_giou_4: 0.7315 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:56:25] detectron2.utils.events INFO: eta: 7:29:16 iter: 10399 total_loss: 1782 loss_ce: 0.6171 loss_bbox: 0.3274 loss_giou: 0.7654 loss_ce_0: 0.6734 loss_bbox_0: 0.3565 loss_giou_0: 0.8213 loss_ce_1: 0.6367 loss_bbox_1: 0.3359 loss_giou_1: 0.7598 loss_ce_2: 0.6269 loss_bbox_2: 0.3316 loss_giou_2: 0.7489 loss_ce_3: 0.6228 loss_bbox_3: 0.3275 loss_giou_3: 0.7536 loss_ce_4: 0.6212 loss_bbox_4: 0.3247 loss_giou_4: 0.7578 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:56:32] detectron2.utils.events INFO: eta: 7:29:32 iter: 10419 total_loss: 1782 loss_ce: 0.6341 loss_bbox: 0.3223 loss_giou: 0.7363 loss_ce_0: 0.6813 loss_bbox_0: 0.3602 loss_giou_0: 0.8004 loss_ce_1: 0.6543 loss_bbox_1: 0.3267 loss_giou_1: 0.7456 loss_ce_2: 0.6375 loss_bbox_2: 0.3192 loss_giou_2: 0.7396 loss_ce_3: 0.636 loss_bbox_3: 0.3219 loss_giou_3: 0.7404 loss_ce_4: 0.6334 loss_bbox_4: 0.325 loss_giou_4: 0.7373 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:56:39] detectron2.utils.events INFO: eta: 7:29:38 iter: 10439 total_loss: 1783 loss_ce: 0.6204 loss_bbox: 0.3301 loss_giou: 0.7221 loss_ce_0: 0.6683 loss_bbox_0: 0.3667 loss_giou_0: 0.7806 loss_ce_1: 0.6442 loss_bbox_1: 0.3339 loss_giou_1: 0.728 loss_ce_2: 0.6225 loss_bbox_2: 0.3334 loss_giou_2: 0.7192 loss_ce_3: 0.6175 loss_bbox_3: 0.3311 loss_giou_3: 0.7224 loss_ce_4: 0.6193 loss_bbox_4: 0.3329 loss_giou_4: 0.7201 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:56:45] detectron2.utils.events INFO: eta: 7:29:19 iter: 10459 total_loss: 1788 loss_ce: 0.6294 loss_bbox: 0.3236 loss_giou: 0.7111 loss_ce_0: 0.6719 loss_bbox_0: 0.3592 loss_giou_0: 0.7939 loss_ce_1: 0.6483 loss_bbox_1: 0.3267 loss_giou_1: 0.7313 loss_ce_2: 0.627 loss_bbox_2: 0.3232 loss_giou_2: 0.7199 loss_ce_3: 0.6271 loss_bbox_3: 0.3222 loss_giou_3: 0.718 loss_ce_4: 0.6287 loss_bbox_4: 0.321 loss_giou_4: 0.7091 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:56:52] detectron2.utils.events INFO: eta: 7:29:59 iter: 10479 total_loss: 1782 loss_ce: 0.6063 loss_bbox: 0.3278 loss_giou: 0.7005 loss_ce_0: 0.6494 loss_bbox_0: 0.3572 loss_giou_0: 0.7719 loss_ce_1: 0.6161 loss_bbox_1: 0.3341 loss_giou_1: 0.7079 loss_ce_2: 0.6023 loss_bbox_2: 0.3345 loss_giou_2: 0.6991 loss_ce_3: 0.603 loss_bbox_3: 0.3317 loss_giou_3: 0.7017 loss_ce_4: 0.6035 loss_bbox_4: 0.3288 loss_giou_4: 0.6999 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:56:59] detectron2.utils.events INFO: eta: 7:29:50 iter: 10499 total_loss: 1782 loss_ce: 0.6312 loss_bbox: 0.3291 loss_giou: 0.7208 loss_ce_0: 0.6775 loss_bbox_0: 0.3735 loss_giou_0: 0.7785 loss_ce_1: 0.6463 loss_bbox_1: 0.3387 loss_giou_1: 0.7344 loss_ce_2: 0.6347 loss_bbox_2: 0.3371 loss_giou_2: 0.7249 loss_ce_3: 0.6321 loss_bbox_3: 0.3275 loss_giou_3: 0.7226 loss_ce_4: 0.6279 loss_bbox_4: 0.3303 loss_giou_4: 0.718 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:57:06] detectron2.utils.events INFO: eta: 7:30:12 iter: 10519 total_loss: 1779 loss_ce: 0.5957 loss_bbox: 0.3218 loss_giou: 0.7181 loss_ce_0: 0.6401 loss_bbox_0: 0.3608 loss_giou_0: 0.7814 loss_ce_1: 0.6118 loss_bbox_1: 0.3277 loss_giou_1: 0.7231 loss_ce_2: 0.5981 loss_bbox_2: 0.325 loss_giou_2: 0.7219 loss_ce_3: 0.5948 loss_bbox_3: 0.3248 loss_giou_3: 0.7167 loss_ce_4: 0.5938 loss_bbox_4: 0.324 loss_giou_4: 0.7175 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:57:12] detectron2.utils.events INFO: eta: 7:29:37 iter: 10539 total_loss: 1782 loss_ce: 0.6208 loss_bbox: 0.3229 loss_giou: 0.6975 loss_ce_0: 0.6728 loss_bbox_0: 0.3559 loss_giou_0: 0.7508 loss_ce_1: 0.6387 loss_bbox_1: 0.3258 loss_giou_1: 0.7126 loss_ce_2: 0.6281 loss_bbox_2: 0.3253 loss_giou_2: 0.6983 loss_ce_3: 0.6228 loss_bbox_3: 0.3255 loss_giou_3: 0.6987 loss_ce_4: 0.6191 loss_bbox_4: 0.3215 loss_giou_4: 0.6904 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:57:19] detectron2.utils.events INFO: eta: 7:29:23 iter: 10559 total_loss: 1780 loss_ce: 0.6241 loss_bbox: 0.3267 loss_giou: 0.7077 loss_ce_0: 0.671 loss_bbox_0: 0.3649 loss_giou_0: 0.7626 loss_ce_1: 0.6433 loss_bbox_1: 0.3355 loss_giou_1: 0.7159 loss_ce_2: 0.6286 loss_bbox_2: 0.3286 loss_giou_2: 0.7071 loss_ce_3: 0.6242 loss_bbox_3: 0.3246 loss_giou_3: 0.7061 loss_ce_4: 0.6252 loss_bbox_4: 0.3236 loss_giou_4: 0.7039 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:57:25] detectron2.utils.events INFO: eta: 7:28:39 iter: 10579 total_loss: 1784 loss_ce: 0.6097 loss_bbox: 0.3259 loss_giou: 0.7385 loss_ce_0: 0.6634 loss_bbox_0: 0.3654 loss_giou_0: 0.7971 loss_ce_1: 0.6356 loss_bbox_1: 0.3323 loss_giou_1: 0.7443 loss_ce_2: 0.6171 loss_bbox_2: 0.3313 loss_giou_2: 0.7325 loss_ce_3: 0.6162 loss_bbox_3: 0.3298 loss_giou_3: 0.7322 loss_ce_4: 0.6124 loss_bbox_4: 0.3277 loss_giou_4: 0.7309 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:57:32] detectron2.utils.events INFO: eta: 7:28:43 iter: 10599 total_loss: 1781 loss_ce: 0.6204 loss_bbox: 0.3252 loss_giou: 0.7048 loss_ce_0: 0.6698 loss_bbox_0: 0.3646 loss_giou_0: 0.7642 loss_ce_1: 0.6353 loss_bbox_1: 0.3322 loss_giou_1: 0.7168 loss_ce_2: 0.6224 loss_bbox_2: 0.3249 loss_giou_2: 0.707 loss_ce_3: 0.6228 loss_bbox_3: 0.3262 loss_giou_3: 0.7027 loss_ce_4: 0.6167 loss_bbox_4: 0.3225 loss_giou_4: 0.7028 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:57:39] detectron2.utils.events INFO: eta: 7:28:27 iter: 10619 total_loss: 1782 loss_ce: 0.5903 loss_bbox: 0.3228 loss_giou: 0.7165 loss_ce_0: 0.6347 loss_bbox_0: 0.3589 loss_giou_0: 0.7801 loss_ce_1: 0.6102 loss_bbox_1: 0.3244 loss_giou_1: 0.7322 loss_ce_2: 0.5936 loss_bbox_2: 0.3264 loss_giou_2: 0.7195 loss_ce_3: 0.5921 loss_bbox_3: 0.3205 loss_giou_3: 0.7148 loss_ce_4: 0.5862 loss_bbox_4: 0.32 loss_giou_4: 0.7148 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:57:45] detectron2.utils.events INFO: eta: 7:28:18 iter: 10639 total_loss: 1785 loss_ce: 0.6231 loss_bbox: 0.3245 loss_giou: 0.7298 loss_ce_0: 0.6739 loss_bbox_0: 0.3599 loss_giou_0: 0.8014 loss_ce_1: 0.6372 loss_bbox_1: 0.3284 loss_giou_1: 0.7496 loss_ce_2: 0.626 loss_bbox_2: 0.329 loss_giou_2: 0.7341 loss_ce_3: 0.6221 loss_bbox_3: 0.3269 loss_giou_3: 0.7316 loss_ce_4: 0.6223 loss_bbox_4: 0.3274 loss_giou_4: 0.7359 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:57:52] detectron2.utils.events INFO: eta: 7:28:03 iter: 10659 total_loss: 1783 loss_ce: 0.6212 loss_bbox: 0.334 loss_giou: 0.7128 loss_ce_0: 0.664 loss_bbox_0: 0.3729 loss_giou_0: 0.7796 loss_ce_1: 0.64 loss_bbox_1: 0.3392 loss_giou_1: 0.7222 loss_ce_2: 0.6289 loss_bbox_2: 0.3385 loss_giou_2: 0.7186 loss_ce_3: 0.6296 loss_bbox_3: 0.3351 loss_giou_3: 0.7159 loss_ce_4: 0.6242 loss_bbox_4: 0.3339 loss_giou_4: 0.7093 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:57:58] detectron2.utils.events INFO: eta: 7:27:56 iter: 10679 total_loss: 1781 loss_ce: 0.6127 loss_bbox: 0.3263 loss_giou: 0.7391 loss_ce_0: 0.6581 loss_bbox_0: 0.3514 loss_giou_0: 0.7932 loss_ce_1: 0.6356 loss_bbox_1: 0.3376 loss_giou_1: 0.7516 loss_ce_2: 0.6144 loss_bbox_2: 0.3314 loss_giou_2: 0.7343 loss_ce_3: 0.6076 loss_bbox_3: 0.3295 loss_giou_3: 0.7377 loss_ce_4: 0.6083 loss_bbox_4: 0.3293 loss_giou_4: 0.7392 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:58:05] detectron2.utils.events INFO: eta: 7:27:32 iter: 10699 total_loss: 1778 loss_ce: 0.6025 loss_bbox: 0.3215 loss_giou: 0.7427 loss_ce_0: 0.6588 loss_bbox_0: 0.3629 loss_giou_0: 0.7979 loss_ce_1: 0.6262 loss_bbox_1: 0.3332 loss_giou_1: 0.7523 loss_ce_2: 0.6039 loss_bbox_2: 0.3287 loss_giou_2: 0.7484 loss_ce_3: 0.603 loss_bbox_3: 0.3243 loss_giou_3: 0.747 loss_ce_4: 0.5999 loss_bbox_4: 0.3231 loss_giou_4: 0.7381 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:58:11] detectron2.utils.events INFO: eta: 7:27:10 iter: 10719 total_loss: 1784 loss_ce: 0.6216 loss_bbox: 0.3264 loss_giou: 0.7109 loss_ce_0: 0.6719 loss_bbox_0: 0.3616 loss_giou_0: 0.7756 loss_ce_1: 0.6423 loss_bbox_1: 0.3345 loss_giou_1: 0.7272 loss_ce_2: 0.628 loss_bbox_2: 0.3271 loss_giou_2: 0.7096 loss_ce_3: 0.6245 loss_bbox_3: 0.328 loss_giou_3: 0.7111 loss_ce_4: 0.6191 loss_bbox_4: 0.3255 loss_giou_4: 0.7051 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:58:18] detectron2.utils.events INFO: eta: 7:26:42 iter: 10739 total_loss: 1781 loss_ce: 0.6024 loss_bbox: 0.3222 loss_giou: 0.7361 loss_ce_0: 0.6504 loss_bbox_0: 0.3572 loss_giou_0: 0.8007 loss_ce_1: 0.6156 loss_bbox_1: 0.33 loss_giou_1: 0.7498 loss_ce_2: 0.6087 loss_bbox_2: 0.3241 loss_giou_2: 0.7362 loss_ce_3: 0.5984 loss_bbox_3: 0.3237 loss_giou_3: 0.7333 loss_ce_4: 0.5961 loss_bbox_4: 0.3216 loss_giou_4: 0.7355 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 20:58:24] detectron2.utils.events INFO: eta: 7:26:36 iter: 10759 total_loss: 1783 loss_ce: 0.6275 loss_bbox: 0.3356 loss_giou: 0.7508 loss_ce_0: 0.6688 loss_bbox_0: 0.3705 loss_giou_0: 0.8145 loss_ce_1: 0.6438 loss_bbox_1: 0.3375 loss_giou_1: 0.7647 loss_ce_2: 0.6331 loss_bbox_2: 0.3336 loss_giou_2: 0.7515 loss_ce_3: 0.6256 loss_bbox_3: 0.3309 loss_giou_3: 0.7499 loss_ce_4: 0.6285 loss_bbox_4: 0.3351 loss_giou_4: 0.7499 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 20:58:31] detectron2.utils.events INFO: eta: 7:26:35 iter: 10779 total_loss: 1782 loss_ce: 0.6128 loss_bbox: 0.3321 loss_giou: 0.6983 loss_ce_0: 0.6615 loss_bbox_0: 0.3603 loss_giou_0: 0.7602 loss_ce_1: 0.6389 loss_bbox_1: 0.3302 loss_giou_1: 0.7144 loss_ce_2: 0.6165 loss_bbox_2: 0.3308 loss_giou_2: 0.706 loss_ce_3: 0.6174 loss_bbox_3: 0.3284 loss_giou_3: 0.7084 loss_ce_4: 0.6176 loss_bbox_4: 0.3296 loss_giou_4: 0.6998 time: 0.3319 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:58:37] detectron2.utils.events INFO: eta: 7:26:24 iter: 10799 total_loss: 1780 loss_ce: 0.636 loss_bbox: 0.3366 loss_giou: 0.7478 loss_ce_0: 0.6877 loss_bbox_0: 0.3662 loss_giou_0: 0.815 loss_ce_1: 0.6558 loss_bbox_1: 0.3407 loss_giou_1: 0.7641 loss_ce_2: 0.6401 loss_bbox_2: 0.3347 loss_giou_2: 0.7583 loss_ce_3: 0.6344 loss_bbox_3: 0.3375 loss_giou_3: 0.7562 loss_ce_4: 0.6332 loss_bbox_4: 0.3364 loss_giou_4: 0.7372 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:58:44] detectron2.utils.events INFO: eta: 7:26:15 iter: 10819 total_loss: 1780 loss_ce: 0.6225 loss_bbox: 0.3192 loss_giou: 0.7448 loss_ce_0: 0.67 loss_bbox_0: 0.3561 loss_giou_0: 0.8028 loss_ce_1: 0.641 loss_bbox_1: 0.321 loss_giou_1: 0.7519 loss_ce_2: 0.6236 loss_bbox_2: 0.3181 loss_giou_2: 0.747 loss_ce_3: 0.6221 loss_bbox_3: 0.32 loss_giou_3: 0.7445 loss_ce_4: 0.6229 loss_bbox_4: 0.3198 loss_giou_4: 0.7455 time: 0.3319 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 20:58:51] detectron2.utils.events INFO: eta: 7:26:09 iter: 10839 total_loss: 1783 loss_ce: 0.6191 loss_bbox: 0.3236 loss_giou: 0.7164 loss_ce_0: 0.6633 loss_bbox_0: 0.3608 loss_giou_0: 0.7808 loss_ce_1: 0.6309 loss_bbox_1: 0.3266 loss_giou_1: 0.7329 loss_ce_2: 0.6205 loss_bbox_2: 0.3214 loss_giou_2: 0.7211 loss_ce_3: 0.6147 loss_bbox_3: 0.3222 loss_giou_3: 0.7216 loss_ce_4: 0.6146 loss_bbox_4: 0.3201 loss_giou_4: 0.7214 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 20:58:57] detectron2.utils.events INFO: eta: 7:26:02 iter: 10859 total_loss: 1782 loss_ce: 0.6384 loss_bbox: 0.3317 loss_giou: 0.717 loss_ce_0: 0.6873 loss_bbox_0: 0.3635 loss_giou_0: 0.7811 loss_ce_1: 0.663 loss_bbox_1: 0.334 loss_giou_1: 0.726 loss_ce_2: 0.6426 loss_bbox_2: 0.3274 loss_giou_2: 0.7158 loss_ce_3: 0.639 loss_bbox_3: 0.3279 loss_giou_3: 0.7128 loss_ce_4: 0.6382 loss_bbox_4: 0.33 loss_giou_4: 0.711 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:59:04] detectron2.utils.events INFO: eta: 7:25:56 iter: 10879 total_loss: 1781 loss_ce: 0.6194 loss_bbox: 0.3337 loss_giou: 0.7451 loss_ce_0: 0.6634 loss_bbox_0: 0.3669 loss_giou_0: 0.8179 loss_ce_1: 0.636 loss_bbox_1: 0.3278 loss_giou_1: 0.7678 loss_ce_2: 0.6225 loss_bbox_2: 0.3309 loss_giou_2: 0.7512 loss_ce_3: 0.6224 loss_bbox_3: 0.3328 loss_giou_3: 0.7545 loss_ce_4: 0.6132 loss_bbox_4: 0.3317 loss_giou_4: 0.7464 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 20:59:11] detectron2.utils.events INFO: eta: 7:25:39 iter: 10899 total_loss: 1780 loss_ce: 0.6184 loss_bbox: 0.3243 loss_giou: 0.7104 loss_ce_0: 0.675 loss_bbox_0: 0.3666 loss_giou_0: 0.7731 loss_ce_1: 0.6343 loss_bbox_1: 0.3313 loss_giou_1: 0.724 loss_ce_2: 0.6222 loss_bbox_2: 0.3306 loss_giou_2: 0.7196 loss_ce_3: 0.6208 loss_bbox_3: 0.3266 loss_giou_3: 0.7175 loss_ce_4: 0.6207 loss_bbox_4: 0.3305 loss_giou_4: 0.7155 time: 0.3319 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:59:17] detectron2.utils.events INFO: eta: 7:24:51 iter: 10919 total_loss: 1771 loss_ce: 0.6065 loss_bbox: 0.3276 loss_giou: 0.7591 loss_ce_0: 0.663 loss_bbox_0: 0.3613 loss_giou_0: 0.8225 loss_ce_1: 0.6317 loss_bbox_1: 0.3341 loss_giou_1: 0.7725 loss_ce_2: 0.6234 loss_bbox_2: 0.3249 loss_giou_2: 0.7596 loss_ce_3: 0.6124 loss_bbox_3: 0.3263 loss_giou_3: 0.7689 loss_ce_4: 0.6067 loss_bbox_4: 0.3282 loss_giou_4: 0.7576 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:59:24] detectron2.utils.events INFO: eta: 7:24:24 iter: 10939 total_loss: 1782 loss_ce: 0.5994 loss_bbox: 0.324 loss_giou: 0.727 loss_ce_0: 0.6454 loss_bbox_0: 0.3543 loss_giou_0: 0.7864 loss_ce_1: 0.6255 loss_bbox_1: 0.3307 loss_giou_1: 0.7413 loss_ce_2: 0.6034 loss_bbox_2: 0.3254 loss_giou_2: 0.7352 loss_ce_3: 0.6027 loss_bbox_3: 0.3295 loss_giou_3: 0.7298 loss_ce_4: 0.5968 loss_bbox_4: 0.3251 loss_giou_4: 0.7256 time: 0.3319 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 20:59:30] detectron2.utils.events INFO: eta: 7:24:21 iter: 10959 total_loss: 1777 loss_ce: 0.6149 loss_bbox: 0.3213 loss_giou: 0.7306 loss_ce_0: 0.6629 loss_bbox_0: 0.3561 loss_giou_0: 0.7898 loss_ce_1: 0.6359 loss_bbox_1: 0.3309 loss_giou_1: 0.7432 loss_ce_2: 0.6202 loss_bbox_2: 0.3221 loss_giou_2: 0.7396 loss_ce_3: 0.6111 loss_bbox_3: 0.3252 loss_giou_3: 0.7398 loss_ce_4: 0.6108 loss_bbox_4: 0.3219 loss_giou_4: 0.7336 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:59:37] detectron2.utils.events INFO: eta: 7:24:19 iter: 10979 total_loss: 1782 loss_ce: 0.6058 loss_bbox: 0.317 loss_giou: 0.706 loss_ce_0: 0.6511 loss_bbox_0: 0.3556 loss_giou_0: 0.7685 loss_ce_1: 0.6288 loss_bbox_1: 0.3248 loss_giou_1: 0.72 loss_ce_2: 0.6132 loss_bbox_2: 0.3191 loss_giou_2: 0.7127 loss_ce_3: 0.6128 loss_bbox_3: 0.3149 loss_giou_3: 0.7086 loss_ce_4: 0.6051 loss_bbox_4: 0.3188 loss_giou_4: 0.7035 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 20:59:44] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 10999...
[02/06 20:59:44] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 20:59:44] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 20:59:44] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:59:45] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 20:59:45] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 20:59:45] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 20:59:46] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 20:59:47] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 21:00:06] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1547 s / img. ETA=0:02:07
[02/06 21:00:11] detectron2.evaluation.evaluator INFO: Inference done 58/157. 0.0617 s / img. ETA=0:00:19
[02/06 21:00:16] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:15.069444 (0.099141 s / img per device, on 32 devices)
[02/06 21:00:16] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.051612 s / img per device, on 32 devices)
[02/06 21:00:27] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 21:00:27] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/10999/coco_2017_val/coco_instances_results.json
[02/06 21:00:32] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 21:00:34] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 21:00:48] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 13.84 seconds.
[02/06 21:00:48] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 21:00:51] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.11 seconds.
[02/06 21:00:51] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 22.434 | 40.016 | 22.815 | 11.242 | 26.155 | 29.802 |
[02/06 21:00:51] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 34.496 | bicycle | 14.300 | car | 20.236 |
| motorcycle | 24.218 | airplane | 38.114 | bus | 38.109 |
| train | 30.486 | truck | 15.030 | boat | 10.580 |
| traffic light | 9.851 | fire hydrant | 43.609 | stop sign | 40.586 |
| parking meter | 24.335 | bench | 9.076 | bird | 21.487 |
| cat | 44.969 | dog | 40.226 | horse | 33.857 |
| sheep | 29.842 | cow | 30.439 | elephant | 45.827 |
| bear | 59.042 | zebra | 49.249 | giraffe | 51.688 |
| backpack | 4.796 | umbrella | 19.094 | handbag | 2.718 |
| tie | 10.264 | suitcase | 18.268 | frisbee | 35.263 |
| skis | 9.203 | snowboard | 8.016 | sports ball | 20.521 |
| kite | 21.168 | baseball bat | 10.818 | baseball glove | 17.918 |
| skateboard | 31.167 | surfboard | 15.201 | tennis racket | 25.173 |
| bottle | 18.214 | wine glass | 17.934 | cup | 22.190 |
| fork | 10.021 | knife | 4.551 | spoon | 2.963 |
| bowl | 21.609 | banana | 11.802 | apple | 10.514 |
| sandwich | 15.236 | orange | 19.312 | broccoli | 11.894 |
| carrot | 9.557 | hot dog | 16.353 | pizza | 32.092 |
| donut | 28.587 | cake | 21.579 | chair | 11.508 |
| couch | 23.906 | potted plant | 13.782 | bed | 19.638 |
| dining table | 16.889 | toilet | 37.571 | tv | 33.659 |
| laptop | 36.303 | mouse | 36.168 | remote | 11.662 |
| keyboard | 32.429 | cell phone | 17.461 | microwave | 30.754 |
| oven | 17.304 | toaster | 34.031 | sink | 20.803 |
| refrigerator | 30.716 | book | 3.800 | clock | 30.506 |
| vase | 18.425 | scissors | 3.388 | teddy bear | 22.826 |
| hair drier | 2.681 | toothbrush | 4.844 | | |
[02/06 21:00:51] detectron2.utils.events INFO: eta: 7:24:12 iter: 10999 total_loss: 1783 loss_ce: 0.6184 loss_bbox: 0.322 loss_giou: 0.7603 loss_ce_0: 0.6701 loss_bbox_0: 0.3549 loss_giou_0: 0.8366 loss_ce_1: 0.6379 loss_bbox_1: 0.3253 loss_giou_1: 0.7749 loss_ce_2: 0.6275 loss_bbox_2: 0.3203 loss_giou_2: 0.7579 loss_ce_3: 0.6215 loss_bbox_3: 0.3223 loss_giou_3: 0.7597 loss_ce_4: 0.6206 loss_bbox_4: 0.3213 loss_giou_4: 0.76 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:00:58] detectron2.utils.events INFO: eta: 7:24:30 iter: 11019 total_loss: 1786 loss_ce: 0.6255 loss_bbox: 0.3307 loss_giou: 0.7175 loss_ce_0: 0.6799 loss_bbox_0: 0.3712 loss_giou_0: 0.7818 loss_ce_1: 0.651 loss_bbox_1: 0.3359 loss_giou_1: 0.7297 loss_ce_2: 0.6356 loss_bbox_2: 0.3348 loss_giou_2: 0.7177 loss_ce_3: 0.6295 loss_bbox_3: 0.3341 loss_giou_3: 0.7208 loss_ce_4: 0.6261 loss_bbox_4: 0.3334 loss_giou_4: 0.7169 time: 0.3319 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 21:01:05] detectron2.utils.events INFO: eta: 7:24:56 iter: 11039 total_loss: 1779 loss_ce: 0.6249 loss_bbox: 0.3281 loss_giou: 0.7234 loss_ce_0: 0.6598 loss_bbox_0: 0.3669 loss_giou_0: 0.8018 loss_ce_1: 0.636 loss_bbox_1: 0.3323 loss_giou_1: 0.7372 loss_ce_2: 0.6205 loss_bbox_2: 0.3305 loss_giou_2: 0.7301 loss_ce_3: 0.6219 loss_bbox_3: 0.3266 loss_giou_3: 0.73 loss_ce_4: 0.6151 loss_bbox_4: 0.3255 loss_giou_4: 0.7174 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:01:13] detectron2.utils.events INFO: eta: 7:25:28 iter: 11059 total_loss: 1783 loss_ce: 0.6177 loss_bbox: 0.3326 loss_giou: 0.72 loss_ce_0: 0.6662 loss_bbox_0: 0.3637 loss_giou_0: 0.7918 loss_ce_1: 0.6323 loss_bbox_1: 0.3347 loss_giou_1: 0.7385 loss_ce_2: 0.6141 loss_bbox_2: 0.3285 loss_giou_2: 0.7241 loss_ce_3: 0.6144 loss_bbox_3: 0.3282 loss_giou_3: 0.7195 loss_ce_4: 0.6152 loss_bbox_4: 0.3296 loss_giou_4: 0.7187 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:01:19] detectron2.utils.events INFO: eta: 7:25:21 iter: 11079 total_loss: 1783 loss_ce: 0.6173 loss_bbox: 0.3186 loss_giou: 0.7368 loss_ce_0: 0.6595 loss_bbox_0: 0.3573 loss_giou_0: 0.8044 loss_ce_1: 0.6362 loss_bbox_1: 0.3232 loss_giou_1: 0.7521 loss_ce_2: 0.6226 loss_bbox_2: 0.3216 loss_giou_2: 0.7414 loss_ce_3: 0.6243 loss_bbox_3: 0.3204 loss_giou_3: 0.7386 loss_ce_4: 0.6182 loss_bbox_4: 0.3176 loss_giou_4: 0.7359 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:01:27] detectron2.utils.events INFO: eta: 7:25:01 iter: 11099 total_loss: 1785 loss_ce: 0.6241 loss_bbox: 0.3258 loss_giou: 0.7306 loss_ce_0: 0.6729 loss_bbox_0: 0.3592 loss_giou_0: 0.7835 loss_ce_1: 0.6419 loss_bbox_1: 0.3328 loss_giou_1: 0.7423 loss_ce_2: 0.6232 loss_bbox_2: 0.3256 loss_giou_2: 0.7314 loss_ce_3: 0.6237 loss_bbox_3: 0.3247 loss_giou_3: 0.7273 loss_ce_4: 0.6239 loss_bbox_4: 0.3241 loss_giou_4: 0.7269 time: 0.3321 data_time: 0.0421 lr: 0.0002 max_mem: 3710M
[02/06 21:01:33] detectron2.utils.events INFO: eta: 7:24:51 iter: 11119 total_loss: 1785 loss_ce: 0.6122 loss_bbox: 0.3271 loss_giou: 0.73 loss_ce_0: 0.6662 loss_bbox_0: 0.3638 loss_giou_0: 0.7997 loss_ce_1: 0.6388 loss_bbox_1: 0.3312 loss_giou_1: 0.7414 loss_ce_2: 0.6179 loss_bbox_2: 0.3253 loss_giou_2: 0.727 loss_ce_3: 0.6199 loss_bbox_3: 0.3242 loss_giou_3: 0.7231 loss_ce_4: 0.6145 loss_bbox_4: 0.3251 loss_giou_4: 0.7265 time: 0.3321 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 21:01:40] detectron2.utils.events INFO: eta: 7:25:09 iter: 11139 total_loss: 1779 loss_ce: 0.6092 loss_bbox: 0.3218 loss_giou: 0.7179 loss_ce_0: 0.6474 loss_bbox_0: 0.3593 loss_giou_0: 0.7835 loss_ce_1: 0.6235 loss_bbox_1: 0.329 loss_giou_1: 0.7375 loss_ce_2: 0.6081 loss_bbox_2: 0.3257 loss_giou_2: 0.728 loss_ce_3: 0.6027 loss_bbox_3: 0.325 loss_giou_3: 0.7244 loss_ce_4: 0.6037 loss_bbox_4: 0.3233 loss_giou_4: 0.7157 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:01:47] detectron2.utils.events INFO: eta: 7:24:55 iter: 11159 total_loss: 1783 loss_ce: 0.6106 loss_bbox: 0.3227 loss_giou: 0.7209 loss_ce_0: 0.6499 loss_bbox_0: 0.361 loss_giou_0: 0.7906 loss_ce_1: 0.6295 loss_bbox_1: 0.3272 loss_giou_1: 0.7319 loss_ce_2: 0.6155 loss_bbox_2: 0.3226 loss_giou_2: 0.7293 loss_ce_3: 0.6087 loss_bbox_3: 0.3233 loss_giou_3: 0.7241 loss_ce_4: 0.6083 loss_bbox_4: 0.3211 loss_giou_4: 0.7193 time: 0.3321 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:01:53] detectron2.utils.events INFO: eta: 7:25:00 iter: 11179 total_loss: 1776 loss_ce: 0.6198 loss_bbox: 0.3173 loss_giou: 0.7083 loss_ce_0: 0.6641 loss_bbox_0: 0.3565 loss_giou_0: 0.7834 loss_ce_1: 0.6381 loss_bbox_1: 0.3244 loss_giou_1: 0.729 loss_ce_2: 0.623 loss_bbox_2: 0.3179 loss_giou_2: 0.7167 loss_ce_3: 0.621 loss_bbox_3: 0.3201 loss_giou_3: 0.7139 loss_ce_4: 0.6185 loss_bbox_4: 0.3185 loss_giou_4: 0.7078 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:02:00] detectron2.utils.events INFO: eta: 7:25:07 iter: 11199 total_loss: 1781 loss_ce: 0.6293 loss_bbox: 0.3241 loss_giou: 0.705 loss_ce_0: 0.6823 loss_bbox_0: 0.3611 loss_giou_0: 0.7742 loss_ce_1: 0.6541 loss_bbox_1: 0.3316 loss_giou_1: 0.7219 loss_ce_2: 0.6382 loss_bbox_2: 0.3241 loss_giou_2: 0.7077 loss_ce_3: 0.6281 loss_bbox_3: 0.3222 loss_giou_3: 0.7043 loss_ce_4: 0.6285 loss_bbox_4: 0.3221 loss_giou_4: 0.6949 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:02:07] detectron2.utils.events INFO: eta: 7:24:42 iter: 11219 total_loss: 1783 loss_ce: 0.5997 loss_bbox: 0.3186 loss_giou: 0.7099 loss_ce_0: 0.6566 loss_bbox_0: 0.3584 loss_giou_0: 0.7763 loss_ce_1: 0.619 loss_bbox_1: 0.3224 loss_giou_1: 0.7255 loss_ce_2: 0.6041 loss_bbox_2: 0.3207 loss_giou_2: 0.7131 loss_ce_3: 0.6014 loss_bbox_3: 0.3157 loss_giou_3: 0.7055 loss_ce_4: 0.5979 loss_bbox_4: 0.3155 loss_giou_4: 0.7066 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:02:14] detectron2.utils.events INFO: eta: 7:24:52 iter: 11239 total_loss: 1780 loss_ce: 0.6056 loss_bbox: 0.3258 loss_giou: 0.7433 loss_ce_0: 0.6585 loss_bbox_0: 0.3628 loss_giou_0: 0.81 loss_ce_1: 0.6302 loss_bbox_1: 0.3306 loss_giou_1: 0.7561 loss_ce_2: 0.6082 loss_bbox_2: 0.3281 loss_giou_2: 0.7511 loss_ce_3: 0.6074 loss_bbox_3: 0.3268 loss_giou_3: 0.7452 loss_ce_4: 0.6061 loss_bbox_4: 0.3262 loss_giou_4: 0.7489 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:02:20] detectron2.utils.events INFO: eta: 7:24:47 iter: 11259 total_loss: 1779 loss_ce: 0.6123 loss_bbox: 0.3111 loss_giou: 0.7014 loss_ce_0: 0.66 loss_bbox_0: 0.3497 loss_giou_0: 0.7545 loss_ce_1: 0.6296 loss_bbox_1: 0.3217 loss_giou_1: 0.7019 loss_ce_2: 0.6148 loss_bbox_2: 0.3153 loss_giou_2: 0.6959 loss_ce_3: 0.6116 loss_bbox_3: 0.3141 loss_giou_3: 0.6929 loss_ce_4: 0.6108 loss_bbox_4: 0.3101 loss_giou_4: 0.694 time: 0.3321 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:02:27] detectron2.utils.events INFO: eta: 7:24:41 iter: 11279 total_loss: 1785 loss_ce: 0.5919 loss_bbox: 0.3206 loss_giou: 0.7016 loss_ce_0: 0.6513 loss_bbox_0: 0.3508 loss_giou_0: 0.7786 loss_ce_1: 0.621 loss_bbox_1: 0.3267 loss_giou_1: 0.7229 loss_ce_2: 0.6016 loss_bbox_2: 0.3213 loss_giou_2: 0.7059 loss_ce_3: 0.5949 loss_bbox_3: 0.3211 loss_giou_3: 0.7001 loss_ce_4: 0.5918 loss_bbox_4: 0.3201 loss_giou_4: 0.7019 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:02:33] detectron2.utils.events INFO: eta: 7:24:20 iter: 11299 total_loss: 1780 loss_ce: 0.6137 loss_bbox: 0.3227 loss_giou: 0.7023 loss_ce_0: 0.6634 loss_bbox_0: 0.3674 loss_giou_0: 0.7631 loss_ce_1: 0.6334 loss_bbox_1: 0.3313 loss_giou_1: 0.715 loss_ce_2: 0.6214 loss_bbox_2: 0.3237 loss_giou_2: 0.7048 loss_ce_3: 0.614 loss_bbox_3: 0.324 loss_giou_3: 0.7038 loss_ce_4: 0.6223 loss_bbox_4: 0.323 loss_giou_4: 0.6998 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:02:40] detectron2.utils.events INFO: eta: 7:24:10 iter: 11319 total_loss: 1774 loss_ce: 0.6282 loss_bbox: 0.3199 loss_giou: 0.712 loss_ce_0: 0.6698 loss_bbox_0: 0.3641 loss_giou_0: 0.7915 loss_ce_1: 0.6374 loss_bbox_1: 0.3291 loss_giou_1: 0.7381 loss_ce_2: 0.6276 loss_bbox_2: 0.3228 loss_giou_2: 0.7352 loss_ce_3: 0.6242 loss_bbox_3: 0.3193 loss_giou_3: 0.7238 loss_ce_4: 0.6244 loss_bbox_4: 0.318 loss_giou_4: 0.7141 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:02:46] detectron2.utils.events INFO: eta: 7:24:07 iter: 11339 total_loss: 1783 loss_ce: 0.6162 loss_bbox: 0.3169 loss_giou: 0.718 loss_ce_0: 0.6607 loss_bbox_0: 0.3509 loss_giou_0: 0.7753 loss_ce_1: 0.63 loss_bbox_1: 0.3299 loss_giou_1: 0.7283 loss_ce_2: 0.615 loss_bbox_2: 0.326 loss_giou_2: 0.7224 loss_ce_3: 0.6076 loss_bbox_3: 0.3226 loss_giou_3: 0.7179 loss_ce_4: 0.6106 loss_bbox_4: 0.3202 loss_giou_4: 0.7167 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:02:53] detectron2.utils.events INFO: eta: 7:23:56 iter: 11359 total_loss: 1778 loss_ce: 0.6134 loss_bbox: 0.3241 loss_giou: 0.7406 loss_ce_0: 0.655 loss_bbox_0: 0.3627 loss_giou_0: 0.8063 loss_ce_1: 0.6311 loss_bbox_1: 0.3264 loss_giou_1: 0.7561 loss_ce_2: 0.6134 loss_bbox_2: 0.3268 loss_giou_2: 0.745 loss_ce_3: 0.6137 loss_bbox_3: 0.3236 loss_giou_3: 0.7406 loss_ce_4: 0.6138 loss_bbox_4: 0.3278 loss_giou_4: 0.7429 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:03:00] detectron2.utils.events INFO: eta: 7:23:58 iter: 11379 total_loss: 1780 loss_ce: 0.6086 loss_bbox: 0.3261 loss_giou: 0.7029 loss_ce_0: 0.6678 loss_bbox_0: 0.3629 loss_giou_0: 0.768 loss_ce_1: 0.6292 loss_bbox_1: 0.3328 loss_giou_1: 0.7192 loss_ce_2: 0.6123 loss_bbox_2: 0.3329 loss_giou_2: 0.711 loss_ce_3: 0.6034 loss_bbox_3: 0.3334 loss_giou_3: 0.7034 loss_ce_4: 0.6062 loss_bbox_4: 0.3259 loss_giou_4: 0.7063 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:03:06] detectron2.utils.events INFO: eta: 7:23:42 iter: 11399 total_loss: 1783 loss_ce: 0.6144 loss_bbox: 0.3203 loss_giou: 0.7253 loss_ce_0: 0.6571 loss_bbox_0: 0.3589 loss_giou_0: 0.7937 loss_ce_1: 0.6358 loss_bbox_1: 0.3263 loss_giou_1: 0.7453 loss_ce_2: 0.6142 loss_bbox_2: 0.3225 loss_giou_2: 0.7324 loss_ce_3: 0.6109 loss_bbox_3: 0.3197 loss_giou_3: 0.7284 loss_ce_4: 0.6143 loss_bbox_4: 0.3201 loss_giou_4: 0.7286 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:03:13] detectron2.utils.events INFO: eta: 7:23:10 iter: 11419 total_loss: 1785 loss_ce: 0.616 loss_bbox: 0.3184 loss_giou: 0.7054 loss_ce_0: 0.67 loss_bbox_0: 0.352 loss_giou_0: 0.771 loss_ce_1: 0.6382 loss_bbox_1: 0.3226 loss_giou_1: 0.7192 loss_ce_2: 0.6216 loss_bbox_2: 0.318 loss_giou_2: 0.7139 loss_ce_3: 0.6138 loss_bbox_3: 0.315 loss_giou_3: 0.7053 loss_ce_4: 0.6107 loss_bbox_4: 0.3142 loss_giou_4: 0.6995 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:03:19] detectron2.utils.events INFO: eta: 7:23:03 iter: 11439 total_loss: 1783 loss_ce: 0.6095 loss_bbox: 0.3214 loss_giou: 0.7192 loss_ce_0: 0.659 loss_bbox_0: 0.3606 loss_giou_0: 0.7906 loss_ce_1: 0.6263 loss_bbox_1: 0.3331 loss_giou_1: 0.7298 loss_ce_2: 0.612 loss_bbox_2: 0.3256 loss_giou_2: 0.7231 loss_ce_3: 0.6069 loss_bbox_3: 0.3198 loss_giou_3: 0.7214 loss_ce_4: 0.6063 loss_bbox_4: 0.3204 loss_giou_4: 0.7207 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:03:26] detectron2.utils.events INFO: eta: 7:22:50 iter: 11459 total_loss: 1785 loss_ce: 0.5995 loss_bbox: 0.323 loss_giou: 0.7247 loss_ce_0: 0.6601 loss_bbox_0: 0.3496 loss_giou_0: 0.7849 loss_ce_1: 0.6227 loss_bbox_1: 0.3281 loss_giou_1: 0.7412 loss_ce_2: 0.6062 loss_bbox_2: 0.3189 loss_giou_2: 0.729 loss_ce_3: 0.6001 loss_bbox_3: 0.322 loss_giou_3: 0.7212 loss_ce_4: 0.6015 loss_bbox_4: 0.3195 loss_giou_4: 0.7263 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:03:33] detectron2.utils.events INFO: eta: 7:22:17 iter: 11479 total_loss: 1784 loss_ce: 0.6184 loss_bbox: 0.3173 loss_giou: 0.7006 loss_ce_0: 0.6696 loss_bbox_0: 0.3511 loss_giou_0: 0.7604 loss_ce_1: 0.649 loss_bbox_1: 0.3229 loss_giou_1: 0.7215 loss_ce_2: 0.6237 loss_bbox_2: 0.3136 loss_giou_2: 0.7081 loss_ce_3: 0.6207 loss_bbox_3: 0.3149 loss_giou_3: 0.7103 loss_ce_4: 0.6164 loss_bbox_4: 0.3142 loss_giou_4: 0.6984 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:03:39] detectron2.utils.events INFO: eta: 7:22:08 iter: 11499 total_loss: 1781 loss_ce: 0.62 loss_bbox: 0.3202 loss_giou: 0.7191 loss_ce_0: 0.6667 loss_bbox_0: 0.3619 loss_giou_0: 0.7856 loss_ce_1: 0.6452 loss_bbox_1: 0.33 loss_giou_1: 0.7296 loss_ce_2: 0.6213 loss_bbox_2: 0.3233 loss_giou_2: 0.7243 loss_ce_3: 0.6201 loss_bbox_3: 0.3254 loss_giou_3: 0.7218 loss_ce_4: 0.6227 loss_bbox_4: 0.3195 loss_giou_4: 0.7246 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:03:46] detectron2.utils.events INFO: eta: 7:21:52 iter: 11519 total_loss: 1780 loss_ce: 0.6075 loss_bbox: 0.3124 loss_giou: 0.7194 loss_ce_0: 0.649 loss_bbox_0: 0.3485 loss_giou_0: 0.7956 loss_ce_1: 0.6254 loss_bbox_1: 0.315 loss_giou_1: 0.74 loss_ce_2: 0.6098 loss_bbox_2: 0.3112 loss_giou_2: 0.7255 loss_ce_3: 0.6054 loss_bbox_3: 0.3102 loss_giou_3: 0.7153 loss_ce_4: 0.6023 loss_bbox_4: 0.3085 loss_giou_4: 0.7206 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:03:53] detectron2.utils.events INFO: eta: 7:21:49 iter: 11539 total_loss: 1777 loss_ce: 0.6187 loss_bbox: 0.3345 loss_giou: 0.7282 loss_ce_0: 0.6616 loss_bbox_0: 0.3649 loss_giou_0: 0.788 loss_ce_1: 0.6347 loss_bbox_1: 0.3342 loss_giou_1: 0.7371 loss_ce_2: 0.6263 loss_bbox_2: 0.3313 loss_giou_2: 0.7308 loss_ce_3: 0.6192 loss_bbox_3: 0.3308 loss_giou_3: 0.7273 loss_ce_4: 0.623 loss_bbox_4: 0.3335 loss_giou_4: 0.7259 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:03:59] detectron2.utils.events INFO: eta: 7:21:47 iter: 11559 total_loss: 1780 loss_ce: 0.585 loss_bbox: 0.3153 loss_giou: 0.7199 loss_ce_0: 0.6379 loss_bbox_0: 0.3551 loss_giou_0: 0.795 loss_ce_1: 0.6118 loss_bbox_1: 0.3207 loss_giou_1: 0.7323 loss_ce_2: 0.5965 loss_bbox_2: 0.3146 loss_giou_2: 0.7233 loss_ce_3: 0.5959 loss_bbox_3: 0.312 loss_giou_3: 0.7203 loss_ce_4: 0.5935 loss_bbox_4: 0.3144 loss_giou_4: 0.7186 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:04:06] detectron2.utils.events INFO: eta: 7:21:56 iter: 11579 total_loss: 1780 loss_ce: 0.6065 loss_bbox: 0.3212 loss_giou: 0.7113 loss_ce_0: 0.6596 loss_bbox_0: 0.3606 loss_giou_0: 0.7682 loss_ce_1: 0.6317 loss_bbox_1: 0.3269 loss_giou_1: 0.7276 loss_ce_2: 0.6191 loss_bbox_2: 0.3225 loss_giou_2: 0.7152 loss_ce_3: 0.6056 loss_bbox_3: 0.3231 loss_giou_3: 0.7182 loss_ce_4: 0.6087 loss_bbox_4: 0.324 loss_giou_4: 0.7077 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:04:13] detectron2.utils.events INFO: eta: 7:21:50 iter: 11599 total_loss: 1781 loss_ce: 0.6059 loss_bbox: 0.3235 loss_giou: 0.7265 loss_ce_0: 0.6616 loss_bbox_0: 0.3589 loss_giou_0: 0.8045 loss_ce_1: 0.6374 loss_bbox_1: 0.3279 loss_giou_1: 0.7411 loss_ce_2: 0.6182 loss_bbox_2: 0.3255 loss_giou_2: 0.736 loss_ce_3: 0.6123 loss_bbox_3: 0.3232 loss_giou_3: 0.7319 loss_ce_4: 0.6079 loss_bbox_4: 0.3243 loss_giou_4: 0.731 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:04:19] detectron2.utils.events INFO: eta: 7:22:02 iter: 11619 total_loss: 1784 loss_ce: 0.6039 loss_bbox: 0.322 loss_giou: 0.7177 loss_ce_0: 0.6625 loss_bbox_0: 0.3567 loss_giou_0: 0.7762 loss_ce_1: 0.6305 loss_bbox_1: 0.3319 loss_giou_1: 0.7297 loss_ce_2: 0.6107 loss_bbox_2: 0.326 loss_giou_2: 0.7154 loss_ce_3: 0.6084 loss_bbox_3: 0.3241 loss_giou_3: 0.7169 loss_ce_4: 0.6057 loss_bbox_4: 0.326 loss_giou_4: 0.7185 time: 0.3320 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 21:04:26] detectron2.utils.events INFO: eta: 7:21:52 iter: 11639 total_loss: 1786 loss_ce: 0.6152 loss_bbox: 0.3282 loss_giou: 0.6988 loss_ce_0: 0.6754 loss_bbox_0: 0.3643 loss_giou_0: 0.7714 loss_ce_1: 0.6386 loss_bbox_1: 0.3349 loss_giou_1: 0.7182 loss_ce_2: 0.6235 loss_bbox_2: 0.3279 loss_giou_2: 0.7001 loss_ce_3: 0.6265 loss_bbox_3: 0.3269 loss_giou_3: 0.7008 loss_ce_4: 0.6193 loss_bbox_4: 0.3259 loss_giou_4: 0.7007 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:04:32] detectron2.utils.events INFO: eta: 7:21:57 iter: 11659 total_loss: 1784 loss_ce: 0.6104 loss_bbox: 0.3207 loss_giou: 0.7158 loss_ce_0: 0.6562 loss_bbox_0: 0.3644 loss_giou_0: 0.7784 loss_ce_1: 0.6306 loss_bbox_1: 0.3255 loss_giou_1: 0.7158 loss_ce_2: 0.6134 loss_bbox_2: 0.3194 loss_giou_2: 0.7133 loss_ce_3: 0.6098 loss_bbox_3: 0.3218 loss_giou_3: 0.7147 loss_ce_4: 0.6095 loss_bbox_4: 0.3207 loss_giou_4: 0.7075 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:04:39] detectron2.utils.events INFO: eta: 7:21:51 iter: 11679 total_loss: 1783 loss_ce: 0.5948 loss_bbox: 0.3175 loss_giou: 0.7093 loss_ce_0: 0.6435 loss_bbox_0: 0.3585 loss_giou_0: 0.786 loss_ce_1: 0.613 loss_bbox_1: 0.3254 loss_giou_1: 0.7265 loss_ce_2: 0.6006 loss_bbox_2: 0.3247 loss_giou_2: 0.7178 loss_ce_3: 0.5941 loss_bbox_3: 0.3205 loss_giou_3: 0.716 loss_ce_4: 0.5911 loss_bbox_4: 0.3187 loss_giou_4: 0.7119 time: 0.3320 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 21:04:46] detectron2.utils.events INFO: eta: 7:21:52 iter: 11699 total_loss: 1780 loss_ce: 0.6037 loss_bbox: 0.3168 loss_giou: 0.7166 loss_ce_0: 0.6494 loss_bbox_0: 0.3485 loss_giou_0: 0.7858 loss_ce_1: 0.6243 loss_bbox_1: 0.321 loss_giou_1: 0.744 loss_ce_2: 0.6089 loss_bbox_2: 0.3169 loss_giou_2: 0.7339 loss_ce_3: 0.6057 loss_bbox_3: 0.3168 loss_giou_3: 0.7276 loss_ce_4: 0.6058 loss_bbox_4: 0.3159 loss_giou_4: 0.719 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:04:52] detectron2.utils.events INFO: eta: 7:21:51 iter: 11719 total_loss: 1779 loss_ce: 0.602 loss_bbox: 0.3179 loss_giou: 0.7164 loss_ce_0: 0.6535 loss_bbox_0: 0.355 loss_giou_0: 0.7881 loss_ce_1: 0.6242 loss_bbox_1: 0.3245 loss_giou_1: 0.7275 loss_ce_2: 0.6108 loss_bbox_2: 0.3183 loss_giou_2: 0.7176 loss_ce_3: 0.6053 loss_bbox_3: 0.3181 loss_giou_3: 0.7149 loss_ce_4: 0.5987 loss_bbox_4: 0.3164 loss_giou_4: 0.7106 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:04:59] detectron2.utils.events INFO: eta: 7:21:39 iter: 11739 total_loss: 1781 loss_ce: 0.5986 loss_bbox: 0.3181 loss_giou: 0.7281 loss_ce_0: 0.6464 loss_bbox_0: 0.3564 loss_giou_0: 0.8019 loss_ce_1: 0.6308 loss_bbox_1: 0.326 loss_giou_1: 0.7461 loss_ce_2: 0.608 loss_bbox_2: 0.3166 loss_giou_2: 0.7401 loss_ce_3: 0.6038 loss_bbox_3: 0.3172 loss_giou_3: 0.7372 loss_ce_4: 0.6014 loss_bbox_4: 0.3181 loss_giou_4: 0.7268 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:05:06] detectron2.utils.events INFO: eta: 7:21:35 iter: 11759 total_loss: 1781 loss_ce: 0.6162 loss_bbox: 0.3194 loss_giou: 0.7317 loss_ce_0: 0.6677 loss_bbox_0: 0.3526 loss_giou_0: 0.8076 loss_ce_1: 0.6335 loss_bbox_1: 0.3281 loss_giou_1: 0.7521 loss_ce_2: 0.6178 loss_bbox_2: 0.3253 loss_giou_2: 0.7484 loss_ce_3: 0.6133 loss_bbox_3: 0.3213 loss_giou_3: 0.7401 loss_ce_4: 0.6128 loss_bbox_4: 0.3215 loss_giou_4: 0.7346 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:05:12] detectron2.utils.events INFO: eta: 7:21:33 iter: 11779 total_loss: 1784 loss_ce: 0.6197 loss_bbox: 0.3278 loss_giou: 0.7152 loss_ce_0: 0.6562 loss_bbox_0: 0.3642 loss_giou_0: 0.7712 loss_ce_1: 0.6269 loss_bbox_1: 0.34 loss_giou_1: 0.7282 loss_ce_2: 0.6129 loss_bbox_2: 0.3347 loss_giou_2: 0.7149 loss_ce_3: 0.6071 loss_bbox_3: 0.3302 loss_giou_3: 0.7177 loss_ce_4: 0.6154 loss_bbox_4: 0.3274 loss_giou_4: 0.709 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:05:19] detectron2.utils.events INFO: eta: 7:21:29 iter: 11799 total_loss: 1786 loss_ce: 0.6146 loss_bbox: 0.3204 loss_giou: 0.7245 loss_ce_0: 0.6631 loss_bbox_0: 0.3651 loss_giou_0: 0.7896 loss_ce_1: 0.6383 loss_bbox_1: 0.3306 loss_giou_1: 0.7336 loss_ce_2: 0.6211 loss_bbox_2: 0.325 loss_giou_2: 0.7258 loss_ce_3: 0.616 loss_bbox_3: 0.3263 loss_giou_3: 0.73 loss_ce_4: 0.6127 loss_bbox_4: 0.3211 loss_giou_4: 0.7226 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:05:26] detectron2.utils.events INFO: eta: 7:21:25 iter: 11819 total_loss: 1779 loss_ce: 0.599 loss_bbox: 0.3168 loss_giou: 0.6973 loss_ce_0: 0.6646 loss_bbox_0: 0.3589 loss_giou_0: 0.7592 loss_ce_1: 0.6244 loss_bbox_1: 0.3287 loss_giou_1: 0.7108 loss_ce_2: 0.6061 loss_bbox_2: 0.3242 loss_giou_2: 0.7016 loss_ce_3: 0.6071 loss_bbox_3: 0.3166 loss_giou_3: 0.6985 loss_ce_4: 0.6024 loss_bbox_4: 0.3172 loss_giou_4: 0.6981 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:05:32] detectron2.utils.events INFO: eta: 7:21:29 iter: 11839 total_loss: 1783 loss_ce: 0.6025 loss_bbox: 0.3176 loss_giou: 0.7041 loss_ce_0: 0.6497 loss_bbox_0: 0.356 loss_giou_0: 0.7731 loss_ce_1: 0.621 loss_bbox_1: 0.3271 loss_giou_1: 0.7293 loss_ce_2: 0.6075 loss_bbox_2: 0.3245 loss_giou_2: 0.7177 loss_ce_3: 0.6053 loss_bbox_3: 0.3213 loss_giou_3: 0.7114 loss_ce_4: 0.6021 loss_bbox_4: 0.3246 loss_giou_4: 0.7139 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:05:39] detectron2.utils.events INFO: eta: 7:21:22 iter: 11859 total_loss: 1787 loss_ce: 0.6161 loss_bbox: 0.3203 loss_giou: 0.7303 loss_ce_0: 0.6669 loss_bbox_0: 0.3567 loss_giou_0: 0.7917 loss_ce_1: 0.637 loss_bbox_1: 0.3235 loss_giou_1: 0.7289 loss_ce_2: 0.6168 loss_bbox_2: 0.3213 loss_giou_2: 0.7335 loss_ce_3: 0.6136 loss_bbox_3: 0.3229 loss_giou_3: 0.7343 loss_ce_4: 0.6136 loss_bbox_4: 0.3256 loss_giou_4: 0.7263 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:05:45] detectron2.utils.events INFO: eta: 7:21:14 iter: 11879 total_loss: 1780 loss_ce: 0.6079 loss_bbox: 0.3228 loss_giou: 0.7238 loss_ce_0: 0.6485 loss_bbox_0: 0.3578 loss_giou_0: 0.7904 loss_ce_1: 0.6234 loss_bbox_1: 0.3299 loss_giou_1: 0.7447 loss_ce_2: 0.612 loss_bbox_2: 0.3245 loss_giou_2: 0.7378 loss_ce_3: 0.6055 loss_bbox_3: 0.3219 loss_giou_3: 0.7327 loss_ce_4: 0.6061 loss_bbox_4: 0.3252 loss_giou_4: 0.7331 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:05:52] detectron2.utils.events INFO: eta: 7:20:50 iter: 11899 total_loss: 1783 loss_ce: 0.6079 loss_bbox: 0.3158 loss_giou: 0.7147 loss_ce_0: 0.6536 loss_bbox_0: 0.3496 loss_giou_0: 0.7814 loss_ce_1: 0.6209 loss_bbox_1: 0.3202 loss_giou_1: 0.7356 loss_ce_2: 0.6085 loss_bbox_2: 0.3183 loss_giou_2: 0.7211 loss_ce_3: 0.6071 loss_bbox_3: 0.316 loss_giou_3: 0.717 loss_ce_4: 0.6043 loss_bbox_4: 0.316 loss_giou_4: 0.7157 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:05:58] detectron2.utils.events INFO: eta: 7:20:33 iter: 11919 total_loss: 1784 loss_ce: 0.6052 loss_bbox: 0.3125 loss_giou: 0.7158 loss_ce_0: 0.6501 loss_bbox_0: 0.3545 loss_giou_0: 0.7959 loss_ce_1: 0.6212 loss_bbox_1: 0.3195 loss_giou_1: 0.7301 loss_ce_2: 0.6074 loss_bbox_2: 0.3134 loss_giou_2: 0.7181 loss_ce_3: 0.6008 loss_bbox_3: 0.3157 loss_giou_3: 0.7185 loss_ce_4: 0.6008 loss_bbox_4: 0.3154 loss_giou_4: 0.7124 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:06:05] detectron2.utils.events INFO: eta: 7:20:30 iter: 11939 total_loss: 1782 loss_ce: 0.5924 loss_bbox: 0.3121 loss_giou: 0.6918 loss_ce_0: 0.6382 loss_bbox_0: 0.3456 loss_giou_0: 0.7599 loss_ce_1: 0.6135 loss_bbox_1: 0.3248 loss_giou_1: 0.7067 loss_ce_2: 0.5943 loss_bbox_2: 0.3161 loss_giou_2: 0.7004 loss_ce_3: 0.5898 loss_bbox_3: 0.3162 loss_giou_3: 0.6977 loss_ce_4: 0.5888 loss_bbox_4: 0.3146 loss_giou_4: 0.694 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:06:12] detectron2.utils.events INFO: eta: 7:20:30 iter: 11959 total_loss: 1786 loss_ce: 0.6063 loss_bbox: 0.3181 loss_giou: 0.703 loss_ce_0: 0.6603 loss_bbox_0: 0.3525 loss_giou_0: 0.7713 loss_ce_1: 0.6297 loss_bbox_1: 0.3217 loss_giou_1: 0.7134 loss_ce_2: 0.6109 loss_bbox_2: 0.3224 loss_giou_2: 0.7127 loss_ce_3: 0.6049 loss_bbox_3: 0.3132 loss_giou_3: 0.7054 loss_ce_4: 0.6058 loss_bbox_4: 0.3145 loss_giou_4: 0.7056 time: 0.3320 data_time: 0.0168 lr: 0.0002 max_mem: 3710M
[02/06 21:06:18] detectron2.utils.events INFO: eta: 7:20:07 iter: 11979 total_loss: 1785 loss_ce: 0.5977 loss_bbox: 0.3244 loss_giou: 0.7043 loss_ce_0: 0.653 loss_bbox_0: 0.3543 loss_giou_0: 0.7708 loss_ce_1: 0.6244 loss_bbox_1: 0.322 loss_giou_1: 0.7138 loss_ce_2: 0.6032 loss_bbox_2: 0.3253 loss_giou_2: 0.7044 loss_ce_3: 0.595 loss_bbox_3: 0.3251 loss_giou_3: 0.7037 loss_ce_4: 0.5923 loss_bbox_4: 0.3237 loss_giou_4: 0.7097 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:06:25] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 11999...
[02/06 21:06:25] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 21:06:25] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 21:06:26] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:06:26] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 21:06:26] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 21:06:27] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 21:06:28] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:06:28] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 21:06:48] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1476 s / img. ETA=0:01:49
[02/06 21:06:53] detectron2.evaluation.evaluator INFO: Inference done 63/157. 0.0578 s / img. ETA=0:00:15
[02/06 21:06:58] detectron2.evaluation.evaluator INFO: Inference done 152/157. 0.0559 s / img. ETA=0:00:00
[02/06 21:06:58] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.862831 (0.097782 s / img per device, on 32 devices)
[02/06 21:06:58] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:08 (0.055599 s / img per device, on 32 devices)
[02/06 21:07:09] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 21:07:09] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/11999/coco_2017_val/coco_instances_results.json
[02/06 21:07:14] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 21:07:16] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 21:07:31] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 14.96 seconds.
[02/06 21:07:31] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 21:07:34] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.28 seconds.
[02/06 21:07:34] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 22.466 | 39.623 | 22.633 | 10.360 | 26.945 | 29.816 |
[02/06 21:07:34] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 34.038 | bicycle | 15.537 | car | 19.395 |
| motorcycle | 19.645 | airplane | 41.142 | bus | 42.929 |
| train | 41.742 | truck | 14.259 | boat | 10.108 |
| traffic light | 11.016 | fire hydrant | 45.987 | stop sign | 36.384 |
| parking meter | 27.280 | bench | 10.477 | bird | 21.041 |
| cat | 47.138 | dog | 43.537 | horse | 37.351 |
| sheep | 27.081 | cow | 33.442 | elephant | 48.745 |
| bear | 52.779 | zebra | 49.752 | giraffe | 50.911 |
| backpack | 5.780 | umbrella | 17.650 | handbag | 4.171 |
| tie | 11.699 | suitcase | 19.655 | frisbee | 38.221 |
| skis | 8.186 | snowboard | 8.857 | sports ball | 17.098 |
| kite | 16.657 | baseball bat | 12.038 | baseball glove | 16.829 |
| skateboard | 28.493 | surfboard | 15.726 | tennis racket | 26.456 |
| bottle | 15.402 | wine glass | 16.432 | cup | 22.995 |
| fork | 9.884 | knife | 2.713 | spoon | 3.871 |
| bowl | 18.351 | banana | 12.394 | apple | 7.723 |
| sandwich | 14.451 | orange | 20.945 | broccoli | 12.038 |
| carrot | 8.359 | hot dog | 19.800 | pizza | 35.163 |
| donut | 25.858 | cake | 17.693 | chair | 12.502 |
| couch | 24.643 | potted plant | 14.524 | bed | 22.133 |
| dining table | 11.547 | toilet | 40.369 | tv | 34.439 |
| laptop | 32.208 | mouse | 35.525 | remote | 10.809 |
| keyboard | 32.791 | cell phone | 15.206 | microwave | 34.014 |
| oven | 19.260 | toaster | 24.812 | sink | 21.036 |
| refrigerator | 29.070 | book | 3.387 | clock | 31.308 |
| vase | 17.820 | scissors | 5.691 | teddy bear | 24.703 |
| hair drier | 1.348 | toothbrush | 4.834 | | |
[02/06 21:07:35] detectron2.utils.events INFO: eta: 7:19:54 iter: 11999 total_loss: 1783 loss_ce: 0.619 loss_bbox: 0.328 loss_giou: 0.7035 loss_ce_0: 0.6636 loss_bbox_0: 0.3655 loss_giou_0: 0.777 loss_ce_1: 0.6407 loss_bbox_1: 0.3322 loss_giou_1: 0.7223 loss_ce_2: 0.6276 loss_bbox_2: 0.3248 loss_giou_2: 0.7104 loss_ce_3: 0.6198 loss_bbox_3: 0.322 loss_giou_3: 0.7066 loss_ce_4: 0.6199 loss_bbox_4: 0.3234 loss_giou_4: 0.704 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:07:41] detectron2.utils.events INFO: eta: 7:19:16 iter: 12019 total_loss: 1781 loss_ce: 0.5926 loss_bbox: 0.3156 loss_giou: 0.7491 loss_ce_0: 0.6413 loss_bbox_0: 0.3457 loss_giou_0: 0.8011 loss_ce_1: 0.6167 loss_bbox_1: 0.3166 loss_giou_1: 0.7485 loss_ce_2: 0.5929 loss_bbox_2: 0.3174 loss_giou_2: 0.7399 loss_ce_3: 0.5893 loss_bbox_3: 0.3154 loss_giou_3: 0.7408 loss_ce_4: 0.5954 loss_bbox_4: 0.3149 loss_giou_4: 0.7458 time: 0.3319 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:07:48] detectron2.utils.events INFO: eta: 7:18:24 iter: 12039 total_loss: 1782 loss_ce: 0.5807 loss_bbox: 0.3174 loss_giou: 0.6851 loss_ce_0: 0.6376 loss_bbox_0: 0.3551 loss_giou_0: 0.7523 loss_ce_1: 0.6108 loss_bbox_1: 0.3249 loss_giou_1: 0.7002 loss_ce_2: 0.5861 loss_bbox_2: 0.3235 loss_giou_2: 0.6945 loss_ce_3: 0.582 loss_bbox_3: 0.3196 loss_giou_3: 0.6914 loss_ce_4: 0.58 loss_bbox_4: 0.3173 loss_giou_4: 0.6852 time: 0.3319 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:07:54] detectron2.utils.events INFO: eta: 7:18:08 iter: 12059 total_loss: 1784 loss_ce: 0.6098 loss_bbox: 0.3156 loss_giou: 0.7056 loss_ce_0: 0.6623 loss_bbox_0: 0.3559 loss_giou_0: 0.7721 loss_ce_1: 0.63 loss_bbox_1: 0.3238 loss_giou_1: 0.7137 loss_ce_2: 0.6101 loss_bbox_2: 0.3112 loss_giou_2: 0.7023 loss_ce_3: 0.6099 loss_bbox_3: 0.3136 loss_giou_3: 0.7103 loss_ce_4: 0.6108 loss_bbox_4: 0.3126 loss_giou_4: 0.6996 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:08:01] detectron2.utils.events INFO: eta: 7:18:01 iter: 12079 total_loss: 1780 loss_ce: 0.6155 loss_bbox: 0.3267 loss_giou: 0.7098 loss_ce_0: 0.6664 loss_bbox_0: 0.3567 loss_giou_0: 0.763 loss_ce_1: 0.6454 loss_bbox_1: 0.3238 loss_giou_1: 0.7147 loss_ce_2: 0.6278 loss_bbox_2: 0.324 loss_giou_2: 0.7156 loss_ce_3: 0.6154 loss_bbox_3: 0.3217 loss_giou_3: 0.7105 loss_ce_4: 0.6179 loss_bbox_4: 0.3222 loss_giou_4: 0.7061 time: 0.3319 data_time: 0.0089 lr: 0.0002 max_mem: 3710M
[02/06 21:08:08] detectron2.utils.events INFO: eta: 7:17:43 iter: 12099 total_loss: 1781 loss_ce: 0.6136 loss_bbox: 0.3231 loss_giou: 0.7334 loss_ce_0: 0.6623 loss_bbox_0: 0.3556 loss_giou_0: 0.7967 loss_ce_1: 0.6379 loss_bbox_1: 0.3291 loss_giou_1: 0.7453 loss_ce_2: 0.6205 loss_bbox_2: 0.3248 loss_giou_2: 0.7335 loss_ce_3: 0.6149 loss_bbox_3: 0.3257 loss_giou_3: 0.7256 loss_ce_4: 0.6107 loss_bbox_4: 0.3244 loss_giou_4: 0.7272 time: 0.3319 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:08:14] detectron2.utils.events INFO: eta: 7:17:28 iter: 12119 total_loss: 1784 loss_ce: 0.5922 loss_bbox: 0.3138 loss_giou: 0.7175 loss_ce_0: 0.6405 loss_bbox_0: 0.3482 loss_giou_0: 0.7866 loss_ce_1: 0.6176 loss_bbox_1: 0.3173 loss_giou_1: 0.7343 loss_ce_2: 0.5981 loss_bbox_2: 0.3161 loss_giou_2: 0.7215 loss_ce_3: 0.5988 loss_bbox_3: 0.3137 loss_giou_3: 0.7158 loss_ce_4: 0.5911 loss_bbox_4: 0.313 loss_giou_4: 0.7206 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:08:21] detectron2.utils.events INFO: eta: 7:17:21 iter: 12139 total_loss: 1786 loss_ce: 0.6128 loss_bbox: 0.3136 loss_giou: 0.7264 loss_ce_0: 0.6554 loss_bbox_0: 0.3516 loss_giou_0: 0.7876 loss_ce_1: 0.6341 loss_bbox_1: 0.3267 loss_giou_1: 0.7354 loss_ce_2: 0.6207 loss_bbox_2: 0.3217 loss_giou_2: 0.7328 loss_ce_3: 0.6122 loss_bbox_3: 0.3192 loss_giou_3: 0.7243 loss_ce_4: 0.609 loss_bbox_4: 0.3162 loss_giou_4: 0.7259 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:08:28] detectron2.utils.events INFO: eta: 7:17:22 iter: 12159 total_loss: 1781 loss_ce: 0.6057 loss_bbox: 0.3188 loss_giou: 0.7175 loss_ce_0: 0.658 loss_bbox_0: 0.3557 loss_giou_0: 0.7856 loss_ce_1: 0.6178 loss_bbox_1: 0.3269 loss_giou_1: 0.7388 loss_ce_2: 0.6041 loss_bbox_2: 0.3193 loss_giou_2: 0.7224 loss_ce_3: 0.6028 loss_bbox_3: 0.3148 loss_giou_3: 0.719 loss_ce_4: 0.6005 loss_bbox_4: 0.3161 loss_giou_4: 0.7141 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:08:34] detectron2.utils.events INFO: eta: 7:17:06 iter: 12179 total_loss: 1780 loss_ce: 0.6073 loss_bbox: 0.3286 loss_giou: 0.7021 loss_ce_0: 0.6671 loss_bbox_0: 0.3553 loss_giou_0: 0.7642 loss_ce_1: 0.6337 loss_bbox_1: 0.3337 loss_giou_1: 0.7078 loss_ce_2: 0.6109 loss_bbox_2: 0.3278 loss_giou_2: 0.6961 loss_ce_3: 0.6062 loss_bbox_3: 0.3213 loss_giou_3: 0.7003 loss_ce_4: 0.6115 loss_bbox_4: 0.3295 loss_giou_4: 0.7025 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:08:41] detectron2.utils.events INFO: eta: 7:16:59 iter: 12199 total_loss: 1783 loss_ce: 0.6134 loss_bbox: 0.3196 loss_giou: 0.6964 loss_ce_0: 0.6603 loss_bbox_0: 0.3523 loss_giou_0: 0.7727 loss_ce_1: 0.6296 loss_bbox_1: 0.3274 loss_giou_1: 0.7221 loss_ce_2: 0.6147 loss_bbox_2: 0.3197 loss_giou_2: 0.7101 loss_ce_3: 0.6119 loss_bbox_3: 0.3179 loss_giou_3: 0.7022 loss_ce_4: 0.6136 loss_bbox_4: 0.3194 loss_giou_4: 0.6955 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:08:48] detectron2.utils.events INFO: eta: 7:16:58 iter: 12219 total_loss: 1783 loss_ce: 0.5895 loss_bbox: 0.3284 loss_giou: 0.7353 loss_ce_0: 0.6396 loss_bbox_0: 0.368 loss_giou_0: 0.7983 loss_ce_1: 0.6081 loss_bbox_1: 0.3361 loss_giou_1: 0.7464 loss_ce_2: 0.5992 loss_bbox_2: 0.3304 loss_giou_2: 0.7436 loss_ce_3: 0.5876 loss_bbox_3: 0.3286 loss_giou_3: 0.7347 loss_ce_4: 0.5908 loss_bbox_4: 0.3277 loss_giou_4: 0.7321 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:08:55] detectron2.utils.events INFO: eta: 7:16:49 iter: 12239 total_loss: 1784 loss_ce: 0.6272 loss_bbox: 0.315 loss_giou: 0.7209 loss_ce_0: 0.6645 loss_bbox_0: 0.357 loss_giou_0: 0.7807 loss_ce_1: 0.6339 loss_bbox_1: 0.3228 loss_giou_1: 0.7296 loss_ce_2: 0.6198 loss_bbox_2: 0.3207 loss_giou_2: 0.7222 loss_ce_3: 0.6191 loss_bbox_3: 0.3186 loss_giou_3: 0.7241 loss_ce_4: 0.6188 loss_bbox_4: 0.3158 loss_giou_4: 0.7154 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:09:01] detectron2.utils.events INFO: eta: 7:16:51 iter: 12259 total_loss: 1777 loss_ce: 0.6199 loss_bbox: 0.3253 loss_giou: 0.7286 loss_ce_0: 0.6625 loss_bbox_0: 0.3603 loss_giou_0: 0.7977 loss_ce_1: 0.6411 loss_bbox_1: 0.3279 loss_giou_1: 0.7449 loss_ce_2: 0.6211 loss_bbox_2: 0.3239 loss_giou_2: 0.7327 loss_ce_3: 0.6179 loss_bbox_3: 0.3253 loss_giou_3: 0.7373 loss_ce_4: 0.6197 loss_bbox_4: 0.3231 loss_giou_4: 0.7336 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:09:08] detectron2.utils.events INFO: eta: 7:16:32 iter: 12279 total_loss: 1783 loss_ce: 0.5964 loss_bbox: 0.3153 loss_giou: 0.7032 loss_ce_0: 0.6417 loss_bbox_0: 0.3511 loss_giou_0: 0.7848 loss_ce_1: 0.6138 loss_bbox_1: 0.3181 loss_giou_1: 0.7195 loss_ce_2: 0.5957 loss_bbox_2: 0.3164 loss_giou_2: 0.7109 loss_ce_3: 0.5915 loss_bbox_3: 0.3138 loss_giou_3: 0.7076 loss_ce_4: 0.5978 loss_bbox_4: 0.3095 loss_giou_4: 0.7037 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:09:14] detectron2.utils.events INFO: eta: 7:16:35 iter: 12299 total_loss: 1786 loss_ce: 0.6165 loss_bbox: 0.3242 loss_giou: 0.7371 loss_ce_0: 0.6718 loss_bbox_0: 0.3563 loss_giou_0: 0.8075 loss_ce_1: 0.6415 loss_bbox_1: 0.3314 loss_giou_1: 0.7567 loss_ce_2: 0.6222 loss_bbox_2: 0.3239 loss_giou_2: 0.7462 loss_ce_3: 0.6193 loss_bbox_3: 0.3244 loss_giou_3: 0.7456 loss_ce_4: 0.6179 loss_bbox_4: 0.3235 loss_giou_4: 0.7407 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:09:21] detectron2.utils.events INFO: eta: 7:16:30 iter: 12319 total_loss: 1784 loss_ce: 0.6151 loss_bbox: 0.3058 loss_giou: 0.719 loss_ce_0: 0.6574 loss_bbox_0: 0.3477 loss_giou_0: 0.7835 loss_ce_1: 0.6407 loss_bbox_1: 0.3122 loss_giou_1: 0.7246 loss_ce_2: 0.6176 loss_bbox_2: 0.3082 loss_giou_2: 0.7144 loss_ce_3: 0.6138 loss_bbox_3: 0.3065 loss_giou_3: 0.7122 loss_ce_4: 0.6116 loss_bbox_4: 0.3065 loss_giou_4: 0.7128 time: 0.3319 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:09:27] detectron2.utils.events INFO: eta: 7:16:22 iter: 12339 total_loss: 1784 loss_ce: 0.5938 loss_bbox: 0.3144 loss_giou: 0.6887 loss_ce_0: 0.6517 loss_bbox_0: 0.3514 loss_giou_0: 0.7552 loss_ce_1: 0.6179 loss_bbox_1: 0.3177 loss_giou_1: 0.7054 loss_ce_2: 0.5932 loss_bbox_2: 0.3176 loss_giou_2: 0.6978 loss_ce_3: 0.5927 loss_bbox_3: 0.3176 loss_giou_3: 0.6952 loss_ce_4: 0.5905 loss_bbox_4: 0.318 loss_giou_4: 0.689 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:09:34] detectron2.utils.events INFO: eta: 7:16:08 iter: 12359 total_loss: 1782 loss_ce: 0.5913 loss_bbox: 0.3213 loss_giou: 0.7081 loss_ce_0: 0.6497 loss_bbox_0: 0.3549 loss_giou_0: 0.7683 loss_ce_1: 0.6128 loss_bbox_1: 0.3265 loss_giou_1: 0.7227 loss_ce_2: 0.5991 loss_bbox_2: 0.3198 loss_giou_2: 0.7135 loss_ce_3: 0.5953 loss_bbox_3: 0.3219 loss_giou_3: 0.7108 loss_ce_4: 0.596 loss_bbox_4: 0.3201 loss_giou_4: 0.7034 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:09:41] detectron2.utils.events INFO: eta: 7:16:09 iter: 12379 total_loss: 1779 loss_ce: 0.6015 loss_bbox: 0.3144 loss_giou: 0.6964 loss_ce_0: 0.6466 loss_bbox_0: 0.3496 loss_giou_0: 0.7593 loss_ce_1: 0.6238 loss_bbox_1: 0.3264 loss_giou_1: 0.7122 loss_ce_2: 0.6059 loss_bbox_2: 0.3161 loss_giou_2: 0.7028 loss_ce_3: 0.5986 loss_bbox_3: 0.319 loss_giou_3: 0.6967 loss_ce_4: 0.5979 loss_bbox_4: 0.318 loss_giou_4: 0.7011 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:09:47] detectron2.utils.events INFO: eta: 7:15:58 iter: 12399 total_loss: 1783 loss_ce: 0.6066 loss_bbox: 0.3165 loss_giou: 0.7088 loss_ce_0: 0.6648 loss_bbox_0: 0.3502 loss_giou_0: 0.7757 loss_ce_1: 0.6254 loss_bbox_1: 0.3239 loss_giou_1: 0.7271 loss_ce_2: 0.6061 loss_bbox_2: 0.3207 loss_giou_2: 0.7187 loss_ce_3: 0.6087 loss_bbox_3: 0.3185 loss_giou_3: 0.7125 loss_ce_4: 0.6056 loss_bbox_4: 0.3162 loss_giou_4: 0.7105 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:09:54] detectron2.utils.events INFO: eta: 7:15:43 iter: 12419 total_loss: 1784 loss_ce: 0.5949 loss_bbox: 0.3175 loss_giou: 0.7101 loss_ce_0: 0.6443 loss_bbox_0: 0.3547 loss_giou_0: 0.7629 loss_ce_1: 0.6215 loss_bbox_1: 0.3275 loss_giou_1: 0.7226 loss_ce_2: 0.6018 loss_bbox_2: 0.323 loss_giou_2: 0.7064 loss_ce_3: 0.5916 loss_bbox_3: 0.3198 loss_giou_3: 0.7042 loss_ce_4: 0.5905 loss_bbox_4: 0.32 loss_giou_4: 0.7017 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:10:00] detectron2.utils.events INFO: eta: 7:15:36 iter: 12439 total_loss: 1786 loss_ce: 0.6014 loss_bbox: 0.3144 loss_giou: 0.685 loss_ce_0: 0.6552 loss_bbox_0: 0.3518 loss_giou_0: 0.7476 loss_ce_1: 0.6217 loss_bbox_1: 0.3231 loss_giou_1: 0.6938 loss_ce_2: 0.6072 loss_bbox_2: 0.318 loss_giou_2: 0.6816 loss_ce_3: 0.6017 loss_bbox_3: 0.314 loss_giou_3: 0.6881 loss_ce_4: 0.5926 loss_bbox_4: 0.3137 loss_giou_4: 0.6819 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:10:07] detectron2.utils.events INFO: eta: 7:15:41 iter: 12459 total_loss: 1784 loss_ce: 0.618 loss_bbox: 0.3187 loss_giou: 0.7261 loss_ce_0: 0.668 loss_bbox_0: 0.3518 loss_giou_0: 0.7853 loss_ce_1: 0.6329 loss_bbox_1: 0.3214 loss_giou_1: 0.7398 loss_ce_2: 0.6159 loss_bbox_2: 0.3189 loss_giou_2: 0.7352 loss_ce_3: 0.6155 loss_bbox_3: 0.32 loss_giou_3: 0.7299 loss_ce_4: 0.6159 loss_bbox_4: 0.3179 loss_giou_4: 0.7268 time: 0.3319 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 21:10:14] detectron2.utils.events INFO: eta: 7:15:38 iter: 12479 total_loss: 1777 loss_ce: 0.6075 loss_bbox: 0.3189 loss_giou: 0.736 loss_ce_0: 0.6618 loss_bbox_0: 0.3496 loss_giou_0: 0.8022 loss_ce_1: 0.6348 loss_bbox_1: 0.3225 loss_giou_1: 0.7487 loss_ce_2: 0.6156 loss_bbox_2: 0.3235 loss_giou_2: 0.7399 loss_ce_3: 0.6063 loss_bbox_3: 0.3224 loss_giou_3: 0.7393 loss_ce_4: 0.6049 loss_bbox_4: 0.3183 loss_giou_4: 0.7349 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:10:20] detectron2.utils.events INFO: eta: 7:15:21 iter: 12499 total_loss: 1782 loss_ce: 0.6032 loss_bbox: 0.3205 loss_giou: 0.6979 loss_ce_0: 0.6499 loss_bbox_0: 0.3533 loss_giou_0: 0.7622 loss_ce_1: 0.6211 loss_bbox_1: 0.3274 loss_giou_1: 0.7096 loss_ce_2: 0.6008 loss_bbox_2: 0.3285 loss_giou_2: 0.7002 loss_ce_3: 0.5968 loss_bbox_3: 0.3231 loss_giou_3: 0.7013 loss_ce_4: 0.5992 loss_bbox_4: 0.3212 loss_giou_4: 0.6963 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:10:27] detectron2.utils.events INFO: eta: 7:15:17 iter: 12519 total_loss: 1786 loss_ce: 0.6037 loss_bbox: 0.3158 loss_giou: 0.71 loss_ce_0: 0.661 loss_bbox_0: 0.3518 loss_giou_0: 0.7821 loss_ce_1: 0.6244 loss_bbox_1: 0.3228 loss_giou_1: 0.7202 loss_ce_2: 0.6084 loss_bbox_2: 0.3173 loss_giou_2: 0.7128 loss_ce_3: 0.6024 loss_bbox_3: 0.3184 loss_giou_3: 0.7102 loss_ce_4: 0.6043 loss_bbox_4: 0.3177 loss_giou_4: 0.7115 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:10:33] detectron2.utils.events INFO: eta: 7:15:07 iter: 12539 total_loss: 1783 loss_ce: 0.6179 loss_bbox: 0.3211 loss_giou: 0.7292 loss_ce_0: 0.6622 loss_bbox_0: 0.3597 loss_giou_0: 0.7949 loss_ce_1: 0.6361 loss_bbox_1: 0.3284 loss_giou_1: 0.7462 loss_ce_2: 0.6224 loss_bbox_2: 0.3257 loss_giou_2: 0.737 loss_ce_3: 0.6178 loss_bbox_3: 0.3226 loss_giou_3: 0.7314 loss_ce_4: 0.6193 loss_bbox_4: 0.3203 loss_giou_4: 0.7308 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:10:40] detectron2.utils.events INFO: eta: 7:14:51 iter: 12559 total_loss: 1784 loss_ce: 0.612 loss_bbox: 0.3318 loss_giou: 0.6987 loss_ce_0: 0.6614 loss_bbox_0: 0.368 loss_giou_0: 0.7704 loss_ce_1: 0.63 loss_bbox_1: 0.3319 loss_giou_1: 0.7174 loss_ce_2: 0.6162 loss_bbox_2: 0.3287 loss_giou_2: 0.7061 loss_ce_3: 0.6156 loss_bbox_3: 0.3298 loss_giou_3: 0.7028 loss_ce_4: 0.6078 loss_bbox_4: 0.3296 loss_giou_4: 0.6982 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:10:47] detectron2.utils.events INFO: eta: 7:14:54 iter: 12579 total_loss: 1787 loss_ce: 0.5877 loss_bbox: 0.3078 loss_giou: 0.686 loss_ce_0: 0.6434 loss_bbox_0: 0.3364 loss_giou_0: 0.7424 loss_ce_1: 0.6094 loss_bbox_1: 0.3136 loss_giou_1: 0.697 loss_ce_2: 0.5921 loss_bbox_2: 0.3099 loss_giou_2: 0.6879 loss_ce_3: 0.5831 loss_bbox_3: 0.3048 loss_giou_3: 0.687 loss_ce_4: 0.5843 loss_bbox_4: 0.3067 loss_giou_4: 0.6842 time: 0.3319 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:10:53] detectron2.utils.events INFO: eta: 7:14:46 iter: 12599 total_loss: 1785 loss_ce: 0.5965 loss_bbox: 0.3171 loss_giou: 0.7021 loss_ce_0: 0.6513 loss_bbox_0: 0.3542 loss_giou_0: 0.7722 loss_ce_1: 0.6227 loss_bbox_1: 0.3256 loss_giou_1: 0.728 loss_ce_2: 0.5983 loss_bbox_2: 0.3202 loss_giou_2: 0.7145 loss_ce_3: 0.5941 loss_bbox_3: 0.3188 loss_giou_3: 0.7086 loss_ce_4: 0.5969 loss_bbox_4: 0.316 loss_giou_4: 0.7035 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:11:00] detectron2.utils.events INFO: eta: 7:14:39 iter: 12619 total_loss: 1782 loss_ce: 0.6094 loss_bbox: 0.3148 loss_giou: 0.7145 loss_ce_0: 0.6599 loss_bbox_0: 0.3514 loss_giou_0: 0.7875 loss_ce_1: 0.6246 loss_bbox_1: 0.3272 loss_giou_1: 0.7313 loss_ce_2: 0.6097 loss_bbox_2: 0.3184 loss_giou_2: 0.7221 loss_ce_3: 0.6057 loss_bbox_3: 0.319 loss_giou_3: 0.7189 loss_ce_4: 0.6084 loss_bbox_4: 0.3157 loss_giou_4: 0.7144 time: 0.3319 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:11:07] detectron2.utils.events INFO: eta: 7:14:46 iter: 12639 total_loss: 1782 loss_ce: 0.6012 loss_bbox: 0.3158 loss_giou: 0.7209 loss_ce_0: 0.6557 loss_bbox_0: 0.3498 loss_giou_0: 0.788 loss_ce_1: 0.6242 loss_bbox_1: 0.3193 loss_giou_1: 0.7223 loss_ce_2: 0.6042 loss_bbox_2: 0.3183 loss_giou_2: 0.722 loss_ce_3: 0.5991 loss_bbox_3: 0.3154 loss_giou_3: 0.7198 loss_ce_4: 0.5995 loss_bbox_4: 0.316 loss_giou_4: 0.7217 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:11:14] detectron2.utils.events INFO: eta: 7:14:52 iter: 12659 total_loss: 1782 loss_ce: 0.5998 loss_bbox: 0.3241 loss_giou: 0.7085 loss_ce_0: 0.6534 loss_bbox_0: 0.3568 loss_giou_0: 0.7735 loss_ce_1: 0.6197 loss_bbox_1: 0.3315 loss_giou_1: 0.7188 loss_ce_2: 0.6081 loss_bbox_2: 0.3274 loss_giou_2: 0.7096 loss_ce_3: 0.6044 loss_bbox_3: 0.3225 loss_giou_3: 0.709 loss_ce_4: 0.5978 loss_bbox_4: 0.3255 loss_giou_4: 0.7048 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:11:21] detectron2.utils.events INFO: eta: 7:14:46 iter: 12679 total_loss: 1784 loss_ce: 0.6057 loss_bbox: 0.3217 loss_giou: 0.7061 loss_ce_0: 0.6595 loss_bbox_0: 0.3506 loss_giou_0: 0.7608 loss_ce_1: 0.6242 loss_bbox_1: 0.3243 loss_giou_1: 0.7205 loss_ce_2: 0.6142 loss_bbox_2: 0.3225 loss_giou_2: 0.7115 loss_ce_3: 0.6002 loss_bbox_3: 0.3259 loss_giou_3: 0.7114 loss_ce_4: 0.6091 loss_bbox_4: 0.3188 loss_giou_4: 0.7054 time: 0.3320 data_time: 0.0316 lr: 0.0002 max_mem: 3710M
[02/06 21:11:28] detectron2.utils.events INFO: eta: 7:14:39 iter: 12699 total_loss: 1783 loss_ce: 0.5912 loss_bbox: 0.3182 loss_giou: 0.7196 loss_ce_0: 0.6453 loss_bbox_0: 0.3436 loss_giou_0: 0.7996 loss_ce_1: 0.6153 loss_bbox_1: 0.3227 loss_giou_1: 0.7424 loss_ce_2: 0.5888 loss_bbox_2: 0.3265 loss_giou_2: 0.7343 loss_ce_3: 0.5851 loss_bbox_3: 0.32 loss_giou_3: 0.7304 loss_ce_4: 0.5881 loss_bbox_4: 0.3186 loss_giou_4: 0.7226 time: 0.3319 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:11:34] detectron2.utils.events INFO: eta: 7:14:32 iter: 12719 total_loss: 1782 loss_ce: 0.6041 loss_bbox: 0.3113 loss_giou: 0.7174 loss_ce_0: 0.6515 loss_bbox_0: 0.3489 loss_giou_0: 0.7809 loss_ce_1: 0.6202 loss_bbox_1: 0.3217 loss_giou_1: 0.726 loss_ce_2: 0.6039 loss_bbox_2: 0.319 loss_giou_2: 0.7226 loss_ce_3: 0.6051 loss_bbox_3: 0.3186 loss_giou_3: 0.7213 loss_ce_4: 0.6022 loss_bbox_4: 0.3137 loss_giou_4: 0.7133 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:11:41] detectron2.utils.events INFO: eta: 7:14:37 iter: 12739 total_loss: 1784 loss_ce: 0.6096 loss_bbox: 0.3186 loss_giou: 0.7279 loss_ce_0: 0.6561 loss_bbox_0: 0.3557 loss_giou_0: 0.7804 loss_ce_1: 0.6343 loss_bbox_1: 0.33 loss_giou_1: 0.74 loss_ce_2: 0.6062 loss_bbox_2: 0.3252 loss_giou_2: 0.73 loss_ce_3: 0.6108 loss_bbox_3: 0.3224 loss_giou_3: 0.7274 loss_ce_4: 0.6077 loss_bbox_4: 0.3201 loss_giou_4: 0.7257 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:11:47] detectron2.utils.events INFO: eta: 7:15:06 iter: 12759 total_loss: 1781 loss_ce: 0.6124 loss_bbox: 0.3261 loss_giou: 0.7238 loss_ce_0: 0.6602 loss_bbox_0: 0.352 loss_giou_0: 0.781 loss_ce_1: 0.63 loss_bbox_1: 0.3281 loss_giou_1: 0.7485 loss_ce_2: 0.6142 loss_bbox_2: 0.3291 loss_giou_2: 0.7317 loss_ce_3: 0.6116 loss_bbox_3: 0.3267 loss_giou_3: 0.7242 loss_ce_4: 0.6122 loss_bbox_4: 0.3272 loss_giou_4: 0.724 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:11:54] detectron2.utils.events INFO: eta: 7:14:27 iter: 12779 total_loss: 1782 loss_ce: 0.5996 loss_bbox: 0.3268 loss_giou: 0.7225 loss_ce_0: 0.6479 loss_bbox_0: 0.3614 loss_giou_0: 0.7894 loss_ce_1: 0.6234 loss_bbox_1: 0.3332 loss_giou_1: 0.7473 loss_ce_2: 0.6018 loss_bbox_2: 0.3244 loss_giou_2: 0.7337 loss_ce_3: 0.6006 loss_bbox_3: 0.3209 loss_giou_3: 0.7282 loss_ce_4: 0.6002 loss_bbox_4: 0.3263 loss_giou_4: 0.7261 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:12:01] detectron2.utils.events INFO: eta: 7:14:11 iter: 12799 total_loss: 1778 loss_ce: 0.6013 loss_bbox: 0.3228 loss_giou: 0.7204 loss_ce_0: 0.6611 loss_bbox_0: 0.3494 loss_giou_0: 0.7898 loss_ce_1: 0.6281 loss_bbox_1: 0.3265 loss_giou_1: 0.7484 loss_ce_2: 0.6045 loss_bbox_2: 0.325 loss_giou_2: 0.7379 loss_ce_3: 0.6019 loss_bbox_3: 0.325 loss_giou_3: 0.7296 loss_ce_4: 0.6038 loss_bbox_4: 0.3226 loss_giou_4: 0.7214 time: 0.3319 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:12:07] detectron2.utils.events INFO: eta: 7:14:02 iter: 12819 total_loss: 1779 loss_ce: 0.6025 loss_bbox: 0.3114 loss_giou: 0.7221 loss_ce_0: 0.6454 loss_bbox_0: 0.3423 loss_giou_0: 0.7785 loss_ce_1: 0.6173 loss_bbox_1: 0.3163 loss_giou_1: 0.7301 loss_ce_2: 0.6066 loss_bbox_2: 0.3151 loss_giou_2: 0.723 loss_ce_3: 0.6037 loss_bbox_3: 0.3115 loss_giou_3: 0.7272 loss_ce_4: 0.6046 loss_bbox_4: 0.3131 loss_giou_4: 0.7232 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:12:14] detectron2.utils.events INFO: eta: 7:13:52 iter: 12839 total_loss: 1781 loss_ce: 0.5856 loss_bbox: 0.3167 loss_giou: 0.6932 loss_ce_0: 0.6397 loss_bbox_0: 0.3519 loss_giou_0: 0.7638 loss_ce_1: 0.6065 loss_bbox_1: 0.3223 loss_giou_1: 0.7155 loss_ce_2: 0.585 loss_bbox_2: 0.3215 loss_giou_2: 0.7052 loss_ce_3: 0.5822 loss_bbox_3: 0.3152 loss_giou_3: 0.7017 loss_ce_4: 0.5849 loss_bbox_4: 0.3177 loss_giou_4: 0.6981 time: 0.3319 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:12:20] detectron2.utils.events INFO: eta: 7:13:35 iter: 12859 total_loss: 1780 loss_ce: 0.5975 loss_bbox: 0.3188 loss_giou: 0.7209 loss_ce_0: 0.6441 loss_bbox_0: 0.36 loss_giou_0: 0.7808 loss_ce_1: 0.6225 loss_bbox_1: 0.3312 loss_giou_1: 0.7258 loss_ce_2: 0.6066 loss_bbox_2: 0.3287 loss_giou_2: 0.7231 loss_ce_3: 0.5955 loss_bbox_3: 0.3265 loss_giou_3: 0.7182 loss_ce_4: 0.5974 loss_bbox_4: 0.3222 loss_giou_4: 0.7172 time: 0.3319 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:12:27] detectron2.utils.events INFO: eta: 7:13:27 iter: 12879 total_loss: 1779 loss_ce: 0.6008 loss_bbox: 0.313 loss_giou: 0.6985 loss_ce_0: 0.649 loss_bbox_0: 0.3486 loss_giou_0: 0.7731 loss_ce_1: 0.6219 loss_bbox_1: 0.3175 loss_giou_1: 0.7177 loss_ce_2: 0.5994 loss_bbox_2: 0.3169 loss_giou_2: 0.7092 loss_ce_3: 0.5985 loss_bbox_3: 0.3126 loss_giou_3: 0.7014 loss_ce_4: 0.5971 loss_bbox_4: 0.3126 loss_giou_4: 0.6989 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:12:33] detectron2.utils.events INFO: eta: 7:13:32 iter: 12899 total_loss: 1781 loss_ce: 0.6059 loss_bbox: 0.3193 loss_giou: 0.7319 loss_ce_0: 0.6611 loss_bbox_0: 0.3499 loss_giou_0: 0.7955 loss_ce_1: 0.6304 loss_bbox_1: 0.326 loss_giou_1: 0.746 loss_ce_2: 0.6124 loss_bbox_2: 0.3172 loss_giou_2: 0.7373 loss_ce_3: 0.6073 loss_bbox_3: 0.3161 loss_giou_3: 0.7355 loss_ce_4: 0.6094 loss_bbox_4: 0.3195 loss_giou_4: 0.731 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:12:40] detectron2.utils.events INFO: eta: 7:13:29 iter: 12919 total_loss: 1782 loss_ce: 0.6211 loss_bbox: 0.3079 loss_giou: 0.6883 loss_ce_0: 0.6607 loss_bbox_0: 0.3394 loss_giou_0: 0.7524 loss_ce_1: 0.6316 loss_bbox_1: 0.3112 loss_giou_1: 0.7094 loss_ce_2: 0.6242 loss_bbox_2: 0.3108 loss_giou_2: 0.6973 loss_ce_3: 0.6208 loss_bbox_3: 0.3112 loss_giou_3: 0.6905 loss_ce_4: 0.6222 loss_bbox_4: 0.3076 loss_giou_4: 0.6911 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:12:47] detectron2.utils.events INFO: eta: 7:13:31 iter: 12939 total_loss: 1783 loss_ce: 0.5964 loss_bbox: 0.3219 loss_giou: 0.7271 loss_ce_0: 0.6528 loss_bbox_0: 0.3467 loss_giou_0: 0.7978 loss_ce_1: 0.6194 loss_bbox_1: 0.3285 loss_giou_1: 0.7478 loss_ce_2: 0.6036 loss_bbox_2: 0.3197 loss_giou_2: 0.7447 loss_ce_3: 0.5978 loss_bbox_3: 0.319 loss_giou_3: 0.7397 loss_ce_4: 0.5974 loss_bbox_4: 0.3211 loss_giou_4: 0.7302 time: 0.3319 data_time: 0.0458 lr: 0.0002 max_mem: 3710M
[02/06 21:12:54] detectron2.utils.events INFO: eta: 7:13:19 iter: 12959 total_loss: 1781 loss_ce: 0.6075 loss_bbox: 0.322 loss_giou: 0.7031 loss_ce_0: 0.6554 loss_bbox_0: 0.3529 loss_giou_0: 0.7704 loss_ce_1: 0.6363 loss_bbox_1: 0.3269 loss_giou_1: 0.7228 loss_ce_2: 0.6147 loss_bbox_2: 0.3192 loss_giou_2: 0.7107 loss_ce_3: 0.6015 loss_bbox_3: 0.319 loss_giou_3: 0.7096 loss_ce_4: 0.6008 loss_bbox_4: 0.3184 loss_giou_4: 0.7025 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:13:00] detectron2.utils.events INFO: eta: 7:13:10 iter: 12979 total_loss: 1781 loss_ce: 0.6213 loss_bbox: 0.3279 loss_giou: 0.7393 loss_ce_0: 0.678 loss_bbox_0: 0.3609 loss_giou_0: 0.8019 loss_ce_1: 0.6513 loss_bbox_1: 0.3315 loss_giou_1: 0.7424 loss_ce_2: 0.6306 loss_bbox_2: 0.3287 loss_giou_2: 0.7326 loss_ce_3: 0.6184 loss_bbox_3: 0.3268 loss_giou_3: 0.7338 loss_ce_4: 0.619 loss_bbox_4: 0.3274 loss_giou_4: 0.7369 time: 0.3319 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:13:07] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 12999...
[02/06 21:13:07] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 21:13:07] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 21:13:07] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:13:08] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 21:13:08] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 21:13:09] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 21:13:09] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:13:09] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 21:13:29] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1482 s / img. ETA=0:02:12
[02/06 21:13:34] detectron2.evaluation.evaluator INFO: Inference done 61/157. 0.0593 s / img. ETA=0:00:17
[02/06 21:13:39] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:15.266267 (0.100436 s / img per device, on 32 devices)
[02/06 21:13:39] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.051479 s / img per device, on 32 devices)
[02/06 21:13:49] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 21:13:49] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/12999/coco_2017_val/coco_instances_results.json
[02/06 21:13:54] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 21:13:57] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 21:14:11] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 13.63 seconds.
[02/06 21:14:11] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 21:14:13] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.16 seconds.
[02/06 21:14:13] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 24.452 | 42.083 | 25.143 | 12.701 | 28.533 | 32.173 |
[02/06 21:14:13] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 35.576 | bicycle | 17.212 | car | 23.784 |
| motorcycle | 25.319 | airplane | 39.713 | bus | 46.092 |
| train | 44.008 | truck | 19.395 | boat | 12.514 |
| traffic light | 13.331 | fire hydrant | 47.239 | stop sign | 46.627 |
| parking meter | 29.281 | bench | 9.511 | bird | 21.401 |
| cat | 46.939 | dog | 44.607 | horse | 35.113 |
| sheep | 33.967 | cow | 36.729 | elephant | 49.269 |
| bear | 59.169 | zebra | 52.121 | giraffe | 56.189 |
| backpack | 5.288 | umbrella | 19.754 | handbag | 4.559 |
| tie | 13.447 | suitcase | 18.894 | frisbee | 41.440 |
| skis | 9.929 | snowboard | 11.567 | sports ball | 22.691 |
| kite | 18.228 | baseball bat | 13.558 | baseball glove | 20.944 |
| skateboard | 30.734 | surfboard | 16.730 | tennis racket | 27.828 |
| bottle | 19.117 | wine glass | 22.170 | cup | 23.165 |
| fork | 11.990 | knife | 4.454 | spoon | 3.656 |
| bowl | 22.561 | banana | 13.000 | apple | 9.715 |
| sandwich | 19.585 | orange | 18.166 | broccoli | 13.478 |
| carrot | 10.066 | hot dog | 16.796 | pizza | 35.714 |
| donut | 25.628 | cake | 20.231 | chair | 13.120 |
| couch | 25.014 | potted plant | 11.967 | bed | 27.393 |
| dining table | 17.394 | toilet | 43.327 | tv | 36.951 |
| laptop | 38.290 | mouse | 40.082 | remote | 11.913 |
| keyboard | 33.695 | cell phone | 17.671 | microwave | 32.455 |
| oven | 17.078 | toaster | 22.050 | sink | 20.371 |
| refrigerator | 30.265 | book | 3.779 | clock | 34.430 |
| vase | 21.630 | scissors | 11.125 | teddy bear | 27.564 |
| hair drier | 0.924 | toothbrush | 7.522 | | |
[02/06 21:14:14] detectron2.utils.events INFO: eta: 7:13:13 iter: 12999 total_loss: 1782 loss_ce: 0.5823 loss_bbox: 0.3108 loss_giou: 0.73 loss_ce_0: 0.6392 loss_bbox_0: 0.3456 loss_giou_0: 0.7975 loss_ce_1: 0.6128 loss_bbox_1: 0.3113 loss_giou_1: 0.7451 loss_ce_2: 0.5908 loss_bbox_2: 0.3124 loss_giou_2: 0.7347 loss_ce_3: 0.5852 loss_bbox_3: 0.3095 loss_giou_3: 0.7305 loss_ce_4: 0.5831 loss_bbox_4: 0.3076 loss_giou_4: 0.7311 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:14:21] detectron2.utils.events INFO: eta: 7:13:20 iter: 13019 total_loss: 1784 loss_ce: 0.6022 loss_bbox: 0.3086 loss_giou: 0.6915 loss_ce_0: 0.6621 loss_bbox_0: 0.341 loss_giou_0: 0.7545 loss_ce_1: 0.6251 loss_bbox_1: 0.3172 loss_giou_1: 0.7031 loss_ce_2: 0.6022 loss_bbox_2: 0.3114 loss_giou_2: 0.6958 loss_ce_3: 0.5977 loss_bbox_3: 0.3098 loss_giou_3: 0.6928 loss_ce_4: 0.595 loss_bbox_4: 0.3129 loss_giou_4: 0.6961 time: 0.3319 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:14:27] detectron2.utils.events INFO: eta: 7:13:42 iter: 13039 total_loss: 1780 loss_ce: 0.5817 loss_bbox: 0.3176 loss_giou: 0.7065 loss_ce_0: 0.6368 loss_bbox_0: 0.355 loss_giou_0: 0.7848 loss_ce_1: 0.6083 loss_bbox_1: 0.3217 loss_giou_1: 0.7309 loss_ce_2: 0.5906 loss_bbox_2: 0.3179 loss_giou_2: 0.7176 loss_ce_3: 0.5858 loss_bbox_3: 0.3153 loss_giou_3: 0.717 loss_ce_4: 0.5832 loss_bbox_4: 0.3173 loss_giou_4: 0.7131 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:14:34] detectron2.utils.events INFO: eta: 7:13:35 iter: 13059 total_loss: 1783 loss_ce: 0.6007 loss_bbox: 0.3088 loss_giou: 0.7119 loss_ce_0: 0.6482 loss_bbox_0: 0.3444 loss_giou_0: 0.7658 loss_ce_1: 0.6182 loss_bbox_1: 0.3159 loss_giou_1: 0.723 loss_ce_2: 0.6051 loss_bbox_2: 0.3122 loss_giou_2: 0.708 loss_ce_3: 0.6012 loss_bbox_3: 0.3085 loss_giou_3: 0.7081 loss_ce_4: 0.5973 loss_bbox_4: 0.3084 loss_giou_4: 0.7096 time: 0.3319 data_time: 0.0285 lr: 0.0002 max_mem: 3710M
[02/06 21:14:41] detectron2.utils.events INFO: eta: 7:13:05 iter: 13079 total_loss: 1783 loss_ce: 0.5819 loss_bbox: 0.3121 loss_giou: 0.6997 loss_ce_0: 0.6489 loss_bbox_0: 0.3483 loss_giou_0: 0.7782 loss_ce_1: 0.6128 loss_bbox_1: 0.3185 loss_giou_1: 0.7271 loss_ce_2: 0.5886 loss_bbox_2: 0.3123 loss_giou_2: 0.7106 loss_ce_3: 0.5841 loss_bbox_3: 0.312 loss_giou_3: 0.707 loss_ce_4: 0.5833 loss_bbox_4: 0.3077 loss_giou_4: 0.7052 time: 0.3320 data_time: 0.0087 lr: 0.0002 max_mem: 3710M
[02/06 21:14:48] detectron2.utils.events INFO: eta: 7:13:15 iter: 13099 total_loss: 1783 loss_ce: 0.5909 loss_bbox: 0.3191 loss_giou: 0.7027 loss_ce_0: 0.6541 loss_bbox_0: 0.3558 loss_giou_0: 0.7612 loss_ce_1: 0.6235 loss_bbox_1: 0.3213 loss_giou_1: 0.7118 loss_ce_2: 0.6039 loss_bbox_2: 0.3183 loss_giou_2: 0.704 loss_ce_3: 0.5974 loss_bbox_3: 0.3209 loss_giou_3: 0.6965 loss_ce_4: 0.5972 loss_bbox_4: 0.3203 loss_giou_4: 0.6949 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:14:54] detectron2.utils.events INFO: eta: 7:13:16 iter: 13119 total_loss: 1781 loss_ce: 0.5915 loss_bbox: 0.3166 loss_giou: 0.692 loss_ce_0: 0.6498 loss_bbox_0: 0.3521 loss_giou_0: 0.7584 loss_ce_1: 0.6272 loss_bbox_1: 0.3235 loss_giou_1: 0.7088 loss_ce_2: 0.599 loss_bbox_2: 0.3188 loss_giou_2: 0.7014 loss_ce_3: 0.595 loss_bbox_3: 0.3185 loss_giou_3: 0.695 loss_ce_4: 0.5942 loss_bbox_4: 0.3186 loss_giou_4: 0.6904 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:15:01] detectron2.utils.events INFO: eta: 7:12:45 iter: 13139 total_loss: 1783 loss_ce: 0.5971 loss_bbox: 0.3138 loss_giou: 0.7265 loss_ce_0: 0.6499 loss_bbox_0: 0.3498 loss_giou_0: 0.7882 loss_ce_1: 0.6206 loss_bbox_1: 0.3245 loss_giou_1: 0.7449 loss_ce_2: 0.5978 loss_bbox_2: 0.3155 loss_giou_2: 0.7325 loss_ce_3: 0.5996 loss_bbox_3: 0.3135 loss_giou_3: 0.7245 loss_ce_4: 0.5963 loss_bbox_4: 0.3098 loss_giou_4: 0.7232 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:15:07] detectron2.utils.events INFO: eta: 7:12:39 iter: 13159 total_loss: 1775 loss_ce: 0.5997 loss_bbox: 0.3162 loss_giou: 0.7188 loss_ce_0: 0.6487 loss_bbox_0: 0.3533 loss_giou_0: 0.7927 loss_ce_1: 0.6204 loss_bbox_1: 0.3194 loss_giou_1: 0.7387 loss_ce_2: 0.6049 loss_bbox_2: 0.3169 loss_giou_2: 0.7195 loss_ce_3: 0.5984 loss_bbox_3: 0.3128 loss_giou_3: 0.7195 loss_ce_4: 0.5949 loss_bbox_4: 0.3161 loss_giou_4: 0.7199 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:15:14] detectron2.utils.events INFO: eta: 7:12:56 iter: 13179 total_loss: 1778 loss_ce: 0.5918 loss_bbox: 0.3185 loss_giou: 0.7233 loss_ce_0: 0.6413 loss_bbox_0: 0.3589 loss_giou_0: 0.7841 loss_ce_1: 0.6085 loss_bbox_1: 0.3262 loss_giou_1: 0.7392 loss_ce_2: 0.5869 loss_bbox_2: 0.3186 loss_giou_2: 0.729 loss_ce_3: 0.5827 loss_bbox_3: 0.3177 loss_giou_3: 0.7256 loss_ce_4: 0.5866 loss_bbox_4: 0.3183 loss_giou_4: 0.7256 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:15:21] detectron2.utils.events INFO: eta: 7:12:51 iter: 13199 total_loss: 1784 loss_ce: 0.6164 loss_bbox: 0.3246 loss_giou: 0.7258 loss_ce_0: 0.6664 loss_bbox_0: 0.3545 loss_giou_0: 0.7974 loss_ce_1: 0.633 loss_bbox_1: 0.3302 loss_giou_1: 0.7469 loss_ce_2: 0.6178 loss_bbox_2: 0.3272 loss_giou_2: 0.7406 loss_ce_3: 0.6075 loss_bbox_3: 0.3301 loss_giou_3: 0.7348 loss_ce_4: 0.6128 loss_bbox_4: 0.327 loss_giou_4: 0.7292 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:15:28] detectron2.utils.events INFO: eta: 7:12:52 iter: 13219 total_loss: 1784 loss_ce: 0.6016 loss_bbox: 0.3137 loss_giou: 0.7133 loss_ce_0: 0.6518 loss_bbox_0: 0.3439 loss_giou_0: 0.7762 loss_ce_1: 0.6277 loss_bbox_1: 0.3161 loss_giou_1: 0.7175 loss_ce_2: 0.6084 loss_bbox_2: 0.3119 loss_giou_2: 0.7113 loss_ce_3: 0.6052 loss_bbox_3: 0.3117 loss_giou_3: 0.7051 loss_ce_4: 0.6025 loss_bbox_4: 0.3104 loss_giou_4: 0.7074 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:15:35] detectron2.utils.events INFO: eta: 7:13:16 iter: 13239 total_loss: 1785 loss_ce: 0.6019 loss_bbox: 0.3206 loss_giou: 0.7118 loss_ce_0: 0.6516 loss_bbox_0: 0.3536 loss_giou_0: 0.7687 loss_ce_1: 0.6243 loss_bbox_1: 0.3222 loss_giou_1: 0.7262 loss_ce_2: 0.6099 loss_bbox_2: 0.3185 loss_giou_2: 0.7151 loss_ce_3: 0.6044 loss_bbox_3: 0.3194 loss_giou_3: 0.7083 loss_ce_4: 0.6061 loss_bbox_4: 0.3201 loss_giou_4: 0.7077 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:15:41] detectron2.utils.events INFO: eta: 7:13:20 iter: 13259 total_loss: 1782 loss_ce: 0.5989 loss_bbox: 0.3066 loss_giou: 0.6859 loss_ce_0: 0.6515 loss_bbox_0: 0.3411 loss_giou_0: 0.7439 loss_ce_1: 0.6206 loss_bbox_1: 0.3141 loss_giou_1: 0.6967 loss_ce_2: 0.6068 loss_bbox_2: 0.3102 loss_giou_2: 0.682 loss_ce_3: 0.5987 loss_bbox_3: 0.3098 loss_giou_3: 0.6857 loss_ce_4: 0.5934 loss_bbox_4: 0.3066 loss_giou_4: 0.6872 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:15:48] detectron2.utils.events INFO: eta: 7:14:02 iter: 13279 total_loss: 1779 loss_ce: 0.5834 loss_bbox: 0.3106 loss_giou: 0.6932 loss_ce_0: 0.6507 loss_bbox_0: 0.3461 loss_giou_0: 0.7484 loss_ce_1: 0.6149 loss_bbox_1: 0.3124 loss_giou_1: 0.6994 loss_ce_2: 0.5884 loss_bbox_2: 0.3119 loss_giou_2: 0.6952 loss_ce_3: 0.5826 loss_bbox_3: 0.3103 loss_giou_3: 0.6975 loss_ce_4: 0.5838 loss_bbox_4: 0.3096 loss_giou_4: 0.6936 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:15:55] detectron2.utils.events INFO: eta: 7:13:55 iter: 13299 total_loss: 1778 loss_ce: 0.5973 loss_bbox: 0.306 loss_giou: 0.7161 loss_ce_0: 0.6413 loss_bbox_0: 0.3451 loss_giou_0: 0.7884 loss_ce_1: 0.621 loss_bbox_1: 0.3162 loss_giou_1: 0.7323 loss_ce_2: 0.6002 loss_bbox_2: 0.3099 loss_giou_2: 0.7284 loss_ce_3: 0.5943 loss_bbox_3: 0.3078 loss_giou_3: 0.7208 loss_ce_4: 0.5933 loss_bbox_4: 0.3095 loss_giou_4: 0.7167 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:16:01] detectron2.utils.events INFO: eta: 7:14:08 iter: 13319 total_loss: 1782 loss_ce: 0.5963 loss_bbox: 0.3032 loss_giou: 0.7012 loss_ce_0: 0.6468 loss_bbox_0: 0.3412 loss_giou_0: 0.7713 loss_ce_1: 0.6142 loss_bbox_1: 0.3088 loss_giou_1: 0.7183 loss_ce_2: 0.5972 loss_bbox_2: 0.3058 loss_giou_2: 0.7084 loss_ce_3: 0.5874 loss_bbox_3: 0.3034 loss_giou_3: 0.7051 loss_ce_4: 0.5937 loss_bbox_4: 0.2999 loss_giou_4: 0.6996 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:16:08] detectron2.utils.events INFO: eta: 7:14:16 iter: 13339 total_loss: 1783 loss_ce: 0.6059 loss_bbox: 0.319 loss_giou: 0.6917 loss_ce_0: 0.6597 loss_bbox_0: 0.3598 loss_giou_0: 0.7646 loss_ce_1: 0.629 loss_bbox_1: 0.3214 loss_giou_1: 0.7152 loss_ce_2: 0.6086 loss_bbox_2: 0.3191 loss_giou_2: 0.7043 loss_ce_3: 0.6126 loss_bbox_3: 0.3164 loss_giou_3: 0.701 loss_ce_4: 0.6114 loss_bbox_4: 0.3168 loss_giou_4: 0.6927 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:16:15] detectron2.utils.events INFO: eta: 7:14:21 iter: 13359 total_loss: 1780 loss_ce: 0.5908 loss_bbox: 0.3169 loss_giou: 0.6745 loss_ce_0: 0.6462 loss_bbox_0: 0.3514 loss_giou_0: 0.743 loss_ce_1: 0.6095 loss_bbox_1: 0.3239 loss_giou_1: 0.6965 loss_ce_2: 0.5908 loss_bbox_2: 0.3217 loss_giou_2: 0.6795 loss_ce_3: 0.5886 loss_bbox_3: 0.3244 loss_giou_3: 0.6795 loss_ce_4: 0.5895 loss_bbox_4: 0.3163 loss_giou_4: 0.677 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:16:21] detectron2.utils.events INFO: eta: 7:14:12 iter: 13379 total_loss: 1779 loss_ce: 0.5808 loss_bbox: 0.3093 loss_giou: 0.7014 loss_ce_0: 0.6449 loss_bbox_0: 0.3493 loss_giou_0: 0.7634 loss_ce_1: 0.6075 loss_bbox_1: 0.3191 loss_giou_1: 0.7161 loss_ce_2: 0.5862 loss_bbox_2: 0.3137 loss_giou_2: 0.704 loss_ce_3: 0.5842 loss_bbox_3: 0.3163 loss_giou_3: 0.6982 loss_ce_4: 0.5831 loss_bbox_4: 0.3121 loss_giou_4: 0.7026 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:16:28] detectron2.utils.events INFO: eta: 7:14:05 iter: 13399 total_loss: 1783 loss_ce: 0.5775 loss_bbox: 0.3034 loss_giou: 0.7003 loss_ce_0: 0.6348 loss_bbox_0: 0.3358 loss_giou_0: 0.7814 loss_ce_1: 0.6062 loss_bbox_1: 0.308 loss_giou_1: 0.7131 loss_ce_2: 0.5917 loss_bbox_2: 0.3049 loss_giou_2: 0.7067 loss_ce_3: 0.586 loss_bbox_3: 0.3079 loss_giou_3: 0.7003 loss_ce_4: 0.5756 loss_bbox_4: 0.3037 loss_giou_4: 0.6998 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:16:35] detectron2.utils.events INFO: eta: 7:14:18 iter: 13419 total_loss: 1780 loss_ce: 0.5865 loss_bbox: 0.3127 loss_giou: 0.7074 loss_ce_0: 0.6312 loss_bbox_0: 0.3504 loss_giou_0: 0.791 loss_ce_1: 0.6041 loss_bbox_1: 0.3159 loss_giou_1: 0.7274 loss_ce_2: 0.5878 loss_bbox_2: 0.3142 loss_giou_2: 0.7199 loss_ce_3: 0.5818 loss_bbox_3: 0.3131 loss_giou_3: 0.7107 loss_ce_4: 0.5902 loss_bbox_4: 0.3153 loss_giou_4: 0.7038 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:16:41] detectron2.utils.events INFO: eta: 7:14:05 iter: 13439 total_loss: 1783 loss_ce: 0.5861 loss_bbox: 0.3151 loss_giou: 0.6958 loss_ce_0: 0.64 loss_bbox_0: 0.3511 loss_giou_0: 0.771 loss_ce_1: 0.6052 loss_bbox_1: 0.3182 loss_giou_1: 0.7081 loss_ce_2: 0.5853 loss_bbox_2: 0.3155 loss_giou_2: 0.6973 loss_ce_3: 0.5852 loss_bbox_3: 0.3174 loss_giou_3: 0.6974 loss_ce_4: 0.5875 loss_bbox_4: 0.3146 loss_giou_4: 0.6939 time: 0.3320 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 21:16:48] detectron2.utils.events INFO: eta: 7:13:48 iter: 13459 total_loss: 1786 loss_ce: 0.6061 loss_bbox: 0.3159 loss_giou: 0.7148 loss_ce_0: 0.6527 loss_bbox_0: 0.3515 loss_giou_0: 0.7714 loss_ce_1: 0.6266 loss_bbox_1: 0.3252 loss_giou_1: 0.7305 loss_ce_2: 0.6136 loss_bbox_2: 0.3198 loss_giou_2: 0.7237 loss_ce_3: 0.6028 loss_bbox_3: 0.3204 loss_giou_3: 0.7193 loss_ce_4: 0.6031 loss_bbox_4: 0.3183 loss_giou_4: 0.7144 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:16:55] detectron2.utils.events INFO: eta: 7:13:51 iter: 13479 total_loss: 1779 loss_ce: 0.6002 loss_bbox: 0.32 loss_giou: 0.7106 loss_ce_0: 0.6453 loss_bbox_0: 0.3579 loss_giou_0: 0.7734 loss_ce_1: 0.6102 loss_bbox_1: 0.3274 loss_giou_1: 0.7213 loss_ce_2: 0.5971 loss_bbox_2: 0.3223 loss_giou_2: 0.7111 loss_ce_3: 0.5926 loss_bbox_3: 0.3225 loss_giou_3: 0.7079 loss_ce_4: 0.5975 loss_bbox_4: 0.3196 loss_giou_4: 0.7065 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:17:01] detectron2.utils.events INFO: eta: 7:13:44 iter: 13499 total_loss: 1780 loss_ce: 0.5827 loss_bbox: 0.3001 loss_giou: 0.6959 loss_ce_0: 0.6288 loss_bbox_0: 0.3366 loss_giou_0: 0.7646 loss_ce_1: 0.6006 loss_bbox_1: 0.3114 loss_giou_1: 0.7147 loss_ce_2: 0.584 loss_bbox_2: 0.3054 loss_giou_2: 0.6981 loss_ce_3: 0.5815 loss_bbox_3: 0.3059 loss_giou_3: 0.6951 loss_ce_4: 0.5798 loss_bbox_4: 0.305 loss_giou_4: 0.6941 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:17:08] detectron2.utils.events INFO: eta: 7:13:40 iter: 13519 total_loss: 1783 loss_ce: 0.5868 loss_bbox: 0.3077 loss_giou: 0.6807 loss_ce_0: 0.6407 loss_bbox_0: 0.3378 loss_giou_0: 0.7498 loss_ce_1: 0.6098 loss_bbox_1: 0.3145 loss_giou_1: 0.7012 loss_ce_2: 0.5911 loss_bbox_2: 0.3134 loss_giou_2: 0.685 loss_ce_3: 0.5866 loss_bbox_3: 0.3089 loss_giou_3: 0.6801 loss_ce_4: 0.5834 loss_bbox_4: 0.3059 loss_giou_4: 0.6815 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:17:15] detectron2.utils.events INFO: eta: 7:13:32 iter: 13539 total_loss: 1780 loss_ce: 0.5821 loss_bbox: 0.3107 loss_giou: 0.703 loss_ce_0: 0.6371 loss_bbox_0: 0.35 loss_giou_0: 0.7723 loss_ce_1: 0.6093 loss_bbox_1: 0.3219 loss_giou_1: 0.7114 loss_ce_2: 0.5897 loss_bbox_2: 0.314 loss_giou_2: 0.7117 loss_ce_3: 0.5816 loss_bbox_3: 0.3155 loss_giou_3: 0.7043 loss_ce_4: 0.5851 loss_bbox_4: 0.3141 loss_giou_4: 0.7056 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:17:21] detectron2.utils.events INFO: eta: 7:13:27 iter: 13559 total_loss: 1785 loss_ce: 0.5973 loss_bbox: 0.3094 loss_giou: 0.6814 loss_ce_0: 0.6497 loss_bbox_0: 0.3489 loss_giou_0: 0.7521 loss_ce_1: 0.6198 loss_bbox_1: 0.319 loss_giou_1: 0.7082 loss_ce_2: 0.6013 loss_bbox_2: 0.3167 loss_giou_2: 0.698 loss_ce_3: 0.5973 loss_bbox_3: 0.3097 loss_giou_3: 0.6916 loss_ce_4: 0.5944 loss_bbox_4: 0.3105 loss_giou_4: 0.6897 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:17:28] detectron2.utils.events INFO: eta: 7:13:20 iter: 13579 total_loss: 1782 loss_ce: 0.5902 loss_bbox: 0.3194 loss_giou: 0.7194 loss_ce_0: 0.6342 loss_bbox_0: 0.3558 loss_giou_0: 0.7903 loss_ce_1: 0.6075 loss_bbox_1: 0.3333 loss_giou_1: 0.7374 loss_ce_2: 0.5912 loss_bbox_2: 0.325 loss_giou_2: 0.7288 loss_ce_3: 0.577 loss_bbox_3: 0.3199 loss_giou_3: 0.7283 loss_ce_4: 0.5854 loss_bbox_4: 0.3167 loss_giou_4: 0.7229 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:17:35] detectron2.utils.events INFO: eta: 7:13:14 iter: 13599 total_loss: 1780 loss_ce: 0.5856 loss_bbox: 0.3044 loss_giou: 0.7117 loss_ce_0: 0.6369 loss_bbox_0: 0.3371 loss_giou_0: 0.7741 loss_ce_1: 0.6031 loss_bbox_1: 0.3111 loss_giou_1: 0.7266 loss_ce_2: 0.5837 loss_bbox_2: 0.3071 loss_giou_2: 0.7184 loss_ce_3: 0.5761 loss_bbox_3: 0.3051 loss_giou_3: 0.7153 loss_ce_4: 0.5845 loss_bbox_4: 0.3035 loss_giou_4: 0.7134 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:17:41] detectron2.utils.events INFO: eta: 7:12:53 iter: 13619 total_loss: 1780 loss_ce: 0.5872 loss_bbox: 0.3084 loss_giou: 0.7106 loss_ce_0: 0.6351 loss_bbox_0: 0.348 loss_giou_0: 0.7905 loss_ce_1: 0.6141 loss_bbox_1: 0.3125 loss_giou_1: 0.7303 loss_ce_2: 0.5936 loss_bbox_2: 0.3141 loss_giou_2: 0.7172 loss_ce_3: 0.59 loss_bbox_3: 0.3087 loss_giou_3: 0.7133 loss_ce_4: 0.589 loss_bbox_4: 0.3091 loss_giou_4: 0.7098 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:17:48] detectron2.utils.events INFO: eta: 7:12:32 iter: 13639 total_loss: 1783 loss_ce: 0.5928 loss_bbox: 0.3157 loss_giou: 0.6645 loss_ce_0: 0.6443 loss_bbox_0: 0.3483 loss_giou_0: 0.7292 loss_ce_1: 0.6093 loss_bbox_1: 0.3185 loss_giou_1: 0.6839 loss_ce_2: 0.5961 loss_bbox_2: 0.3137 loss_giou_2: 0.6693 loss_ce_3: 0.5905 loss_bbox_3: 0.3091 loss_giou_3: 0.671 loss_ce_4: 0.5884 loss_bbox_4: 0.3088 loss_giou_4: 0.6649 time: 0.3320 data_time: 0.0109 lr: 0.0002 max_mem: 3710M
[02/06 21:17:54] detectron2.utils.events INFO: eta: 7:11:47 iter: 13659 total_loss: 1780 loss_ce: 0.5846 loss_bbox: 0.3139 loss_giou: 0.6949 loss_ce_0: 0.6347 loss_bbox_0: 0.3483 loss_giou_0: 0.7686 loss_ce_1: 0.6047 loss_bbox_1: 0.3163 loss_giou_1: 0.7147 loss_ce_2: 0.5918 loss_bbox_2: 0.3139 loss_giou_2: 0.7039 loss_ce_3: 0.5802 loss_bbox_3: 0.3172 loss_giou_3: 0.6989 loss_ce_4: 0.5811 loss_bbox_4: 0.3168 loss_giou_4: 0.6956 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:18:01] detectron2.utils.events INFO: eta: 7:11:03 iter: 13679 total_loss: 1780 loss_ce: 0.5873 loss_bbox: 0.308 loss_giou: 0.7285 loss_ce_0: 0.6422 loss_bbox_0: 0.3487 loss_giou_0: 0.801 loss_ce_1: 0.6097 loss_bbox_1: 0.3157 loss_giou_1: 0.7457 loss_ce_2: 0.5884 loss_bbox_2: 0.3086 loss_giou_2: 0.7368 loss_ce_3: 0.5888 loss_bbox_3: 0.3095 loss_giou_3: 0.7299 loss_ce_4: 0.588 loss_bbox_4: 0.3092 loss_giou_4: 0.7333 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:18:07] detectron2.utils.events INFO: eta: 7:10:59 iter: 13699 total_loss: 1782 loss_ce: 0.5868 loss_bbox: 0.3052 loss_giou: 0.6948 loss_ce_0: 0.643 loss_bbox_0: 0.3435 loss_giou_0: 0.7616 loss_ce_1: 0.6153 loss_bbox_1: 0.3147 loss_giou_1: 0.7113 loss_ce_2: 0.5943 loss_bbox_2: 0.3099 loss_giou_2: 0.7037 loss_ce_3: 0.5884 loss_bbox_3: 0.3068 loss_giou_3: 0.704 loss_ce_4: 0.5869 loss_bbox_4: 0.3081 loss_giou_4: 0.6958 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:18:14] detectron2.utils.events INFO: eta: 7:10:48 iter: 13719 total_loss: 1781 loss_ce: 0.5655 loss_bbox: 0.318 loss_giou: 0.7121 loss_ce_0: 0.6269 loss_bbox_0: 0.3491 loss_giou_0: 0.774 loss_ce_1: 0.5947 loss_bbox_1: 0.3243 loss_giou_1: 0.7277 loss_ce_2: 0.5725 loss_bbox_2: 0.3199 loss_giou_2: 0.7191 loss_ce_3: 0.5698 loss_bbox_3: 0.3167 loss_giou_3: 0.7091 loss_ce_4: 0.5681 loss_bbox_4: 0.3179 loss_giou_4: 0.7088 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:18:21] detectron2.utils.events INFO: eta: 7:10:39 iter: 13739 total_loss: 1781 loss_ce: 0.5898 loss_bbox: 0.311 loss_giou: 0.7103 loss_ce_0: 0.6553 loss_bbox_0: 0.3378 loss_giou_0: 0.7827 loss_ce_1: 0.6216 loss_bbox_1: 0.3085 loss_giou_1: 0.7298 loss_ce_2: 0.594 loss_bbox_2: 0.3093 loss_giou_2: 0.72 loss_ce_3: 0.5902 loss_bbox_3: 0.3069 loss_giou_3: 0.7144 loss_ce_4: 0.5905 loss_bbox_4: 0.3067 loss_giou_4: 0.716 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:18:27] detectron2.utils.events INFO: eta: 7:10:24 iter: 13759 total_loss: 1780 loss_ce: 0.5992 loss_bbox: 0.3064 loss_giou: 0.7331 loss_ce_0: 0.6481 loss_bbox_0: 0.3449 loss_giou_0: 0.8024 loss_ce_1: 0.6189 loss_bbox_1: 0.3151 loss_giou_1: 0.7543 loss_ce_2: 0.6019 loss_bbox_2: 0.3115 loss_giou_2: 0.7387 loss_ce_3: 0.5972 loss_bbox_3: 0.3074 loss_giou_3: 0.7348 loss_ce_4: 0.596 loss_bbox_4: 0.3053 loss_giou_4: 0.7377 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:18:34] detectron2.utils.events INFO: eta: 7:10:08 iter: 13779 total_loss: 1781 loss_ce: 0.5782 loss_bbox: 0.3084 loss_giou: 0.6827 loss_ce_0: 0.633 loss_bbox_0: 0.3479 loss_giou_0: 0.7534 loss_ce_1: 0.595 loss_bbox_1: 0.3143 loss_giou_1: 0.6829 loss_ce_2: 0.5774 loss_bbox_2: 0.3112 loss_giou_2: 0.6846 loss_ce_3: 0.5767 loss_bbox_3: 0.3097 loss_giou_3: 0.6807 loss_ce_4: 0.5783 loss_bbox_4: 0.3116 loss_giou_4: 0.6818 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:18:41] detectron2.utils.events INFO: eta: 7:10:28 iter: 13799 total_loss: 1779 loss_ce: 0.6008 loss_bbox: 0.3268 loss_giou: 0.7104 loss_ce_0: 0.6479 loss_bbox_0: 0.3566 loss_giou_0: 0.768 loss_ce_1: 0.6244 loss_bbox_1: 0.3336 loss_giou_1: 0.7239 loss_ce_2: 0.5985 loss_bbox_2: 0.3297 loss_giou_2: 0.715 loss_ce_3: 0.5992 loss_bbox_3: 0.324 loss_giou_3: 0.7099 loss_ce_4: 0.6002 loss_bbox_4: 0.3258 loss_giou_4: 0.7051 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:18:47] detectron2.utils.events INFO: eta: 7:10:42 iter: 13819 total_loss: 1779 loss_ce: 0.6026 loss_bbox: 0.3085 loss_giou: 0.6918 loss_ce_0: 0.6462 loss_bbox_0: 0.339 loss_giou_0: 0.7529 loss_ce_1: 0.6219 loss_bbox_1: 0.3139 loss_giou_1: 0.7031 loss_ce_2: 0.6036 loss_bbox_2: 0.3085 loss_giou_2: 0.6953 loss_ce_3: 0.6005 loss_bbox_3: 0.312 loss_giou_3: 0.6942 loss_ce_4: 0.6013 loss_bbox_4: 0.3054 loss_giou_4: 0.6839 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:18:54] detectron2.utils.events INFO: eta: 7:10:36 iter: 13839 total_loss: 1784 loss_ce: 0.6077 loss_bbox: 0.3192 loss_giou: 0.71 loss_ce_0: 0.6622 loss_bbox_0: 0.3471 loss_giou_0: 0.7619 loss_ce_1: 0.6349 loss_bbox_1: 0.3209 loss_giou_1: 0.7186 loss_ce_2: 0.6126 loss_bbox_2: 0.3168 loss_giou_2: 0.7135 loss_ce_3: 0.6104 loss_bbox_3: 0.3169 loss_giou_3: 0.7107 loss_ce_4: 0.6067 loss_bbox_4: 0.3165 loss_giou_4: 0.7098 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:19:01] detectron2.utils.events INFO: eta: 7:10:41 iter: 13859 total_loss: 1778 loss_ce: 0.5947 loss_bbox: 0.3146 loss_giou: 0.6884 loss_ce_0: 0.6531 loss_bbox_0: 0.3547 loss_giou_0: 0.753 loss_ce_1: 0.6241 loss_bbox_1: 0.3218 loss_giou_1: 0.7019 loss_ce_2: 0.6024 loss_bbox_2: 0.3146 loss_giou_2: 0.6911 loss_ce_3: 0.5975 loss_bbox_3: 0.3141 loss_giou_3: 0.6842 loss_ce_4: 0.5917 loss_bbox_4: 0.3125 loss_giou_4: 0.6878 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:19:07] detectron2.utils.events INFO: eta: 7:10:43 iter: 13879 total_loss: 1782 loss_ce: 0.6134 loss_bbox: 0.3146 loss_giou: 0.7044 loss_ce_0: 0.662 loss_bbox_0: 0.3536 loss_giou_0: 0.7716 loss_ce_1: 0.6329 loss_bbox_1: 0.3204 loss_giou_1: 0.7127 loss_ce_2: 0.6166 loss_bbox_2: 0.3201 loss_giou_2: 0.7125 loss_ce_3: 0.6078 loss_bbox_3: 0.3168 loss_giou_3: 0.7029 loss_ce_4: 0.6105 loss_bbox_4: 0.3168 loss_giou_4: 0.7003 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:19:14] detectron2.utils.events INFO: eta: 7:11:03 iter: 13899 total_loss: 1784 loss_ce: 0.6083 loss_bbox: 0.3134 loss_giou: 0.7108 loss_ce_0: 0.6507 loss_bbox_0: 0.3486 loss_giou_0: 0.7768 loss_ce_1: 0.6253 loss_bbox_1: 0.3197 loss_giou_1: 0.7244 loss_ce_2: 0.6076 loss_bbox_2: 0.3171 loss_giou_2: 0.7198 loss_ce_3: 0.6061 loss_bbox_3: 0.3134 loss_giou_3: 0.7097 loss_ce_4: 0.6079 loss_bbox_4: 0.3133 loss_giou_4: 0.7171 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:19:21] detectron2.utils.events INFO: eta: 7:10:48 iter: 13919 total_loss: 1782 loss_ce: 0.6097 loss_bbox: 0.3117 loss_giou: 0.7165 loss_ce_0: 0.6587 loss_bbox_0: 0.351 loss_giou_0: 0.7733 loss_ce_1: 0.6283 loss_bbox_1: 0.3207 loss_giou_1: 0.7341 loss_ce_2: 0.6128 loss_bbox_2: 0.3172 loss_giou_2: 0.7207 loss_ce_3: 0.6069 loss_bbox_3: 0.3154 loss_giou_3: 0.7199 loss_ce_4: 0.6119 loss_bbox_4: 0.3121 loss_giou_4: 0.7176 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:19:27] detectron2.utils.events INFO: eta: 7:10:35 iter: 13939 total_loss: 1777 loss_ce: 0.5834 loss_bbox: 0.3093 loss_giou: 0.691 loss_ce_0: 0.6332 loss_bbox_0: 0.3534 loss_giou_0: 0.7629 loss_ce_1: 0.6092 loss_bbox_1: 0.3214 loss_giou_1: 0.7052 loss_ce_2: 0.5917 loss_bbox_2: 0.3163 loss_giou_2: 0.695 loss_ce_3: 0.5877 loss_bbox_3: 0.3133 loss_giou_3: 0.6926 loss_ce_4: 0.5865 loss_bbox_4: 0.3088 loss_giou_4: 0.692 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:19:34] detectron2.utils.events INFO: eta: 7:10:35 iter: 13959 total_loss: 1776 loss_ce: 0.5761 loss_bbox: 0.307 loss_giou: 0.6947 loss_ce_0: 0.6321 loss_bbox_0: 0.3401 loss_giou_0: 0.7639 loss_ce_1: 0.5989 loss_bbox_1: 0.3076 loss_giou_1: 0.7153 loss_ce_2: 0.5855 loss_bbox_2: 0.3021 loss_giou_2: 0.7018 loss_ce_3: 0.58 loss_bbox_3: 0.3056 loss_giou_3: 0.6951 loss_ce_4: 0.5801 loss_bbox_4: 0.3038 loss_giou_4: 0.6876 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:19:40] detectron2.utils.events INFO: eta: 7:10:38 iter: 13979 total_loss: 1783 loss_ce: 0.6017 loss_bbox: 0.3198 loss_giou: 0.7027 loss_ce_0: 0.6545 loss_bbox_0: 0.353 loss_giou_0: 0.7624 loss_ce_1: 0.6296 loss_bbox_1: 0.3297 loss_giou_1: 0.7162 loss_ce_2: 0.6111 loss_bbox_2: 0.3245 loss_giou_2: 0.7124 loss_ce_3: 0.6044 loss_bbox_3: 0.3236 loss_giou_3: 0.7091 loss_ce_4: 0.6061 loss_bbox_4: 0.3215 loss_giou_4: 0.7013 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:19:47] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 13999...
[02/06 21:19:47] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 21:19:47] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 21:19:47] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:19:48] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 21:19:48] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 21:19:49] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 21:19:50] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:19:50] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 21:20:09] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1478 s / img. ETA=0:01:52
[02/06 21:20:14] detectron2.evaluation.evaluator INFO: Inference done 47/157. 0.0666 s / img. ETA=0:00:25
[02/06 21:20:19] detectron2.evaluation.evaluator INFO: Inference done 146/157. 0.0542 s / img. ETA=0:00:01
[02/06 21:20:19] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:15.328812 (0.100847 s / img per device, on 32 devices)
[02/06 21:20:19] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:08 (0.053944 s / img per device, on 32 devices)
[02/06 21:20:30] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 21:20:30] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/13999/coco_2017_val/coco_instances_results.json
[02/06 21:20:35] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 21:20:38] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 21:20:52] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 14.27 seconds.
[02/06 21:20:52] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 21:20:54] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.11 seconds.
[02/06 21:20:54] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 24.993 | 42.887 | 25.938 | 12.365 | 28.473 | 34.567 |
[02/06 21:20:54] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 37.448 | bicycle | 15.420 | car | 22.463 |
| motorcycle | 26.655 | airplane | 43.784 | bus | 45.271 |
| train | 46.434 | truck | 18.899 | boat | 11.651 |
| traffic light | 13.484 | fire hydrant | 47.579 | stop sign | 47.321 |
| parking meter | 29.807 | bench | 11.073 | bird | 24.047 |
| cat | 54.319 | dog | 48.745 | horse | 41.538 |
| sheep | 33.357 | cow | 38.699 | elephant | 49.135 |
| bear | 60.190 | zebra | 53.826 | giraffe | 53.136 |
| backpack | 6.420 | umbrella | 20.240 | handbag | 3.930 |
| tie | 12.154 | suitcase | 21.919 | frisbee | 40.025 |
| skis | 7.569 | snowboard | 7.466 | sports ball | 23.430 |
| kite | 21.019 | baseball bat | 12.713 | baseball glove | 19.431 |
| skateboard | 24.022 | surfboard | 15.559 | tennis racket | 28.725 |
| bottle | 20.122 | wine glass | 18.648 | cup | 26.237 |
| fork | 12.867 | knife | 5.594 | spoon | 5.577 |
| bowl | 21.408 | banana | 12.175 | apple | 11.751 |
| sandwich | 18.474 | orange | 18.864 | broccoli | 12.760 |
| carrot | 6.326 | hot dog | 12.872 | pizza | 34.623 |
| donut | 30.254 | cake | 23.249 | chair | 13.600 |
| couch | 26.147 | potted plant | 14.515 | bed | 24.608 |
| dining table | 15.679 | toilet | 42.011 | tv | 39.222 |
| laptop | 41.787 | mouse | 42.971 | remote | 11.515 |
| keyboard | 31.731 | cell phone | 16.676 | microwave | 33.219 |
| oven | 20.863 | toaster | 30.252 | sink | 20.469 |
| refrigerator | 38.134 | book | 3.957 | clock | 34.368 |
| vase | 22.667 | scissors | 11.400 | teddy bear | 25.716 |
| hair drier | 2.306 | toothbrush | 4.915 | | |
[02/06 21:20:55] detectron2.utils.events INFO: eta: 7:10:31 iter: 13999 total_loss: 1787 loss_ce: 0.6092 loss_bbox: 0.3243 loss_giou: 0.7014 loss_ce_0: 0.6628 loss_bbox_0: 0.3591 loss_giou_0: 0.7546 loss_ce_1: 0.6333 loss_bbox_1: 0.3282 loss_giou_1: 0.7104 loss_ce_2: 0.613 loss_bbox_2: 0.3251 loss_giou_2: 0.7104 loss_ce_3: 0.6064 loss_bbox_3: 0.324 loss_giou_3: 0.7073 loss_ce_4: 0.6102 loss_bbox_4: 0.3256 loss_giou_4: 0.702 time: 0.3319 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 21:21:02] detectron2.utils.events INFO: eta: 7:10:30 iter: 14019 total_loss: 1783 loss_ce: 0.5961 loss_bbox: 0.3291 loss_giou: 0.6934 loss_ce_0: 0.6503 loss_bbox_0: 0.3552 loss_giou_0: 0.7641 loss_ce_1: 0.617 loss_bbox_1: 0.3312 loss_giou_1: 0.7158 loss_ce_2: 0.5994 loss_bbox_2: 0.3236 loss_giou_2: 0.703 loss_ce_3: 0.5971 loss_bbox_3: 0.328 loss_giou_3: 0.7041 loss_ce_4: 0.5985 loss_bbox_4: 0.325 loss_giou_4: 0.6981 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:21:08] detectron2.utils.events INFO: eta: 7:10:14 iter: 14039 total_loss: 1783 loss_ce: 0.5845 loss_bbox: 0.3056 loss_giou: 0.7193 loss_ce_0: 0.6443 loss_bbox_0: 0.34 loss_giou_0: 0.7925 loss_ce_1: 0.612 loss_bbox_1: 0.3153 loss_giou_1: 0.7328 loss_ce_2: 0.5903 loss_bbox_2: 0.3101 loss_giou_2: 0.7272 loss_ce_3: 0.5815 loss_bbox_3: 0.3113 loss_giou_3: 0.722 loss_ce_4: 0.5843 loss_bbox_4: 0.3045 loss_giou_4: 0.7163 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:21:15] detectron2.utils.events INFO: eta: 7:09:50 iter: 14059 total_loss: 1780 loss_ce: 0.5949 loss_bbox: 0.3148 loss_giou: 0.7063 loss_ce_0: 0.6422 loss_bbox_0: 0.3557 loss_giou_0: 0.777 loss_ce_1: 0.621 loss_bbox_1: 0.3294 loss_giou_1: 0.7159 loss_ce_2: 0.6048 loss_bbox_2: 0.324 loss_giou_2: 0.7149 loss_ce_3: 0.6058 loss_bbox_3: 0.323 loss_giou_3: 0.7094 loss_ce_4: 0.5995 loss_bbox_4: 0.3192 loss_giou_4: 0.7022 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:21:21] detectron2.utils.events INFO: eta: 7:09:39 iter: 14079 total_loss: 1781 loss_ce: 0.5669 loss_bbox: 0.3083 loss_giou: 0.7126 loss_ce_0: 0.6312 loss_bbox_0: 0.3327 loss_giou_0: 0.7753 loss_ce_1: 0.6008 loss_bbox_1: 0.3099 loss_giou_1: 0.7226 loss_ce_2: 0.5739 loss_bbox_2: 0.3098 loss_giou_2: 0.7148 loss_ce_3: 0.5683 loss_bbox_3: 0.306 loss_giou_3: 0.7105 loss_ce_4: 0.5721 loss_bbox_4: 0.3094 loss_giou_4: 0.7062 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:21:28] detectron2.utils.events INFO: eta: 7:09:25 iter: 14099 total_loss: 1782 loss_ce: 0.5782 loss_bbox: 0.3131 loss_giou: 0.691 loss_ce_0: 0.6363 loss_bbox_0: 0.3512 loss_giou_0: 0.7684 loss_ce_1: 0.6114 loss_bbox_1: 0.3132 loss_giou_1: 0.7077 loss_ce_2: 0.5893 loss_bbox_2: 0.3178 loss_giou_2: 0.7061 loss_ce_3: 0.587 loss_bbox_3: 0.3121 loss_giou_3: 0.6966 loss_ce_4: 0.58 loss_bbox_4: 0.3133 loss_giou_4: 0.6923 time: 0.3319 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:21:34] detectron2.utils.events INFO: eta: 7:09:08 iter: 14119 total_loss: 1780 loss_ce: 0.5913 loss_bbox: 0.3093 loss_giou: 0.7076 loss_ce_0: 0.6543 loss_bbox_0: 0.3443 loss_giou_0: 0.7838 loss_ce_1: 0.6164 loss_bbox_1: 0.3166 loss_giou_1: 0.7186 loss_ce_2: 0.5991 loss_bbox_2: 0.3149 loss_giou_2: 0.7088 loss_ce_3: 0.5914 loss_bbox_3: 0.311 loss_giou_3: 0.7058 loss_ce_4: 0.5934 loss_bbox_4: 0.3065 loss_giou_4: 0.7075 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:21:41] detectron2.utils.events INFO: eta: 7:09:16 iter: 14139 total_loss: 1781 loss_ce: 0.5806 loss_bbox: 0.3058 loss_giou: 0.7149 loss_ce_0: 0.63 loss_bbox_0: 0.3376 loss_giou_0: 0.7906 loss_ce_1: 0.6058 loss_bbox_1: 0.3157 loss_giou_1: 0.7277 loss_ce_2: 0.583 loss_bbox_2: 0.3103 loss_giou_2: 0.7221 loss_ce_3: 0.5831 loss_bbox_3: 0.3101 loss_giou_3: 0.7265 loss_ce_4: 0.5837 loss_bbox_4: 0.3091 loss_giou_4: 0.7165 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:21:48] detectron2.utils.events INFO: eta: 7:09:10 iter: 14159 total_loss: 1786 loss_ce: 0.6022 loss_bbox: 0.3092 loss_giou: 0.6922 loss_ce_0: 0.6494 loss_bbox_0: 0.3488 loss_giou_0: 0.7666 loss_ce_1: 0.6283 loss_bbox_1: 0.3149 loss_giou_1: 0.7032 loss_ce_2: 0.6084 loss_bbox_2: 0.3095 loss_giou_2: 0.6981 loss_ce_3: 0.6085 loss_bbox_3: 0.3113 loss_giou_3: 0.6908 loss_ce_4: 0.6044 loss_bbox_4: 0.3069 loss_giou_4: 0.6878 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:21:54] detectron2.utils.events INFO: eta: 7:09:03 iter: 14179 total_loss: 1778 loss_ce: 0.5842 loss_bbox: 0.3117 loss_giou: 0.714 loss_ce_0: 0.6354 loss_bbox_0: 0.3357 loss_giou_0: 0.7699 loss_ce_1: 0.605 loss_bbox_1: 0.3164 loss_giou_1: 0.716 loss_ce_2: 0.5843 loss_bbox_2: 0.3136 loss_giou_2: 0.713 loss_ce_3: 0.5846 loss_bbox_3: 0.3086 loss_giou_3: 0.7134 loss_ce_4: 0.5837 loss_bbox_4: 0.3077 loss_giou_4: 0.7125 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:22:01] detectron2.utils.events INFO: eta: 7:08:41 iter: 14199 total_loss: 1779 loss_ce: 0.5814 loss_bbox: 0.3184 loss_giou: 0.7301 loss_ce_0: 0.6437 loss_bbox_0: 0.3469 loss_giou_0: 0.8085 loss_ce_1: 0.6096 loss_bbox_1: 0.3177 loss_giou_1: 0.7478 loss_ce_2: 0.5805 loss_bbox_2: 0.3138 loss_giou_2: 0.7366 loss_ce_3: 0.5887 loss_bbox_3: 0.3145 loss_giou_3: 0.7316 loss_ce_4: 0.5769 loss_bbox_4: 0.315 loss_giou_4: 0.7286 time: 0.3319 data_time: 0.0085 lr: 0.0002 max_mem: 3710M
[02/06 21:22:07] detectron2.utils.events INFO: eta: 7:08:06 iter: 14219 total_loss: 1782 loss_ce: 0.5945 loss_bbox: 0.3154 loss_giou: 0.6927 loss_ce_0: 0.6508 loss_bbox_0: 0.3523 loss_giou_0: 0.7624 loss_ce_1: 0.6235 loss_bbox_1: 0.3231 loss_giou_1: 0.7103 loss_ce_2: 0.6054 loss_bbox_2: 0.3241 loss_giou_2: 0.6997 loss_ce_3: 0.6022 loss_bbox_3: 0.3213 loss_giou_3: 0.698 loss_ce_4: 0.5946 loss_bbox_4: 0.3173 loss_giou_4: 0.6942 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:22:14] detectron2.utils.events INFO: eta: 7:07:41 iter: 14239 total_loss: 1784 loss_ce: 0.5975 loss_bbox: 0.3141 loss_giou: 0.6766 loss_ce_0: 0.6466 loss_bbox_0: 0.3548 loss_giou_0: 0.7444 loss_ce_1: 0.6185 loss_bbox_1: 0.3228 loss_giou_1: 0.6901 loss_ce_2: 0.5983 loss_bbox_2: 0.3207 loss_giou_2: 0.6808 loss_ce_3: 0.5946 loss_bbox_3: 0.3163 loss_giou_3: 0.6791 loss_ce_4: 0.5906 loss_bbox_4: 0.3168 loss_giou_4: 0.6759 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:22:21] detectron2.utils.events INFO: eta: 7:07:11 iter: 14259 total_loss: 1784 loss_ce: 0.5909 loss_bbox: 0.3131 loss_giou: 0.6952 loss_ce_0: 0.6556 loss_bbox_0: 0.3527 loss_giou_0: 0.7657 loss_ce_1: 0.6155 loss_bbox_1: 0.3244 loss_giou_1: 0.714 loss_ce_2: 0.5934 loss_bbox_2: 0.3192 loss_giou_2: 0.7085 loss_ce_3: 0.5928 loss_bbox_3: 0.3184 loss_giou_3: 0.7018 loss_ce_4: 0.5945 loss_bbox_4: 0.3148 loss_giou_4: 0.6971 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:22:28] detectron2.utils.events INFO: eta: 7:06:50 iter: 14279 total_loss: 1783 loss_ce: 0.5969 loss_bbox: 0.3088 loss_giou: 0.7168 loss_ce_0: 0.6631 loss_bbox_0: 0.3371 loss_giou_0: 0.7808 loss_ce_1: 0.6239 loss_bbox_1: 0.3165 loss_giou_1: 0.734 loss_ce_2: 0.5966 loss_bbox_2: 0.3125 loss_giou_2: 0.7258 loss_ce_3: 0.5949 loss_bbox_3: 0.306 loss_giou_3: 0.7176 loss_ce_4: 0.5955 loss_bbox_4: 0.3073 loss_giou_4: 0.7181 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:22:34] detectron2.utils.events INFO: eta: 7:06:25 iter: 14299 total_loss: 1782 loss_ce: 0.5858 loss_bbox: 0.3188 loss_giou: 0.6833 loss_ce_0: 0.639 loss_bbox_0: 0.35 loss_giou_0: 0.7455 loss_ce_1: 0.6126 loss_bbox_1: 0.3196 loss_giou_1: 0.6914 loss_ce_2: 0.593 loss_bbox_2: 0.317 loss_giou_2: 0.6879 loss_ce_3: 0.589 loss_bbox_3: 0.3225 loss_giou_3: 0.6868 loss_ce_4: 0.5815 loss_bbox_4: 0.319 loss_giou_4: 0.684 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:22:41] detectron2.utils.events INFO: eta: 7:06:28 iter: 14319 total_loss: 1781 loss_ce: 0.5827 loss_bbox: 0.3135 loss_giou: 0.7147 loss_ce_0: 0.6354 loss_bbox_0: 0.3511 loss_giou_0: 0.7788 loss_ce_1: 0.6092 loss_bbox_1: 0.3177 loss_giou_1: 0.7241 loss_ce_2: 0.588 loss_bbox_2: 0.3155 loss_giou_2: 0.7212 loss_ce_3: 0.589 loss_bbox_3: 0.3152 loss_giou_3: 0.7176 loss_ce_4: 0.5817 loss_bbox_4: 0.3126 loss_giou_4: 0.7175 time: 0.3319 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:22:47] detectron2.utils.events INFO: eta: 7:06:17 iter: 14339 total_loss: 1784 loss_ce: 0.5945 loss_bbox: 0.3093 loss_giou: 0.7284 loss_ce_0: 0.6534 loss_bbox_0: 0.3371 loss_giou_0: 0.7857 loss_ce_1: 0.6207 loss_bbox_1: 0.3133 loss_giou_1: 0.7392 loss_ce_2: 0.6018 loss_bbox_2: 0.3133 loss_giou_2: 0.7309 loss_ce_3: 0.5948 loss_bbox_3: 0.3117 loss_giou_3: 0.7284 loss_ce_4: 0.5959 loss_bbox_4: 0.3134 loss_giou_4: 0.7269 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:22:54] detectron2.utils.events INFO: eta: 7:06:08 iter: 14359 total_loss: 1778 loss_ce: 0.5813 loss_bbox: 0.313 loss_giou: 0.7019 loss_ce_0: 0.6358 loss_bbox_0: 0.344 loss_giou_0: 0.7608 loss_ce_1: 0.6072 loss_bbox_1: 0.316 loss_giou_1: 0.7155 loss_ce_2: 0.5849 loss_bbox_2: 0.3171 loss_giou_2: 0.7156 loss_ce_3: 0.5831 loss_bbox_3: 0.3147 loss_giou_3: 0.7086 loss_ce_4: 0.5832 loss_bbox_4: 0.3113 loss_giou_4: 0.7082 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:23:00] detectron2.utils.events INFO: eta: 7:05:45 iter: 14379 total_loss: 1785 loss_ce: 0.5876 loss_bbox: 0.3115 loss_giou: 0.6802 loss_ce_0: 0.6431 loss_bbox_0: 0.3383 loss_giou_0: 0.7484 loss_ce_1: 0.6172 loss_bbox_1: 0.3135 loss_giou_1: 0.6918 loss_ce_2: 0.5906 loss_bbox_2: 0.3097 loss_giou_2: 0.6848 loss_ce_3: 0.5843 loss_bbox_3: 0.3068 loss_giou_3: 0.6822 loss_ce_4: 0.5884 loss_bbox_4: 0.3112 loss_giou_4: 0.6809 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:23:12] detectron2.utils.events INFO: eta: 7:05:23 iter: 14399 total_loss: 1781 loss_ce: 0.5875 loss_bbox: 0.3088 loss_giou: 0.7069 loss_ce_0: 0.635 loss_bbox_0: 0.3443 loss_giou_0: 0.7764 loss_ce_1: 0.602 loss_bbox_1: 0.3171 loss_giou_1: 0.7183 loss_ce_2: 0.5887 loss_bbox_2: 0.316 loss_giou_2: 0.7105 loss_ce_3: 0.586 loss_bbox_3: 0.3101 loss_giou_3: 0.7114 loss_ce_4: 0.5848 loss_bbox_4: 0.3091 loss_giou_4: 0.7092 time: 0.3322 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:23:19] detectron2.utils.events INFO: eta: 7:05:21 iter: 14419 total_loss: 1785 loss_ce: 0.589 loss_bbox: 0.3191 loss_giou: 0.6763 loss_ce_0: 0.629 loss_bbox_0: 0.3478 loss_giou_0: 0.7448 loss_ce_1: 0.603 loss_bbox_1: 0.3247 loss_giou_1: 0.6889 loss_ce_2: 0.5902 loss_bbox_2: 0.3226 loss_giou_2: 0.6741 loss_ce_3: 0.5905 loss_bbox_3: 0.3206 loss_giou_3: 0.671 loss_ce_4: 0.5845 loss_bbox_4: 0.3206 loss_giou_4: 0.6743 time: 0.3322 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:23:25] detectron2.utils.events INFO: eta: 7:05:10 iter: 14439 total_loss: 1783 loss_ce: 0.5916 loss_bbox: 0.308 loss_giou: 0.7106 loss_ce_0: 0.632 loss_bbox_0: 0.3418 loss_giou_0: 0.7826 loss_ce_1: 0.6081 loss_bbox_1: 0.3156 loss_giou_1: 0.724 loss_ce_2: 0.5915 loss_bbox_2: 0.3165 loss_giou_2: 0.7171 loss_ce_3: 0.5831 loss_bbox_3: 0.3108 loss_giou_3: 0.7151 loss_ce_4: 0.5891 loss_bbox_4: 0.3108 loss_giou_4: 0.711 time: 0.3322 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:23:32] detectron2.utils.events INFO: eta: 7:04:58 iter: 14459 total_loss: 1787 loss_ce: 0.5943 loss_bbox: 0.3124 loss_giou: 0.7039 loss_ce_0: 0.6419 loss_bbox_0: 0.3458 loss_giou_0: 0.7733 loss_ce_1: 0.6146 loss_bbox_1: 0.3179 loss_giou_1: 0.7209 loss_ce_2: 0.5967 loss_bbox_2: 0.3125 loss_giou_2: 0.7121 loss_ce_3: 0.5993 loss_bbox_3: 0.3105 loss_giou_3: 0.7108 loss_ce_4: 0.5936 loss_bbox_4: 0.3101 loss_giou_4: 0.7067 time: 0.3322 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:23:38] detectron2.utils.events INFO: eta: 7:04:19 iter: 14479 total_loss: 1784 loss_ce: 0.5811 loss_bbox: 0.3173 loss_giou: 0.6964 loss_ce_0: 0.6413 loss_bbox_0: 0.3551 loss_giou_0: 0.7617 loss_ce_1: 0.6078 loss_bbox_1: 0.3306 loss_giou_1: 0.7092 loss_ce_2: 0.5865 loss_bbox_2: 0.3234 loss_giou_2: 0.6967 loss_ce_3: 0.5812 loss_bbox_3: 0.322 loss_giou_3: 0.6897 loss_ce_4: 0.5767 loss_bbox_4: 0.3164 loss_giou_4: 0.6918 time: 0.3322 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:23:45] detectron2.utils.events INFO: eta: 7:04:22 iter: 14499 total_loss: 1780 loss_ce: 0.5888 loss_bbox: 0.3158 loss_giou: 0.7068 loss_ce_0: 0.6372 loss_bbox_0: 0.3486 loss_giou_0: 0.7713 loss_ce_1: 0.6087 loss_bbox_1: 0.3219 loss_giou_1: 0.7312 loss_ce_2: 0.5906 loss_bbox_2: 0.3195 loss_giou_2: 0.7174 loss_ce_3: 0.5831 loss_bbox_3: 0.3159 loss_giou_3: 0.7106 loss_ce_4: 0.5827 loss_bbox_4: 0.317 loss_giou_4: 0.7046 time: 0.3322 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:23:52] detectron2.utils.events INFO: eta: 7:03:58 iter: 14519 total_loss: 1783 loss_ce: 0.5865 loss_bbox: 0.3089 loss_giou: 0.7079 loss_ce_0: 0.6454 loss_bbox_0: 0.3408 loss_giou_0: 0.7853 loss_ce_1: 0.6156 loss_bbox_1: 0.3155 loss_giou_1: 0.729 loss_ce_2: 0.5936 loss_bbox_2: 0.3122 loss_giou_2: 0.7175 loss_ce_3: 0.5942 loss_bbox_3: 0.313 loss_giou_3: 0.7117 loss_ce_4: 0.587 loss_bbox_4: 0.3104 loss_giou_4: 0.7105 time: 0.3322 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:23:58] detectron2.utils.events INFO: eta: 7:03:40 iter: 14539 total_loss: 1783 loss_ce: 0.6041 loss_bbox: 0.3137 loss_giou: 0.7102 loss_ce_0: 0.6461 loss_bbox_0: 0.3454 loss_giou_0: 0.769 loss_ce_1: 0.6296 loss_bbox_1: 0.3165 loss_giou_1: 0.7224 loss_ce_2: 0.6094 loss_bbox_2: 0.3113 loss_giou_2: 0.7156 loss_ce_3: 0.6074 loss_bbox_3: 0.3108 loss_giou_3: 0.7094 loss_ce_4: 0.6067 loss_bbox_4: 0.3135 loss_giou_4: 0.7097 time: 0.3322 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:24:05] detectron2.utils.events INFO: eta: 7:03:25 iter: 14559 total_loss: 1781 loss_ce: 0.5762 loss_bbox: 0.3079 loss_giou: 0.7065 loss_ce_0: 0.6389 loss_bbox_0: 0.3472 loss_giou_0: 0.7683 loss_ce_1: 0.6008 loss_bbox_1: 0.3161 loss_giou_1: 0.7226 loss_ce_2: 0.5837 loss_bbox_2: 0.3116 loss_giou_2: 0.7121 loss_ce_3: 0.5789 loss_bbox_3: 0.3089 loss_giou_3: 0.7085 loss_ce_4: 0.585 loss_bbox_4: 0.307 loss_giou_4: 0.707 time: 0.3322 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:24:11] detectron2.utils.events INFO: eta: 7:03:08 iter: 14579 total_loss: 1780 loss_ce: 0.5711 loss_bbox: 0.3124 loss_giou: 0.6889 loss_ce_0: 0.6321 loss_bbox_0: 0.3424 loss_giou_0: 0.7573 loss_ce_1: 0.6002 loss_bbox_1: 0.3187 loss_giou_1: 0.7083 loss_ce_2: 0.5783 loss_bbox_2: 0.3187 loss_giou_2: 0.6956 loss_ce_3: 0.5738 loss_bbox_3: 0.3123 loss_giou_3: 0.6909 loss_ce_4: 0.5726 loss_bbox_4: 0.3073 loss_giou_4: 0.692 time: 0.3322 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:24:18] detectron2.utils.events INFO: eta: 7:02:56 iter: 14599 total_loss: 1781 loss_ce: 0.5928 loss_bbox: 0.3194 loss_giou: 0.6985 loss_ce_0: 0.6472 loss_bbox_0: 0.3423 loss_giou_0: 0.7689 loss_ce_1: 0.6159 loss_bbox_1: 0.3226 loss_giou_1: 0.7132 loss_ce_2: 0.5989 loss_bbox_2: 0.314 loss_giou_2: 0.7042 loss_ce_3: 0.5904 loss_bbox_3: 0.3144 loss_giou_3: 0.702 loss_ce_4: 0.5876 loss_bbox_4: 0.3144 loss_giou_4: 0.6956 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:24:24] detectron2.utils.events INFO: eta: 7:03:06 iter: 14619 total_loss: 1781 loss_ce: 0.5687 loss_bbox: 0.3203 loss_giou: 0.6846 loss_ce_0: 0.6198 loss_bbox_0: 0.3461 loss_giou_0: 0.7432 loss_ce_1: 0.591 loss_bbox_1: 0.3188 loss_giou_1: 0.6915 loss_ce_2: 0.5719 loss_bbox_2: 0.3155 loss_giou_2: 0.6901 loss_ce_3: 0.5695 loss_bbox_3: 0.3169 loss_giou_3: 0.6858 loss_ce_4: 0.5684 loss_bbox_4: 0.3207 loss_giou_4: 0.6808 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:24:31] detectron2.utils.events INFO: eta: 7:03:04 iter: 14639 total_loss: 1784 loss_ce: 0.5806 loss_bbox: 0.3192 loss_giou: 0.72 loss_ce_0: 0.6358 loss_bbox_0: 0.3494 loss_giou_0: 0.7759 loss_ce_1: 0.6094 loss_bbox_1: 0.3281 loss_giou_1: 0.7247 loss_ce_2: 0.5843 loss_bbox_2: 0.3235 loss_giou_2: 0.7269 loss_ce_3: 0.583 loss_bbox_3: 0.3206 loss_giou_3: 0.7161 loss_ce_4: 0.5815 loss_bbox_4: 0.3235 loss_giou_4: 0.7136 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:24:38] detectron2.utils.events INFO: eta: 7:03:04 iter: 14659 total_loss: 1781 loss_ce: 0.5922 loss_bbox: 0.3147 loss_giou: 0.6739 loss_ce_0: 0.6401 loss_bbox_0: 0.346 loss_giou_0: 0.7432 loss_ce_1: 0.6074 loss_bbox_1: 0.3181 loss_giou_1: 0.6917 loss_ce_2: 0.5896 loss_bbox_2: 0.3129 loss_giou_2: 0.6827 loss_ce_3: 0.5932 loss_bbox_3: 0.3119 loss_giou_3: 0.6746 loss_ce_4: 0.5919 loss_bbox_4: 0.3133 loss_giou_4: 0.6753 time: 0.3321 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:24:44] detectron2.utils.events INFO: eta: 7:03:05 iter: 14679 total_loss: 1781 loss_ce: 0.5807 loss_bbox: 0.3116 loss_giou: 0.7003 loss_ce_0: 0.6281 loss_bbox_0: 0.3458 loss_giou_0: 0.7736 loss_ce_1: 0.5991 loss_bbox_1: 0.3187 loss_giou_1: 0.7178 loss_ce_2: 0.5751 loss_bbox_2: 0.3133 loss_giou_2: 0.7087 loss_ce_3: 0.5754 loss_bbox_3: 0.3111 loss_giou_3: 0.7096 loss_ce_4: 0.5784 loss_bbox_4: 0.3109 loss_giou_4: 0.7001 time: 0.3321 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:24:51] detectron2.utils.events INFO: eta: 7:03:06 iter: 14699 total_loss: 1780 loss_ce: 0.5824 loss_bbox: 0.3106 loss_giou: 0.7045 loss_ce_0: 0.6365 loss_bbox_0: 0.3411 loss_giou_0: 0.7816 loss_ce_1: 0.6108 loss_bbox_1: 0.3131 loss_giou_1: 0.7181 loss_ce_2: 0.5904 loss_bbox_2: 0.3087 loss_giou_2: 0.7036 loss_ce_3: 0.5837 loss_bbox_3: 0.3087 loss_giou_3: 0.7075 loss_ce_4: 0.5847 loss_bbox_4: 0.3101 loss_giou_4: 0.7024 time: 0.3321 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:24:57] detectron2.utils.events INFO: eta: 7:02:58 iter: 14719 total_loss: 1779 loss_ce: 0.5816 loss_bbox: 0.3124 loss_giou: 0.6931 loss_ce_0: 0.6291 loss_bbox_0: 0.3506 loss_giou_0: 0.7685 loss_ce_1: 0.6007 loss_bbox_1: 0.3135 loss_giou_1: 0.7078 loss_ce_2: 0.5858 loss_bbox_2: 0.3108 loss_giou_2: 0.6968 loss_ce_3: 0.5785 loss_bbox_3: 0.3124 loss_giou_3: 0.6952 loss_ce_4: 0.5809 loss_bbox_4: 0.3137 loss_giou_4: 0.6936 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:25:04] detectron2.utils.events INFO: eta: 7:02:52 iter: 14739 total_loss: 1778 loss_ce: 0.5881 loss_bbox: 0.322 loss_giou: 0.6915 loss_ce_0: 0.638 loss_bbox_0: 0.3581 loss_giou_0: 0.759 loss_ce_1: 0.617 loss_bbox_1: 0.3293 loss_giou_1: 0.7095 loss_ce_2: 0.5924 loss_bbox_2: 0.325 loss_giou_2: 0.6989 loss_ce_3: 0.592 loss_bbox_3: 0.3202 loss_giou_3: 0.696 loss_ce_4: 0.5912 loss_bbox_4: 0.3217 loss_giou_4: 0.6933 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:25:11] detectron2.utils.events INFO: eta: 7:02:45 iter: 14759 total_loss: 1777 loss_ce: 0.5864 loss_bbox: 0.3107 loss_giou: 0.6793 loss_ce_0: 0.6252 loss_bbox_0: 0.3368 loss_giou_0: 0.7499 loss_ce_1: 0.6069 loss_bbox_1: 0.3159 loss_giou_1: 0.7001 loss_ce_2: 0.5886 loss_bbox_2: 0.3134 loss_giou_2: 0.6888 loss_ce_3: 0.58 loss_bbox_3: 0.313 loss_giou_3: 0.6812 loss_ce_4: 0.5793 loss_bbox_4: 0.3119 loss_giou_4: 0.6815 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:25:17] detectron2.utils.events INFO: eta: 7:02:26 iter: 14779 total_loss: 1779 loss_ce: 0.5681 loss_bbox: 0.3124 loss_giou: 0.6948 loss_ce_0: 0.6221 loss_bbox_0: 0.3464 loss_giou_0: 0.7578 loss_ce_1: 0.5916 loss_bbox_1: 0.3147 loss_giou_1: 0.7101 loss_ce_2: 0.5735 loss_bbox_2: 0.3113 loss_giou_2: 0.6964 loss_ce_3: 0.5691 loss_bbox_3: 0.3145 loss_giou_3: 0.7003 loss_ce_4: 0.5625 loss_bbox_4: 0.3092 loss_giou_4: 0.6894 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:25:24] detectron2.utils.events INFO: eta: 7:02:06 iter: 14799 total_loss: 1777 loss_ce: 0.5791 loss_bbox: 0.309 loss_giou: 0.6978 loss_ce_0: 0.637 loss_bbox_0: 0.3434 loss_giou_0: 0.7656 loss_ce_1: 0.6055 loss_bbox_1: 0.3186 loss_giou_1: 0.7102 loss_ce_2: 0.581 loss_bbox_2: 0.3134 loss_giou_2: 0.6998 loss_ce_3: 0.577 loss_bbox_3: 0.3098 loss_giou_3: 0.7005 loss_ce_4: 0.5768 loss_bbox_4: 0.3107 loss_giou_4: 0.7009 time: 0.3321 data_time: 0.0444 lr: 0.0002 max_mem: 3710M
[02/06 21:25:31] detectron2.utils.events INFO: eta: 7:01:51 iter: 14819 total_loss: 1775 loss_ce: 0.5794 loss_bbox: 0.3117 loss_giou: 0.7099 loss_ce_0: 0.6331 loss_bbox_0: 0.3441 loss_giou_0: 0.769 loss_ce_1: 0.6061 loss_bbox_1: 0.3194 loss_giou_1: 0.7205 loss_ce_2: 0.589 loss_bbox_2: 0.3143 loss_giou_2: 0.7104 loss_ce_3: 0.5833 loss_bbox_3: 0.3126 loss_giou_3: 0.7059 loss_ce_4: 0.5812 loss_bbox_4: 0.3134 loss_giou_4: 0.7069 time: 0.3322 data_time: 0.0085 lr: 0.0002 max_mem: 3710M
[02/06 21:25:38] detectron2.utils.events INFO: eta: 7:01:48 iter: 14839 total_loss: 1777 loss_ce: 0.5703 loss_bbox: 0.3119 loss_giou: 0.6885 loss_ce_0: 0.6251 loss_bbox_0: 0.3384 loss_giou_0: 0.7505 loss_ce_1: 0.5946 loss_bbox_1: 0.3109 loss_giou_1: 0.7093 loss_ce_2: 0.578 loss_bbox_2: 0.3064 loss_giou_2: 0.6994 loss_ce_3: 0.5728 loss_bbox_3: 0.3093 loss_giou_3: 0.6983 loss_ce_4: 0.567 loss_bbox_4: 0.3058 loss_giou_4: 0.6966 time: 0.3322 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:25:45] detectron2.utils.events INFO: eta: 7:01:47 iter: 14859 total_loss: 1781 loss_ce: 0.5792 loss_bbox: 0.3089 loss_giou: 0.662 loss_ce_0: 0.6379 loss_bbox_0: 0.3442 loss_giou_0: 0.7208 loss_ce_1: 0.6032 loss_bbox_1: 0.3169 loss_giou_1: 0.6727 loss_ce_2: 0.5834 loss_bbox_2: 0.3128 loss_giou_2: 0.6675 loss_ce_3: 0.5845 loss_bbox_3: 0.307 loss_giou_3: 0.6586 loss_ce_4: 0.5807 loss_bbox_4: 0.3064 loss_giou_4: 0.6597 time: 0.3322 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:25:51] detectron2.utils.events INFO: eta: 7:01:43 iter: 14879 total_loss: 1784 loss_ce: 0.583 loss_bbox: 0.306 loss_giou: 0.6808 loss_ce_0: 0.6384 loss_bbox_0: 0.3439 loss_giou_0: 0.7488 loss_ce_1: 0.6065 loss_bbox_1: 0.3133 loss_giou_1: 0.6949 loss_ce_2: 0.5835 loss_bbox_2: 0.3138 loss_giou_2: 0.6848 loss_ce_3: 0.5816 loss_bbox_3: 0.3088 loss_giou_3: 0.686 loss_ce_4: 0.5807 loss_bbox_4: 0.3058 loss_giou_4: 0.6807 time: 0.3322 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:25:58] detectron2.utils.events INFO: eta: 7:01:24 iter: 14899 total_loss: 1780 loss_ce: 0.5665 loss_bbox: 0.2963 loss_giou: 0.6954 loss_ce_0: 0.6173 loss_bbox_0: 0.3343 loss_giou_0: 0.7655 loss_ce_1: 0.5915 loss_bbox_1: 0.3022 loss_giou_1: 0.704 loss_ce_2: 0.5736 loss_bbox_2: 0.3 loss_giou_2: 0.696 loss_ce_3: 0.5705 loss_bbox_3: 0.299 loss_giou_3: 0.6957 loss_ce_4: 0.5666 loss_bbox_4: 0.2975 loss_giou_4: 0.6941 time: 0.3322 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:26:04] detectron2.utils.events INFO: eta: 7:01:17 iter: 14919 total_loss: 1781 loss_ce: 0.5586 loss_bbox: 0.3043 loss_giou: 0.6999 loss_ce_0: 0.6271 loss_bbox_0: 0.3504 loss_giou_0: 0.7662 loss_ce_1: 0.5921 loss_bbox_1: 0.3133 loss_giou_1: 0.709 loss_ce_2: 0.5661 loss_bbox_2: 0.306 loss_giou_2: 0.7043 loss_ce_3: 0.558 loss_bbox_3: 0.3029 loss_giou_3: 0.6972 loss_ce_4: 0.5563 loss_bbox_4: 0.3042 loss_giou_4: 0.6935 time: 0.3322 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:26:11] detectron2.utils.events INFO: eta: 7:01:15 iter: 14939 total_loss: 1780 loss_ce: 0.5711 loss_bbox: 0.3104 loss_giou: 0.7168 loss_ce_0: 0.6284 loss_bbox_0: 0.3508 loss_giou_0: 0.7731 loss_ce_1: 0.5876 loss_bbox_1: 0.3286 loss_giou_1: 0.7185 loss_ce_2: 0.5772 loss_bbox_2: 0.3129 loss_giou_2: 0.7219 loss_ce_3: 0.5714 loss_bbox_3: 0.3141 loss_giou_3: 0.7178 loss_ce_4: 0.5711 loss_bbox_4: 0.3127 loss_giou_4: 0.7109 time: 0.3322 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:26:17] detectron2.utils.events INFO: eta: 7:01:05 iter: 14959 total_loss: 1780 loss_ce: 0.5762 loss_bbox: 0.3191 loss_giou: 0.6874 loss_ce_0: 0.6357 loss_bbox_0: 0.3503 loss_giou_0: 0.748 loss_ce_1: 0.6061 loss_bbox_1: 0.3256 loss_giou_1: 0.7018 loss_ce_2: 0.5811 loss_bbox_2: 0.3208 loss_giou_2: 0.6993 loss_ce_3: 0.5747 loss_bbox_3: 0.3183 loss_giou_3: 0.6952 loss_ce_4: 0.5741 loss_bbox_4: 0.3196 loss_giou_4: 0.6914 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:26:24] detectron2.utils.events INFO: eta: 7:00:38 iter: 14979 total_loss: 1780 loss_ce: 0.5807 loss_bbox: 0.3085 loss_giou: 0.6859 loss_ce_0: 0.6373 loss_bbox_0: 0.3382 loss_giou_0: 0.75 loss_ce_1: 0.6034 loss_bbox_1: 0.3119 loss_giou_1: 0.6969 loss_ce_2: 0.5826 loss_bbox_2: 0.3112 loss_giou_2: 0.6868 loss_ce_3: 0.5744 loss_bbox_3: 0.3071 loss_giou_3: 0.686 loss_ce_4: 0.5821 loss_bbox_4: 0.3067 loss_giou_4: 0.6849 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:26:31] fvcore.common.checkpoint INFO: Saving checkpoint to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/model_0014999.pth
[02/06 21:26:37] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 14999...
[02/06 21:26:37] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 21:26:37] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 21:26:37] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:26:38] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 21:26:38] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 21:26:39] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 21:26:39] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:26:40] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 21:26:58] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1461 s / img. ETA=0:01:43
[02/06 21:27:03] detectron2.evaluation.evaluator INFO: Inference done 45/157. 0.0643 s / img. ETA=0:00:26
[02/06 21:27:08] detectron2.evaluation.evaluator INFO: Inference done 152/157. 0.0506 s / img. ETA=0:00:00
[02/06 21:27:09] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.664716 (0.096478 s / img per device, on 32 devices)
[02/06 21:27:09] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.050481 s / img per device, on 32 devices)
[02/06 21:27:20] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 21:27:20] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/14999/coco_2017_val/coco_instances_results.json
[02/06 21:27:25] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 21:27:28] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 21:27:42] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 14.20 seconds.
[02/06 21:27:42] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 21:27:44] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.10 seconds.
[02/06 21:27:45] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 25.691 | 43.546 | 26.613 | 11.223 | 30.627 | 35.308 |
[02/06 21:27:45] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 37.195 | bicycle | 19.633 | car | 23.733 |
| motorcycle | 28.443 | airplane | 44.487 | bus | 46.905 |
| train | 47.540 | truck | 18.302 | boat | 12.156 |
| traffic light | 12.208 | fire hydrant | 45.321 | stop sign | 43.455 |
| parking meter | 30.305 | bench | 11.176 | bird | 24.662 |
| cat | 52.596 | dog | 46.902 | horse | 40.656 |
| sheep | 37.362 | cow | 37.406 | elephant | 49.715 |
| bear | 64.185 | zebra | 55.156 | giraffe | 56.355 |
| backpack | 7.561 | umbrella | 21.833 | handbag | 5.213 |
| tie | 14.866 | suitcase | 21.763 | frisbee | 34.011 |
| skis | 10.570 | snowboard | 10.960 | sports ball | 18.060 |
| kite | 18.659 | baseball bat | 16.372 | baseball glove | 20.361 |
| skateboard | 33.180 | surfboard | 18.501 | tennis racket | 29.542 |
| bottle | 18.609 | wine glass | 21.362 | cup | 25.318 |
| fork | 13.541 | knife | 6.456 | spoon | 3.869 |
| bowl | 22.973 | banana | 11.484 | apple | 10.860 |
| sandwich | 22.429 | orange | 20.019 | broccoli | 14.492 |
| carrot | 9.485 | hot dog | 21.488 | pizza | 37.986 |
| donut | 27.944 | cake | 23.637 | chair | 14.057 |
| couch | 27.061 | potted plant | 15.024 | bed | 23.826 |
| dining table | 17.678 | toilet | 42.294 | tv | 38.041 |
| laptop | 39.831 | mouse | 42.732 | remote | 9.936 |
| keyboard | 37.553 | cell phone | 18.817 | microwave | 29.470 |
| oven | 20.107 | toaster | 22.998 | sink | 24.870 |
| refrigerator | 36.507 | book | 3.216 | clock | 35.209 |
| vase | 22.592 | scissors | 11.555 | teddy bear | 28.900 |
| hair drier | 5.293 | toothbrush | 8.479 | | |
[02/06 21:27:45] detectron2.utils.events INFO: eta: 7:00:30 iter: 14999 total_loss: 1780 loss_ce: 0.5762 loss_bbox: 0.3058 loss_giou: 0.6944 loss_ce_0: 0.6326 loss_bbox_0: 0.3337 loss_giou_0: 0.7644 loss_ce_1: 0.6013 loss_bbox_1: 0.3121 loss_giou_1: 0.705 loss_ce_2: 0.5815 loss_bbox_2: 0.3102 loss_giou_2: 0.693 loss_ce_3: 0.5794 loss_bbox_3: 0.3068 loss_giou_3: 0.6935 loss_ce_4: 0.5793 loss_bbox_4: 0.3075 loss_giou_4: 0.6942 time: 0.3322 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:27:52] detectron2.utils.events INFO: eta: 7:00:10 iter: 15019 total_loss: 1783 loss_ce: 0.5841 loss_bbox: 0.3044 loss_giou: 0.6846 loss_ce_0: 0.648 loss_bbox_0: 0.3363 loss_giou_0: 0.7485 loss_ce_1: 0.6104 loss_bbox_1: 0.3097 loss_giou_1: 0.6996 loss_ce_2: 0.5878 loss_bbox_2: 0.3078 loss_giou_2: 0.6885 loss_ce_3: 0.5853 loss_bbox_3: 0.3056 loss_giou_3: 0.6822 loss_ce_4: 0.584 loss_bbox_4: 0.3026 loss_giou_4: 0.6802 time: 0.3322 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:27:58] detectron2.utils.events INFO: eta: 7:00:12 iter: 15039 total_loss: 1780 loss_ce: 0.5942 loss_bbox: 0.3102 loss_giou: 0.6904 loss_ce_0: 0.6518 loss_bbox_0: 0.3432 loss_giou_0: 0.753 loss_ce_1: 0.6145 loss_bbox_1: 0.3194 loss_giou_1: 0.7106 loss_ce_2: 0.5946 loss_bbox_2: 0.3129 loss_giou_2: 0.6983 loss_ce_3: 0.5888 loss_bbox_3: 0.31 loss_giou_3: 0.6926 loss_ce_4: 0.5924 loss_bbox_4: 0.3129 loss_giou_4: 0.6893 time: 0.3322 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:28:05] detectron2.utils.events INFO: eta: 7:00:08 iter: 15059 total_loss: 1784 loss_ce: 0.5713 loss_bbox: 0.3144 loss_giou: 0.7017 loss_ce_0: 0.6212 loss_bbox_0: 0.343 loss_giou_0: 0.7669 loss_ce_1: 0.5998 loss_bbox_1: 0.3189 loss_giou_1: 0.7211 loss_ce_2: 0.5742 loss_bbox_2: 0.311 loss_giou_2: 0.7117 loss_ce_3: 0.5762 loss_bbox_3: 0.3093 loss_giou_3: 0.7056 loss_ce_4: 0.575 loss_bbox_4: 0.315 loss_giou_4: 0.7023 time: 0.3322 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:28:11] detectron2.utils.events INFO: eta: 7:00:02 iter: 15079 total_loss: 1775 loss_ce: 0.5593 loss_bbox: 0.2998 loss_giou: 0.6784 loss_ce_0: 0.6215 loss_bbox_0: 0.3357 loss_giou_0: 0.7641 loss_ce_1: 0.5914 loss_bbox_1: 0.312 loss_giou_1: 0.702 loss_ce_2: 0.5708 loss_bbox_2: 0.3067 loss_giou_2: 0.6885 loss_ce_3: 0.5642 loss_bbox_3: 0.3053 loss_giou_3: 0.6851 loss_ce_4: 0.5616 loss_bbox_4: 0.302 loss_giou_4: 0.6801 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:28:18] detectron2.utils.events INFO: eta: 7:00:01 iter: 15099 total_loss: 1779 loss_ce: 0.5855 loss_bbox: 0.3201 loss_giou: 0.7076 loss_ce_0: 0.6401 loss_bbox_0: 0.3558 loss_giou_0: 0.764 loss_ce_1: 0.6085 loss_bbox_1: 0.3342 loss_giou_1: 0.7108 loss_ce_2: 0.5957 loss_bbox_2: 0.319 loss_giou_2: 0.71 loss_ce_3: 0.587 loss_bbox_3: 0.3144 loss_giou_3: 0.7096 loss_ce_4: 0.5889 loss_bbox_4: 0.3143 loss_giou_4: 0.7081 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:28:25] detectron2.utils.events INFO: eta: 7:00:17 iter: 15119 total_loss: 1782 loss_ce: 0.5766 loss_bbox: 0.3162 loss_giou: 0.7066 loss_ce_0: 0.6375 loss_bbox_0: 0.3424 loss_giou_0: 0.7651 loss_ce_1: 0.6025 loss_bbox_1: 0.3173 loss_giou_1: 0.7189 loss_ce_2: 0.5798 loss_bbox_2: 0.313 loss_giou_2: 0.7112 loss_ce_3: 0.5754 loss_bbox_3: 0.3131 loss_giou_3: 0.7042 loss_ce_4: 0.5735 loss_bbox_4: 0.3124 loss_giou_4: 0.7001 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:28:31] detectron2.utils.events INFO: eta: 7:00:17 iter: 15139 total_loss: 1783 loss_ce: 0.5828 loss_bbox: 0.3148 loss_giou: 0.6824 loss_ce_0: 0.6324 loss_bbox_0: 0.3434 loss_giou_0: 0.7557 loss_ce_1: 0.6124 loss_bbox_1: 0.3128 loss_giou_1: 0.6975 loss_ce_2: 0.5888 loss_bbox_2: 0.3108 loss_giou_2: 0.6922 loss_ce_3: 0.5864 loss_bbox_3: 0.3141 loss_giou_3: 0.6878 loss_ce_4: 0.5856 loss_bbox_4: 0.312 loss_giou_4: 0.6828 time: 0.3321 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:28:38] detectron2.utils.events INFO: eta: 7:00:16 iter: 15159 total_loss: 1779 loss_ce: 0.5663 loss_bbox: 0.3033 loss_giou: 0.6794 loss_ce_0: 0.627 loss_bbox_0: 0.3401 loss_giou_0: 0.7499 loss_ce_1: 0.5883 loss_bbox_1: 0.3146 loss_giou_1: 0.6925 loss_ce_2: 0.5701 loss_bbox_2: 0.3067 loss_giou_2: 0.6871 loss_ce_3: 0.5629 loss_bbox_3: 0.3041 loss_giou_3: 0.6829 loss_ce_4: 0.5627 loss_bbox_4: 0.3034 loss_giou_4: 0.6781 time: 0.3322 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:28:45] detectron2.utils.events INFO: eta: 7:00:10 iter: 15179 total_loss: 1783 loss_ce: 0.579 loss_bbox: 0.3065 loss_giou: 0.6858 loss_ce_0: 0.6281 loss_bbox_0: 0.3435 loss_giou_0: 0.7441 loss_ce_1: 0.5975 loss_bbox_1: 0.3156 loss_giou_1: 0.7039 loss_ce_2: 0.5801 loss_bbox_2: 0.3079 loss_giou_2: 0.6878 loss_ce_3: 0.5742 loss_bbox_3: 0.3074 loss_giou_3: 0.6884 loss_ce_4: 0.575 loss_bbox_4: 0.3066 loss_giou_4: 0.6869 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:28:51] detectron2.utils.events INFO: eta: 7:00:08 iter: 15199 total_loss: 1781 loss_ce: 0.5771 loss_bbox: 0.3071 loss_giou: 0.7034 loss_ce_0: 0.638 loss_bbox_0: 0.3365 loss_giou_0: 0.7744 loss_ce_1: 0.6101 loss_bbox_1: 0.3124 loss_giou_1: 0.7143 loss_ce_2: 0.5782 loss_bbox_2: 0.3052 loss_giou_2: 0.7136 loss_ce_3: 0.5759 loss_bbox_3: 0.3039 loss_giou_3: 0.7135 loss_ce_4: 0.5724 loss_bbox_4: 0.3044 loss_giou_4: 0.6982 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:28:58] detectron2.utils.events INFO: eta: 6:59:56 iter: 15219 total_loss: 1780 loss_ce: 0.5794 loss_bbox: 0.3143 loss_giou: 0.6971 loss_ce_0: 0.6271 loss_bbox_0: 0.346 loss_giou_0: 0.7616 loss_ce_1: 0.6005 loss_bbox_1: 0.3222 loss_giou_1: 0.7149 loss_ce_2: 0.581 loss_bbox_2: 0.3192 loss_giou_2: 0.7097 loss_ce_3: 0.579 loss_bbox_3: 0.3206 loss_giou_3: 0.7055 loss_ce_4: 0.5789 loss_bbox_4: 0.3178 loss_giou_4: 0.7024 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:29:04] detectron2.utils.events INFO: eta: 6:59:45 iter: 15239 total_loss: 1783 loss_ce: 0.5837 loss_bbox: 0.3134 loss_giou: 0.71 loss_ce_0: 0.6453 loss_bbox_0: 0.3436 loss_giou_0: 0.782 loss_ce_1: 0.6169 loss_bbox_1: 0.3203 loss_giou_1: 0.7276 loss_ce_2: 0.5881 loss_bbox_2: 0.3158 loss_giou_2: 0.7208 loss_ce_3: 0.5817 loss_bbox_3: 0.3183 loss_giou_3: 0.7114 loss_ce_4: 0.5796 loss_bbox_4: 0.3116 loss_giou_4: 0.709 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:29:11] detectron2.utils.events INFO: eta: 6:59:43 iter: 15259 total_loss: 1783 loss_ce: 0.5674 loss_bbox: 0.3017 loss_giou: 0.6924 loss_ce_0: 0.6295 loss_bbox_0: 0.3326 loss_giou_0: 0.7512 loss_ce_1: 0.6051 loss_bbox_1: 0.3132 loss_giou_1: 0.6999 loss_ce_2: 0.579 loss_bbox_2: 0.3048 loss_giou_2: 0.701 loss_ce_3: 0.5757 loss_bbox_3: 0.3063 loss_giou_3: 0.6964 loss_ce_4: 0.5684 loss_bbox_4: 0.3012 loss_giou_4: 0.6954 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:29:18] detectron2.utils.events INFO: eta: 6:59:21 iter: 15279 total_loss: 1780 loss_ce: 0.5603 loss_bbox: 0.304 loss_giou: 0.7002 loss_ce_0: 0.6281 loss_bbox_0: 0.34 loss_giou_0: 0.7615 loss_ce_1: 0.5946 loss_bbox_1: 0.3122 loss_giou_1: 0.7179 loss_ce_2: 0.5739 loss_bbox_2: 0.3089 loss_giou_2: 0.709 loss_ce_3: 0.5714 loss_bbox_3: 0.3061 loss_giou_3: 0.6982 loss_ce_4: 0.5669 loss_bbox_4: 0.3032 loss_giou_4: 0.7007 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:29:24] detectron2.utils.events INFO: eta: 6:59:14 iter: 15299 total_loss: 1780 loss_ce: 0.5677 loss_bbox: 0.3027 loss_giou: 0.6901 loss_ce_0: 0.6216 loss_bbox_0: 0.3356 loss_giou_0: 0.7652 loss_ce_1: 0.5967 loss_bbox_1: 0.3073 loss_giou_1: 0.6991 loss_ce_2: 0.5796 loss_bbox_2: 0.3049 loss_giou_2: 0.692 loss_ce_3: 0.5738 loss_bbox_3: 0.3024 loss_giou_3: 0.6832 loss_ce_4: 0.566 loss_bbox_4: 0.3024 loss_giou_4: 0.6853 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:29:31] detectron2.utils.events INFO: eta: 6:59:02 iter: 15319 total_loss: 1782 loss_ce: 0.5884 loss_bbox: 0.3067 loss_giou: 0.6733 loss_ce_0: 0.6421 loss_bbox_0: 0.3332 loss_giou_0: 0.7458 loss_ce_1: 0.6139 loss_bbox_1: 0.3059 loss_giou_1: 0.6888 loss_ce_2: 0.5909 loss_bbox_2: 0.3096 loss_giou_2: 0.6793 loss_ce_3: 0.5862 loss_bbox_3: 0.3036 loss_giou_3: 0.6762 loss_ce_4: 0.5881 loss_bbox_4: 0.3014 loss_giou_4: 0.6744 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:29:37] detectron2.utils.events INFO: eta: 6:58:50 iter: 15339 total_loss: 1781 loss_ce: 0.5846 loss_bbox: 0.3085 loss_giou: 0.6913 loss_ce_0: 0.6434 loss_bbox_0: 0.3429 loss_giou_0: 0.7525 loss_ce_1: 0.6129 loss_bbox_1: 0.3143 loss_giou_1: 0.6989 loss_ce_2: 0.5894 loss_bbox_2: 0.314 loss_giou_2: 0.6989 loss_ce_3: 0.5882 loss_bbox_3: 0.3095 loss_giou_3: 0.6908 loss_ce_4: 0.5856 loss_bbox_4: 0.3071 loss_giou_4: 0.69 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:29:44] detectron2.utils.events INFO: eta: 6:58:44 iter: 15359 total_loss: 1781 loss_ce: 0.5696 loss_bbox: 0.3042 loss_giou: 0.6996 loss_ce_0: 0.631 loss_bbox_0: 0.3304 loss_giou_0: 0.762 loss_ce_1: 0.5978 loss_bbox_1: 0.3083 loss_giou_1: 0.716 loss_ce_2: 0.5775 loss_bbox_2: 0.3067 loss_giou_2: 0.7051 loss_ce_3: 0.5694 loss_bbox_3: 0.3052 loss_giou_3: 0.7029 loss_ce_4: 0.5671 loss_bbox_4: 0.3064 loss_giou_4: 0.702 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:29:50] detectron2.utils.events INFO: eta: 6:58:46 iter: 15379 total_loss: 1778 loss_ce: 0.5723 loss_bbox: 0.3082 loss_giou: 0.6991 loss_ce_0: 0.6349 loss_bbox_0: 0.3383 loss_giou_0: 0.765 loss_ce_1: 0.6034 loss_bbox_1: 0.313 loss_giou_1: 0.718 loss_ce_2: 0.5785 loss_bbox_2: 0.3081 loss_giou_2: 0.7106 loss_ce_3: 0.5755 loss_bbox_3: 0.3097 loss_giou_3: 0.709 loss_ce_4: 0.5711 loss_bbox_4: 0.3086 loss_giou_4: 0.7023 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:29:57] detectron2.utils.events INFO: eta: 6:58:31 iter: 15399 total_loss: 1776 loss_ce: 0.5809 loss_bbox: 0.3058 loss_giou: 0.6812 loss_ce_0: 0.6362 loss_bbox_0: 0.3359 loss_giou_0: 0.7388 loss_ce_1: 0.6051 loss_bbox_1: 0.3078 loss_giou_1: 0.6951 loss_ce_2: 0.5871 loss_bbox_2: 0.303 loss_giou_2: 0.683 loss_ce_3: 0.5799 loss_bbox_3: 0.3041 loss_giou_3: 0.6827 loss_ce_4: 0.5786 loss_bbox_4: 0.303 loss_giou_4: 0.674 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:30:03] detectron2.utils.events INFO: eta: 6:58:15 iter: 15419 total_loss: 1781 loss_ce: 0.5993 loss_bbox: 0.3116 loss_giou: 0.7102 loss_ce_0: 0.6542 loss_bbox_0: 0.3413 loss_giou_0: 0.7753 loss_ce_1: 0.6191 loss_bbox_1: 0.3181 loss_giou_1: 0.7251 loss_ce_2: 0.6051 loss_bbox_2: 0.3132 loss_giou_2: 0.7203 loss_ce_3: 0.603 loss_bbox_3: 0.315 loss_giou_3: 0.7154 loss_ce_4: 0.5926 loss_bbox_4: 0.3132 loss_giou_4: 0.7097 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:30:10] detectron2.utils.events INFO: eta: 6:58:14 iter: 15439 total_loss: 1783 loss_ce: 0.5696 loss_bbox: 0.3066 loss_giou: 0.6874 loss_ce_0: 0.6243 loss_bbox_0: 0.3392 loss_giou_0: 0.7618 loss_ce_1: 0.5927 loss_bbox_1: 0.3083 loss_giou_1: 0.7114 loss_ce_2: 0.5776 loss_bbox_2: 0.3079 loss_giou_2: 0.6923 loss_ce_3: 0.5733 loss_bbox_3: 0.3068 loss_giou_3: 0.6942 loss_ce_4: 0.5716 loss_bbox_4: 0.3059 loss_giou_4: 0.6903 time: 0.3321 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 21:30:16] detectron2.utils.events INFO: eta: 6:58:03 iter: 15459 total_loss: 1784 loss_ce: 0.5819 loss_bbox: 0.3028 loss_giou: 0.6831 loss_ce_0: 0.6526 loss_bbox_0: 0.3411 loss_giou_0: 0.7416 loss_ce_1: 0.6163 loss_bbox_1: 0.3113 loss_giou_1: 0.6918 loss_ce_2: 0.5912 loss_bbox_2: 0.3089 loss_giou_2: 0.6944 loss_ce_3: 0.5874 loss_bbox_3: 0.3059 loss_giou_3: 0.6898 loss_ce_4: 0.587 loss_bbox_4: 0.3008 loss_giou_4: 0.6845 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:30:23] detectron2.utils.events INFO: eta: 6:58:04 iter: 15479 total_loss: 1777 loss_ce: 0.5773 loss_bbox: 0.3024 loss_giou: 0.6977 loss_ce_0: 0.6329 loss_bbox_0: 0.3349 loss_giou_0: 0.7709 loss_ce_1: 0.5997 loss_bbox_1: 0.3131 loss_giou_1: 0.7197 loss_ce_2: 0.5832 loss_bbox_2: 0.3058 loss_giou_2: 0.7063 loss_ce_3: 0.5806 loss_bbox_3: 0.3031 loss_giou_3: 0.7011 loss_ce_4: 0.5761 loss_bbox_4: 0.3047 loss_giou_4: 0.701 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:30:29] detectron2.utils.events INFO: eta: 6:57:47 iter: 15499 total_loss: 1778 loss_ce: 0.5683 loss_bbox: 0.3124 loss_giou: 0.6874 loss_ce_0: 0.6351 loss_bbox_0: 0.343 loss_giou_0: 0.7508 loss_ce_1: 0.6049 loss_bbox_1: 0.317 loss_giou_1: 0.7005 loss_ce_2: 0.5743 loss_bbox_2: 0.3153 loss_giou_2: 0.6934 loss_ce_3: 0.5695 loss_bbox_3: 0.3109 loss_giou_3: 0.6922 loss_ce_4: 0.5706 loss_bbox_4: 0.3115 loss_giou_4: 0.6826 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:30:36] detectron2.utils.events INFO: eta: 6:58:02 iter: 15519 total_loss: 1781 loss_ce: 0.5685 loss_bbox: 0.2995 loss_giou: 0.6758 loss_ce_0: 0.6296 loss_bbox_0: 0.3376 loss_giou_0: 0.7436 loss_ce_1: 0.5954 loss_bbox_1: 0.3086 loss_giou_1: 0.6958 loss_ce_2: 0.5716 loss_bbox_2: 0.302 loss_giou_2: 0.6797 loss_ce_3: 0.5673 loss_bbox_3: 0.3003 loss_giou_3: 0.6784 loss_ce_4: 0.5653 loss_bbox_4: 0.3016 loss_giou_4: 0.6732 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:30:43] detectron2.utils.events INFO: eta: 6:58:07 iter: 15539 total_loss: 1778 loss_ce: 0.571 loss_bbox: 0.2907 loss_giou: 0.6994 loss_ce_0: 0.6352 loss_bbox_0: 0.323 loss_giou_0: 0.765 loss_ce_1: 0.602 loss_bbox_1: 0.2964 loss_giou_1: 0.7128 loss_ce_2: 0.5822 loss_bbox_2: 0.2919 loss_giou_2: 0.6986 loss_ce_3: 0.5714 loss_bbox_3: 0.2921 loss_giou_3: 0.6967 loss_ce_4: 0.5724 loss_bbox_4: 0.292 loss_giou_4: 0.6955 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:30:49] detectron2.utils.events INFO: eta: 6:57:56 iter: 15559 total_loss: 1782 loss_ce: 0.5778 loss_bbox: 0.3012 loss_giou: 0.6915 loss_ce_0: 0.6255 loss_bbox_0: 0.3337 loss_giou_0: 0.7568 loss_ce_1: 0.6035 loss_bbox_1: 0.3068 loss_giou_1: 0.698 loss_ce_2: 0.5748 loss_bbox_2: 0.3061 loss_giou_2: 0.6931 loss_ce_3: 0.5704 loss_bbox_3: 0.3036 loss_giou_3: 0.7003 loss_ce_4: 0.5723 loss_bbox_4: 0.299 loss_giou_4: 0.6901 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:30:56] detectron2.utils.events INFO: eta: 6:57:54 iter: 15579 total_loss: 1783 loss_ce: 0.5777 loss_bbox: 0.3119 loss_giou: 0.6732 loss_ce_0: 0.6259 loss_bbox_0: 0.3424 loss_giou_0: 0.7373 loss_ce_1: 0.6006 loss_bbox_1: 0.3133 loss_giou_1: 0.6819 loss_ce_2: 0.5814 loss_bbox_2: 0.3094 loss_giou_2: 0.6731 loss_ce_3: 0.5736 loss_bbox_3: 0.3092 loss_giou_3: 0.6728 loss_ce_4: 0.5754 loss_bbox_4: 0.3114 loss_giou_4: 0.6706 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:31:02] detectron2.utils.events INFO: eta: 6:57:47 iter: 15599 total_loss: 1779 loss_ce: 0.5791 loss_bbox: 0.31 loss_giou: 0.6726 loss_ce_0: 0.631 loss_bbox_0: 0.3417 loss_giou_0: 0.7288 loss_ce_1: 0.6023 loss_bbox_1: 0.316 loss_giou_1: 0.6781 loss_ce_2: 0.5852 loss_bbox_2: 0.3117 loss_giou_2: 0.6725 loss_ce_3: 0.5775 loss_bbox_3: 0.3129 loss_giou_3: 0.6664 loss_ce_4: 0.5777 loss_bbox_4: 0.3132 loss_giou_4: 0.6648 time: 0.3320 data_time: 0.0087 lr: 0.0002 max_mem: 3710M
[02/06 21:31:09] detectron2.utils.events INFO: eta: 6:57:24 iter: 15619 total_loss: 1782 loss_ce: 0.5679 loss_bbox: 0.3059 loss_giou: 0.6788 loss_ce_0: 0.6289 loss_bbox_0: 0.3397 loss_giou_0: 0.7382 loss_ce_1: 0.5958 loss_bbox_1: 0.3169 loss_giou_1: 0.6884 loss_ce_2: 0.5738 loss_bbox_2: 0.3111 loss_giou_2: 0.6799 loss_ce_3: 0.5683 loss_bbox_3: 0.3095 loss_giou_3: 0.6723 loss_ce_4: 0.5672 loss_bbox_4: 0.3057 loss_giou_4: 0.676 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:31:15] detectron2.utils.events INFO: eta: 6:57:23 iter: 15639 total_loss: 1777 loss_ce: 0.5873 loss_bbox: 0.3062 loss_giou: 0.7058 loss_ce_0: 0.646 loss_bbox_0: 0.3397 loss_giou_0: 0.7701 loss_ce_1: 0.6188 loss_bbox_1: 0.3107 loss_giou_1: 0.716 loss_ce_2: 0.603 loss_bbox_2: 0.3068 loss_giou_2: 0.7052 loss_ce_3: 0.5955 loss_bbox_3: 0.3041 loss_giou_3: 0.7036 loss_ce_4: 0.5908 loss_bbox_4: 0.3031 loss_giou_4: 0.6993 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:31:22] detectron2.utils.events INFO: eta: 6:57:24 iter: 15659 total_loss: 1784 loss_ce: 0.5926 loss_bbox: 0.3154 loss_giou: 0.6576 loss_ce_0: 0.6511 loss_bbox_0: 0.3382 loss_giou_0: 0.7304 loss_ce_1: 0.6237 loss_bbox_1: 0.317 loss_giou_1: 0.6767 loss_ce_2: 0.599 loss_bbox_2: 0.3176 loss_giou_2: 0.6681 loss_ce_3: 0.5939 loss_bbox_3: 0.3155 loss_giou_3: 0.6648 loss_ce_4: 0.5923 loss_bbox_4: 0.315 loss_giou_4: 0.6584 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:31:29] detectron2.utils.events INFO: eta: 6:57:39 iter: 15679 total_loss: 1779 loss_ce: 0.5822 loss_bbox: 0.3093 loss_giou: 0.681 loss_ce_0: 0.6381 loss_bbox_0: 0.3395 loss_giou_0: 0.7464 loss_ce_1: 0.6054 loss_bbox_1: 0.3123 loss_giou_1: 0.6952 loss_ce_2: 0.592 loss_bbox_2: 0.3102 loss_giou_2: 0.6898 loss_ce_3: 0.5875 loss_bbox_3: 0.3075 loss_giou_3: 0.6823 loss_ce_4: 0.5839 loss_bbox_4: 0.3064 loss_giou_4: 0.6802 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:31:36] detectron2.utils.events INFO: eta: 6:57:48 iter: 15699 total_loss: 1778 loss_ce: 0.5728 loss_bbox: 0.3147 loss_giou: 0.6932 loss_ce_0: 0.6239 loss_bbox_0: 0.3486 loss_giou_0: 0.7585 loss_ce_1: 0.5989 loss_bbox_1: 0.3211 loss_giou_1: 0.7119 loss_ce_2: 0.5793 loss_bbox_2: 0.3134 loss_giou_2: 0.6963 loss_ce_3: 0.5723 loss_bbox_3: 0.316 loss_giou_3: 0.6936 loss_ce_4: 0.5682 loss_bbox_4: 0.3152 loss_giou_4: 0.6906 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:31:42] detectron2.utils.events INFO: eta: 6:57:48 iter: 15719 total_loss: 1778 loss_ce: 0.5759 loss_bbox: 0.3049 loss_giou: 0.6878 loss_ce_0: 0.6314 loss_bbox_0: 0.3375 loss_giou_0: 0.7603 loss_ce_1: 0.6008 loss_bbox_1: 0.3078 loss_giou_1: 0.7015 loss_ce_2: 0.5815 loss_bbox_2: 0.307 loss_giou_2: 0.6955 loss_ce_3: 0.5763 loss_bbox_3: 0.3025 loss_giou_3: 0.6938 loss_ce_4: 0.5765 loss_bbox_4: 0.3022 loss_giou_4: 0.6867 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:31:49] detectron2.utils.events INFO: eta: 6:57:35 iter: 15739 total_loss: 1779 loss_ce: 0.5743 loss_bbox: 0.3063 loss_giou: 0.6672 loss_ce_0: 0.6394 loss_bbox_0: 0.3442 loss_giou_0: 0.7366 loss_ce_1: 0.6058 loss_bbox_1: 0.3171 loss_giou_1: 0.6864 loss_ce_2: 0.5827 loss_bbox_2: 0.3145 loss_giou_2: 0.6745 loss_ce_3: 0.5768 loss_bbox_3: 0.3133 loss_giou_3: 0.6694 loss_ce_4: 0.5717 loss_bbox_4: 0.3103 loss_giou_4: 0.6675 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:31:55] detectron2.utils.events INFO: eta: 6:57:03 iter: 15759 total_loss: 1782 loss_ce: 0.576 loss_bbox: 0.3113 loss_giou: 0.7153 loss_ce_0: 0.6376 loss_bbox_0: 0.3383 loss_giou_0: 0.7879 loss_ce_1: 0.6037 loss_bbox_1: 0.3158 loss_giou_1: 0.7389 loss_ce_2: 0.5814 loss_bbox_2: 0.3122 loss_giou_2: 0.727 loss_ce_3: 0.5804 loss_bbox_3: 0.314 loss_giou_3: 0.7289 loss_ce_4: 0.578 loss_bbox_4: 0.3107 loss_giou_4: 0.7148 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:32:02] detectron2.utils.events INFO: eta: 6:57:33 iter: 15779 total_loss: 1775 loss_ce: 0.5592 loss_bbox: 0.2994 loss_giou: 0.6955 loss_ce_0: 0.6202 loss_bbox_0: 0.3337 loss_giou_0: 0.7672 loss_ce_1: 0.586 loss_bbox_1: 0.3036 loss_giou_1: 0.7054 loss_ce_2: 0.5609 loss_bbox_2: 0.3037 loss_giou_2: 0.7016 loss_ce_3: 0.5568 loss_bbox_3: 0.3058 loss_giou_3: 0.6962 loss_ce_4: 0.5607 loss_bbox_4: 0.3017 loss_giou_4: 0.6934 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:32:08] detectron2.utils.events INFO: eta: 6:57:24 iter: 15799 total_loss: 1782 loss_ce: 0.5623 loss_bbox: 0.3037 loss_giou: 0.7001 loss_ce_0: 0.6173 loss_bbox_0: 0.3383 loss_giou_0: 0.7617 loss_ce_1: 0.5981 loss_bbox_1: 0.3132 loss_giou_1: 0.7119 loss_ce_2: 0.5698 loss_bbox_2: 0.3122 loss_giou_2: 0.7111 loss_ce_3: 0.5674 loss_bbox_3: 0.3076 loss_giou_3: 0.7043 loss_ce_4: 0.5609 loss_bbox_4: 0.3042 loss_giou_4: 0.7 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:32:15] detectron2.utils.events INFO: eta: 6:57:13 iter: 15819 total_loss: 1780 loss_ce: 0.5673 loss_bbox: 0.3168 loss_giou: 0.7065 loss_ce_0: 0.6268 loss_bbox_0: 0.3482 loss_giou_0: 0.765 loss_ce_1: 0.5939 loss_bbox_1: 0.3244 loss_giou_1: 0.7205 loss_ce_2: 0.5707 loss_bbox_2: 0.3239 loss_giou_2: 0.7088 loss_ce_3: 0.5699 loss_bbox_3: 0.3179 loss_giou_3: 0.7056 loss_ce_4: 0.5712 loss_bbox_4: 0.3156 loss_giou_4: 0.7024 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:32:22] detectron2.utils.events INFO: eta: 6:57:07 iter: 15839 total_loss: 1779 loss_ce: 0.5569 loss_bbox: 0.3029 loss_giou: 0.6912 loss_ce_0: 0.6083 loss_bbox_0: 0.3384 loss_giou_0: 0.764 loss_ce_1: 0.5845 loss_bbox_1: 0.3184 loss_giou_1: 0.7078 loss_ce_2: 0.5651 loss_bbox_2: 0.308 loss_giou_2: 0.6989 loss_ce_3: 0.5601 loss_bbox_3: 0.3039 loss_giou_3: 0.6936 loss_ce_4: 0.5591 loss_bbox_4: 0.3036 loss_giou_4: 0.689 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:32:28] detectron2.utils.events INFO: eta: 6:56:44 iter: 15859 total_loss: 1780 loss_ce: 0.5672 loss_bbox: 0.3078 loss_giou: 0.7055 loss_ce_0: 0.6346 loss_bbox_0: 0.3472 loss_giou_0: 0.7828 loss_ce_1: 0.6005 loss_bbox_1: 0.318 loss_giou_1: 0.7246 loss_ce_2: 0.5782 loss_bbox_2: 0.315 loss_giou_2: 0.7205 loss_ce_3: 0.5716 loss_bbox_3: 0.311 loss_giou_3: 0.7056 loss_ce_4: 0.5684 loss_bbox_4: 0.3071 loss_giou_4: 0.7094 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:32:35] detectron2.utils.events INFO: eta: 6:56:34 iter: 15879 total_loss: 1780 loss_ce: 0.5781 loss_bbox: 0.3118 loss_giou: 0.7098 loss_ce_0: 0.6336 loss_bbox_0: 0.3454 loss_giou_0: 0.7667 loss_ce_1: 0.6018 loss_bbox_1: 0.3216 loss_giou_1: 0.7235 loss_ce_2: 0.5834 loss_bbox_2: 0.3183 loss_giou_2: 0.7122 loss_ce_3: 0.5777 loss_bbox_3: 0.3164 loss_giou_3: 0.7067 loss_ce_4: 0.5799 loss_bbox_4: 0.3139 loss_giou_4: 0.7107 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:32:41] detectron2.utils.events INFO: eta: 6:56:36 iter: 15899 total_loss: 1784 loss_ce: 0.5824 loss_bbox: 0.3088 loss_giou: 0.6813 loss_ce_0: 0.6417 loss_bbox_0: 0.345 loss_giou_0: 0.7461 loss_ce_1: 0.6131 loss_bbox_1: 0.3176 loss_giou_1: 0.6981 loss_ce_2: 0.5936 loss_bbox_2: 0.3125 loss_giou_2: 0.6906 loss_ce_3: 0.594 loss_bbox_3: 0.3115 loss_giou_3: 0.6875 loss_ce_4: 0.5884 loss_bbox_4: 0.3111 loss_giou_4: 0.6834 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:32:48] detectron2.utils.events INFO: eta: 6:56:43 iter: 15919 total_loss: 1779 loss_ce: 0.5606 loss_bbox: 0.3001 loss_giou: 0.7229 loss_ce_0: 0.6155 loss_bbox_0: 0.3316 loss_giou_0: 0.7882 loss_ce_1: 0.5825 loss_bbox_1: 0.3016 loss_giou_1: 0.7311 loss_ce_2: 0.5704 loss_bbox_2: 0.3027 loss_giou_2: 0.7275 loss_ce_3: 0.5623 loss_bbox_3: 0.3022 loss_giou_3: 0.7239 loss_ce_4: 0.5618 loss_bbox_4: 0.298 loss_giou_4: 0.7191 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:32:54] detectron2.utils.events INFO: eta: 6:56:34 iter: 15939 total_loss: 1782 loss_ce: 0.5722 loss_bbox: 0.3067 loss_giou: 0.6957 loss_ce_0: 0.6237 loss_bbox_0: 0.3371 loss_giou_0: 0.7731 loss_ce_1: 0.6024 loss_bbox_1: 0.3027 loss_giou_1: 0.7054 loss_ce_2: 0.5827 loss_bbox_2: 0.3 loss_giou_2: 0.701 loss_ce_3: 0.5771 loss_bbox_3: 0.3028 loss_giou_3: 0.7008 loss_ce_4: 0.5726 loss_bbox_4: 0.3051 loss_giou_4: 0.7041 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:33:01] detectron2.utils.events INFO: eta: 6:56:32 iter: 15959 total_loss: 1780 loss_ce: 0.5733 loss_bbox: 0.3039 loss_giou: 0.7036 loss_ce_0: 0.6235 loss_bbox_0: 0.3409 loss_giou_0: 0.756 loss_ce_1: 0.6002 loss_bbox_1: 0.311 loss_giou_1: 0.7142 loss_ce_2: 0.5767 loss_bbox_2: 0.3094 loss_giou_2: 0.7114 loss_ce_3: 0.572 loss_bbox_3: 0.305 loss_giou_3: 0.7094 loss_ce_4: 0.57 loss_bbox_4: 0.3062 loss_giou_4: 0.7044 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:33:07] detectron2.utils.events INFO: eta: 6:56:27 iter: 15979 total_loss: 1781 loss_ce: 0.5602 loss_bbox: 0.3052 loss_giou: 0.6755 loss_ce_0: 0.6256 loss_bbox_0: 0.3379 loss_giou_0: 0.7477 loss_ce_1: 0.5918 loss_bbox_1: 0.3137 loss_giou_1: 0.6909 loss_ce_2: 0.5676 loss_bbox_2: 0.3087 loss_giou_2: 0.6792 loss_ce_3: 0.5663 loss_bbox_3: 0.3061 loss_giou_3: 0.6727 loss_ce_4: 0.5587 loss_bbox_4: 0.2996 loss_giou_4: 0.673 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:33:14] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 15999...
[02/06 21:33:14] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 21:33:14] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 21:33:15] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:33:15] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 21:33:15] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 21:33:16] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 21:33:17] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:33:18] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 21:33:37] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1632 s / img. ETA=0:01:54
[02/06 21:33:42] detectron2.evaluation.evaluator INFO: Inference done 39/157. 0.0691 s / img. ETA=0:00:33
[02/06 21:33:47] detectron2.evaluation.evaluator INFO: Inference done 146/157. 0.0510 s / img. ETA=0:00:01
[02/06 21:33:47] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:15.351853 (0.100999 s / img per device, on 32 devices)
[02/06 21:33:47] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.050670 s / img per device, on 32 devices)
[02/06 21:33:59] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 21:33:59] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/15999/coco_2017_val/coco_instances_results.json
[02/06 21:34:04] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 21:34:08] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 21:34:24] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 15.75 seconds.
[02/06 21:34:24] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 21:34:26] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.17 seconds.
[02/06 21:34:26] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 27.151 | 45.937 | 28.662 | 13.596 | 30.791 | 37.105 |
[02/06 21:34:26] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 39.357 | bicycle | 19.045 | car | 24.532 |
| motorcycle | 30.908 | airplane | 44.743 | bus | 50.612 |
| train | 46.866 | truck | 21.416 | boat | 12.515 |
| traffic light | 12.246 | fire hydrant | 49.470 | stop sign | 46.981 |
| parking meter | 33.146 | bench | 13.215 | bird | 23.685 |
| cat | 54.319 | dog | 47.769 | horse | 40.392 |
| sheep | 37.527 | cow | 39.109 | elephant | 52.525 |
| bear | 63.563 | zebra | 55.008 | giraffe | 53.782 |
| backpack | 6.235 | umbrella | 22.579 | handbag | 4.387 |
| tie | 16.442 | suitcase | 22.465 | frisbee | 41.104 |
| skis | 10.282 | snowboard | 13.892 | sports ball | 23.847 |
| kite | 24.416 | baseball bat | 15.035 | baseball glove | 23.128 |
| skateboard | 35.090 | surfboard | 20.724 | tennis racket | 33.314 |
| bottle | 19.282 | wine glass | 22.783 | cup | 26.311 |
| fork | 14.509 | knife | 5.797 | spoon | 4.989 |
| bowl | 23.767 | banana | 13.207 | apple | 12.036 |
| sandwich | 24.451 | orange | 19.570 | broccoli | 13.327 |
| carrot | 12.162 | hot dog | 22.380 | pizza | 38.914 |
| donut | 31.135 | cake | 26.022 | chair | 13.811 |
| couch | 26.007 | potted plant | 15.707 | bed | 29.470 |
| dining table | 18.180 | toilet | 44.944 | tv | 40.991 |
| laptop | 42.762 | mouse | 45.659 | remote | 13.281 |
| keyboard | 34.404 | cell phone | 20.066 | microwave | 39.493 |
| oven | 20.676 | toaster | 27.291 | sink | 22.963 |
| refrigerator | 40.542 | book | 4.706 | clock | 36.349 |
| vase | 22.327 | scissors | 11.679 | teddy bear | 32.171 |
| hair drier | 2.558 | toothbrush | 9.698 | | |
[02/06 21:34:27] detectron2.utils.events INFO: eta: 6:56:34 iter: 15999 total_loss: 1783 loss_ce: 0.5775 loss_bbox: 0.3044 loss_giou: 0.672 loss_ce_0: 0.6427 loss_bbox_0: 0.3337 loss_giou_0: 0.744 loss_ce_1: 0.6017 loss_bbox_1: 0.3085 loss_giou_1: 0.6847 loss_ce_2: 0.5798 loss_bbox_2: 0.3029 loss_giou_2: 0.6774 loss_ce_3: 0.5753 loss_bbox_3: 0.3074 loss_giou_3: 0.68 loss_ce_4: 0.5738 loss_bbox_4: 0.3052 loss_giou_4: 0.6758 time: 0.3319 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:34:34] detectron2.utils.events INFO: eta: 6:56:34 iter: 16019 total_loss: 1784 loss_ce: 0.5698 loss_bbox: 0.3058 loss_giou: 0.6709 loss_ce_0: 0.6359 loss_bbox_0: 0.3349 loss_giou_0: 0.7256 loss_ce_1: 0.602 loss_bbox_1: 0.3093 loss_giou_1: 0.6882 loss_ce_2: 0.5827 loss_bbox_2: 0.3064 loss_giou_2: 0.6845 loss_ce_3: 0.5732 loss_bbox_3: 0.3083 loss_giou_3: 0.6795 loss_ce_4: 0.5672 loss_bbox_4: 0.3032 loss_giou_4: 0.6746 time: 0.3319 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:34:40] detectron2.utils.events INFO: eta: 6:56:30 iter: 16039 total_loss: 1780 loss_ce: 0.5586 loss_bbox: 0.3025 loss_giou: 0.6915 loss_ce_0: 0.6148 loss_bbox_0: 0.3348 loss_giou_0: 0.7621 loss_ce_1: 0.5872 loss_bbox_1: 0.3069 loss_giou_1: 0.704 loss_ce_2: 0.5685 loss_bbox_2: 0.3044 loss_giou_2: 0.6967 loss_ce_3: 0.5615 loss_bbox_3: 0.3037 loss_giou_3: 0.6959 loss_ce_4: 0.554 loss_bbox_4: 0.3055 loss_giou_4: 0.6882 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:34:47] detectron2.utils.events INFO: eta: 6:56:20 iter: 16059 total_loss: 1782 loss_ce: 0.5899 loss_bbox: 0.3118 loss_giou: 0.6969 loss_ce_0: 0.6553 loss_bbox_0: 0.3392 loss_giou_0: 0.7621 loss_ce_1: 0.6104 loss_bbox_1: 0.3163 loss_giou_1: 0.7108 loss_ce_2: 0.5842 loss_bbox_2: 0.3151 loss_giou_2: 0.7037 loss_ce_3: 0.5821 loss_bbox_3: 0.3098 loss_giou_3: 0.7026 loss_ce_4: 0.5849 loss_bbox_4: 0.3137 loss_giou_4: 0.702 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:34:54] detectron2.utils.events INFO: eta: 6:56:12 iter: 16079 total_loss: 1782 loss_ce: 0.5961 loss_bbox: 0.3117 loss_giou: 0.7056 loss_ce_0: 0.6512 loss_bbox_0: 0.3427 loss_giou_0: 0.7752 loss_ce_1: 0.6196 loss_bbox_1: 0.3157 loss_giou_1: 0.7268 loss_ce_2: 0.5978 loss_bbox_2: 0.3126 loss_giou_2: 0.7176 loss_ce_3: 0.5951 loss_bbox_3: 0.3137 loss_giou_3: 0.7102 loss_ce_4: 0.5928 loss_bbox_4: 0.3137 loss_giou_4: 0.7057 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:35:00] detectron2.utils.events INFO: eta: 6:56:15 iter: 16099 total_loss: 1780 loss_ce: 0.5769 loss_bbox: 0.3079 loss_giou: 0.7062 loss_ce_0: 0.6315 loss_bbox_0: 0.3422 loss_giou_0: 0.7694 loss_ce_1: 0.6034 loss_bbox_1: 0.3085 loss_giou_1: 0.7226 loss_ce_2: 0.5752 loss_bbox_2: 0.3091 loss_giou_2: 0.713 loss_ce_3: 0.5779 loss_bbox_3: 0.3097 loss_giou_3: 0.713 loss_ce_4: 0.5798 loss_bbox_4: 0.3093 loss_giou_4: 0.7091 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:35:07] detectron2.utils.events INFO: eta: 6:55:59 iter: 16119 total_loss: 1783 loss_ce: 0.5721 loss_bbox: 0.2983 loss_giou: 0.6981 loss_ce_0: 0.6195 loss_bbox_0: 0.3354 loss_giou_0: 0.7514 loss_ce_1: 0.5923 loss_bbox_1: 0.31 loss_giou_1: 0.7212 loss_ce_2: 0.5782 loss_bbox_2: 0.3044 loss_giou_2: 0.7031 loss_ce_3: 0.5749 loss_bbox_3: 0.2998 loss_giou_3: 0.6994 loss_ce_4: 0.5704 loss_bbox_4: 0.299 loss_giou_4: 0.6982 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:35:14] detectron2.utils.events INFO: eta: 6:55:35 iter: 16139 total_loss: 1782 loss_ce: 0.5686 loss_bbox: 0.3016 loss_giou: 0.6681 loss_ce_0: 0.6283 loss_bbox_0: 0.3283 loss_giou_0: 0.7302 loss_ce_1: 0.5965 loss_bbox_1: 0.3086 loss_giou_1: 0.6786 loss_ce_2: 0.5754 loss_bbox_2: 0.3077 loss_giou_2: 0.6749 loss_ce_3: 0.5692 loss_bbox_3: 0.3022 loss_giou_3: 0.6747 loss_ce_4: 0.5647 loss_bbox_4: 0.2995 loss_giou_4: 0.67 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:35:20] detectron2.utils.events INFO: eta: 6:55:17 iter: 16159 total_loss: 1782 loss_ce: 0.5557 loss_bbox: 0.2996 loss_giou: 0.6983 loss_ce_0: 0.6189 loss_bbox_0: 0.3367 loss_giou_0: 0.7622 loss_ce_1: 0.586 loss_bbox_1: 0.3077 loss_giou_1: 0.7123 loss_ce_2: 0.5646 loss_bbox_2: 0.3014 loss_giou_2: 0.7071 loss_ce_3: 0.5625 loss_bbox_3: 0.3037 loss_giou_3: 0.7057 loss_ce_4: 0.5583 loss_bbox_4: 0.3006 loss_giou_4: 0.7 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:35:27] detectron2.utils.events INFO: eta: 6:55:04 iter: 16179 total_loss: 1779 loss_ce: 0.5647 loss_bbox: 0.2948 loss_giou: 0.7063 loss_ce_0: 0.6165 loss_bbox_0: 0.3269 loss_giou_0: 0.7784 loss_ce_1: 0.5867 loss_bbox_1: 0.3054 loss_giou_1: 0.7193 loss_ce_2: 0.5656 loss_bbox_2: 0.2981 loss_giou_2: 0.7094 loss_ce_3: 0.5641 loss_bbox_3: 0.2931 loss_giou_3: 0.7023 loss_ce_4: 0.5646 loss_bbox_4: 0.2941 loss_giou_4: 0.7065 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:35:33] detectron2.utils.events INFO: eta: 6:55:04 iter: 16199 total_loss: 1784 loss_ce: 0.5897 loss_bbox: 0.3027 loss_giou: 0.6836 loss_ce_0: 0.6456 loss_bbox_0: 0.3341 loss_giou_0: 0.7505 loss_ce_1: 0.6204 loss_bbox_1: 0.3126 loss_giou_1: 0.7055 loss_ce_2: 0.5904 loss_bbox_2: 0.3062 loss_giou_2: 0.6971 loss_ce_3: 0.5939 loss_bbox_3: 0.3018 loss_giou_3: 0.6915 loss_ce_4: 0.5812 loss_bbox_4: 0.3018 loss_giou_4: 0.6821 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:35:41] detectron2.utils.events INFO: eta: 6:55:17 iter: 16219 total_loss: 1786 loss_ce: 0.554 loss_bbox: 0.3033 loss_giou: 0.6757 loss_ce_0: 0.6176 loss_bbox_0: 0.3387 loss_giou_0: 0.7407 loss_ce_1: 0.5929 loss_bbox_1: 0.3073 loss_giou_1: 0.6908 loss_ce_2: 0.5727 loss_bbox_2: 0.301 loss_giou_2: 0.6878 loss_ce_3: 0.5628 loss_bbox_3: 0.297 loss_giou_3: 0.675 loss_ce_4: 0.5533 loss_bbox_4: 0.3003 loss_giou_4: 0.6736 time: 0.3320 data_time: 0.0144 lr: 0.0002 max_mem: 3710M
[02/06 21:35:48] detectron2.utils.events INFO: eta: 6:55:10 iter: 16239 total_loss: 1782 loss_ce: 0.5637 loss_bbox: 0.3088 loss_giou: 0.7013 loss_ce_0: 0.6287 loss_bbox_0: 0.3437 loss_giou_0: 0.7603 loss_ce_1: 0.5952 loss_bbox_1: 0.3148 loss_giou_1: 0.7193 loss_ce_2: 0.573 loss_bbox_2: 0.3064 loss_giou_2: 0.7059 loss_ce_3: 0.5683 loss_bbox_3: 0.3051 loss_giou_3: 0.6985 loss_ce_4: 0.5663 loss_bbox_4: 0.3063 loss_giou_4: 0.6977 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:35:55] detectron2.utils.events INFO: eta: 6:54:56 iter: 16259 total_loss: 1783 loss_ce: 0.5625 loss_bbox: 0.2918 loss_giou: 0.6921 loss_ce_0: 0.6128 loss_bbox_0: 0.3238 loss_giou_0: 0.7574 loss_ce_1: 0.5902 loss_bbox_1: 0.3063 loss_giou_1: 0.7089 loss_ce_2: 0.5657 loss_bbox_2: 0.3014 loss_giou_2: 0.7038 loss_ce_3: 0.5682 loss_bbox_3: 0.2933 loss_giou_3: 0.6992 loss_ce_4: 0.5602 loss_bbox_4: 0.2926 loss_giou_4: 0.6943 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:36:01] detectron2.utils.events INFO: eta: 6:54:49 iter: 16279 total_loss: 1779 loss_ce: 0.5715 loss_bbox: 0.3037 loss_giou: 0.6734 loss_ce_0: 0.6401 loss_bbox_0: 0.3455 loss_giou_0: 0.7387 loss_ce_1: 0.6041 loss_bbox_1: 0.3207 loss_giou_1: 0.6839 loss_ce_2: 0.5794 loss_bbox_2: 0.3115 loss_giou_2: 0.6764 loss_ce_3: 0.577 loss_bbox_3: 0.3061 loss_giou_3: 0.6769 loss_ce_4: 0.5683 loss_bbox_4: 0.3066 loss_giou_4: 0.6723 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:36:08] detectron2.utils.events INFO: eta: 6:54:59 iter: 16299 total_loss: 1781 loss_ce: 0.5627 loss_bbox: 0.3095 loss_giou: 0.6789 loss_ce_0: 0.62 loss_bbox_0: 0.3388 loss_giou_0: 0.7419 loss_ce_1: 0.585 loss_bbox_1: 0.3129 loss_giou_1: 0.6961 loss_ce_2: 0.5717 loss_bbox_2: 0.3119 loss_giou_2: 0.6837 loss_ce_3: 0.5641 loss_bbox_3: 0.3157 loss_giou_3: 0.6872 loss_ce_4: 0.5613 loss_bbox_4: 0.3103 loss_giou_4: 0.6798 time: 0.3320 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 21:36:14] detectron2.utils.events INFO: eta: 6:54:44 iter: 16319 total_loss: 1784 loss_ce: 0.5782 loss_bbox: 0.3068 loss_giou: 0.6804 loss_ce_0: 0.6382 loss_bbox_0: 0.339 loss_giou_0: 0.7359 loss_ce_1: 0.6033 loss_bbox_1: 0.3175 loss_giou_1: 0.6973 loss_ce_2: 0.5853 loss_bbox_2: 0.3103 loss_giou_2: 0.682 loss_ce_3: 0.5802 loss_bbox_3: 0.3073 loss_giou_3: 0.6819 loss_ce_4: 0.5811 loss_bbox_4: 0.3041 loss_giou_4: 0.6795 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:36:21] detectron2.utils.events INFO: eta: 6:54:46 iter: 16339 total_loss: 1784 loss_ce: 0.6004 loss_bbox: 0.3143 loss_giou: 0.6872 loss_ce_0: 0.6535 loss_bbox_0: 0.3341 loss_giou_0: 0.7448 loss_ce_1: 0.6248 loss_bbox_1: 0.3207 loss_giou_1: 0.7045 loss_ce_2: 0.5971 loss_bbox_2: 0.3155 loss_giou_2: 0.6943 loss_ce_3: 0.5962 loss_bbox_3: 0.312 loss_giou_3: 0.6905 loss_ce_4: 0.6037 loss_bbox_4: 0.3137 loss_giou_4: 0.6804 time: 0.3320 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 21:36:28] detectron2.utils.events INFO: eta: 6:54:41 iter: 16359 total_loss: 1780 loss_ce: 0.5753 loss_bbox: 0.3011 loss_giou: 0.6881 loss_ce_0: 0.6377 loss_bbox_0: 0.3374 loss_giou_0: 0.756 loss_ce_1: 0.6116 loss_bbox_1: 0.3117 loss_giou_1: 0.7027 loss_ce_2: 0.5893 loss_bbox_2: 0.3063 loss_giou_2: 0.698 loss_ce_3: 0.5743 loss_bbox_3: 0.3019 loss_giou_3: 0.6928 loss_ce_4: 0.5734 loss_bbox_4: 0.3031 loss_giou_4: 0.6902 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:36:34] detectron2.utils.events INFO: eta: 6:54:24 iter: 16379 total_loss: 1783 loss_ce: 0.5828 loss_bbox: 0.3037 loss_giou: 0.6833 loss_ce_0: 0.646 loss_bbox_0: 0.3408 loss_giou_0: 0.7648 loss_ce_1: 0.6134 loss_bbox_1: 0.3116 loss_giou_1: 0.6976 loss_ce_2: 0.5925 loss_bbox_2: 0.3033 loss_giou_2: 0.6877 loss_ce_3: 0.5873 loss_bbox_3: 0.308 loss_giou_3: 0.691 loss_ce_4: 0.5884 loss_bbox_4: 0.3053 loss_giou_4: 0.6848 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:36:41] detectron2.utils.events INFO: eta: 6:54:13 iter: 16399 total_loss: 1778 loss_ce: 0.5714 loss_bbox: 0.2948 loss_giou: 0.6983 loss_ce_0: 0.6331 loss_bbox_0: 0.3303 loss_giou_0: 0.7808 loss_ce_1: 0.6027 loss_bbox_1: 0.3076 loss_giou_1: 0.7151 loss_ce_2: 0.5891 loss_bbox_2: 0.2978 loss_giou_2: 0.7099 loss_ce_3: 0.5718 loss_bbox_3: 0.2984 loss_giou_3: 0.7032 loss_ce_4: 0.5746 loss_bbox_4: 0.2969 loss_giou_4: 0.7011 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:36:48] detectron2.utils.events INFO: eta: 6:54:17 iter: 16419 total_loss: 1782 loss_ce: 0.5752 loss_bbox: 0.3036 loss_giou: 0.6906 loss_ce_0: 0.6356 loss_bbox_0: 0.3385 loss_giou_0: 0.7582 loss_ce_1: 0.606 loss_bbox_1: 0.3074 loss_giou_1: 0.7096 loss_ce_2: 0.58 loss_bbox_2: 0.3122 loss_giou_2: 0.6959 loss_ce_3: 0.5785 loss_bbox_3: 0.3073 loss_giou_3: 0.6939 loss_ce_4: 0.5759 loss_bbox_4: 0.3042 loss_giou_4: 0.6899 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:36:54] detectron2.utils.events INFO: eta: 6:54:13 iter: 16439 total_loss: 1783 loss_ce: 0.5914 loss_bbox: 0.3201 loss_giou: 0.6845 loss_ce_0: 0.6462 loss_bbox_0: 0.3468 loss_giou_0: 0.7372 loss_ce_1: 0.6162 loss_bbox_1: 0.326 loss_giou_1: 0.7014 loss_ce_2: 0.5953 loss_bbox_2: 0.3214 loss_giou_2: 0.6908 loss_ce_3: 0.591 loss_bbox_3: 0.3223 loss_giou_3: 0.6823 loss_ce_4: 0.5904 loss_bbox_4: 0.3189 loss_giou_4: 0.6874 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:37:01] detectron2.utils.events INFO: eta: 6:53:58 iter: 16459 total_loss: 1774 loss_ce: 0.5805 loss_bbox: 0.3071 loss_giou: 0.6953 loss_ce_0: 0.6346 loss_bbox_0: 0.3327 loss_giou_0: 0.748 loss_ce_1: 0.6038 loss_bbox_1: 0.3118 loss_giou_1: 0.7106 loss_ce_2: 0.5822 loss_bbox_2: 0.3118 loss_giou_2: 0.7065 loss_ce_3: 0.5797 loss_bbox_3: 0.3089 loss_giou_3: 0.7027 loss_ce_4: 0.5782 loss_bbox_4: 0.3067 loss_giou_4: 0.6973 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:37:07] detectron2.utils.events INFO: eta: 6:53:52 iter: 16479 total_loss: 1779 loss_ce: 0.5921 loss_bbox: 0.3193 loss_giou: 0.6998 loss_ce_0: 0.6589 loss_bbox_0: 0.3555 loss_giou_0: 0.7695 loss_ce_1: 0.6144 loss_bbox_1: 0.3275 loss_giou_1: 0.7111 loss_ce_2: 0.5993 loss_bbox_2: 0.3257 loss_giou_2: 0.7007 loss_ce_3: 0.5916 loss_bbox_3: 0.3246 loss_giou_3: 0.6981 loss_ce_4: 0.5934 loss_bbox_4: 0.3206 loss_giou_4: 0.7018 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:37:14] detectron2.utils.events INFO: eta: 6:54:03 iter: 16499 total_loss: 1779 loss_ce: 0.5815 loss_bbox: 0.3015 loss_giou: 0.7113 loss_ce_0: 0.6433 loss_bbox_0: 0.3431 loss_giou_0: 0.785 loss_ce_1: 0.6117 loss_bbox_1: 0.3112 loss_giou_1: 0.7274 loss_ce_2: 0.5955 loss_bbox_2: 0.3037 loss_giou_2: 0.7132 loss_ce_3: 0.5867 loss_bbox_3: 0.2994 loss_giou_3: 0.71 loss_ce_4: 0.5844 loss_bbox_4: 0.3008 loss_giou_4: 0.7118 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:37:21] detectron2.utils.events INFO: eta: 6:53:56 iter: 16519 total_loss: 1775 loss_ce: 0.5967 loss_bbox: 0.3111 loss_giou: 0.722 loss_ce_0: 0.6404 loss_bbox_0: 0.3481 loss_giou_0: 0.7872 loss_ce_1: 0.6173 loss_bbox_1: 0.3205 loss_giou_1: 0.7373 loss_ce_2: 0.6011 loss_bbox_2: 0.3176 loss_giou_2: 0.7312 loss_ce_3: 0.5949 loss_bbox_3: 0.3133 loss_giou_3: 0.7254 loss_ce_4: 0.5944 loss_bbox_4: 0.3125 loss_giou_4: 0.7246 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:37:27] detectron2.utils.events INFO: eta: 6:53:47 iter: 16539 total_loss: 1779 loss_ce: 0.5672 loss_bbox: 0.2957 loss_giou: 0.6793 loss_ce_0: 0.6203 loss_bbox_0: 0.3267 loss_giou_0: 0.7519 loss_ce_1: 0.5927 loss_bbox_1: 0.3056 loss_giou_1: 0.6971 loss_ce_2: 0.5756 loss_bbox_2: 0.3018 loss_giou_2: 0.6925 loss_ce_3: 0.5657 loss_bbox_3: 0.3024 loss_giou_3: 0.6863 loss_ce_4: 0.5652 loss_bbox_4: 0.3001 loss_giou_4: 0.6834 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:37:34] detectron2.utils.events INFO: eta: 6:53:46 iter: 16559 total_loss: 1769 loss_ce: 0.5694 loss_bbox: 0.2994 loss_giou: 0.6966 loss_ce_0: 0.6294 loss_bbox_0: 0.3339 loss_giou_0: 0.7613 loss_ce_1: 0.5919 loss_bbox_1: 0.3042 loss_giou_1: 0.7134 loss_ce_2: 0.5725 loss_bbox_2: 0.303 loss_giou_2: 0.6992 loss_ce_3: 0.5711 loss_bbox_3: 0.3003 loss_giou_3: 0.697 loss_ce_4: 0.5727 loss_bbox_4: 0.2977 loss_giou_4: 0.696 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:37:40] detectron2.utils.events INFO: eta: 6:53:30 iter: 16579 total_loss: 1778 loss_ce: 0.5616 loss_bbox: 0.3024 loss_giou: 0.6782 loss_ce_0: 0.6199 loss_bbox_0: 0.3376 loss_giou_0: 0.7292 loss_ce_1: 0.5867 loss_bbox_1: 0.3099 loss_giou_1: 0.6876 loss_ce_2: 0.564 loss_bbox_2: 0.3061 loss_giou_2: 0.6829 loss_ce_3: 0.554 loss_bbox_3: 0.3046 loss_giou_3: 0.6757 loss_ce_4: 0.5597 loss_bbox_4: 0.3045 loss_giou_4: 0.6729 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:37:47] detectron2.utils.events INFO: eta: 6:53:34 iter: 16599 total_loss: 1780 loss_ce: 0.5577 loss_bbox: 0.3001 loss_giou: 0.6768 loss_ce_0: 0.6226 loss_bbox_0: 0.337 loss_giou_0: 0.7351 loss_ce_1: 0.5864 loss_bbox_1: 0.3083 loss_giou_1: 0.6889 loss_ce_2: 0.5662 loss_bbox_2: 0.303 loss_giou_2: 0.6827 loss_ce_3: 0.5604 loss_bbox_3: 0.3044 loss_giou_3: 0.6797 loss_ce_4: 0.5585 loss_bbox_4: 0.2999 loss_giou_4: 0.6793 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:37:54] detectron2.utils.events INFO: eta: 6:53:41 iter: 16619 total_loss: 1777 loss_ce: 0.5865 loss_bbox: 0.3011 loss_giou: 0.6881 loss_ce_0: 0.6405 loss_bbox_0: 0.3329 loss_giou_0: 0.755 loss_ce_1: 0.6195 loss_bbox_1: 0.3122 loss_giou_1: 0.7091 loss_ce_2: 0.5961 loss_bbox_2: 0.3059 loss_giou_2: 0.697 loss_ce_3: 0.5853 loss_bbox_3: 0.3053 loss_giou_3: 0.6946 loss_ce_4: 0.5854 loss_bbox_4: 0.3005 loss_giou_4: 0.6914 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:38:01] detectron2.utils.events INFO: eta: 6:53:49 iter: 16639 total_loss: 1777 loss_ce: 0.5758 loss_bbox: 0.305 loss_giou: 0.6698 loss_ce_0: 0.6411 loss_bbox_0: 0.3391 loss_giou_0: 0.7353 loss_ce_1: 0.5991 loss_bbox_1: 0.3147 loss_giou_1: 0.6798 loss_ce_2: 0.5786 loss_bbox_2: 0.3107 loss_giou_2: 0.6687 loss_ce_3: 0.5788 loss_bbox_3: 0.3059 loss_giou_3: 0.6599 loss_ce_4: 0.5745 loss_bbox_4: 0.3044 loss_giou_4: 0.661 time: 0.3320 data_time: 0.0461 lr: 0.0002 max_mem: 3710M
[02/06 21:38:08] detectron2.utils.events INFO: eta: 6:53:45 iter: 16659 total_loss: 1771 loss_ce: 0.5511 loss_bbox: 0.3041 loss_giou: 0.6702 loss_ce_0: 0.6117 loss_bbox_0: 0.3269 loss_giou_0: 0.7424 loss_ce_1: 0.5819 loss_bbox_1: 0.3049 loss_giou_1: 0.6903 loss_ce_2: 0.5578 loss_bbox_2: 0.299 loss_giou_2: 0.6782 loss_ce_3: 0.5564 loss_bbox_3: 0.2972 loss_giou_3: 0.6701 loss_ce_4: 0.5501 loss_bbox_4: 0.2959 loss_giou_4: 0.6684 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:38:15] detectron2.utils.events INFO: eta: 6:53:22 iter: 16679 total_loss: 1779 loss_ce: 0.5596 loss_bbox: 0.3007 loss_giou: 0.6901 loss_ce_0: 0.6184 loss_bbox_0: 0.336 loss_giou_0: 0.7435 loss_ce_1: 0.5909 loss_bbox_1: 0.3094 loss_giou_1: 0.6947 loss_ce_2: 0.5622 loss_bbox_2: 0.3067 loss_giou_2: 0.6901 loss_ce_3: 0.5578 loss_bbox_3: 0.3044 loss_giou_3: 0.6853 loss_ce_4: 0.5584 loss_bbox_4: 0.3014 loss_giou_4: 0.6891 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:38:21] detectron2.utils.events INFO: eta: 6:53:00 iter: 16699 total_loss: 1777 loss_ce: 0.5703 loss_bbox: 0.2937 loss_giou: 0.7013 loss_ce_0: 0.6317 loss_bbox_0: 0.3296 loss_giou_0: 0.7787 loss_ce_1: 0.6002 loss_bbox_1: 0.3018 loss_giou_1: 0.7227 loss_ce_2: 0.5822 loss_bbox_2: 0.2962 loss_giou_2: 0.7124 loss_ce_3: 0.5744 loss_bbox_3: 0.2963 loss_giou_3: 0.7019 loss_ce_4: 0.5758 loss_bbox_4: 0.2943 loss_giou_4: 0.6972 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:38:28] detectron2.utils.events INFO: eta: 6:52:52 iter: 16719 total_loss: 1780 loss_ce: 0.5604 loss_bbox: 0.2985 loss_giou: 0.696 loss_ce_0: 0.6265 loss_bbox_0: 0.3284 loss_giou_0: 0.758 loss_ce_1: 0.5923 loss_bbox_1: 0.3011 loss_giou_1: 0.7087 loss_ce_2: 0.567 loss_bbox_2: 0.2982 loss_giou_2: 0.7036 loss_ce_3: 0.5615 loss_bbox_3: 0.2985 loss_giou_3: 0.6994 loss_ce_4: 0.5613 loss_bbox_4: 0.2939 loss_giou_4: 0.696 time: 0.3320 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 21:38:37] detectron2.utils.events INFO: eta: 6:52:50 iter: 16739 total_loss: 1782 loss_ce: 0.5673 loss_bbox: 0.296 loss_giou: 0.659 loss_ce_0: 0.6158 loss_bbox_0: 0.3272 loss_giou_0: 0.7312 loss_ce_1: 0.5908 loss_bbox_1: 0.3028 loss_giou_1: 0.6759 loss_ce_2: 0.5682 loss_bbox_2: 0.3003 loss_giou_2: 0.6673 loss_ce_3: 0.5588 loss_bbox_3: 0.2975 loss_giou_3: 0.6621 loss_ce_4: 0.5606 loss_bbox_4: 0.2953 loss_giou_4: 0.6594 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:38:43] detectron2.utils.events INFO: eta: 6:52:47 iter: 16759 total_loss: 1781 loss_ce: 0.5623 loss_bbox: 0.2901 loss_giou: 0.6791 loss_ce_0: 0.6161 loss_bbox_0: 0.3262 loss_giou_0: 0.7556 loss_ce_1: 0.5883 loss_bbox_1: 0.2992 loss_giou_1: 0.7008 loss_ce_2: 0.5689 loss_bbox_2: 0.2903 loss_giou_2: 0.6874 loss_ce_3: 0.5587 loss_bbox_3: 0.2919 loss_giou_3: 0.6817 loss_ce_4: 0.5602 loss_bbox_4: 0.2896 loss_giou_4: 0.6809 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:38:50] detectron2.utils.events INFO: eta: 6:52:18 iter: 16779 total_loss: 1781 loss_ce: 0.5759 loss_bbox: 0.3047 loss_giou: 0.6918 loss_ce_0: 0.6242 loss_bbox_0: 0.339 loss_giou_0: 0.7543 loss_ce_1: 0.5989 loss_bbox_1: 0.3145 loss_giou_1: 0.7121 loss_ce_2: 0.5791 loss_bbox_2: 0.3112 loss_giou_2: 0.7004 loss_ce_3: 0.5757 loss_bbox_3: 0.3031 loss_giou_3: 0.6938 loss_ce_4: 0.5678 loss_bbox_4: 0.3034 loss_giou_4: 0.6942 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:38:56] detectron2.utils.events INFO: eta: 6:52:11 iter: 16799 total_loss: 1783 loss_ce: 0.577 loss_bbox: 0.2915 loss_giou: 0.6969 loss_ce_0: 0.6354 loss_bbox_0: 0.3282 loss_giou_0: 0.7606 loss_ce_1: 0.6072 loss_bbox_1: 0.3064 loss_giou_1: 0.7074 loss_ce_2: 0.5769 loss_bbox_2: 0.3003 loss_giou_2: 0.7056 loss_ce_3: 0.577 loss_bbox_3: 0.2968 loss_giou_3: 0.7001 loss_ce_4: 0.5794 loss_bbox_4: 0.2979 loss_giou_4: 0.6977 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:39:03] detectron2.utils.events INFO: eta: 6:52:26 iter: 16819 total_loss: 1781 loss_ce: 0.5692 loss_bbox: 0.3026 loss_giou: 0.6557 loss_ce_0: 0.624 loss_bbox_0: 0.3369 loss_giou_0: 0.7202 loss_ce_1: 0.5907 loss_bbox_1: 0.3096 loss_giou_1: 0.6704 loss_ce_2: 0.5647 loss_bbox_2: 0.3086 loss_giou_2: 0.6644 loss_ce_3: 0.5671 loss_bbox_3: 0.3066 loss_giou_3: 0.6589 loss_ce_4: 0.5697 loss_bbox_4: 0.301 loss_giou_4: 0.6546 time: 0.3321 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:39:10] detectron2.utils.events INFO: eta: 6:52:19 iter: 16839 total_loss: 1776 loss_ce: 0.5717 loss_bbox: 0.3039 loss_giou: 0.6755 loss_ce_0: 0.6241 loss_bbox_0: 0.3403 loss_giou_0: 0.7404 loss_ce_1: 0.5982 loss_bbox_1: 0.3122 loss_giou_1: 0.6951 loss_ce_2: 0.5764 loss_bbox_2: 0.3052 loss_giou_2: 0.6841 loss_ce_3: 0.5662 loss_bbox_3: 0.3056 loss_giou_3: 0.6785 loss_ce_4: 0.5646 loss_bbox_4: 0.3022 loss_giou_4: 0.6761 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:39:16] detectron2.utils.events INFO: eta: 6:52:11 iter: 16859 total_loss: 1782 loss_ce: 0.5566 loss_bbox: 0.3023 loss_giou: 0.6782 loss_ce_0: 0.6148 loss_bbox_0: 0.3374 loss_giou_0: 0.7425 loss_ce_1: 0.5909 loss_bbox_1: 0.3076 loss_giou_1: 0.6956 loss_ce_2: 0.5678 loss_bbox_2: 0.3031 loss_giou_2: 0.6823 loss_ce_3: 0.5595 loss_bbox_3: 0.3047 loss_giou_3: 0.6783 loss_ce_4: 0.5579 loss_bbox_4: 0.3006 loss_giou_4: 0.6736 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:39:23] detectron2.utils.events INFO: eta: 6:52:05 iter: 16879 total_loss: 1779 loss_ce: 0.5574 loss_bbox: 0.3009 loss_giou: 0.6857 loss_ce_0: 0.6228 loss_bbox_0: 0.331 loss_giou_0: 0.7534 loss_ce_1: 0.5819 loss_bbox_1: 0.3085 loss_giou_1: 0.6972 loss_ce_2: 0.5634 loss_bbox_2: 0.3052 loss_giou_2: 0.6927 loss_ce_3: 0.5564 loss_bbox_3: 0.3024 loss_giou_3: 0.688 loss_ce_4: 0.5517 loss_bbox_4: 0.3029 loss_giou_4: 0.685 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:39:29] detectron2.utils.events INFO: eta: 6:51:58 iter: 16899 total_loss: 1780 loss_ce: 0.5656 loss_bbox: 0.3061 loss_giou: 0.6909 loss_ce_0: 0.6246 loss_bbox_0: 0.3419 loss_giou_0: 0.7528 loss_ce_1: 0.5981 loss_bbox_1: 0.3127 loss_giou_1: 0.6987 loss_ce_2: 0.567 loss_bbox_2: 0.3114 loss_giou_2: 0.6976 loss_ce_3: 0.5644 loss_bbox_3: 0.3098 loss_giou_3: 0.6935 loss_ce_4: 0.5631 loss_bbox_4: 0.3058 loss_giou_4: 0.691 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:39:36] detectron2.utils.events INFO: eta: 6:51:50 iter: 16919 total_loss: 1781 loss_ce: 0.5578 loss_bbox: 0.3002 loss_giou: 0.6944 loss_ce_0: 0.6234 loss_bbox_0: 0.3285 loss_giou_0: 0.7836 loss_ce_1: 0.5861 loss_bbox_1: 0.303 loss_giou_1: 0.7269 loss_ce_2: 0.5653 loss_bbox_2: 0.3052 loss_giou_2: 0.7115 loss_ce_3: 0.5643 loss_bbox_3: 0.2993 loss_giou_3: 0.6966 loss_ce_4: 0.5594 loss_bbox_4: 0.2986 loss_giou_4: 0.6958 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:39:42] detectron2.utils.events INFO: eta: 6:51:48 iter: 16939 total_loss: 1782 loss_ce: 0.5779 loss_bbox: 0.3091 loss_giou: 0.6769 loss_ce_0: 0.6419 loss_bbox_0: 0.3393 loss_giou_0: 0.7436 loss_ce_1: 0.6122 loss_bbox_1: 0.3112 loss_giou_1: 0.6996 loss_ce_2: 0.5871 loss_bbox_2: 0.3115 loss_giou_2: 0.6876 loss_ce_3: 0.582 loss_bbox_3: 0.3092 loss_giou_3: 0.6789 loss_ce_4: 0.5761 loss_bbox_4: 0.3083 loss_giou_4: 0.6778 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:39:49] detectron2.utils.events INFO: eta: 6:51:42 iter: 16959 total_loss: 1781 loss_ce: 0.5508 loss_bbox: 0.2953 loss_giou: 0.707 loss_ce_0: 0.6083 loss_bbox_0: 0.3243 loss_giou_0: 0.7678 loss_ce_1: 0.5825 loss_bbox_1: 0.3009 loss_giou_1: 0.7134 loss_ce_2: 0.5609 loss_bbox_2: 0.3 loss_giou_2: 0.7086 loss_ce_3: 0.5563 loss_bbox_3: 0.2972 loss_giou_3: 0.7078 loss_ce_4: 0.5505 loss_bbox_4: 0.297 loss_giou_4: 0.7049 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:39:56] detectron2.utils.events INFO: eta: 6:51:35 iter: 16979 total_loss: 1782 loss_ce: 0.5564 loss_bbox: 0.299 loss_giou: 0.6622 loss_ce_0: 0.6267 loss_bbox_0: 0.3312 loss_giou_0: 0.733 loss_ce_1: 0.5885 loss_bbox_1: 0.3017 loss_giou_1: 0.6789 loss_ce_2: 0.5701 loss_bbox_2: 0.299 loss_giou_2: 0.6758 loss_ce_3: 0.5585 loss_bbox_3: 0.2976 loss_giou_3: 0.6708 loss_ce_4: 0.5525 loss_bbox_4: 0.2985 loss_giou_4: 0.6694 time: 0.3321 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:40:02] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 16999...
[02/06 21:40:02] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 21:40:02] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 21:40:03] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:40:03] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 21:40:03] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 21:40:04] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 21:40:04] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:40:05] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 21:40:23] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1422 s / img. ETA=0:01:48
[02/06 21:40:29] detectron2.evaluation.evaluator INFO: Inference done 50/157. 0.0603 s / img. ETA=0:00:22
[02/06 21:40:34] detectron2.evaluation.evaluator INFO: Inference done 153/157. 0.0513 s / img. ETA=0:00:00
[02/06 21:40:34] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.781255 (0.097245 s / img per device, on 32 devices)
[02/06 21:40:34] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.051135 s / img per device, on 32 devices)
[02/06 21:40:46] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 21:40:46] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/16999/coco_2017_val/coco_instances_results.json
[02/06 21:40:51] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 21:40:55] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 21:41:10] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 15.69 seconds.
[02/06 21:41:10] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 21:41:13] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.16 seconds.
[02/06 21:41:13] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 26.736 | 45.290 | 28.119 | 11.981 | 31.329 | 37.184 |
[02/06 21:41:13] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 39.009 | bicycle | 19.118 | car | 22.687 |
| motorcycle | 28.150 | airplane | 44.928 | bus | 50.497 |
| train | 48.670 | truck | 19.825 | boat | 13.641 |
| traffic light | 12.279 | fire hydrant | 49.838 | stop sign | 46.521 |
| parking meter | 32.305 | bench | 13.218 | bird | 23.619 |
| cat | 55.315 | dog | 50.404 | horse | 42.063 |
| sheep | 36.287 | cow | 37.751 | elephant | 50.204 |
| bear | 59.847 | zebra | 50.022 | giraffe | 54.495 |
| backpack | 6.229 | umbrella | 24.620 | handbag | 5.596 |
| tie | 16.923 | suitcase | 21.711 | frisbee | 39.485 |
| skis | 10.283 | snowboard | 13.784 | sports ball | 21.130 |
| kite | 20.314 | baseball bat | 14.271 | baseball glove | 23.380 |
| skateboard | 36.412 | surfboard | 18.660 | tennis racket | 31.281 |
| bottle | 21.070 | wine glass | 22.961 | cup | 25.811 |
| fork | 14.456 | knife | 6.434 | spoon | 4.083 |
| bowl | 21.995 | banana | 13.453 | apple | 10.337 |
| sandwich | 17.868 | orange | 21.429 | broccoli | 15.703 |
| carrot | 11.781 | hot dog | 24.534 | pizza | 35.848 |
| donut | 31.375 | cake | 26.318 | chair | 14.936 |
| couch | 27.150 | potted plant | 17.435 | bed | 29.872 |
| dining table | 18.504 | toilet | 44.762 | tv | 40.781 |
| laptop | 42.857 | mouse | 40.641 | remote | 14.989 |
| keyboard | 39.112 | cell phone | 20.054 | microwave | 37.615 |
| oven | 21.599 | toaster | 17.483 | sink | 20.770 |
| refrigerator | 34.526 | book | 3.777 | clock | 38.926 |
| vase | 23.383 | scissors | 13.722 | teddy bear | 32.394 |
| hair drier | 1.529 | toothbrush | 11.829 | | |
[02/06 21:41:14] detectron2.utils.events INFO: eta: 6:51:28 iter: 16999 total_loss: 1781 loss_ce: 0.5487 loss_bbox: 0.3051 loss_giou: 0.645 loss_ce_0: 0.604 loss_bbox_0: 0.3355 loss_giou_0: 0.7227 loss_ce_1: 0.5821 loss_bbox_1: 0.3101 loss_giou_1: 0.6645 loss_ce_2: 0.5555 loss_bbox_2: 0.3045 loss_giou_2: 0.6527 loss_ce_3: 0.5521 loss_bbox_3: 0.3041 loss_giou_3: 0.6488 loss_ce_4: 0.5489 loss_bbox_4: 0.3023 loss_giou_4: 0.6464 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:41:20] detectron2.utils.events INFO: eta: 6:51:30 iter: 17019 total_loss: 1784 loss_ce: 0.5735 loss_bbox: 0.3083 loss_giou: 0.6635 loss_ce_0: 0.6311 loss_bbox_0: 0.3362 loss_giou_0: 0.7227 loss_ce_1: 0.6005 loss_bbox_1: 0.3144 loss_giou_1: 0.6768 loss_ce_2: 0.5829 loss_bbox_2: 0.3079 loss_giou_2: 0.6727 loss_ce_3: 0.5723 loss_bbox_3: 0.3091 loss_giou_3: 0.6685 loss_ce_4: 0.5696 loss_bbox_4: 0.3088 loss_giou_4: 0.6683 time: 0.3321 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:41:27] detectron2.utils.events INFO: eta: 6:51:32 iter: 17039 total_loss: 1782 loss_ce: 0.575 loss_bbox: 0.2939 loss_giou: 0.6937 loss_ce_0: 0.6229 loss_bbox_0: 0.3287 loss_giou_0: 0.7623 loss_ce_1: 0.5985 loss_bbox_1: 0.307 loss_giou_1: 0.7151 loss_ce_2: 0.5826 loss_bbox_2: 0.3029 loss_giou_2: 0.7026 loss_ce_3: 0.5805 loss_bbox_3: 0.2964 loss_giou_3: 0.6966 loss_ce_4: 0.5751 loss_bbox_4: 0.2969 loss_giou_4: 0.6973 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:41:34] detectron2.utils.events INFO: eta: 6:51:49 iter: 17059 total_loss: 1779 loss_ce: 0.5824 loss_bbox: 0.3045 loss_giou: 0.7106 loss_ce_0: 0.6384 loss_bbox_0: 0.3391 loss_giou_0: 0.7805 loss_ce_1: 0.5997 loss_bbox_1: 0.3093 loss_giou_1: 0.7302 loss_ce_2: 0.5837 loss_bbox_2: 0.3084 loss_giou_2: 0.7235 loss_ce_3: 0.5785 loss_bbox_3: 0.3048 loss_giou_3: 0.7179 loss_ce_4: 0.5745 loss_bbox_4: 0.3047 loss_giou_4: 0.7117 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:41:40] detectron2.utils.events INFO: eta: 6:51:29 iter: 17079 total_loss: 1777 loss_ce: 0.571 loss_bbox: 0.3025 loss_giou: 0.6825 loss_ce_0: 0.6412 loss_bbox_0: 0.3337 loss_giou_0: 0.7491 loss_ce_1: 0.5941 loss_bbox_1: 0.3145 loss_giou_1: 0.7022 loss_ce_2: 0.5778 loss_bbox_2: 0.3068 loss_giou_2: 0.6873 loss_ce_3: 0.572 loss_bbox_3: 0.3081 loss_giou_3: 0.6878 loss_ce_4: 0.5729 loss_bbox_4: 0.3054 loss_giou_4: 0.6863 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:41:47] detectron2.utils.events INFO: eta: 6:51:13 iter: 17099 total_loss: 1780 loss_ce: 0.5563 loss_bbox: 0.302 loss_giou: 0.6861 loss_ce_0: 0.6158 loss_bbox_0: 0.3308 loss_giou_0: 0.7452 loss_ce_1: 0.5873 loss_bbox_1: 0.3107 loss_giou_1: 0.6969 loss_ce_2: 0.5689 loss_bbox_2: 0.3021 loss_giou_2: 0.6865 loss_ce_3: 0.5577 loss_bbox_3: 0.2989 loss_giou_3: 0.6862 loss_ce_4: 0.5532 loss_bbox_4: 0.3016 loss_giou_4: 0.6854 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:41:53] detectron2.utils.events INFO: eta: 6:51:03 iter: 17119 total_loss: 1780 loss_ce: 0.5613 loss_bbox: 0.3001 loss_giou: 0.6696 loss_ce_0: 0.6198 loss_bbox_0: 0.3341 loss_giou_0: 0.7422 loss_ce_1: 0.5851 loss_bbox_1: 0.3058 loss_giou_1: 0.6952 loss_ce_2: 0.5708 loss_bbox_2: 0.3027 loss_giou_2: 0.6858 loss_ce_3: 0.5626 loss_bbox_3: 0.3005 loss_giou_3: 0.6831 loss_ce_4: 0.5616 loss_bbox_4: 0.2989 loss_giou_4: 0.6777 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:42:00] detectron2.utils.events INFO: eta: 6:50:47 iter: 17139 total_loss: 1781 loss_ce: 0.5761 loss_bbox: 0.3005 loss_giou: 0.7134 loss_ce_0: 0.6339 loss_bbox_0: 0.3327 loss_giou_0: 0.7848 loss_ce_1: 0.6033 loss_bbox_1: 0.3074 loss_giou_1: 0.7321 loss_ce_2: 0.5884 loss_bbox_2: 0.3015 loss_giou_2: 0.7163 loss_ce_3: 0.5791 loss_bbox_3: 0.3024 loss_giou_3: 0.7131 loss_ce_4: 0.5743 loss_bbox_4: 0.3024 loss_giou_4: 0.7182 time: 0.3321 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:42:07] detectron2.utils.events INFO: eta: 6:50:48 iter: 17159 total_loss: 1781 loss_ce: 0.5641 loss_bbox: 0.3038 loss_giou: 0.6875 loss_ce_0: 0.6292 loss_bbox_0: 0.3405 loss_giou_0: 0.743 loss_ce_1: 0.5892 loss_bbox_1: 0.3096 loss_giou_1: 0.6998 loss_ce_2: 0.5704 loss_bbox_2: 0.31 loss_giou_2: 0.688 loss_ce_3: 0.5636 loss_bbox_3: 0.3055 loss_giou_3: 0.6832 loss_ce_4: 0.561 loss_bbox_4: 0.3046 loss_giou_4: 0.6888 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:42:13] detectron2.utils.events INFO: eta: 6:50:50 iter: 17179 total_loss: 1784 loss_ce: 0.572 loss_bbox: 0.3106 loss_giou: 0.6728 loss_ce_0: 0.6321 loss_bbox_0: 0.3364 loss_giou_0: 0.7441 loss_ce_1: 0.5992 loss_bbox_1: 0.3206 loss_giou_1: 0.6938 loss_ce_2: 0.5812 loss_bbox_2: 0.3136 loss_giou_2: 0.6791 loss_ce_3: 0.5753 loss_bbox_3: 0.3159 loss_giou_3: 0.6758 loss_ce_4: 0.5699 loss_bbox_4: 0.3093 loss_giou_4: 0.674 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:42:20] detectron2.utils.events INFO: eta: 6:50:40 iter: 17199 total_loss: 1783 loss_ce: 0.5723 loss_bbox: 0.3041 loss_giou: 0.6871 loss_ce_0: 0.6312 loss_bbox_0: 0.3391 loss_giou_0: 0.7521 loss_ce_1: 0.6011 loss_bbox_1: 0.3104 loss_giou_1: 0.6968 loss_ce_2: 0.5769 loss_bbox_2: 0.3098 loss_giou_2: 0.6982 loss_ce_3: 0.5711 loss_bbox_3: 0.3032 loss_giou_3: 0.692 loss_ce_4: 0.5713 loss_bbox_4: 0.3041 loss_giou_4: 0.6903 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:42:27] detectron2.utils.events INFO: eta: 6:50:33 iter: 17219 total_loss: 1781 loss_ce: 0.5604 loss_bbox: 0.303 loss_giou: 0.6787 loss_ce_0: 0.6228 loss_bbox_0: 0.3373 loss_giou_0: 0.7421 loss_ce_1: 0.5867 loss_bbox_1: 0.3144 loss_giou_1: 0.6914 loss_ce_2: 0.5747 loss_bbox_2: 0.3054 loss_giou_2: 0.6897 loss_ce_3: 0.5703 loss_bbox_3: 0.3061 loss_giou_3: 0.6777 loss_ce_4: 0.5635 loss_bbox_4: 0.3077 loss_giou_4: 0.6735 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:42:34] detectron2.utils.events INFO: eta: 6:50:47 iter: 17239 total_loss: 1781 loss_ce: 0.5563 loss_bbox: 0.2912 loss_giou: 0.6805 loss_ce_0: 0.6134 loss_bbox_0: 0.3231 loss_giou_0: 0.7476 loss_ce_1: 0.5778 loss_bbox_1: 0.2944 loss_giou_1: 0.6953 loss_ce_2: 0.5574 loss_bbox_2: 0.2941 loss_giou_2: 0.6904 loss_ce_3: 0.5542 loss_bbox_3: 0.2954 loss_giou_3: 0.6828 loss_ce_4: 0.553 loss_bbox_4: 0.2926 loss_giou_4: 0.6784 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:42:40] detectron2.utils.events INFO: eta: 6:50:47 iter: 17259 total_loss: 1779 loss_ce: 0.559 loss_bbox: 0.301 loss_giou: 0.6647 loss_ce_0: 0.62 loss_bbox_0: 0.3331 loss_giou_0: 0.7319 loss_ce_1: 0.5812 loss_bbox_1: 0.3011 loss_giou_1: 0.6865 loss_ce_2: 0.565 loss_bbox_2: 0.3031 loss_giou_2: 0.6761 loss_ce_3: 0.5567 loss_bbox_3: 0.3026 loss_giou_3: 0.6665 loss_ce_4: 0.5594 loss_bbox_4: 0.3031 loss_giou_4: 0.6639 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:42:47] detectron2.utils.events INFO: eta: 6:50:58 iter: 17279 total_loss: 1779 loss_ce: 0.5572 loss_bbox: 0.3042 loss_giou: 0.6991 loss_ce_0: 0.6229 loss_bbox_0: 0.3343 loss_giou_0: 0.7573 loss_ce_1: 0.5883 loss_bbox_1: 0.306 loss_giou_1: 0.7118 loss_ce_2: 0.5717 loss_bbox_2: 0.3034 loss_giou_2: 0.7054 loss_ce_3: 0.5628 loss_bbox_3: 0.3015 loss_giou_3: 0.7091 loss_ce_4: 0.5573 loss_bbox_4: 0.3074 loss_giou_4: 0.7021 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:42:54] detectron2.utils.events INFO: eta: 6:50:54 iter: 17299 total_loss: 1778 loss_ce: 0.5644 loss_bbox: 0.3025 loss_giou: 0.6702 loss_ce_0: 0.6245 loss_bbox_0: 0.3377 loss_giou_0: 0.7322 loss_ce_1: 0.5906 loss_bbox_1: 0.3123 loss_giou_1: 0.6827 loss_ce_2: 0.5707 loss_bbox_2: 0.3067 loss_giou_2: 0.6748 loss_ce_3: 0.5666 loss_bbox_3: 0.3031 loss_giou_3: 0.6754 loss_ce_4: 0.5671 loss_bbox_4: 0.3013 loss_giou_4: 0.6685 time: 0.3321 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:43:01] detectron2.utils.events INFO: eta: 6:51:12 iter: 17319 total_loss: 1781 loss_ce: 0.5677 loss_bbox: 0.3014 loss_giou: 0.6868 loss_ce_0: 0.6285 loss_bbox_0: 0.3296 loss_giou_0: 0.7538 loss_ce_1: 0.6127 loss_bbox_1: 0.3033 loss_giou_1: 0.6967 loss_ce_2: 0.5812 loss_bbox_2: 0.299 loss_giou_2: 0.6831 loss_ce_3: 0.5687 loss_bbox_3: 0.2984 loss_giou_3: 0.6839 loss_ce_4: 0.566 loss_bbox_4: 0.2971 loss_giou_4: 0.6814 time: 0.3321 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:43:07] detectron2.utils.events INFO: eta: 6:51:17 iter: 17339 total_loss: 1782 loss_ce: 0.591 loss_bbox: 0.3093 loss_giou: 0.6944 loss_ce_0: 0.6502 loss_bbox_0: 0.345 loss_giou_0: 0.7639 loss_ce_1: 0.621 loss_bbox_1: 0.3189 loss_giou_1: 0.7019 loss_ce_2: 0.6017 loss_bbox_2: 0.3151 loss_giou_2: 0.6959 loss_ce_3: 0.6003 loss_bbox_3: 0.3129 loss_giou_3: 0.697 loss_ce_4: 0.5901 loss_bbox_4: 0.3113 loss_giou_4: 0.6926 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:43:14] detectron2.utils.events INFO: eta: 6:51:13 iter: 17359 total_loss: 1768 loss_ce: 0.5647 loss_bbox: 0.3058 loss_giou: 0.7035 loss_ce_0: 0.6196 loss_bbox_0: 0.3425 loss_giou_0: 0.7657 loss_ce_1: 0.5873 loss_bbox_1: 0.3102 loss_giou_1: 0.7157 loss_ce_2: 0.5685 loss_bbox_2: 0.3043 loss_giou_2: 0.7089 loss_ce_3: 0.566 loss_bbox_3: 0.3053 loss_giou_3: 0.706 loss_ce_4: 0.5575 loss_bbox_4: 0.306 loss_giou_4: 0.6984 time: 0.3321 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:43:21] detectron2.utils.events INFO: eta: 6:51:24 iter: 17379 total_loss: 1778 loss_ce: 0.563 loss_bbox: 0.3073 loss_giou: 0.6772 loss_ce_0: 0.6201 loss_bbox_0: 0.3363 loss_giou_0: 0.7452 loss_ce_1: 0.5882 loss_bbox_1: 0.307 loss_giou_1: 0.6988 loss_ce_2: 0.5628 loss_bbox_2: 0.309 loss_giou_2: 0.6902 loss_ce_3: 0.5619 loss_bbox_3: 0.3073 loss_giou_3: 0.6848 loss_ce_4: 0.565 loss_bbox_4: 0.3056 loss_giou_4: 0.6771 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:43:28] detectron2.utils.events INFO: eta: 6:51:44 iter: 17399 total_loss: 1781 loss_ce: 0.5815 loss_bbox: 0.3123 loss_giou: 0.6906 loss_ce_0: 0.6447 loss_bbox_0: 0.3368 loss_giou_0: 0.7553 loss_ce_1: 0.6109 loss_bbox_1: 0.318 loss_giou_1: 0.7041 loss_ce_2: 0.5892 loss_bbox_2: 0.3139 loss_giou_2: 0.6991 loss_ce_3: 0.5852 loss_bbox_3: 0.3121 loss_giou_3: 0.689 loss_ce_4: 0.5836 loss_bbox_4: 0.3121 loss_giou_4: 0.689 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:43:35] detectron2.utils.events INFO: eta: 6:51:37 iter: 17419 total_loss: 1776 loss_ce: 0.5667 loss_bbox: 0.286 loss_giou: 0.6723 loss_ce_0: 0.6236 loss_bbox_0: 0.3227 loss_giou_0: 0.7394 loss_ce_1: 0.5916 loss_bbox_1: 0.2944 loss_giou_1: 0.6898 loss_ce_2: 0.5695 loss_bbox_2: 0.2938 loss_giou_2: 0.6813 loss_ce_3: 0.5651 loss_bbox_3: 0.2858 loss_giou_3: 0.6756 loss_ce_4: 0.568 loss_bbox_4: 0.2872 loss_giou_4: 0.6816 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:43:41] detectron2.utils.events INFO: eta: 6:51:40 iter: 17439 total_loss: 1779 loss_ce: 0.5702 loss_bbox: 0.2961 loss_giou: 0.6611 loss_ce_0: 0.6258 loss_bbox_0: 0.333 loss_giou_0: 0.7204 loss_ce_1: 0.5999 loss_bbox_1: 0.3112 loss_giou_1: 0.6711 loss_ce_2: 0.5747 loss_bbox_2: 0.3049 loss_giou_2: 0.6632 loss_ce_3: 0.5682 loss_bbox_3: 0.3011 loss_giou_3: 0.6612 loss_ce_4: 0.5698 loss_bbox_4: 0.2991 loss_giou_4: 0.6582 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:43:48] detectron2.utils.events INFO: eta: 6:51:34 iter: 17459 total_loss: 1784 loss_ce: 0.5751 loss_bbox: 0.3122 loss_giou: 0.684 loss_ce_0: 0.6345 loss_bbox_0: 0.3415 loss_giou_0: 0.7445 loss_ce_1: 0.599 loss_bbox_1: 0.32 loss_giou_1: 0.7034 loss_ce_2: 0.5876 loss_bbox_2: 0.3129 loss_giou_2: 0.6873 loss_ce_3: 0.5736 loss_bbox_3: 0.3117 loss_giou_3: 0.6842 loss_ce_4: 0.5701 loss_bbox_4: 0.3154 loss_giou_4: 0.681 time: 0.3321 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:43:54] detectron2.utils.events INFO: eta: 6:51:28 iter: 17479 total_loss: 1776 loss_ce: 0.5853 loss_bbox: 0.3019 loss_giou: 0.7063 loss_ce_0: 0.6397 loss_bbox_0: 0.3368 loss_giou_0: 0.7732 loss_ce_1: 0.607 loss_bbox_1: 0.3113 loss_giou_1: 0.7222 loss_ce_2: 0.5897 loss_bbox_2: 0.3056 loss_giou_2: 0.7151 loss_ce_3: 0.5796 loss_bbox_3: 0.3011 loss_giou_3: 0.7116 loss_ce_4: 0.5802 loss_bbox_4: 0.3039 loss_giou_4: 0.7072 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:44:01] detectron2.utils.events INFO: eta: 6:51:28 iter: 17499 total_loss: 1782 loss_ce: 0.5615 loss_bbox: 0.3049 loss_giou: 0.6974 loss_ce_0: 0.6234 loss_bbox_0: 0.3335 loss_giou_0: 0.7643 loss_ce_1: 0.5975 loss_bbox_1: 0.3108 loss_giou_1: 0.7105 loss_ce_2: 0.5699 loss_bbox_2: 0.31 loss_giou_2: 0.7013 loss_ce_3: 0.5548 loss_bbox_3: 0.3097 loss_giou_3: 0.7 loss_ce_4: 0.559 loss_bbox_4: 0.3071 loss_giou_4: 0.6933 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:44:09] detectron2.utils.events INFO: eta: 6:51:16 iter: 17519 total_loss: 1784 loss_ce: 0.5578 loss_bbox: 0.2978 loss_giou: 0.7124 loss_ce_0: 0.6267 loss_bbox_0: 0.3285 loss_giou_0: 0.7749 loss_ce_1: 0.5896 loss_bbox_1: 0.3079 loss_giou_1: 0.7266 loss_ce_2: 0.5712 loss_bbox_2: 0.3026 loss_giou_2: 0.7189 loss_ce_3: 0.5647 loss_bbox_3: 0.3043 loss_giou_3: 0.7117 loss_ce_4: 0.5609 loss_bbox_4: 0.3015 loss_giou_4: 0.7103 time: 0.3322 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:44:15] detectron2.utils.events INFO: eta: 6:51:05 iter: 17539 total_loss: 1782 loss_ce: 0.5701 loss_bbox: 0.2997 loss_giou: 0.699 loss_ce_0: 0.6193 loss_bbox_0: 0.3254 loss_giou_0: 0.7437 loss_ce_1: 0.5956 loss_bbox_1: 0.3052 loss_giou_1: 0.7077 loss_ce_2: 0.5746 loss_bbox_2: 0.3008 loss_giou_2: 0.6999 loss_ce_3: 0.5629 loss_bbox_3: 0.3001 loss_giou_3: 0.6978 loss_ce_4: 0.5645 loss_bbox_4: 0.2933 loss_giou_4: 0.6981 time: 0.3322 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:44:22] detectron2.utils.events INFO: eta: 6:50:51 iter: 17559 total_loss: 1781 loss_ce: 0.5636 loss_bbox: 0.3021 loss_giou: 0.6758 loss_ce_0: 0.6182 loss_bbox_0: 0.3374 loss_giou_0: 0.7398 loss_ce_1: 0.5883 loss_bbox_1: 0.3103 loss_giou_1: 0.6967 loss_ce_2: 0.5702 loss_bbox_2: 0.3043 loss_giou_2: 0.6833 loss_ce_3: 0.5656 loss_bbox_3: 0.3021 loss_giou_3: 0.6826 loss_ce_4: 0.5599 loss_bbox_4: 0.3013 loss_giou_4: 0.6815 time: 0.3322 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:44:28] detectron2.utils.events INFO: eta: 6:50:54 iter: 17579 total_loss: 1780 loss_ce: 0.5553 loss_bbox: 0.3032 loss_giou: 0.6935 loss_ce_0: 0.6151 loss_bbox_0: 0.3306 loss_giou_0: 0.763 loss_ce_1: 0.5868 loss_bbox_1: 0.3089 loss_giou_1: 0.7086 loss_ce_2: 0.5662 loss_bbox_2: 0.3051 loss_giou_2: 0.6989 loss_ce_3: 0.5584 loss_bbox_3: 0.3013 loss_giou_3: 0.6993 loss_ce_4: 0.551 loss_bbox_4: 0.305 loss_giou_4: 0.695 time: 0.3322 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:44:35] detectron2.utils.events INFO: eta: 6:50:35 iter: 17599 total_loss: 1782 loss_ce: 0.5678 loss_bbox: 0.2999 loss_giou: 0.6951 loss_ce_0: 0.6309 loss_bbox_0: 0.3345 loss_giou_0: 0.7624 loss_ce_1: 0.6001 loss_bbox_1: 0.3108 loss_giou_1: 0.7061 loss_ce_2: 0.574 loss_bbox_2: 0.3029 loss_giou_2: 0.6965 loss_ce_3: 0.572 loss_bbox_3: 0.298 loss_giou_3: 0.6956 loss_ce_4: 0.568 loss_bbox_4: 0.296 loss_giou_4: 0.6947 time: 0.3322 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:44:41] detectron2.utils.events INFO: eta: 6:50:15 iter: 17619 total_loss: 1781 loss_ce: 0.5738 loss_bbox: 0.3063 loss_giou: 0.683 loss_ce_0: 0.6379 loss_bbox_0: 0.3402 loss_giou_0: 0.7393 loss_ce_1: 0.6085 loss_bbox_1: 0.3168 loss_giou_1: 0.6904 loss_ce_2: 0.5807 loss_bbox_2: 0.3087 loss_giou_2: 0.6805 loss_ce_3: 0.5782 loss_bbox_3: 0.3035 loss_giou_3: 0.6802 loss_ce_4: 0.576 loss_bbox_4: 0.3044 loss_giou_4: 0.6776 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:44:48] detectron2.utils.events INFO: eta: 6:49:59 iter: 17639 total_loss: 1778 loss_ce: 0.5644 loss_bbox: 0.2972 loss_giou: 0.6724 loss_ce_0: 0.6296 loss_bbox_0: 0.3276 loss_giou_0: 0.7403 loss_ce_1: 0.5976 loss_bbox_1: 0.3076 loss_giou_1: 0.6816 loss_ce_2: 0.5756 loss_bbox_2: 0.2979 loss_giou_2: 0.6727 loss_ce_3: 0.5662 loss_bbox_3: 0.2947 loss_giou_3: 0.6689 loss_ce_4: 0.5615 loss_bbox_4: 0.2995 loss_giou_4: 0.6726 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:44:54] detectron2.utils.events INFO: eta: 6:49:38 iter: 17659 total_loss: 1778 loss_ce: 0.5545 loss_bbox: 0.3003 loss_giou: 0.678 loss_ce_0: 0.6247 loss_bbox_0: 0.3263 loss_giou_0: 0.7374 loss_ce_1: 0.5952 loss_bbox_1: 0.3014 loss_giou_1: 0.6886 loss_ce_2: 0.5605 loss_bbox_2: 0.3005 loss_giou_2: 0.684 loss_ce_3: 0.5587 loss_bbox_3: 0.3018 loss_giou_3: 0.6828 loss_ce_4: 0.5504 loss_bbox_4: 0.2997 loss_giou_4: 0.6799 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:45:01] detectron2.utils.events INFO: eta: 6:49:27 iter: 17679 total_loss: 1777 loss_ce: 0.5597 loss_bbox: 0.2947 loss_giou: 0.678 loss_ce_0: 0.6202 loss_bbox_0: 0.3263 loss_giou_0: 0.7346 loss_ce_1: 0.5901 loss_bbox_1: 0.3036 loss_giou_1: 0.6871 loss_ce_2: 0.5629 loss_bbox_2: 0.3001 loss_giou_2: 0.6817 loss_ce_3: 0.5574 loss_bbox_3: 0.2989 loss_giou_3: 0.6786 loss_ce_4: 0.552 loss_bbox_4: 0.2963 loss_giou_4: 0.6759 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:45:07] detectron2.utils.events INFO: eta: 6:49:30 iter: 17699 total_loss: 1780 loss_ce: 0.554 loss_bbox: 0.2997 loss_giou: 0.6914 loss_ce_0: 0.6194 loss_bbox_0: 0.3295 loss_giou_0: 0.7556 loss_ce_1: 0.5898 loss_bbox_1: 0.3029 loss_giou_1: 0.7087 loss_ce_2: 0.5614 loss_bbox_2: 0.3036 loss_giou_2: 0.7037 loss_ce_3: 0.561 loss_bbox_3: 0.3016 loss_giou_3: 0.6952 loss_ce_4: 0.5563 loss_bbox_4: 0.2994 loss_giou_4: 0.6965 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:45:14] detectron2.utils.events INFO: eta: 6:49:34 iter: 17719 total_loss: 1780 loss_ce: 0.5487 loss_bbox: 0.3009 loss_giou: 0.6948 loss_ce_0: 0.6201 loss_bbox_0: 0.333 loss_giou_0: 0.753 loss_ce_1: 0.5931 loss_bbox_1: 0.3111 loss_giou_1: 0.7087 loss_ce_2: 0.5561 loss_bbox_2: 0.3014 loss_giou_2: 0.7029 loss_ce_3: 0.5578 loss_bbox_3: 0.299 loss_giou_3: 0.6983 loss_ce_4: 0.5587 loss_bbox_4: 0.3005 loss_giou_4: 0.6957 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:45:21] detectron2.utils.events INFO: eta: 6:49:23 iter: 17739 total_loss: 1780 loss_ce: 0.5799 loss_bbox: 0.3144 loss_giou: 0.6728 loss_ce_0: 0.6401 loss_bbox_0: 0.3508 loss_giou_0: 0.7338 loss_ce_1: 0.6062 loss_bbox_1: 0.3227 loss_giou_1: 0.6934 loss_ce_2: 0.5869 loss_bbox_2: 0.3181 loss_giou_2: 0.6823 loss_ce_3: 0.5783 loss_bbox_3: 0.3143 loss_giou_3: 0.6774 loss_ce_4: 0.5787 loss_bbox_4: 0.3141 loss_giou_4: 0.6787 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:45:27] detectron2.utils.events INFO: eta: 6:49:15 iter: 17759 total_loss: 1781 loss_ce: 0.5682 loss_bbox: 0.3074 loss_giou: 0.684 loss_ce_0: 0.6284 loss_bbox_0: 0.3442 loss_giou_0: 0.7598 loss_ce_1: 0.5957 loss_bbox_1: 0.315 loss_giou_1: 0.7041 loss_ce_2: 0.5704 loss_bbox_2: 0.3108 loss_giou_2: 0.6945 loss_ce_3: 0.5677 loss_bbox_3: 0.3124 loss_giou_3: 0.6947 loss_ce_4: 0.566 loss_bbox_4: 0.3132 loss_giou_4: 0.687 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:45:34] detectron2.utils.events INFO: eta: 6:49:09 iter: 17779 total_loss: 1779 loss_ce: 0.5687 loss_bbox: 0.3133 loss_giou: 0.6953 loss_ce_0: 0.6257 loss_bbox_0: 0.3443 loss_giou_0: 0.7613 loss_ce_1: 0.5911 loss_bbox_1: 0.3216 loss_giou_1: 0.7067 loss_ce_2: 0.5665 loss_bbox_2: 0.3148 loss_giou_2: 0.7019 loss_ce_3: 0.5655 loss_bbox_3: 0.3121 loss_giou_3: 0.6981 loss_ce_4: 0.5683 loss_bbox_4: 0.3123 loss_giou_4: 0.6928 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:45:40] detectron2.utils.events INFO: eta: 6:49:00 iter: 17799 total_loss: 1779 loss_ce: 0.5697 loss_bbox: 0.2987 loss_giou: 0.7107 loss_ce_0: 0.6233 loss_bbox_0: 0.3316 loss_giou_0: 0.7795 loss_ce_1: 0.5966 loss_bbox_1: 0.3055 loss_giou_1: 0.7304 loss_ce_2: 0.5808 loss_bbox_2: 0.3086 loss_giou_2: 0.7177 loss_ce_3: 0.5737 loss_bbox_3: 0.3043 loss_giou_3: 0.7121 loss_ce_4: 0.5716 loss_bbox_4: 0.3 loss_giou_4: 0.7086 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:45:47] detectron2.utils.events INFO: eta: 6:48:40 iter: 17819 total_loss: 1781 loss_ce: 0.5586 loss_bbox: 0.2939 loss_giou: 0.691 loss_ce_0: 0.6259 loss_bbox_0: 0.3292 loss_giou_0: 0.7552 loss_ce_1: 0.5923 loss_bbox_1: 0.3033 loss_giou_1: 0.6987 loss_ce_2: 0.5701 loss_bbox_2: 0.2987 loss_giou_2: 0.6898 loss_ce_3: 0.5629 loss_bbox_3: 0.2968 loss_giou_3: 0.6874 loss_ce_4: 0.5589 loss_bbox_4: 0.2941 loss_giou_4: 0.6877 time: 0.3321 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:45:53] detectron2.utils.events INFO: eta: 6:48:22 iter: 17839 total_loss: 1781 loss_ce: 0.5812 loss_bbox: 0.3011 loss_giou: 0.6891 loss_ce_0: 0.6508 loss_bbox_0: 0.3345 loss_giou_0: 0.7543 loss_ce_1: 0.6112 loss_bbox_1: 0.3104 loss_giou_1: 0.7026 loss_ce_2: 0.5949 loss_bbox_2: 0.3054 loss_giou_2: 0.69 loss_ce_3: 0.5908 loss_bbox_3: 0.3036 loss_giou_3: 0.6922 loss_ce_4: 0.5839 loss_bbox_4: 0.3032 loss_giou_4: 0.6897 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:46:00] detectron2.utils.events INFO: eta: 6:48:27 iter: 17859 total_loss: 1779 loss_ce: 0.5705 loss_bbox: 0.3104 loss_giou: 0.679 loss_ce_0: 0.6302 loss_bbox_0: 0.3349 loss_giou_0: 0.7446 loss_ce_1: 0.6039 loss_bbox_1: 0.3174 loss_giou_1: 0.6954 loss_ce_2: 0.5789 loss_bbox_2: 0.3097 loss_giou_2: 0.6848 loss_ce_3: 0.5728 loss_bbox_3: 0.3128 loss_giou_3: 0.6838 loss_ce_4: 0.5736 loss_bbox_4: 0.3089 loss_giou_4: 0.677 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:46:06] detectron2.utils.events INFO: eta: 6:48:26 iter: 17879 total_loss: 1777 loss_ce: 0.5588 loss_bbox: 0.3077 loss_giou: 0.6941 loss_ce_0: 0.6163 loss_bbox_0: 0.3431 loss_giou_0: 0.7551 loss_ce_1: 0.5885 loss_bbox_1: 0.3102 loss_giou_1: 0.709 loss_ce_2: 0.5688 loss_bbox_2: 0.3103 loss_giou_2: 0.703 loss_ce_3: 0.5651 loss_bbox_3: 0.3046 loss_giou_3: 0.6966 loss_ce_4: 0.5609 loss_bbox_4: 0.3057 loss_giou_4: 0.6974 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:46:13] detectron2.utils.events INFO: eta: 6:48:13 iter: 17899 total_loss: 1780 loss_ce: 0.5516 loss_bbox: 0.2973 loss_giou: 0.702 loss_ce_0: 0.6167 loss_bbox_0: 0.3279 loss_giou_0: 0.765 loss_ce_1: 0.5853 loss_bbox_1: 0.3021 loss_giou_1: 0.7171 loss_ce_2: 0.5564 loss_bbox_2: 0.295 loss_giou_2: 0.705 loss_ce_3: 0.5476 loss_bbox_3: 0.293 loss_giou_3: 0.705 loss_ce_4: 0.5483 loss_bbox_4: 0.2942 loss_giou_4: 0.7061 time: 0.3321 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:46:19] detectron2.utils.events INFO: eta: 6:48:07 iter: 17919 total_loss: 1775 loss_ce: 0.5683 loss_bbox: 0.2993 loss_giou: 0.7117 loss_ce_0: 0.6333 loss_bbox_0: 0.3315 loss_giou_0: 0.7783 loss_ce_1: 0.6022 loss_bbox_1: 0.3022 loss_giou_1: 0.7188 loss_ce_2: 0.5807 loss_bbox_2: 0.2966 loss_giou_2: 0.7201 loss_ce_3: 0.5723 loss_bbox_3: 0.2975 loss_giou_3: 0.7117 loss_ce_4: 0.5676 loss_bbox_4: 0.2972 loss_giou_4: 0.7086 time: 0.3321 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:46:26] detectron2.utils.events INFO: eta: 6:48:07 iter: 17939 total_loss: 1780 loss_ce: 0.5667 loss_bbox: 0.3008 loss_giou: 0.6763 loss_ce_0: 0.6309 loss_bbox_0: 0.3363 loss_giou_0: 0.7527 loss_ce_1: 0.5954 loss_bbox_1: 0.306 loss_giou_1: 0.6962 loss_ce_2: 0.5712 loss_bbox_2: 0.3051 loss_giou_2: 0.6831 loss_ce_3: 0.5683 loss_bbox_3: 0.3041 loss_giou_3: 0.6794 loss_ce_4: 0.5638 loss_bbox_4: 0.3003 loss_giou_4: 0.6798 time: 0.3321 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:46:33] detectron2.utils.events INFO: eta: 6:48:00 iter: 17959 total_loss: 1776 loss_ce: 0.5596 loss_bbox: 0.3003 loss_giou: 0.6844 loss_ce_0: 0.619 loss_bbox_0: 0.3271 loss_giou_0: 0.7472 loss_ce_1: 0.5946 loss_bbox_1: 0.3053 loss_giou_1: 0.7099 loss_ce_2: 0.5674 loss_bbox_2: 0.2984 loss_giou_2: 0.6977 loss_ce_3: 0.5614 loss_bbox_3: 0.2981 loss_giou_3: 0.6927 loss_ce_4: 0.561 loss_bbox_4: 0.3007 loss_giou_4: 0.6896 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:46:39] detectron2.utils.events INFO: eta: 6:47:56 iter: 17979 total_loss: 1779 loss_ce: 0.5579 loss_bbox: 0.2976 loss_giou: 0.7022 loss_ce_0: 0.6157 loss_bbox_0: 0.3349 loss_giou_0: 0.7623 loss_ce_1: 0.5897 loss_bbox_1: 0.3045 loss_giou_1: 0.7127 loss_ce_2: 0.5642 loss_bbox_2: 0.303 loss_giou_2: 0.7001 loss_ce_3: 0.5605 loss_bbox_3: 0.3004 loss_giou_3: 0.7003 loss_ce_4: 0.5547 loss_bbox_4: 0.299 loss_giou_4: 0.7007 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:46:46] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 17999...
[02/06 21:46:46] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 21:46:46] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 21:46:46] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:46:47] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 21:46:47] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 21:46:47] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 21:46:48] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:46:48] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 21:47:08] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1513 s / img. ETA=0:02:04
[02/06 21:47:13] detectron2.evaluation.evaluator INFO: Inference done 61/157. 0.0609 s / img. ETA=0:00:17
[02/06 21:47:17] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.772312 (0.097186 s / img per device, on 32 devices)
[02/06 21:47:17] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.050799 s / img per device, on 32 devices)
[02/06 21:47:29] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 21:47:29] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/17999/coco_2017_val/coco_instances_results.json
[02/06 21:47:34] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 21:47:38] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 21:47:53] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 15.29 seconds.
[02/06 21:47:54] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 21:47:56] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.11 seconds.
[02/06 21:47:56] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 26.976 | 45.513 | 27.877 | 12.690 | 31.334 | 37.324 |
[02/06 21:47:56] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 39.512 | bicycle | 18.862 | car | 26.217 |
| motorcycle | 27.046 | airplane | 45.224 | bus | 50.957 |
| train | 48.460 | truck | 18.092 | boat | 14.281 |
| traffic light | 10.984 | fire hydrant | 49.777 | stop sign | 50.476 |
| parking meter | 37.481 | bench | 11.852 | bird | 24.651 |
| cat | 58.741 | dog | 51.449 | horse | 43.394 |
| sheep | 36.408 | cow | 38.137 | elephant | 54.322 |
| bear | 62.462 | zebra | 59.031 | giraffe | 57.166 |
| backpack | 5.705 | umbrella | 22.738 | handbag | 4.915 |
| tie | 15.109 | suitcase | 21.918 | frisbee | 41.523 |
| skis | 9.378 | snowboard | 12.939 | sports ball | 18.419 |
| kite | 22.348 | baseball bat | 14.239 | baseball glove | 20.636 |
| skateboard | 31.020 | surfboard | 18.583 | tennis racket | 31.448 |
| bottle | 20.973 | wine glass | 22.077 | cup | 26.939 |
| fork | 16.819 | knife | 4.385 | spoon | 4.646 |
| bowl | 20.287 | banana | 16.494 | apple | 9.357 |
| sandwich | 23.842 | orange | 20.991 | broccoli | 16.493 |
| carrot | 12.714 | hot dog | 21.360 | pizza | 39.783 |
| donut | 30.390 | cake | 24.730 | chair | 14.934 |
| couch | 29.720 | potted plant | 16.421 | bed | 24.160 |
| dining table | 17.324 | toilet | 47.408 | tv | 40.296 |
| laptop | 40.874 | mouse | 38.785 | remote | 13.027 |
| keyboard | 36.796 | cell phone | 18.085 | microwave | 36.729 |
| oven | 22.273 | toaster | 27.107 | sink | 21.403 |
| refrigerator | 38.092 | book | 5.936 | clock | 35.453 |
| vase | 21.685 | scissors | 10.757 | teddy bear | 30.477 |
| hair drier | 2.168 | toothbrush | 9.982 | | |
[02/06 21:47:57] detectron2.utils.events INFO: eta: 6:47:47 iter: 17999 total_loss: 1780 loss_ce: 0.591 loss_bbox: 0.308 loss_giou: 0.681 loss_ce_0: 0.6457 loss_bbox_0: 0.3464 loss_giou_0: 0.7404 loss_ce_1: 0.6102 loss_bbox_1: 0.3134 loss_giou_1: 0.6889 loss_ce_2: 0.5895 loss_bbox_2: 0.3103 loss_giou_2: 0.6893 loss_ce_3: 0.5852 loss_bbox_3: 0.3103 loss_giou_3: 0.6798 loss_ce_4: 0.5851 loss_bbox_4: 0.3105 loss_giou_4: 0.677 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:48:03] detectron2.utils.events INFO: eta: 6:47:40 iter: 18019 total_loss: 1780 loss_ce: 0.567 loss_bbox: 0.3084 loss_giou: 0.6883 loss_ce_0: 0.6366 loss_bbox_0: 0.3425 loss_giou_0: 0.7507 loss_ce_1: 0.5901 loss_bbox_1: 0.314 loss_giou_1: 0.7068 loss_ce_2: 0.5724 loss_bbox_2: 0.3096 loss_giou_2: 0.6908 loss_ce_3: 0.5714 loss_bbox_3: 0.31 loss_giou_3: 0.6944 loss_ce_4: 0.5675 loss_bbox_4: 0.3086 loss_giou_4: 0.6909 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:48:10] detectron2.utils.events INFO: eta: 6:47:17 iter: 18039 total_loss: 1783 loss_ce: 0.5913 loss_bbox: 0.3159 loss_giou: 0.6567 loss_ce_0: 0.6522 loss_bbox_0: 0.3492 loss_giou_0: 0.7217 loss_ce_1: 0.6229 loss_bbox_1: 0.3211 loss_giou_1: 0.67 loss_ce_2: 0.5969 loss_bbox_2: 0.3141 loss_giou_2: 0.6654 loss_ce_3: 0.5867 loss_bbox_3: 0.3205 loss_giou_3: 0.6626 loss_ce_4: 0.5851 loss_bbox_4: 0.3181 loss_giou_4: 0.6584 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:48:16] detectron2.utils.events INFO: eta: 6:46:41 iter: 18059 total_loss: 1776 loss_ce: 0.5485 loss_bbox: 0.3141 loss_giou: 0.698 loss_ce_0: 0.6097 loss_bbox_0: 0.3503 loss_giou_0: 0.7654 loss_ce_1: 0.5757 loss_bbox_1: 0.319 loss_giou_1: 0.7135 loss_ce_2: 0.5569 loss_bbox_2: 0.3174 loss_giou_2: 0.7064 loss_ce_3: 0.5505 loss_bbox_3: 0.3141 loss_giou_3: 0.7074 loss_ce_4: 0.5488 loss_bbox_4: 0.3138 loss_giou_4: 0.7029 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:48:23] detectron2.utils.events INFO: eta: 6:46:35 iter: 18079 total_loss: 1782 loss_ce: 0.5757 loss_bbox: 0.3049 loss_giou: 0.6754 loss_ce_0: 0.629 loss_bbox_0: 0.3338 loss_giou_0: 0.7454 loss_ce_1: 0.6 loss_bbox_1: 0.3111 loss_giou_1: 0.6877 loss_ce_2: 0.5852 loss_bbox_2: 0.3054 loss_giou_2: 0.6759 loss_ce_3: 0.5739 loss_bbox_3: 0.3088 loss_giou_3: 0.6792 loss_ce_4: 0.5722 loss_bbox_4: 0.3069 loss_giou_4: 0.6724 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:48:30] detectron2.utils.events INFO: eta: 6:46:27 iter: 18099 total_loss: 1782 loss_ce: 0.571 loss_bbox: 0.2994 loss_giou: 0.666 loss_ce_0: 0.6262 loss_bbox_0: 0.3282 loss_giou_0: 0.7169 loss_ce_1: 0.6 loss_bbox_1: 0.3075 loss_giou_1: 0.6753 loss_ce_2: 0.5784 loss_bbox_2: 0.2973 loss_giou_2: 0.6613 loss_ce_3: 0.5738 loss_bbox_3: 0.2964 loss_giou_3: 0.6605 loss_ce_4: 0.5722 loss_bbox_4: 0.2967 loss_giou_4: 0.6614 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:48:36] detectron2.utils.events INFO: eta: 6:46:33 iter: 18119 total_loss: 1782 loss_ce: 0.5759 loss_bbox: 0.296 loss_giou: 0.6782 loss_ce_0: 0.6336 loss_bbox_0: 0.3293 loss_giou_0: 0.7415 loss_ce_1: 0.5992 loss_bbox_1: 0.305 loss_giou_1: 0.6988 loss_ce_2: 0.5852 loss_bbox_2: 0.2954 loss_giou_2: 0.6842 loss_ce_3: 0.5819 loss_bbox_3: 0.2956 loss_giou_3: 0.6806 loss_ce_4: 0.5785 loss_bbox_4: 0.2935 loss_giou_4: 0.6784 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:48:43] detectron2.utils.events INFO: eta: 6:46:34 iter: 18139 total_loss: 1783 loss_ce: 0.5641 loss_bbox: 0.3067 loss_giou: 0.6784 loss_ce_0: 0.6378 loss_bbox_0: 0.3421 loss_giou_0: 0.7381 loss_ce_1: 0.5958 loss_bbox_1: 0.3094 loss_giou_1: 0.6914 loss_ce_2: 0.5735 loss_bbox_2: 0.3048 loss_giou_2: 0.6866 loss_ce_3: 0.5711 loss_bbox_3: 0.303 loss_giou_3: 0.6825 loss_ce_4: 0.5649 loss_bbox_4: 0.3083 loss_giou_4: 0.6809 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:48:49] detectron2.utils.events INFO: eta: 6:46:26 iter: 18159 total_loss: 1783 loss_ce: 0.5627 loss_bbox: 0.2992 loss_giou: 0.7116 loss_ce_0: 0.6246 loss_bbox_0: 0.3193 loss_giou_0: 0.7753 loss_ce_1: 0.5877 loss_bbox_1: 0.307 loss_giou_1: 0.7175 loss_ce_2: 0.5695 loss_bbox_2: 0.3012 loss_giou_2: 0.7047 loss_ce_3: 0.5653 loss_bbox_3: 0.2989 loss_giou_3: 0.7128 loss_ce_4: 0.5596 loss_bbox_4: 0.2999 loss_giou_4: 0.7115 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:48:56] detectron2.utils.events INFO: eta: 6:46:23 iter: 18179 total_loss: 1782 loss_ce: 0.5608 loss_bbox: 0.2984 loss_giou: 0.6836 loss_ce_0: 0.6199 loss_bbox_0: 0.325 loss_giou_0: 0.7411 loss_ce_1: 0.5869 loss_bbox_1: 0.303 loss_giou_1: 0.6999 loss_ce_2: 0.5664 loss_bbox_2: 0.299 loss_giou_2: 0.6881 loss_ce_3: 0.5551 loss_bbox_3: 0.2966 loss_giou_3: 0.6882 loss_ce_4: 0.5624 loss_bbox_4: 0.2969 loss_giou_4: 0.682 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:49:03] detectron2.utils.events INFO: eta: 6:46:23 iter: 18199 total_loss: 1770 loss_ce: 0.5668 loss_bbox: 0.3009 loss_giou: 0.6822 loss_ce_0: 0.636 loss_bbox_0: 0.3375 loss_giou_0: 0.7554 loss_ce_1: 0.5978 loss_bbox_1: 0.3123 loss_giou_1: 0.7004 loss_ce_2: 0.5833 loss_bbox_2: 0.3094 loss_giou_2: 0.6873 loss_ce_3: 0.5736 loss_bbox_3: 0.3038 loss_giou_3: 0.6799 loss_ce_4: 0.5739 loss_bbox_4: 0.298 loss_giou_4: 0.6802 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:49:09] detectron2.utils.events INFO: eta: 6:46:04 iter: 18219 total_loss: 1783 loss_ce: 0.5774 loss_bbox: 0.2924 loss_giou: 0.6731 loss_ce_0: 0.6364 loss_bbox_0: 0.3264 loss_giou_0: 0.7301 loss_ce_1: 0.6064 loss_bbox_1: 0.2994 loss_giou_1: 0.6796 loss_ce_2: 0.5837 loss_bbox_2: 0.2951 loss_giou_2: 0.6755 loss_ce_3: 0.5777 loss_bbox_3: 0.2933 loss_giou_3: 0.68 loss_ce_4: 0.5787 loss_bbox_4: 0.2923 loss_giou_4: 0.6725 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:49:16] detectron2.utils.events INFO: eta: 6:45:29 iter: 18239 total_loss: 1782 loss_ce: 0.5749 loss_bbox: 0.3052 loss_giou: 0.6871 loss_ce_0: 0.64 loss_bbox_0: 0.3334 loss_giou_0: 0.7484 loss_ce_1: 0.5981 loss_bbox_1: 0.3095 loss_giou_1: 0.6977 loss_ce_2: 0.5821 loss_bbox_2: 0.3064 loss_giou_2: 0.6963 loss_ce_3: 0.5759 loss_bbox_3: 0.3043 loss_giou_3: 0.6948 loss_ce_4: 0.5743 loss_bbox_4: 0.3083 loss_giou_4: 0.6898 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:49:22] detectron2.utils.events INFO: eta: 6:45:15 iter: 18259 total_loss: 1778 loss_ce: 0.5703 loss_bbox: 0.2992 loss_giou: 0.6815 loss_ce_0: 0.6275 loss_bbox_0: 0.3291 loss_giou_0: 0.7463 loss_ce_1: 0.5912 loss_bbox_1: 0.3025 loss_giou_1: 0.6974 loss_ce_2: 0.5748 loss_bbox_2: 0.3035 loss_giou_2: 0.6916 loss_ce_3: 0.5725 loss_bbox_3: 0.2985 loss_giou_3: 0.6891 loss_ce_4: 0.5669 loss_bbox_4: 0.2969 loss_giou_4: 0.6849 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:49:29] detectron2.utils.events INFO: eta: 6:44:47 iter: 18279 total_loss: 1777 loss_ce: 0.5589 loss_bbox: 0.3037 loss_giou: 0.6754 loss_ce_0: 0.6219 loss_bbox_0: 0.3327 loss_giou_0: 0.7498 loss_ce_1: 0.5857 loss_bbox_1: 0.3074 loss_giou_1: 0.6905 loss_ce_2: 0.5616 loss_bbox_2: 0.3049 loss_giou_2: 0.6799 loss_ce_3: 0.5563 loss_bbox_3: 0.3 loss_giou_3: 0.6788 loss_ce_4: 0.5531 loss_bbox_4: 0.3033 loss_giou_4: 0.6742 time: 0.3320 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 21:49:36] detectron2.utils.events INFO: eta: 6:44:21 iter: 18299 total_loss: 1780 loss_ce: 0.5693 loss_bbox: 0.3005 loss_giou: 0.6525 loss_ce_0: 0.6234 loss_bbox_0: 0.3383 loss_giou_0: 0.7238 loss_ce_1: 0.5883 loss_bbox_1: 0.3145 loss_giou_1: 0.6667 loss_ce_2: 0.5749 loss_bbox_2: 0.3071 loss_giou_2: 0.6548 loss_ce_3: 0.5708 loss_bbox_3: 0.3035 loss_giou_3: 0.6513 loss_ce_4: 0.5685 loss_bbox_4: 0.3012 loss_giou_4: 0.6498 time: 0.3320 data_time: 0.0085 lr: 0.0002 max_mem: 3710M
[02/06 21:49:42] detectron2.utils.events INFO: eta: 6:43:46 iter: 18319 total_loss: 1780 loss_ce: 0.5649 loss_bbox: 0.2951 loss_giou: 0.6865 loss_ce_0: 0.6299 loss_bbox_0: 0.3234 loss_giou_0: 0.7572 loss_ce_1: 0.5894 loss_bbox_1: 0.2998 loss_giou_1: 0.7065 loss_ce_2: 0.5658 loss_bbox_2: 0.2958 loss_giou_2: 0.6958 loss_ce_3: 0.5608 loss_bbox_3: 0.2932 loss_giou_3: 0.6874 loss_ce_4: 0.5599 loss_bbox_4: 0.2924 loss_giou_4: 0.6853 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:49:49] detectron2.utils.events INFO: eta: 6:42:58 iter: 18339 total_loss: 1778 loss_ce: 0.5577 loss_bbox: 0.2858 loss_giou: 0.6848 loss_ce_0: 0.6297 loss_bbox_0: 0.3176 loss_giou_0: 0.7469 loss_ce_1: 0.5941 loss_bbox_1: 0.2941 loss_giou_1: 0.6964 loss_ce_2: 0.5629 loss_bbox_2: 0.2873 loss_giou_2: 0.6885 loss_ce_3: 0.5604 loss_bbox_3: 0.2885 loss_giou_3: 0.6851 loss_ce_4: 0.5572 loss_bbox_4: 0.2826 loss_giou_4: 0.6845 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:49:55] detectron2.utils.events INFO: eta: 6:42:49 iter: 18359 total_loss: 1780 loss_ce: 0.565 loss_bbox: 0.2949 loss_giou: 0.6957 loss_ce_0: 0.626 loss_bbox_0: 0.3218 loss_giou_0: 0.7665 loss_ce_1: 0.5936 loss_bbox_1: 0.2976 loss_giou_1: 0.7121 loss_ce_2: 0.5741 loss_bbox_2: 0.2949 loss_giou_2: 0.7058 loss_ce_3: 0.573 loss_bbox_3: 0.2945 loss_giou_3: 0.7013 loss_ce_4: 0.5682 loss_bbox_4: 0.2968 loss_giou_4: 0.6948 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:50:02] detectron2.utils.events INFO: eta: 6:42:39 iter: 18379 total_loss: 1779 loss_ce: 0.5603 loss_bbox: 0.2954 loss_giou: 0.668 loss_ce_0: 0.6282 loss_bbox_0: 0.3276 loss_giou_0: 0.7336 loss_ce_1: 0.5896 loss_bbox_1: 0.3044 loss_giou_1: 0.678 loss_ce_2: 0.5622 loss_bbox_2: 0.303 loss_giou_2: 0.6732 loss_ce_3: 0.5587 loss_bbox_3: 0.2993 loss_giou_3: 0.6718 loss_ce_4: 0.5577 loss_bbox_4: 0.297 loss_giou_4: 0.6663 time: 0.3320 data_time: 0.0085 lr: 0.0002 max_mem: 3710M
[02/06 21:50:08] detectron2.utils.events INFO: eta: 6:42:05 iter: 18399 total_loss: 1776 loss_ce: 0.5656 loss_bbox: 0.288 loss_giou: 0.7145 loss_ce_0: 0.626 loss_bbox_0: 0.322 loss_giou_0: 0.778 loss_ce_1: 0.5935 loss_bbox_1: 0.2984 loss_giou_1: 0.7284 loss_ce_2: 0.5726 loss_bbox_2: 0.2968 loss_giou_2: 0.7241 loss_ce_3: 0.5701 loss_bbox_3: 0.2901 loss_giou_3: 0.7206 loss_ce_4: 0.5659 loss_bbox_4: 0.2915 loss_giou_4: 0.7166 time: 0.3320 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 21:50:15] detectron2.utils.events INFO: eta: 6:41:48 iter: 18419 total_loss: 1780 loss_ce: 0.5511 loss_bbox: 0.2944 loss_giou: 0.6901 loss_ce_0: 0.6251 loss_bbox_0: 0.3178 loss_giou_0: 0.759 loss_ce_1: 0.583 loss_bbox_1: 0.2965 loss_giou_1: 0.7082 loss_ce_2: 0.5686 loss_bbox_2: 0.291 loss_giou_2: 0.702 loss_ce_3: 0.5585 loss_bbox_3: 0.2911 loss_giou_3: 0.6929 loss_ce_4: 0.5548 loss_bbox_4: 0.2927 loss_giou_4: 0.6887 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:50:21] detectron2.utils.events INFO: eta: 6:41:24 iter: 18439 total_loss: 1779 loss_ce: 0.5712 loss_bbox: 0.3092 loss_giou: 0.6874 loss_ce_0: 0.6267 loss_bbox_0: 0.3414 loss_giou_0: 0.7463 loss_ce_1: 0.5999 loss_bbox_1: 0.3138 loss_giou_1: 0.7037 loss_ce_2: 0.5713 loss_bbox_2: 0.3064 loss_giou_2: 0.689 loss_ce_3: 0.5709 loss_bbox_3: 0.3068 loss_giou_3: 0.686 loss_ce_4: 0.5687 loss_bbox_4: 0.3086 loss_giou_4: 0.6851 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:50:28] detectron2.utils.events INFO: eta: 6:41:35 iter: 18459 total_loss: 1781 loss_ce: 0.5558 loss_bbox: 0.2926 loss_giou: 0.6563 loss_ce_0: 0.6171 loss_bbox_0: 0.3233 loss_giou_0: 0.7223 loss_ce_1: 0.5822 loss_bbox_1: 0.301 loss_giou_1: 0.6777 loss_ce_2: 0.5674 loss_bbox_2: 0.2943 loss_giou_2: 0.6681 loss_ce_3: 0.5572 loss_bbox_3: 0.298 loss_giou_3: 0.662 loss_ce_4: 0.5562 loss_bbox_4: 0.2938 loss_giou_4: 0.661 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:50:36] detectron2.utils.events INFO: eta: 6:41:39 iter: 18479 total_loss: 1778 loss_ce: 0.5597 loss_bbox: 0.3038 loss_giou: 0.6653 loss_ce_0: 0.6235 loss_bbox_0: 0.3383 loss_giou_0: 0.7284 loss_ce_1: 0.591 loss_bbox_1: 0.3109 loss_giou_1: 0.6821 loss_ce_2: 0.5684 loss_bbox_2: 0.3091 loss_giou_2: 0.6747 loss_ce_3: 0.5656 loss_bbox_3: 0.3051 loss_giou_3: 0.6723 loss_ce_4: 0.5617 loss_bbox_4: 0.3061 loss_giou_4: 0.6695 time: 0.3320 data_time: 0.0498 lr: 0.0002 max_mem: 3710M
[02/06 21:50:42] detectron2.utils.events INFO: eta: 6:41:25 iter: 18499 total_loss: 1775 loss_ce: 0.5637 loss_bbox: 0.2923 loss_giou: 0.7 loss_ce_0: 0.6203 loss_bbox_0: 0.3337 loss_giou_0: 0.7796 loss_ce_1: 0.5907 loss_bbox_1: 0.3054 loss_giou_1: 0.7137 loss_ce_2: 0.5731 loss_bbox_2: 0.2949 loss_giou_2: 0.7012 loss_ce_3: 0.5652 loss_bbox_3: 0.2924 loss_giou_3: 0.6978 loss_ce_4: 0.5642 loss_bbox_4: 0.2929 loss_giou_4: 0.6997 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:50:49] detectron2.utils.events INFO: eta: 6:41:21 iter: 18519 total_loss: 1780 loss_ce: 0.5471 loss_bbox: 0.3002 loss_giou: 0.6794 loss_ce_0: 0.6124 loss_bbox_0: 0.3297 loss_giou_0: 0.7489 loss_ce_1: 0.5724 loss_bbox_1: 0.3071 loss_giou_1: 0.694 loss_ce_2: 0.5478 loss_bbox_2: 0.3057 loss_giou_2: 0.684 loss_ce_3: 0.5405 loss_bbox_3: 0.3034 loss_giou_3: 0.6807 loss_ce_4: 0.5396 loss_bbox_4: 0.2997 loss_giou_4: 0.68 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:50:56] detectron2.utils.events INFO: eta: 6:41:12 iter: 18539 total_loss: 1777 loss_ce: 0.5501 loss_bbox: 0.3001 loss_giou: 0.6944 loss_ce_0: 0.6159 loss_bbox_0: 0.3266 loss_giou_0: 0.7526 loss_ce_1: 0.5869 loss_bbox_1: 0.3042 loss_giou_1: 0.6973 loss_ce_2: 0.5603 loss_bbox_2: 0.2976 loss_giou_2: 0.6945 loss_ce_3: 0.5517 loss_bbox_3: 0.3006 loss_giou_3: 0.6968 loss_ce_4: 0.5485 loss_bbox_4: 0.2996 loss_giou_4: 0.6964 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:51:02] detectron2.utils.events INFO: eta: 6:41:13 iter: 18559 total_loss: 1781 loss_ce: 0.552 loss_bbox: 0.3001 loss_giou: 0.6816 loss_ce_0: 0.6152 loss_bbox_0: 0.3226 loss_giou_0: 0.7351 loss_ce_1: 0.5809 loss_bbox_1: 0.3077 loss_giou_1: 0.6953 loss_ce_2: 0.5658 loss_bbox_2: 0.2985 loss_giou_2: 0.6864 loss_ce_3: 0.5563 loss_bbox_3: 0.3011 loss_giou_3: 0.682 loss_ce_4: 0.552 loss_bbox_4: 0.2983 loss_giou_4: 0.6841 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:51:09] detectron2.utils.events INFO: eta: 6:41:15 iter: 18579 total_loss: 1781 loss_ce: 0.5611 loss_bbox: 0.298 loss_giou: 0.7087 loss_ce_0: 0.6329 loss_bbox_0: 0.3316 loss_giou_0: 0.7654 loss_ce_1: 0.5896 loss_bbox_1: 0.3027 loss_giou_1: 0.7191 loss_ce_2: 0.5696 loss_bbox_2: 0.3031 loss_giou_2: 0.715 loss_ce_3: 0.5561 loss_bbox_3: 0.3016 loss_giou_3: 0.7097 loss_ce_4: 0.5561 loss_bbox_4: 0.2984 loss_giou_4: 0.7062 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:51:16] detectron2.utils.events INFO: eta: 6:41:27 iter: 18599 total_loss: 1775 loss_ce: 0.5556 loss_bbox: 0.2935 loss_giou: 0.7117 loss_ce_0: 0.624 loss_bbox_0: 0.3234 loss_giou_0: 0.7712 loss_ce_1: 0.5827 loss_bbox_1: 0.3014 loss_giou_1: 0.7253 loss_ce_2: 0.5604 loss_bbox_2: 0.298 loss_giou_2: 0.717 loss_ce_3: 0.5548 loss_bbox_3: 0.2963 loss_giou_3: 0.708 loss_ce_4: 0.5522 loss_bbox_4: 0.2904 loss_giou_4: 0.7145 time: 0.3320 data_time: 0.0290 lr: 0.0002 max_mem: 3710M
[02/06 21:51:22] detectron2.utils.events INFO: eta: 6:41:23 iter: 18619 total_loss: 1779 loss_ce: 0.5509 loss_bbox: 0.3022 loss_giou: 0.666 loss_ce_0: 0.6224 loss_bbox_0: 0.3313 loss_giou_0: 0.72 loss_ce_1: 0.5785 loss_bbox_1: 0.3107 loss_giou_1: 0.6721 loss_ce_2: 0.5615 loss_bbox_2: 0.3045 loss_giou_2: 0.6698 loss_ce_3: 0.558 loss_bbox_3: 0.3025 loss_giou_3: 0.6692 loss_ce_4: 0.5526 loss_bbox_4: 0.2982 loss_giou_4: 0.668 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:51:29] detectron2.utils.events INFO: eta: 6:41:16 iter: 18639 total_loss: 1773 loss_ce: 0.5485 loss_bbox: 0.293 loss_giou: 0.6788 loss_ce_0: 0.6088 loss_bbox_0: 0.3222 loss_giou_0: 0.7526 loss_ce_1: 0.5793 loss_bbox_1: 0.3021 loss_giou_1: 0.6932 loss_ce_2: 0.5566 loss_bbox_2: 0.2994 loss_giou_2: 0.6949 loss_ce_3: 0.5499 loss_bbox_3: 0.2939 loss_giou_3: 0.6865 loss_ce_4: 0.5454 loss_bbox_4: 0.2927 loss_giou_4: 0.6769 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:51:36] detectron2.utils.events INFO: eta: 6:41:07 iter: 18659 total_loss: 1779 loss_ce: 0.5507 loss_bbox: 0.3041 loss_giou: 0.6632 loss_ce_0: 0.6142 loss_bbox_0: 0.3314 loss_giou_0: 0.7299 loss_ce_1: 0.5818 loss_bbox_1: 0.3122 loss_giou_1: 0.6779 loss_ce_2: 0.5608 loss_bbox_2: 0.3083 loss_giou_2: 0.667 loss_ce_3: 0.5556 loss_bbox_3: 0.3063 loss_giou_3: 0.6621 loss_ce_4: 0.5516 loss_bbox_4: 0.3071 loss_giou_4: 0.663 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:51:42] detectron2.utils.events INFO: eta: 6:41:06 iter: 18679 total_loss: 1781 loss_ce: 0.5471 loss_bbox: 0.2912 loss_giou: 0.6831 loss_ce_0: 0.6084 loss_bbox_0: 0.3248 loss_giou_0: 0.7477 loss_ce_1: 0.5795 loss_bbox_1: 0.3024 loss_giou_1: 0.7028 loss_ce_2: 0.5535 loss_bbox_2: 0.2969 loss_giou_2: 0.6902 loss_ce_3: 0.5538 loss_bbox_3: 0.2915 loss_giou_3: 0.6861 loss_ce_4: 0.5456 loss_bbox_4: 0.2921 loss_giou_4: 0.6813 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:51:49] detectron2.utils.events INFO: eta: 6:41:01 iter: 18699 total_loss: 1776 loss_ce: 0.5595 loss_bbox: 0.2976 loss_giou: 0.6838 loss_ce_0: 0.6261 loss_bbox_0: 0.3287 loss_giou_0: 0.7509 loss_ce_1: 0.5892 loss_bbox_1: 0.3042 loss_giou_1: 0.7041 loss_ce_2: 0.5607 loss_bbox_2: 0.2978 loss_giou_2: 0.6901 loss_ce_3: 0.5629 loss_bbox_3: 0.297 loss_giou_3: 0.6883 loss_ce_4: 0.5529 loss_bbox_4: 0.2954 loss_giou_4: 0.6837 time: 0.3320 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 21:51:56] detectron2.utils.events INFO: eta: 6:40:48 iter: 18719 total_loss: 1778 loss_ce: 0.5613 loss_bbox: 0.3016 loss_giou: 0.675 loss_ce_0: 0.6256 loss_bbox_0: 0.3317 loss_giou_0: 0.7427 loss_ce_1: 0.5879 loss_bbox_1: 0.3103 loss_giou_1: 0.6856 loss_ce_2: 0.5712 loss_bbox_2: 0.3072 loss_giou_2: 0.6731 loss_ce_3: 0.5628 loss_bbox_3: 0.3052 loss_giou_3: 0.6747 loss_ce_4: 0.5564 loss_bbox_4: 0.3029 loss_giou_4: 0.6765 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:52:02] detectron2.utils.events INFO: eta: 6:40:48 iter: 18739 total_loss: 1773 loss_ce: 0.5405 loss_bbox: 0.2845 loss_giou: 0.6842 loss_ce_0: 0.5989 loss_bbox_0: 0.3209 loss_giou_0: 0.7555 loss_ce_1: 0.5705 loss_bbox_1: 0.2908 loss_giou_1: 0.6917 loss_ce_2: 0.5453 loss_bbox_2: 0.2928 loss_giou_2: 0.6925 loss_ce_3: 0.5397 loss_bbox_3: 0.289 loss_giou_3: 0.684 loss_ce_4: 0.538 loss_bbox_4: 0.2855 loss_giou_4: 0.6838 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:52:09] detectron2.utils.events INFO: eta: 6:40:51 iter: 18759 total_loss: 1780 loss_ce: 0.561 loss_bbox: 0.3081 loss_giou: 0.6971 loss_ce_0: 0.6236 loss_bbox_0: 0.3423 loss_giou_0: 0.7642 loss_ce_1: 0.5866 loss_bbox_1: 0.3101 loss_giou_1: 0.7133 loss_ce_2: 0.5641 loss_bbox_2: 0.3082 loss_giou_2: 0.7069 loss_ce_3: 0.5624 loss_bbox_3: 0.3089 loss_giou_3: 0.6988 loss_ce_4: 0.5586 loss_bbox_4: 0.3055 loss_giou_4: 0.6972 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:52:16] detectron2.utils.events INFO: eta: 6:40:59 iter: 18779 total_loss: 1771 loss_ce: 0.5469 loss_bbox: 0.2855 loss_giou: 0.7041 loss_ce_0: 0.6117 loss_bbox_0: 0.3256 loss_giou_0: 0.7763 loss_ce_1: 0.58 loss_bbox_1: 0.2937 loss_giou_1: 0.7124 loss_ce_2: 0.5556 loss_bbox_2: 0.292 loss_giou_2: 0.7074 loss_ce_3: 0.5474 loss_bbox_3: 0.2919 loss_giou_3: 0.7029 loss_ce_4: 0.5451 loss_bbox_4: 0.2887 loss_giou_4: 0.703 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:52:22] detectron2.utils.events INFO: eta: 6:41:06 iter: 18799 total_loss: 1780 loss_ce: 0.5498 loss_bbox: 0.2881 loss_giou: 0.7138 loss_ce_0: 0.6176 loss_bbox_0: 0.3194 loss_giou_0: 0.7733 loss_ce_1: 0.5802 loss_bbox_1: 0.2935 loss_giou_1: 0.7286 loss_ce_2: 0.5564 loss_bbox_2: 0.2952 loss_giou_2: 0.7212 loss_ce_3: 0.5483 loss_bbox_3: 0.2898 loss_giou_3: 0.7137 loss_ce_4: 0.5468 loss_bbox_4: 0.2889 loss_giou_4: 0.7115 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:52:29] detectron2.utils.events INFO: eta: 6:41:22 iter: 18819 total_loss: 1773 loss_ce: 0.547 loss_bbox: 0.2918 loss_giou: 0.6831 loss_ce_0: 0.6129 loss_bbox_0: 0.322 loss_giou_0: 0.7547 loss_ce_1: 0.5777 loss_bbox_1: 0.3009 loss_giou_1: 0.7052 loss_ce_2: 0.5555 loss_bbox_2: 0.298 loss_giou_2: 0.6923 loss_ce_3: 0.5493 loss_bbox_3: 0.2977 loss_giou_3: 0.6904 loss_ce_4: 0.5461 loss_bbox_4: 0.2964 loss_giou_4: 0.691 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:52:35] detectron2.utils.events INFO: eta: 6:41:15 iter: 18839 total_loss: 1780 loss_ce: 0.558 loss_bbox: 0.2934 loss_giou: 0.6705 loss_ce_0: 0.6282 loss_bbox_0: 0.3258 loss_giou_0: 0.7365 loss_ce_1: 0.5819 loss_bbox_1: 0.3016 loss_giou_1: 0.6829 loss_ce_2: 0.5643 loss_bbox_2: 0.2938 loss_giou_2: 0.675 loss_ce_3: 0.5616 loss_bbox_3: 0.2909 loss_giou_3: 0.6724 loss_ce_4: 0.5573 loss_bbox_4: 0.2923 loss_giou_4: 0.6697 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:52:42] detectron2.utils.events INFO: eta: 6:41:17 iter: 18859 total_loss: 1782 loss_ce: 0.5546 loss_bbox: 0.2977 loss_giou: 0.6595 loss_ce_0: 0.62 loss_bbox_0: 0.3311 loss_giou_0: 0.7212 loss_ce_1: 0.5803 loss_bbox_1: 0.301 loss_giou_1: 0.6724 loss_ce_2: 0.564 loss_bbox_2: 0.2989 loss_giou_2: 0.6691 loss_ce_3: 0.5603 loss_bbox_3: 0.2957 loss_giou_3: 0.6648 loss_ce_4: 0.5562 loss_bbox_4: 0.2977 loss_giou_4: 0.6606 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:52:49] detectron2.utils.events INFO: eta: 6:41:08 iter: 18879 total_loss: 1777 loss_ce: 0.5614 loss_bbox: 0.3038 loss_giou: 0.6753 loss_ce_0: 0.6184 loss_bbox_0: 0.3352 loss_giou_0: 0.7366 loss_ce_1: 0.5927 loss_bbox_1: 0.3032 loss_giou_1: 0.6821 loss_ce_2: 0.5755 loss_bbox_2: 0.3042 loss_giou_2: 0.6799 loss_ce_3: 0.5639 loss_bbox_3: 0.3023 loss_giou_3: 0.6766 loss_ce_4: 0.5611 loss_bbox_4: 0.3025 loss_giou_4: 0.6774 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:52:55] detectron2.utils.events INFO: eta: 6:41:02 iter: 18899 total_loss: 1775 loss_ce: 0.5512 loss_bbox: 0.2968 loss_giou: 0.6798 loss_ce_0: 0.6207 loss_bbox_0: 0.3254 loss_giou_0: 0.7417 loss_ce_1: 0.581 loss_bbox_1: 0.3018 loss_giou_1: 0.6911 loss_ce_2: 0.5607 loss_bbox_2: 0.2987 loss_giou_2: 0.6929 loss_ce_3: 0.5554 loss_bbox_3: 0.2982 loss_giou_3: 0.6897 loss_ce_4: 0.5503 loss_bbox_4: 0.2959 loss_giou_4: 0.684 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:53:02] detectron2.utils.events INFO: eta: 6:40:49 iter: 18919 total_loss: 1780 loss_ce: 0.5589 loss_bbox: 0.2934 loss_giou: 0.6851 loss_ce_0: 0.6277 loss_bbox_0: 0.3325 loss_giou_0: 0.7445 loss_ce_1: 0.5899 loss_bbox_1: 0.3001 loss_giou_1: 0.7068 loss_ce_2: 0.5666 loss_bbox_2: 0.2961 loss_giou_2: 0.6913 loss_ce_3: 0.5595 loss_bbox_3: 0.2931 loss_giou_3: 0.6894 loss_ce_4: 0.5539 loss_bbox_4: 0.293 loss_giou_4: 0.6882 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:53:08] detectron2.utils.events INFO: eta: 6:40:31 iter: 18939 total_loss: 1781 loss_ce: 0.5546 loss_bbox: 0.2969 loss_giou: 0.6738 loss_ce_0: 0.6156 loss_bbox_0: 0.3219 loss_giou_0: 0.7346 loss_ce_1: 0.5847 loss_bbox_1: 0.3037 loss_giou_1: 0.6877 loss_ce_2: 0.5608 loss_bbox_2: 0.3049 loss_giou_2: 0.6807 loss_ce_3: 0.5597 loss_bbox_3: 0.3024 loss_giou_3: 0.6765 loss_ce_4: 0.555 loss_bbox_4: 0.2993 loss_giou_4: 0.6739 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:53:15] detectron2.utils.events INFO: eta: 6:40:10 iter: 18959 total_loss: 1778 loss_ce: 0.5698 loss_bbox: 0.3065 loss_giou: 0.6798 loss_ce_0: 0.6286 loss_bbox_0: 0.3365 loss_giou_0: 0.7432 loss_ce_1: 0.5899 loss_bbox_1: 0.3127 loss_giou_1: 0.6879 loss_ce_2: 0.5745 loss_bbox_2: 0.3079 loss_giou_2: 0.6818 loss_ce_3: 0.5695 loss_bbox_3: 0.3065 loss_giou_3: 0.681 loss_ce_4: 0.5681 loss_bbox_4: 0.3041 loss_giou_4: 0.6786 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:53:21] detectron2.utils.events INFO: eta: 6:40:03 iter: 18979 total_loss: 1782 loss_ce: 0.5623 loss_bbox: 0.303 loss_giou: 0.6605 loss_ce_0: 0.625 loss_bbox_0: 0.3384 loss_giou_0: 0.7319 loss_ce_1: 0.5883 loss_bbox_1: 0.3114 loss_giou_1: 0.6797 loss_ce_2: 0.5652 loss_bbox_2: 0.3074 loss_giou_2: 0.6694 loss_ce_3: 0.5651 loss_bbox_3: 0.306 loss_giou_3: 0.6671 loss_ce_4: 0.5596 loss_bbox_4: 0.3027 loss_giou_4: 0.6593 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:53:28] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 18999...
[02/06 21:53:28] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 21:53:28] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 21:53:29] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:53:29] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 21:53:29] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 21:53:30] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 21:53:31] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 21:53:32] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 21:53:51] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1483 s / img. ETA=0:01:53
[02/06 21:53:56] detectron2.evaluation.evaluator INFO: Inference done 53/157. 0.0627 s / img. ETA=0:00:20
[02/06 21:54:01] detectron2.evaluation.evaluator INFO: Inference done 142/157. 0.0576 s / img. ETA=0:00:01
[02/06 21:54:02] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:15.553394 (0.102325 s / img per device, on 32 devices)
[02/06 21:54:02] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:08 (0.056404 s / img per device, on 32 devices)
[02/06 21:54:14] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 21:54:14] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/18999/coco_2017_val/coco_instances_results.json
[02/06 21:54:19] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 21:54:21] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 21:54:39] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 17.26 seconds.
[02/06 21:54:39] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 21:54:41] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.22 seconds.
[02/06 21:54:41] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 28.054 | 46.669 | 29.607 | 14.087 | 32.275 | 38.161 |
[02/06 21:54:41] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 39.711 | bicycle | 20.435 | car | 27.547 |
| motorcycle | 25.244 | airplane | 47.606 | bus | 50.562 |
| train | 43.398 | truck | 21.890 | boat | 14.512 |
| traffic light | 15.931 | fire hydrant | 54.314 | stop sign | 50.331 |
| parking meter | 34.073 | bench | 12.641 | bird | 25.504 |
| cat | 58.516 | dog | 52.758 | horse | 46.760 |
| sheep | 35.229 | cow | 42.056 | elephant | 54.447 |
| bear | 62.780 | zebra | 58.046 | giraffe | 60.096 |
| backpack | 7.128 | umbrella | 22.903 | handbag | 5.481 |
| tie | 16.912 | suitcase | 22.928 | frisbee | 39.890 |
| skis | 10.862 | snowboard | 12.092 | sports ball | 23.989 |
| kite | 26.093 | baseball bat | 16.880 | baseball glove | 23.666 |
| skateboard | 34.308 | surfboard | 19.175 | tennis racket | 32.525 |
| bottle | 23.673 | wine glass | 22.609 | cup | 27.459 |
| fork | 15.561 | knife | 6.483 | spoon | 6.740 |
| bowl | 23.488 | banana | 16.404 | apple | 9.488 |
| sandwich | 19.922 | orange | 22.066 | broccoli | 15.876 |
| carrot | 12.464 | hot dog | 22.033 | pizza | 41.430 |
| donut | 32.615 | cake | 23.996 | chair | 16.136 |
| couch | 29.755 | potted plant | 16.608 | bed | 29.301 |
| dining table | 18.861 | toilet | 45.628 | tv | 43.449 |
| laptop | 40.730 | mouse | 39.418 | remote | 12.233 |
| keyboard | 38.501 | cell phone | 17.900 | microwave | 39.544 |
| oven | 24.469 | toaster | 35.586 | sink | 22.122 |
| refrigerator | 37.174 | book | 4.475 | clock | 35.518 |
| vase | 24.154 | scissors | 13.863 | teddy bear | 29.188 |
| hair drier | 5.563 | toothbrush | 12.608 | | |
[02/06 21:54:42] detectron2.utils.events INFO: eta: 6:39:56 iter: 18999 total_loss: 1778 loss_ce: 0.5684 loss_bbox: 0.3068 loss_giou: 0.6968 loss_ce_0: 0.6287 loss_bbox_0: 0.3377 loss_giou_0: 0.7644 loss_ce_1: 0.5909 loss_bbox_1: 0.318 loss_giou_1: 0.7188 loss_ce_2: 0.5745 loss_bbox_2: 0.3116 loss_giou_2: 0.7078 loss_ce_3: 0.5689 loss_bbox_3: 0.31 loss_giou_3: 0.6999 loss_ce_4: 0.5695 loss_bbox_4: 0.3103 loss_giou_4: 0.7024 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:54:49] detectron2.utils.events INFO: eta: 6:40:15 iter: 19019 total_loss: 1779 loss_ce: 0.5671 loss_bbox: 0.2933 loss_giou: 0.6586 loss_ce_0: 0.6293 loss_bbox_0: 0.3247 loss_giou_0: 0.7204 loss_ce_1: 0.5841 loss_bbox_1: 0.2978 loss_giou_1: 0.6743 loss_ce_2: 0.5678 loss_bbox_2: 0.2932 loss_giou_2: 0.6663 loss_ce_3: 0.568 loss_bbox_3: 0.2923 loss_giou_3: 0.6619 loss_ce_4: 0.5624 loss_bbox_4: 0.2971 loss_giou_4: 0.6557 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:54:56] detectron2.utils.events INFO: eta: 6:40:27 iter: 19039 total_loss: 1779 loss_ce: 0.5618 loss_bbox: 0.292 loss_giou: 0.6671 loss_ce_0: 0.6188 loss_bbox_0: 0.3283 loss_giou_0: 0.7329 loss_ce_1: 0.5879 loss_bbox_1: 0.2975 loss_giou_1: 0.6878 loss_ce_2: 0.5676 loss_bbox_2: 0.2957 loss_giou_2: 0.6857 loss_ce_3: 0.5627 loss_bbox_3: 0.2952 loss_giou_3: 0.6776 loss_ce_4: 0.5628 loss_bbox_4: 0.2928 loss_giou_4: 0.6708 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:55:03] detectron2.utils.events INFO: eta: 6:40:24 iter: 19059 total_loss: 1781 loss_ce: 0.5665 loss_bbox: 0.3008 loss_giou: 0.6835 loss_ce_0: 0.6207 loss_bbox_0: 0.339 loss_giou_0: 0.7589 loss_ce_1: 0.5885 loss_bbox_1: 0.3111 loss_giou_1: 0.7068 loss_ce_2: 0.5756 loss_bbox_2: 0.3041 loss_giou_2: 0.6914 loss_ce_3: 0.5669 loss_bbox_3: 0.305 loss_giou_3: 0.6931 loss_ce_4: 0.5671 loss_bbox_4: 0.2982 loss_giou_4: 0.6866 time: 0.3320 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 21:55:09] detectron2.utils.events INFO: eta: 6:40:21 iter: 19079 total_loss: 1775 loss_ce: 0.5669 loss_bbox: 0.2995 loss_giou: 0.6695 loss_ce_0: 0.6259 loss_bbox_0: 0.3263 loss_giou_0: 0.731 loss_ce_1: 0.587 loss_bbox_1: 0.3055 loss_giou_1: 0.6847 loss_ce_2: 0.5692 loss_bbox_2: 0.3042 loss_giou_2: 0.6711 loss_ce_3: 0.5595 loss_bbox_3: 0.3026 loss_giou_3: 0.6687 loss_ce_4: 0.5633 loss_bbox_4: 0.2999 loss_giou_4: 0.6693 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:55:16] detectron2.utils.events INFO: eta: 6:40:12 iter: 19099 total_loss: 1777 loss_ce: 0.5587 loss_bbox: 0.2999 loss_giou: 0.6745 loss_ce_0: 0.6223 loss_bbox_0: 0.3302 loss_giou_0: 0.7527 loss_ce_1: 0.5817 loss_bbox_1: 0.3071 loss_giou_1: 0.6943 loss_ce_2: 0.5622 loss_bbox_2: 0.3029 loss_giou_2: 0.6837 loss_ce_3: 0.5601 loss_bbox_3: 0.302 loss_giou_3: 0.6804 loss_ce_4: 0.5576 loss_bbox_4: 0.2986 loss_giou_4: 0.6761 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:55:23] detectron2.utils.events INFO: eta: 6:40:10 iter: 19119 total_loss: 1779 loss_ce: 0.5552 loss_bbox: 0.3131 loss_giou: 0.6619 loss_ce_0: 0.6263 loss_bbox_0: 0.3429 loss_giou_0: 0.7248 loss_ce_1: 0.5889 loss_bbox_1: 0.3131 loss_giou_1: 0.6805 loss_ce_2: 0.5662 loss_bbox_2: 0.3214 loss_giou_2: 0.6705 loss_ce_3: 0.562 loss_bbox_3: 0.3198 loss_giou_3: 0.6667 loss_ce_4: 0.558 loss_bbox_4: 0.3142 loss_giou_4: 0.6592 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:55:29] detectron2.utils.events INFO: eta: 6:40:02 iter: 19139 total_loss: 1782 loss_ce: 0.5514 loss_bbox: 0.2996 loss_giou: 0.6768 loss_ce_0: 0.621 loss_bbox_0: 0.3214 loss_giou_0: 0.742 loss_ce_1: 0.5821 loss_bbox_1: 0.3029 loss_giou_1: 0.6838 loss_ce_2: 0.562 loss_bbox_2: 0.2971 loss_giou_2: 0.6787 loss_ce_3: 0.5526 loss_bbox_3: 0.297 loss_giou_3: 0.6724 loss_ce_4: 0.5507 loss_bbox_4: 0.2969 loss_giou_4: 0.6732 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:55:36] detectron2.utils.events INFO: eta: 6:39:52 iter: 19159 total_loss: 1779 loss_ce: 0.5538 loss_bbox: 0.3074 loss_giou: 0.6536 loss_ce_0: 0.6221 loss_bbox_0: 0.3397 loss_giou_0: 0.7171 loss_ce_1: 0.5867 loss_bbox_1: 0.3145 loss_giou_1: 0.6742 loss_ce_2: 0.5627 loss_bbox_2: 0.3157 loss_giou_2: 0.6654 loss_ce_3: 0.5537 loss_bbox_3: 0.3071 loss_giou_3: 0.6598 loss_ce_4: 0.55 loss_bbox_4: 0.3076 loss_giou_4: 0.6569 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:55:42] detectron2.utils.events INFO: eta: 6:39:43 iter: 19179 total_loss: 1781 loss_ce: 0.5671 loss_bbox: 0.2982 loss_giou: 0.6599 loss_ce_0: 0.6398 loss_bbox_0: 0.3299 loss_giou_0: 0.7323 loss_ce_1: 0.6077 loss_bbox_1: 0.3028 loss_giou_1: 0.6868 loss_ce_2: 0.58 loss_bbox_2: 0.2983 loss_giou_2: 0.6686 loss_ce_3: 0.5727 loss_bbox_3: 0.2968 loss_giou_3: 0.665 loss_ce_4: 0.5671 loss_bbox_4: 0.2983 loss_giou_4: 0.6618 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:55:49] detectron2.utils.events INFO: eta: 6:39:33 iter: 19199 total_loss: 1782 loss_ce: 0.552 loss_bbox: 0.2874 loss_giou: 0.6803 loss_ce_0: 0.6123 loss_bbox_0: 0.3257 loss_giou_0: 0.7526 loss_ce_1: 0.5818 loss_bbox_1: 0.2965 loss_giou_1: 0.6919 loss_ce_2: 0.5647 loss_bbox_2: 0.2915 loss_giou_2: 0.6779 loss_ce_3: 0.5529 loss_bbox_3: 0.2896 loss_giou_3: 0.6792 loss_ce_4: 0.5532 loss_bbox_4: 0.2871 loss_giou_4: 0.6758 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:55:56] detectron2.utils.events INFO: eta: 6:39:31 iter: 19219 total_loss: 1780 loss_ce: 0.5405 loss_bbox: 0.3015 loss_giou: 0.6807 loss_ce_0: 0.6062 loss_bbox_0: 0.3313 loss_giou_0: 0.7403 loss_ce_1: 0.5719 loss_bbox_1: 0.3076 loss_giou_1: 0.6951 loss_ce_2: 0.5483 loss_bbox_2: 0.3027 loss_giou_2: 0.6932 loss_ce_3: 0.5417 loss_bbox_3: 0.3026 loss_giou_3: 0.6884 loss_ce_4: 0.5371 loss_bbox_4: 0.3003 loss_giou_4: 0.6831 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:56:02] detectron2.utils.events INFO: eta: 6:39:24 iter: 19239 total_loss: 1782 loss_ce: 0.5546 loss_bbox: 0.3023 loss_giou: 0.6859 loss_ce_0: 0.6281 loss_bbox_0: 0.339 loss_giou_0: 0.7442 loss_ce_1: 0.5962 loss_bbox_1: 0.3131 loss_giou_1: 0.6973 loss_ce_2: 0.5752 loss_bbox_2: 0.3046 loss_giou_2: 0.6908 loss_ce_3: 0.5629 loss_bbox_3: 0.3062 loss_giou_3: 0.6877 loss_ce_4: 0.5586 loss_bbox_4: 0.3026 loss_giou_4: 0.6806 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:56:09] detectron2.utils.events INFO: eta: 6:38:58 iter: 19259 total_loss: 1778 loss_ce: 0.5458 loss_bbox: 0.2895 loss_giou: 0.6851 loss_ce_0: 0.6097 loss_bbox_0: 0.3241 loss_giou_0: 0.761 loss_ce_1: 0.5857 loss_bbox_1: 0.2936 loss_giou_1: 0.7005 loss_ce_2: 0.5641 loss_bbox_2: 0.2947 loss_giou_2: 0.6914 loss_ce_3: 0.5525 loss_bbox_3: 0.2918 loss_giou_3: 0.6915 loss_ce_4: 0.5456 loss_bbox_4: 0.2921 loss_giou_4: 0.6916 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:56:15] detectron2.utils.events INFO: eta: 6:38:51 iter: 19279 total_loss: 1784 loss_ce: 0.5552 loss_bbox: 0.3038 loss_giou: 0.6631 loss_ce_0: 0.6129 loss_bbox_0: 0.3312 loss_giou_0: 0.7229 loss_ce_1: 0.5865 loss_bbox_1: 0.3143 loss_giou_1: 0.6831 loss_ce_2: 0.5616 loss_bbox_2: 0.3082 loss_giou_2: 0.6675 loss_ce_3: 0.5573 loss_bbox_3: 0.3076 loss_giou_3: 0.664 loss_ce_4: 0.5585 loss_bbox_4: 0.3059 loss_giou_4: 0.6651 time: 0.3319 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:56:22] detectron2.utils.events INFO: eta: 6:38:57 iter: 19299 total_loss: 1779 loss_ce: 0.5567 loss_bbox: 0.3092 loss_giou: 0.704 loss_ce_0: 0.6236 loss_bbox_0: 0.3333 loss_giou_0: 0.7615 loss_ce_1: 0.5913 loss_bbox_1: 0.3148 loss_giou_1: 0.7208 loss_ce_2: 0.5694 loss_bbox_2: 0.308 loss_giou_2: 0.709 loss_ce_3: 0.5586 loss_bbox_3: 0.3036 loss_giou_3: 0.7038 loss_ce_4: 0.5593 loss_bbox_4: 0.308 loss_giou_4: 0.6984 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:56:29] detectron2.utils.events INFO: eta: 6:38:59 iter: 19319 total_loss: 1780 loss_ce: 0.553 loss_bbox: 0.2881 loss_giou: 0.6852 loss_ce_0: 0.6113 loss_bbox_0: 0.3213 loss_giou_0: 0.7474 loss_ce_1: 0.5848 loss_bbox_1: 0.2988 loss_giou_1: 0.6952 loss_ce_2: 0.5588 loss_bbox_2: 0.2907 loss_giou_2: 0.6886 loss_ce_3: 0.5529 loss_bbox_3: 0.2895 loss_giou_3: 0.6897 loss_ce_4: 0.5525 loss_bbox_4: 0.2908 loss_giou_4: 0.6878 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:56:35] detectron2.utils.events INFO: eta: 6:39:06 iter: 19339 total_loss: 1781 loss_ce: 0.5533 loss_bbox: 0.2875 loss_giou: 0.6755 loss_ce_0: 0.6114 loss_bbox_0: 0.322 loss_giou_0: 0.74 loss_ce_1: 0.5822 loss_bbox_1: 0.2973 loss_giou_1: 0.6927 loss_ce_2: 0.5576 loss_bbox_2: 0.294 loss_giou_2: 0.6787 loss_ce_3: 0.5509 loss_bbox_3: 0.2923 loss_giou_3: 0.6784 loss_ce_4: 0.5487 loss_bbox_4: 0.2891 loss_giou_4: 0.676 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:56:42] detectron2.utils.events INFO: eta: 6:39:07 iter: 19359 total_loss: 1780 loss_ce: 0.5594 loss_bbox: 0.3039 loss_giou: 0.6928 loss_ce_0: 0.6183 loss_bbox_0: 0.3408 loss_giou_0: 0.748 loss_ce_1: 0.5936 loss_bbox_1: 0.3129 loss_giou_1: 0.712 loss_ce_2: 0.574 loss_bbox_2: 0.3096 loss_giou_2: 0.6984 loss_ce_3: 0.5653 loss_bbox_3: 0.3086 loss_giou_3: 0.6936 loss_ce_4: 0.5601 loss_bbox_4: 0.3072 loss_giou_4: 0.6944 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:56:49] detectron2.utils.events INFO: eta: 6:38:53 iter: 19379 total_loss: 1778 loss_ce: 0.5536 loss_bbox: 0.2982 loss_giou: 0.6615 loss_ce_0: 0.6085 loss_bbox_0: 0.3255 loss_giou_0: 0.7394 loss_ce_1: 0.5758 loss_bbox_1: 0.304 loss_giou_1: 0.6798 loss_ce_2: 0.5654 loss_bbox_2: 0.3 loss_giou_2: 0.6717 loss_ce_3: 0.5583 loss_bbox_3: 0.2954 loss_giou_3: 0.6679 loss_ce_4: 0.55 loss_bbox_4: 0.2993 loss_giou_4: 0.667 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:56:55] detectron2.utils.events INFO: eta: 6:38:50 iter: 19399 total_loss: 1777 loss_ce: 0.5569 loss_bbox: 0.29 loss_giou: 0.6863 loss_ce_0: 0.6212 loss_bbox_0: 0.327 loss_giou_0: 0.7535 loss_ce_1: 0.5865 loss_bbox_1: 0.299 loss_giou_1: 0.6998 loss_ce_2: 0.563 loss_bbox_2: 0.2958 loss_giou_2: 0.6913 loss_ce_3: 0.5583 loss_bbox_3: 0.2954 loss_giou_3: 0.6902 loss_ce_4: 0.5578 loss_bbox_4: 0.2956 loss_giou_4: 0.6906 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:57:02] detectron2.utils.events INFO: eta: 6:39:06 iter: 19419 total_loss: 1777 loss_ce: 0.5398 loss_bbox: 0.2921 loss_giou: 0.6747 loss_ce_0: 0.6119 loss_bbox_0: 0.3239 loss_giou_0: 0.7375 loss_ce_1: 0.5741 loss_bbox_1: 0.2993 loss_giou_1: 0.6941 loss_ce_2: 0.5549 loss_bbox_2: 0.2957 loss_giou_2: 0.6808 loss_ce_3: 0.5426 loss_bbox_3: 0.2945 loss_giou_3: 0.6803 loss_ce_4: 0.543 loss_bbox_4: 0.2947 loss_giou_4: 0.6749 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:57:08] detectron2.utils.events INFO: eta: 6:39:00 iter: 19439 total_loss: 1778 loss_ce: 0.5608 loss_bbox: 0.2972 loss_giou: 0.6687 loss_ce_0: 0.6298 loss_bbox_0: 0.3324 loss_giou_0: 0.7527 loss_ce_1: 0.5926 loss_bbox_1: 0.3045 loss_giou_1: 0.6899 loss_ce_2: 0.5723 loss_bbox_2: 0.3002 loss_giou_2: 0.682 loss_ce_3: 0.5673 loss_bbox_3: 0.2974 loss_giou_3: 0.6786 loss_ce_4: 0.566 loss_bbox_4: 0.2976 loss_giou_4: 0.6707 time: 0.3320 data_time: 0.0073 lr: 0.0002 max_mem: 3710M
[02/06 21:57:15] detectron2.utils.events INFO: eta: 6:38:45 iter: 19459 total_loss: 1777 loss_ce: 0.5567 loss_bbox: 0.29 loss_giou: 0.6717 loss_ce_0: 0.63 loss_bbox_0: 0.3307 loss_giou_0: 0.731 loss_ce_1: 0.5958 loss_bbox_1: 0.3004 loss_giou_1: 0.6793 loss_ce_2: 0.5678 loss_bbox_2: 0.3009 loss_giou_2: 0.6763 loss_ce_3: 0.5591 loss_bbox_3: 0.2974 loss_giou_3: 0.6703 loss_ce_4: 0.5581 loss_bbox_4: 0.2947 loss_giou_4: 0.6651 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:57:22] detectron2.utils.events INFO: eta: 6:38:21 iter: 19479 total_loss: 1778 loss_ce: 0.5633 loss_bbox: 0.2982 loss_giou: 0.6944 loss_ce_0: 0.6193 loss_bbox_0: 0.3323 loss_giou_0: 0.7531 loss_ce_1: 0.5923 loss_bbox_1: 0.3037 loss_giou_1: 0.7139 loss_ce_2: 0.576 loss_bbox_2: 0.2991 loss_giou_2: 0.7051 loss_ce_3: 0.564 loss_bbox_3: 0.2956 loss_giou_3: 0.6984 loss_ce_4: 0.5654 loss_bbox_4: 0.295 loss_giou_4: 0.6957 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:57:28] detectron2.utils.events INFO: eta: 6:38:06 iter: 19499 total_loss: 1780 loss_ce: 0.5658 loss_bbox: 0.3108 loss_giou: 0.692 loss_ce_0: 0.6338 loss_bbox_0: 0.3444 loss_giou_0: 0.7575 loss_ce_1: 0.5987 loss_bbox_1: 0.3162 loss_giou_1: 0.7085 loss_ce_2: 0.5738 loss_bbox_2: 0.3131 loss_giou_2: 0.6903 loss_ce_3: 0.5643 loss_bbox_3: 0.3119 loss_giou_3: 0.69 loss_ce_4: 0.5652 loss_bbox_4: 0.3099 loss_giou_4: 0.6898 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:57:35] detectron2.utils.events INFO: eta: 6:37:56 iter: 19519 total_loss: 1782 loss_ce: 0.5556 loss_bbox: 0.2993 loss_giou: 0.6828 loss_ce_0: 0.6177 loss_bbox_0: 0.328 loss_giou_0: 0.7537 loss_ce_1: 0.5859 loss_bbox_1: 0.3077 loss_giou_1: 0.7043 loss_ce_2: 0.5529 loss_bbox_2: 0.3064 loss_giou_2: 0.6942 loss_ce_3: 0.5522 loss_bbox_3: 0.301 loss_giou_3: 0.693 loss_ce_4: 0.5463 loss_bbox_4: 0.3019 loss_giou_4: 0.6858 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:57:41] detectron2.utils.events INFO: eta: 6:37:55 iter: 19539 total_loss: 1778 loss_ce: 0.5599 loss_bbox: 0.2997 loss_giou: 0.6788 loss_ce_0: 0.6201 loss_bbox_0: 0.3327 loss_giou_0: 0.7328 loss_ce_1: 0.5885 loss_bbox_1: 0.3065 loss_giou_1: 0.6881 loss_ce_2: 0.5645 loss_bbox_2: 0.301 loss_giou_2: 0.6867 loss_ce_3: 0.5575 loss_bbox_3: 0.3013 loss_giou_3: 0.6871 loss_ce_4: 0.5601 loss_bbox_4: 0.2962 loss_giou_4: 0.6811 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:57:48] detectron2.utils.events INFO: eta: 6:37:48 iter: 19559 total_loss: 1781 loss_ce: 0.575 loss_bbox: 0.3049 loss_giou: 0.6571 loss_ce_0: 0.6298 loss_bbox_0: 0.3365 loss_giou_0: 0.7327 loss_ce_1: 0.6031 loss_bbox_1: 0.3098 loss_giou_1: 0.6773 loss_ce_2: 0.5865 loss_bbox_2: 0.3055 loss_giou_2: 0.6663 loss_ce_3: 0.5807 loss_bbox_3: 0.3063 loss_giou_3: 0.6589 loss_ce_4: 0.5791 loss_bbox_4: 0.3037 loss_giou_4: 0.6526 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:57:55] detectron2.utils.events INFO: eta: 6:37:42 iter: 19579 total_loss: 1783 loss_ce: 0.5449 loss_bbox: 0.2859 loss_giou: 0.6689 loss_ce_0: 0.5995 loss_bbox_0: 0.3187 loss_giou_0: 0.7395 loss_ce_1: 0.5637 loss_bbox_1: 0.2927 loss_giou_1: 0.6891 loss_ce_2: 0.5502 loss_bbox_2: 0.2915 loss_giou_2: 0.6774 loss_ce_3: 0.5471 loss_bbox_3: 0.2881 loss_giou_3: 0.6716 loss_ce_4: 0.5476 loss_bbox_4: 0.285 loss_giou_4: 0.6656 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:58:01] detectron2.utils.events INFO: eta: 6:37:28 iter: 19599 total_loss: 1780 loss_ce: 0.5604 loss_bbox: 0.2835 loss_giou: 0.668 loss_ce_0: 0.6163 loss_bbox_0: 0.3165 loss_giou_0: 0.7336 loss_ce_1: 0.5923 loss_bbox_1: 0.2895 loss_giou_1: 0.6819 loss_ce_2: 0.5669 loss_bbox_2: 0.2878 loss_giou_2: 0.6776 loss_ce_3: 0.5608 loss_bbox_3: 0.286 loss_giou_3: 0.6719 loss_ce_4: 0.5633 loss_bbox_4: 0.2843 loss_giou_4: 0.668 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:58:08] detectron2.utils.events INFO: eta: 6:37:29 iter: 19619 total_loss: 1780 loss_ce: 0.5524 loss_bbox: 0.2958 loss_giou: 0.6913 loss_ce_0: 0.6111 loss_bbox_0: 0.3246 loss_giou_0: 0.7534 loss_ce_1: 0.5843 loss_bbox_1: 0.2979 loss_giou_1: 0.7081 loss_ce_2: 0.5633 loss_bbox_2: 0.2963 loss_giou_2: 0.7003 loss_ce_3: 0.5555 loss_bbox_3: 0.2949 loss_giou_3: 0.6913 loss_ce_4: 0.5506 loss_bbox_4: 0.2961 loss_giou_4: 0.6921 time: 0.3319 data_time: 0.0114 lr: 0.0002 max_mem: 3710M
[02/06 21:58:14] detectron2.utils.events INFO: eta: 6:37:28 iter: 19639 total_loss: 1784 loss_ce: 0.546 loss_bbox: 0.2946 loss_giou: 0.6603 loss_ce_0: 0.6124 loss_bbox_0: 0.3285 loss_giou_0: 0.7196 loss_ce_1: 0.5746 loss_bbox_1: 0.3024 loss_giou_1: 0.6835 loss_ce_2: 0.5558 loss_bbox_2: 0.2965 loss_giou_2: 0.6685 loss_ce_3: 0.5451 loss_bbox_3: 0.2953 loss_giou_3: 0.6621 loss_ce_4: 0.545 loss_bbox_4: 0.2919 loss_giou_4: 0.6644 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 21:58:21] detectron2.utils.events INFO: eta: 6:37:33 iter: 19659 total_loss: 1784 loss_ce: 0.533 loss_bbox: 0.2912 loss_giou: 0.6625 loss_ce_0: 0.6062 loss_bbox_0: 0.3212 loss_giou_0: 0.7268 loss_ce_1: 0.5743 loss_bbox_1: 0.304 loss_giou_1: 0.6793 loss_ce_2: 0.5476 loss_bbox_2: 0.298 loss_giou_2: 0.6689 loss_ce_3: 0.5453 loss_bbox_3: 0.2963 loss_giou_3: 0.6634 loss_ce_4: 0.536 loss_bbox_4: 0.29 loss_giou_4: 0.6651 time: 0.3319 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 21:58:28] detectron2.utils.events INFO: eta: 6:37:29 iter: 19679 total_loss: 1779 loss_ce: 0.5539 loss_bbox: 0.2956 loss_giou: 0.6875 loss_ce_0: 0.6227 loss_bbox_0: 0.3275 loss_giou_0: 0.7573 loss_ce_1: 0.5867 loss_bbox_1: 0.3002 loss_giou_1: 0.7023 loss_ce_2: 0.5647 loss_bbox_2: 0.3009 loss_giou_2: 0.7001 loss_ce_3: 0.5568 loss_bbox_3: 0.2969 loss_giou_3: 0.6947 loss_ce_4: 0.5539 loss_bbox_4: 0.2952 loss_giou_4: 0.6898 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:58:34] detectron2.utils.events INFO: eta: 6:36:54 iter: 19699 total_loss: 1780 loss_ce: 0.5439 loss_bbox: 0.2944 loss_giou: 0.6734 loss_ce_0: 0.6027 loss_bbox_0: 0.3239 loss_giou_0: 0.7363 loss_ce_1: 0.5694 loss_bbox_1: 0.3027 loss_giou_1: 0.6903 loss_ce_2: 0.5537 loss_bbox_2: 0.3002 loss_giou_2: 0.6734 loss_ce_3: 0.5404 loss_bbox_3: 0.2971 loss_giou_3: 0.6731 loss_ce_4: 0.5439 loss_bbox_4: 0.2942 loss_giou_4: 0.6665 time: 0.3319 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 21:58:41] detectron2.utils.events INFO: eta: 6:36:49 iter: 19719 total_loss: 1779 loss_ce: 0.5618 loss_bbox: 0.3031 loss_giou: 0.6688 loss_ce_0: 0.6268 loss_bbox_0: 0.33 loss_giou_0: 0.7319 loss_ce_1: 0.598 loss_bbox_1: 0.3046 loss_giou_1: 0.6821 loss_ce_2: 0.5681 loss_bbox_2: 0.2989 loss_giou_2: 0.6768 loss_ce_3: 0.5614 loss_bbox_3: 0.3025 loss_giou_3: 0.6701 loss_ce_4: 0.5615 loss_bbox_4: 0.3 loss_giou_4: 0.6702 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 21:58:47] detectron2.utils.events INFO: eta: 6:36:21 iter: 19739 total_loss: 1780 loss_ce: 0.5515 loss_bbox: 0.2827 loss_giou: 0.6759 loss_ce_0: 0.6183 loss_bbox_0: 0.3198 loss_giou_0: 0.7352 loss_ce_1: 0.5812 loss_bbox_1: 0.2915 loss_giou_1: 0.6923 loss_ce_2: 0.5597 loss_bbox_2: 0.2851 loss_giou_2: 0.6802 loss_ce_3: 0.5528 loss_bbox_3: 0.2863 loss_giou_3: 0.6745 loss_ce_4: 0.5527 loss_bbox_4: 0.2843 loss_giou_4: 0.6764 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:58:54] detectron2.utils.events INFO: eta: 6:36:06 iter: 19759 total_loss: 1775 loss_ce: 0.5585 loss_bbox: 0.3038 loss_giou: 0.707 loss_ce_0: 0.6304 loss_bbox_0: 0.3289 loss_giou_0: 0.7686 loss_ce_1: 0.5949 loss_bbox_1: 0.3044 loss_giou_1: 0.7228 loss_ce_2: 0.565 loss_bbox_2: 0.3068 loss_giou_2: 0.7144 loss_ce_3: 0.5622 loss_bbox_3: 0.304 loss_giou_3: 0.7086 loss_ce_4: 0.5626 loss_bbox_4: 0.301 loss_giou_4: 0.7032 time: 0.3319 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 21:59:00] detectron2.utils.events INFO: eta: 6:35:35 iter: 19779 total_loss: 1772 loss_ce: 0.5574 loss_bbox: 0.2893 loss_giou: 0.7053 loss_ce_0: 0.6248 loss_bbox_0: 0.3191 loss_giou_0: 0.7761 loss_ce_1: 0.5897 loss_bbox_1: 0.2962 loss_giou_1: 0.7287 loss_ce_2: 0.5638 loss_bbox_2: 0.2936 loss_giou_2: 0.7167 loss_ce_3: 0.56 loss_bbox_3: 0.292 loss_giou_3: 0.7126 loss_ce_4: 0.5584 loss_bbox_4: 0.2883 loss_giou_4: 0.7088 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:59:07] detectron2.utils.events INFO: eta: 6:35:05 iter: 19799 total_loss: 1782 loss_ce: 0.5626 loss_bbox: 0.302 loss_giou: 0.6578 loss_ce_0: 0.6346 loss_bbox_0: 0.3347 loss_giou_0: 0.724 loss_ce_1: 0.5891 loss_bbox_1: 0.3111 loss_giou_1: 0.6818 loss_ce_2: 0.5649 loss_bbox_2: 0.3073 loss_giou_2: 0.6726 loss_ce_3: 0.558 loss_bbox_3: 0.305 loss_giou_3: 0.6662 loss_ce_4: 0.5581 loss_bbox_4: 0.3056 loss_giou_4: 0.6612 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:59:13] detectron2.utils.events INFO: eta: 6:34:59 iter: 19819 total_loss: 1780 loss_ce: 0.5404 loss_bbox: 0.2926 loss_giou: 0.6812 loss_ce_0: 0.6176 loss_bbox_0: 0.3229 loss_giou_0: 0.7403 loss_ce_1: 0.5731 loss_bbox_1: 0.2934 loss_giou_1: 0.6921 loss_ce_2: 0.5512 loss_bbox_2: 0.2959 loss_giou_2: 0.6875 loss_ce_3: 0.543 loss_bbox_3: 0.2887 loss_giou_3: 0.6872 loss_ce_4: 0.545 loss_bbox_4: 0.2888 loss_giou_4: 0.6785 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 21:59:20] detectron2.utils.events INFO: eta: 6:34:26 iter: 19839 total_loss: 1781 loss_ce: 0.5549 loss_bbox: 0.2967 loss_giou: 0.6639 loss_ce_0: 0.6303 loss_bbox_0: 0.325 loss_giou_0: 0.7143 loss_ce_1: 0.5914 loss_bbox_1: 0.2991 loss_giou_1: 0.6712 loss_ce_2: 0.5712 loss_bbox_2: 0.2955 loss_giou_2: 0.6661 loss_ce_3: 0.5594 loss_bbox_3: 0.2953 loss_giou_3: 0.6613 loss_ce_4: 0.5582 loss_bbox_4: 0.2971 loss_giou_4: 0.6597 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:59:26] detectron2.utils.events INFO: eta: 6:34:09 iter: 19859 total_loss: 1780 loss_ce: 0.5477 loss_bbox: 0.2973 loss_giou: 0.69 loss_ce_0: 0.6181 loss_bbox_0: 0.327 loss_giou_0: 0.7585 loss_ce_1: 0.5841 loss_bbox_1: 0.3004 loss_giou_1: 0.7087 loss_ce_2: 0.5629 loss_bbox_2: 0.3003 loss_giou_2: 0.7023 loss_ce_3: 0.5493 loss_bbox_3: 0.2981 loss_giou_3: 0.6994 loss_ce_4: 0.5506 loss_bbox_4: 0.2963 loss_giou_4: 0.6933 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:59:33] detectron2.utils.events INFO: eta: 6:34:13 iter: 19879 total_loss: 1776 loss_ce: 0.5549 loss_bbox: 0.2915 loss_giou: 0.6651 loss_ce_0: 0.6241 loss_bbox_0: 0.3248 loss_giou_0: 0.7398 loss_ce_1: 0.5879 loss_bbox_1: 0.304 loss_giou_1: 0.6792 loss_ce_2: 0.5634 loss_bbox_2: 0.2942 loss_giou_2: 0.6707 loss_ce_3: 0.5545 loss_bbox_3: 0.2924 loss_giou_3: 0.669 loss_ce_4: 0.5563 loss_bbox_4: 0.2924 loss_giou_4: 0.6622 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 21:59:40] detectron2.utils.events INFO: eta: 6:34:24 iter: 19899 total_loss: 1777 loss_ce: 0.5508 loss_bbox: 0.2958 loss_giou: 0.661 loss_ce_0: 0.6144 loss_bbox_0: 0.3222 loss_giou_0: 0.7286 loss_ce_1: 0.583 loss_bbox_1: 0.2967 loss_giou_1: 0.6801 loss_ce_2: 0.5598 loss_bbox_2: 0.2952 loss_giou_2: 0.6686 loss_ce_3: 0.55 loss_bbox_3: 0.2959 loss_giou_3: 0.6673 loss_ce_4: 0.5467 loss_bbox_4: 0.295 loss_giou_4: 0.663 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 21:59:46] detectron2.utils.events INFO: eta: 6:34:32 iter: 19919 total_loss: 1781 loss_ce: 0.5589 loss_bbox: 0.2942 loss_giou: 0.6636 loss_ce_0: 0.6153 loss_bbox_0: 0.326 loss_giou_0: 0.7468 loss_ce_1: 0.5839 loss_bbox_1: 0.3044 loss_giou_1: 0.6886 loss_ce_2: 0.5668 loss_bbox_2: 0.2981 loss_giou_2: 0.6771 loss_ce_3: 0.5557 loss_bbox_3: 0.2964 loss_giou_3: 0.6736 loss_ce_4: 0.5592 loss_bbox_4: 0.2928 loss_giou_4: 0.6691 time: 0.3319 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 21:59:53] detectron2.utils.events INFO: eta: 6:34:40 iter: 19939 total_loss: 1778 loss_ce: 0.5463 loss_bbox: 0.2988 loss_giou: 0.6649 loss_ce_0: 0.6204 loss_bbox_0: 0.3273 loss_giou_0: 0.7248 loss_ce_1: 0.5834 loss_bbox_1: 0.3068 loss_giou_1: 0.6741 loss_ce_2: 0.5564 loss_bbox_2: 0.302 loss_giou_2: 0.6647 loss_ce_3: 0.5488 loss_bbox_3: 0.2994 loss_giou_3: 0.6664 loss_ce_4: 0.5469 loss_bbox_4: 0.2994 loss_giou_4: 0.6639 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:00:00] detectron2.utils.events INFO: eta: 6:34:29 iter: 19959 total_loss: 1777 loss_ce: 0.559 loss_bbox: 0.2978 loss_giou: 0.6743 loss_ce_0: 0.6259 loss_bbox_0: 0.3207 loss_giou_0: 0.7459 loss_ce_1: 0.5869 loss_bbox_1: 0.303 loss_giou_1: 0.6867 loss_ce_2: 0.5646 loss_bbox_2: 0.2976 loss_giou_2: 0.6762 loss_ce_3: 0.5537 loss_bbox_3: 0.2995 loss_giou_3: 0.6798 loss_ce_4: 0.5596 loss_bbox_4: 0.2973 loss_giou_4: 0.6813 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:00:06] detectron2.utils.events INFO: eta: 6:34:37 iter: 19979 total_loss: 1779 loss_ce: 0.5662 loss_bbox: 0.2904 loss_giou: 0.6846 loss_ce_0: 0.6278 loss_bbox_0: 0.3238 loss_giou_0: 0.7486 loss_ce_1: 0.5938 loss_bbox_1: 0.3022 loss_giou_1: 0.7053 loss_ce_2: 0.573 loss_bbox_2: 0.2919 loss_giou_2: 0.6849 loss_ce_3: 0.5658 loss_bbox_3: 0.294 loss_giou_3: 0.6905 loss_ce_4: 0.5676 loss_bbox_4: 0.2886 loss_giou_4: 0.686 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 22:00:13] fvcore.common.checkpoint INFO: Saving checkpoint to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/model_0019999.pth
[02/06 22:00:17] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 19999...
[02/06 22:00:17] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 22:00:17] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 22:00:18] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 22:00:18] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 22:00:19] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 22:00:19] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 22:00:20] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 22:00:20] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 22:00:39] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1591 s / img. ETA=0:01:57
[02/06 22:00:44] detectron2.evaluation.evaluator INFO: Inference done 58/157. 0.0615 s / img. ETA=0:00:18
[02/06 22:00:49] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.751010 (0.097046 s / img per device, on 32 devices)
[02/06 22:00:49] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.051767 s / img per device, on 32 devices)
[02/06 22:01:02] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 22:01:02] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/19999/coco_2017_val/coco_instances_results.json
[02/06 22:01:07] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 22:01:10] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 22:01:27] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 17.20 seconds.
[02/06 22:01:27] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 22:01:29] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.19 seconds.
[02/06 22:01:29] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 27.648 | 46.356 | 28.865 | 13.446 | 32.557 | 37.547 |
[02/06 22:01:29] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 40.489 | bicycle | 19.287 | car | 28.025 |
| motorcycle | 29.414 | airplane | 49.512 | bus | 51.507 |
| train | 49.926 | truck | 19.521 | boat | 14.709 |
| traffic light | 15.260 | fire hydrant | 54.220 | stop sign | 51.339 |
| parking meter | 31.476 | bench | 12.469 | bird | 25.158 |
| cat | 55.781 | dog | 46.652 | horse | 43.046 |
| sheep | 38.213 | cow | 39.278 | elephant | 54.122 |
| bear | 61.985 | zebra | 57.081 | giraffe | 58.775 |
| backpack | 6.080 | umbrella | 23.461 | handbag | 5.754 |
| tie | 18.696 | suitcase | 22.002 | frisbee | 35.834 |
| skis | 12.389 | snowboard | 15.508 | sports ball | 22.491 |
| kite | 21.927 | baseball bat | 17.733 | baseball glove | 21.800 |
| skateboard | 36.566 | surfboard | 20.108 | tennis racket | 34.626 |
| bottle | 23.519 | wine glass | 25.082 | cup | 28.245 |
| fork | 14.876 | knife | 8.709 | spoon | 5.455 |
| bowl | 23.935 | banana | 13.556 | apple | 9.184 |
| sandwich | 17.098 | orange | 19.699 | broccoli | 16.155 |
| carrot | 11.964 | hot dog | 21.358 | pizza | 38.559 |
| donut | 32.111 | cake | 22.821 | chair | 16.842 |
| couch | 28.405 | potted plant | 15.912 | bed | 29.891 |
| dining table | 16.565 | toilet | 45.842 | tv | 42.724 |
| laptop | 44.335 | mouse | 39.904 | remote | 12.878 |
| keyboard | 34.578 | cell phone | 19.407 | microwave | 36.150 |
| oven | 18.597 | toaster | 19.404 | sink | 24.138 |
| refrigerator | 36.298 | book | 5.466 | clock | 39.994 |
| vase | 25.953 | scissors | 15.260 | teddy bear | 29.903 |
| hair drier | 6.577 | toothbrush | 12.234 | | |
[02/06 22:01:30] detectron2.utils.events INFO: eta: 6:34:16 iter: 19999 total_loss: 1779 loss_ce: 0.5649 loss_bbox: 0.3043 loss_giou: 0.6774 loss_ce_0: 0.6238 loss_bbox_0: 0.3367 loss_giou_0: 0.7431 loss_ce_1: 0.5932 loss_bbox_1: 0.3089 loss_giou_1: 0.7 loss_ce_2: 0.5716 loss_bbox_2: 0.3025 loss_giou_2: 0.6869 loss_ce_3: 0.561 loss_bbox_3: 0.3045 loss_giou_3: 0.6806 loss_ce_4: 0.5612 loss_bbox_4: 0.3027 loss_giou_4: 0.6741 time: 0.3319 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 22:01:37] detectron2.utils.events INFO: eta: 6:33:30 iter: 20019 total_loss: 1779 loss_ce: 0.5625 loss_bbox: 0.2868 loss_giou: 0.6718 loss_ce_0: 0.6259 loss_bbox_0: 0.3223 loss_giou_0: 0.7455 loss_ce_1: 0.5895 loss_bbox_1: 0.2936 loss_giou_1: 0.6883 loss_ce_2: 0.567 loss_bbox_2: 0.2921 loss_giou_2: 0.6791 loss_ce_3: 0.5627 loss_bbox_3: 0.2892 loss_giou_3: 0.6781 loss_ce_4: 0.5652 loss_bbox_4: 0.2864 loss_giou_4: 0.6731 time: 0.3319 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 22:01:44] detectron2.utils.events INFO: eta: 6:33:12 iter: 20039 total_loss: 1782 loss_ce: 0.5513 loss_bbox: 0.2941 loss_giou: 0.6759 loss_ce_0: 0.6124 loss_bbox_0: 0.3233 loss_giou_0: 0.7322 loss_ce_1: 0.5833 loss_bbox_1: 0.3011 loss_giou_1: 0.6926 loss_ce_2: 0.5664 loss_bbox_2: 0.2954 loss_giou_2: 0.6745 loss_ce_3: 0.5504 loss_bbox_3: 0.2978 loss_giou_3: 0.6719 loss_ce_4: 0.554 loss_bbox_4: 0.294 loss_giou_4: 0.6727 time: 0.3319 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:01:50] detectron2.utils.events INFO: eta: 6:33:25 iter: 20059 total_loss: 1774 loss_ce: 0.5682 loss_bbox: 0.3046 loss_giou: 0.6829 loss_ce_0: 0.636 loss_bbox_0: 0.3373 loss_giou_0: 0.7439 loss_ce_1: 0.596 loss_bbox_1: 0.3116 loss_giou_1: 0.6954 loss_ce_2: 0.5742 loss_bbox_2: 0.308 loss_giou_2: 0.6863 loss_ce_3: 0.5703 loss_bbox_3: 0.3052 loss_giou_3: 0.6848 loss_ce_4: 0.5693 loss_bbox_4: 0.3042 loss_giou_4: 0.685 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:01:57] detectron2.utils.events INFO: eta: 6:33:44 iter: 20079 total_loss: 1775 loss_ce: 0.5493 loss_bbox: 0.2931 loss_giou: 0.6739 loss_ce_0: 0.6141 loss_bbox_0: 0.3218 loss_giou_0: 0.7464 loss_ce_1: 0.5805 loss_bbox_1: 0.3003 loss_giou_1: 0.6882 loss_ce_2: 0.5613 loss_bbox_2: 0.2971 loss_giou_2: 0.678 loss_ce_3: 0.5498 loss_bbox_3: 0.2976 loss_giou_3: 0.6816 loss_ce_4: 0.5407 loss_bbox_4: 0.2959 loss_giou_4: 0.6808 time: 0.3319 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:02:04] detectron2.utils.events INFO: eta: 6:33:56 iter: 20099 total_loss: 1778 loss_ce: 0.5455 loss_bbox: 0.284 loss_giou: 0.6658 loss_ce_0: 0.6073 loss_bbox_0: 0.3234 loss_giou_0: 0.7436 loss_ce_1: 0.5697 loss_bbox_1: 0.2943 loss_giou_1: 0.6831 loss_ce_2: 0.5532 loss_bbox_2: 0.2906 loss_giou_2: 0.6749 loss_ce_3: 0.5385 loss_bbox_3: 0.2866 loss_giou_3: 0.6659 loss_ce_4: 0.5412 loss_bbox_4: 0.2847 loss_giou_4: 0.6621 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:02:11] detectron2.utils.events INFO: eta: 6:33:39 iter: 20119 total_loss: 1781 loss_ce: 0.5559 loss_bbox: 0.2961 loss_giou: 0.6677 loss_ce_0: 0.6201 loss_bbox_0: 0.3216 loss_giou_0: 0.733 loss_ce_1: 0.5897 loss_bbox_1: 0.3021 loss_giou_1: 0.6884 loss_ce_2: 0.5672 loss_bbox_2: 0.2984 loss_giou_2: 0.6762 loss_ce_3: 0.5562 loss_bbox_3: 0.2969 loss_giou_3: 0.6696 loss_ce_4: 0.5564 loss_bbox_4: 0.2928 loss_giou_4: 0.6674 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:02:17] detectron2.utils.events INFO: eta: 6:33:33 iter: 20139 total_loss: 1779 loss_ce: 0.5364 loss_bbox: 0.3007 loss_giou: 0.6619 loss_ce_0: 0.6124 loss_bbox_0: 0.329 loss_giou_0: 0.7282 loss_ce_1: 0.5716 loss_bbox_1: 0.3063 loss_giou_1: 0.6772 loss_ce_2: 0.5505 loss_bbox_2: 0.3043 loss_giou_2: 0.6693 loss_ce_3: 0.5408 loss_bbox_3: 0.3031 loss_giou_3: 0.6633 loss_ce_4: 0.537 loss_bbox_4: 0.3027 loss_giou_4: 0.6652 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:02:24] detectron2.utils.events INFO: eta: 6:33:36 iter: 20159 total_loss: 1783 loss_ce: 0.554 loss_bbox: 0.2884 loss_giou: 0.6894 loss_ce_0: 0.6178 loss_bbox_0: 0.3131 loss_giou_0: 0.747 loss_ce_1: 0.587 loss_bbox_1: 0.2901 loss_giou_1: 0.7048 loss_ce_2: 0.5681 loss_bbox_2: 0.2874 loss_giou_2: 0.6969 loss_ce_3: 0.5569 loss_bbox_3: 0.2894 loss_giou_3: 0.6933 loss_ce_4: 0.5508 loss_bbox_4: 0.2891 loss_giou_4: 0.6899 time: 0.3319 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 22:02:31] detectron2.utils.events INFO: eta: 6:33:39 iter: 20179 total_loss: 1780 loss_ce: 0.5548 loss_bbox: 0.3022 loss_giou: 0.6828 loss_ce_0: 0.6287 loss_bbox_0: 0.3394 loss_giou_0: 0.7384 loss_ce_1: 0.5917 loss_bbox_1: 0.3105 loss_giou_1: 0.6948 loss_ce_2: 0.5683 loss_bbox_2: 0.3009 loss_giou_2: 0.6823 loss_ce_3: 0.5551 loss_bbox_3: 0.3028 loss_giou_3: 0.6839 loss_ce_4: 0.5597 loss_bbox_4: 0.308 loss_giou_4: 0.687 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:02:38] detectron2.utils.events INFO: eta: 6:33:53 iter: 20199 total_loss: 1780 loss_ce: 0.5497 loss_bbox: 0.285 loss_giou: 0.6823 loss_ce_0: 0.6181 loss_bbox_0: 0.32 loss_giou_0: 0.7423 loss_ce_1: 0.5769 loss_bbox_1: 0.2946 loss_giou_1: 0.6938 loss_ce_2: 0.5597 loss_bbox_2: 0.2854 loss_giou_2: 0.6832 loss_ce_3: 0.5519 loss_bbox_3: 0.2894 loss_giou_3: 0.6784 loss_ce_4: 0.5484 loss_bbox_4: 0.2877 loss_giou_4: 0.6757 time: 0.3319 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:02:44] detectron2.utils.events INFO: eta: 6:33:43 iter: 20219 total_loss: 1777 loss_ce: 0.552 loss_bbox: 0.2749 loss_giou: 0.6685 loss_ce_0: 0.6231 loss_bbox_0: 0.3087 loss_giou_0: 0.7345 loss_ce_1: 0.5871 loss_bbox_1: 0.2838 loss_giou_1: 0.6917 loss_ce_2: 0.5602 loss_bbox_2: 0.2833 loss_giou_2: 0.676 loss_ce_3: 0.5524 loss_bbox_3: 0.2799 loss_giou_3: 0.674 loss_ce_4: 0.5499 loss_bbox_4: 0.2742 loss_giou_4: 0.6718 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:02:51] detectron2.utils.events INFO: eta: 6:33:41 iter: 20239 total_loss: 1777 loss_ce: 0.5422 loss_bbox: 0.2987 loss_giou: 0.6831 loss_ce_0: 0.6138 loss_bbox_0: 0.3346 loss_giou_0: 0.7497 loss_ce_1: 0.5768 loss_bbox_1: 0.3075 loss_giou_1: 0.6988 loss_ce_2: 0.5506 loss_bbox_2: 0.3015 loss_giou_2: 0.6873 loss_ce_3: 0.5382 loss_bbox_3: 0.2988 loss_giou_3: 0.6809 loss_ce_4: 0.5398 loss_bbox_4: 0.2966 loss_giou_4: 0.6785 time: 0.3319 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:02:57] detectron2.utils.events INFO: eta: 6:33:49 iter: 20259 total_loss: 1779 loss_ce: 0.5577 loss_bbox: 0.2915 loss_giou: 0.6752 loss_ce_0: 0.6219 loss_bbox_0: 0.3256 loss_giou_0: 0.733 loss_ce_1: 0.5893 loss_bbox_1: 0.3009 loss_giou_1: 0.6912 loss_ce_2: 0.5683 loss_bbox_2: 0.2968 loss_giou_2: 0.6784 loss_ce_3: 0.5634 loss_bbox_3: 0.2956 loss_giou_3: 0.6774 loss_ce_4: 0.5579 loss_bbox_4: 0.2937 loss_giou_4: 0.6768 time: 0.3319 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:03:04] detectron2.utils.events INFO: eta: 6:33:25 iter: 20279 total_loss: 1786 loss_ce: 0.5363 loss_bbox: 0.293 loss_giou: 0.6746 loss_ce_0: 0.6071 loss_bbox_0: 0.324 loss_giou_0: 0.7399 loss_ce_1: 0.5693 loss_bbox_1: 0.3012 loss_giou_1: 0.6901 loss_ce_2: 0.5424 loss_bbox_2: 0.2931 loss_giou_2: 0.6752 loss_ce_3: 0.5393 loss_bbox_3: 0.2957 loss_giou_3: 0.6718 loss_ce_4: 0.5361 loss_bbox_4: 0.2954 loss_giou_4: 0.6747 time: 0.3319 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 22:03:10] detectron2.utils.events INFO: eta: 6:33:20 iter: 20299 total_loss: 1783 loss_ce: 0.5498 loss_bbox: 0.2862 loss_giou: 0.666 loss_ce_0: 0.6133 loss_bbox_0: 0.3219 loss_giou_0: 0.7354 loss_ce_1: 0.5787 loss_bbox_1: 0.2991 loss_giou_1: 0.6863 loss_ce_2: 0.557 loss_bbox_2: 0.2889 loss_giou_2: 0.6748 loss_ce_3: 0.5506 loss_bbox_3: 0.2889 loss_giou_3: 0.6743 loss_ce_4: 0.5532 loss_bbox_4: 0.2877 loss_giou_4: 0.6693 time: 0.3319 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 22:03:17] detectron2.utils.events INFO: eta: 6:32:55 iter: 20319 total_loss: 1783 loss_ce: 0.5469 loss_bbox: 0.2998 loss_giou: 0.6739 loss_ce_0: 0.6223 loss_bbox_0: 0.333 loss_giou_0: 0.7361 loss_ce_1: 0.5843 loss_bbox_1: 0.3117 loss_giou_1: 0.6876 loss_ce_2: 0.5533 loss_bbox_2: 0.3095 loss_giou_2: 0.6803 loss_ce_3: 0.5457 loss_bbox_3: 0.3009 loss_giou_3: 0.6705 loss_ce_4: 0.5465 loss_bbox_4: 0.3018 loss_giou_4: 0.678 time: 0.3319 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:03:24] detectron2.utils.events INFO: eta: 6:32:44 iter: 20339 total_loss: 1783 loss_ce: 0.5509 loss_bbox: 0.2919 loss_giou: 0.6704 loss_ce_0: 0.6157 loss_bbox_0: 0.3229 loss_giou_0: 0.731 loss_ce_1: 0.5821 loss_bbox_1: 0.2994 loss_giou_1: 0.6827 loss_ce_2: 0.5584 loss_bbox_2: 0.2945 loss_giou_2: 0.6787 loss_ce_3: 0.5513 loss_bbox_3: 0.2933 loss_giou_3: 0.6752 loss_ce_4: 0.5449 loss_bbox_4: 0.2918 loss_giou_4: 0.6666 time: 0.3319 data_time: 0.0463 lr: 0.0002 max_mem: 3710M
[02/06 22:03:31] detectron2.utils.events INFO: eta: 6:32:37 iter: 20359 total_loss: 1779 loss_ce: 0.534 loss_bbox: 0.2889 loss_giou: 0.6596 loss_ce_0: 0.6025 loss_bbox_0: 0.3263 loss_giou_0: 0.729 loss_ce_1: 0.5709 loss_bbox_1: 0.2977 loss_giou_1: 0.6643 loss_ce_2: 0.5447 loss_bbox_2: 0.2972 loss_giou_2: 0.6663 loss_ce_3: 0.5372 loss_bbox_3: 0.2926 loss_giou_3: 0.6622 loss_ce_4: 0.5334 loss_bbox_4: 0.293 loss_giou_4: 0.6643 time: 0.3319 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 22:03:38] detectron2.utils.events INFO: eta: 6:32:36 iter: 20379 total_loss: 1779 loss_ce: 0.5407 loss_bbox: 0.298 loss_giou: 0.6762 loss_ce_0: 0.6084 loss_bbox_0: 0.316 loss_giou_0: 0.7399 loss_ce_1: 0.5766 loss_bbox_1: 0.2968 loss_giou_1: 0.6906 loss_ce_2: 0.5543 loss_bbox_2: 0.2966 loss_giou_2: 0.6822 loss_ce_3: 0.5478 loss_bbox_3: 0.2966 loss_giou_3: 0.681 loss_ce_4: 0.5377 loss_bbox_4: 0.2938 loss_giou_4: 0.6748 time: 0.3319 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 22:03:44] detectron2.utils.events INFO: eta: 6:32:27 iter: 20399 total_loss: 1779 loss_ce: 0.5502 loss_bbox: 0.3037 loss_giou: 0.6855 loss_ce_0: 0.6248 loss_bbox_0: 0.3283 loss_giou_0: 0.7531 loss_ce_1: 0.5838 loss_bbox_1: 0.3053 loss_giou_1: 0.6993 loss_ce_2: 0.5638 loss_bbox_2: 0.3068 loss_giou_2: 0.6914 loss_ce_3: 0.5569 loss_bbox_3: 0.3003 loss_giou_3: 0.6875 loss_ce_4: 0.5539 loss_bbox_4: 0.3034 loss_giou_4: 0.6862 time: 0.3319 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 22:03:53] detectron2.utils.events INFO: eta: 6:32:04 iter: 20419 total_loss: 1775 loss_ce: 0.5503 loss_bbox: 0.293 loss_giou: 0.6732 loss_ce_0: 0.6161 loss_bbox_0: 0.3308 loss_giou_0: 0.7384 loss_ce_1: 0.5763 loss_bbox_1: 0.3059 loss_giou_1: 0.6935 loss_ce_2: 0.5585 loss_bbox_2: 0.3011 loss_giou_2: 0.6844 loss_ce_3: 0.5537 loss_bbox_3: 0.2987 loss_giou_3: 0.6768 loss_ce_4: 0.5497 loss_bbox_4: 0.2913 loss_giou_4: 0.6695 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:03:59] detectron2.utils.events INFO: eta: 6:32:14 iter: 20439 total_loss: 1775 loss_ce: 0.5598 loss_bbox: 0.2975 loss_giou: 0.6895 loss_ce_0: 0.6262 loss_bbox_0: 0.3243 loss_giou_0: 0.7501 loss_ce_1: 0.5904 loss_bbox_1: 0.3015 loss_giou_1: 0.7098 loss_ce_2: 0.5655 loss_bbox_2: 0.2964 loss_giou_2: 0.7012 loss_ce_3: 0.5651 loss_bbox_3: 0.2944 loss_giou_3: 0.6875 loss_ce_4: 0.5641 loss_bbox_4: 0.2963 loss_giou_4: 0.6892 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:04:06] detectron2.utils.events INFO: eta: 6:32:01 iter: 20459 total_loss: 1777 loss_ce: 0.5361 loss_bbox: 0.2934 loss_giou: 0.6833 loss_ce_0: 0.604 loss_bbox_0: 0.3206 loss_giou_0: 0.7521 loss_ce_1: 0.5663 loss_bbox_1: 0.3007 loss_giou_1: 0.7025 loss_ce_2: 0.5502 loss_bbox_2: 0.2951 loss_giou_2: 0.695 loss_ce_3: 0.5424 loss_bbox_3: 0.2949 loss_giou_3: 0.6892 loss_ce_4: 0.533 loss_bbox_4: 0.2918 loss_giou_4: 0.6837 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:04:13] detectron2.utils.events INFO: eta: 6:31:58 iter: 20479 total_loss: 1777 loss_ce: 0.5359 loss_bbox: 0.2864 loss_giou: 0.669 loss_ce_0: 0.6051 loss_bbox_0: 0.3242 loss_giou_0: 0.7353 loss_ce_1: 0.5755 loss_bbox_1: 0.2996 loss_giou_1: 0.6865 loss_ce_2: 0.5476 loss_bbox_2: 0.2945 loss_giou_2: 0.6817 loss_ce_3: 0.543 loss_bbox_3: 0.2909 loss_giou_3: 0.6682 loss_ce_4: 0.5373 loss_bbox_4: 0.2887 loss_giou_4: 0.6666 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:04:20] detectron2.utils.events INFO: eta: 6:31:54 iter: 20499 total_loss: 1778 loss_ce: 0.5542 loss_bbox: 0.2889 loss_giou: 0.6779 loss_ce_0: 0.6224 loss_bbox_0: 0.3282 loss_giou_0: 0.7514 loss_ce_1: 0.5897 loss_bbox_1: 0.3035 loss_giou_1: 0.6995 loss_ce_2: 0.5583 loss_bbox_2: 0.2993 loss_giou_2: 0.6879 loss_ce_3: 0.552 loss_bbox_3: 0.2948 loss_giou_3: 0.6848 loss_ce_4: 0.5509 loss_bbox_4: 0.2915 loss_giou_4: 0.6831 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:04:26] detectron2.utils.events INFO: eta: 6:31:37 iter: 20519 total_loss: 1780 loss_ce: 0.5474 loss_bbox: 0.2998 loss_giou: 0.6719 loss_ce_0: 0.6175 loss_bbox_0: 0.3273 loss_giou_0: 0.7291 loss_ce_1: 0.5802 loss_bbox_1: 0.3031 loss_giou_1: 0.6855 loss_ce_2: 0.5601 loss_bbox_2: 0.3024 loss_giou_2: 0.6787 loss_ce_3: 0.5521 loss_bbox_3: 0.2989 loss_giou_3: 0.6734 loss_ce_4: 0.5473 loss_bbox_4: 0.3005 loss_giou_4: 0.6713 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:04:33] detectron2.utils.events INFO: eta: 6:31:25 iter: 20539 total_loss: 1780 loss_ce: 0.5589 loss_bbox: 0.2984 loss_giou: 0.6377 loss_ce_0: 0.6202 loss_bbox_0: 0.322 loss_giou_0: 0.7044 loss_ce_1: 0.595 loss_bbox_1: 0.3022 loss_giou_1: 0.6563 loss_ce_2: 0.5662 loss_bbox_2: 0.2996 loss_giou_2: 0.6497 loss_ce_3: 0.5628 loss_bbox_3: 0.297 loss_giou_3: 0.6438 loss_ce_4: 0.5568 loss_bbox_4: 0.2971 loss_giou_4: 0.6349 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:04:40] detectron2.utils.events INFO: eta: 6:31:15 iter: 20559 total_loss: 1779 loss_ce: 0.5521 loss_bbox: 0.2999 loss_giou: 0.6503 loss_ce_0: 0.6229 loss_bbox_0: 0.3344 loss_giou_0: 0.7042 loss_ce_1: 0.5913 loss_bbox_1: 0.3025 loss_giou_1: 0.6579 loss_ce_2: 0.5626 loss_bbox_2: 0.3011 loss_giou_2: 0.6505 loss_ce_3: 0.5572 loss_bbox_3: 0.3075 loss_giou_3: 0.6488 loss_ce_4: 0.5545 loss_bbox_4: 0.304 loss_giou_4: 0.6467 time: 0.3320 data_time: 0.0521 lr: 0.0002 max_mem: 3710M
[02/06 22:04:47] detectron2.utils.events INFO: eta: 6:30:54 iter: 20579 total_loss: 1778 loss_ce: 0.5442 loss_bbox: 0.2991 loss_giou: 0.6705 loss_ce_0: 0.6188 loss_bbox_0: 0.3303 loss_giou_0: 0.7345 loss_ce_1: 0.5816 loss_bbox_1: 0.3018 loss_giou_1: 0.6868 loss_ce_2: 0.549 loss_bbox_2: 0.3005 loss_giou_2: 0.6748 loss_ce_3: 0.5465 loss_bbox_3: 0.2993 loss_giou_3: 0.6744 loss_ce_4: 0.5432 loss_bbox_4: 0.2997 loss_giou_4: 0.6724 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 22:04:53] detectron2.utils.events INFO: eta: 6:30:51 iter: 20599 total_loss: 1776 loss_ce: 0.5539 loss_bbox: 0.3037 loss_giou: 0.6758 loss_ce_0: 0.6176 loss_bbox_0: 0.3368 loss_giou_0: 0.752 loss_ce_1: 0.5784 loss_bbox_1: 0.3189 loss_giou_1: 0.6993 loss_ce_2: 0.5573 loss_bbox_2: 0.3086 loss_giou_2: 0.6903 loss_ce_3: 0.5545 loss_bbox_3: 0.3053 loss_giou_3: 0.6775 loss_ce_4: 0.5494 loss_bbox_4: 0.3037 loss_giou_4: 0.6792 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:05:00] detectron2.utils.events INFO: eta: 6:30:38 iter: 20619 total_loss: 1772 loss_ce: 0.5405 loss_bbox: 0.292 loss_giou: 0.6813 loss_ce_0: 0.6074 loss_bbox_0: 0.3184 loss_giou_0: 0.7454 loss_ce_1: 0.5675 loss_bbox_1: 0.2969 loss_giou_1: 0.7007 loss_ce_2: 0.5544 loss_bbox_2: 0.29 loss_giou_2: 0.686 loss_ce_3: 0.5458 loss_bbox_3: 0.2879 loss_giou_3: 0.6868 loss_ce_4: 0.5411 loss_bbox_4: 0.2906 loss_giou_4: 0.6859 time: 0.3320 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:05:06] detectron2.utils.events INFO: eta: 6:30:46 iter: 20639 total_loss: 1777 loss_ce: 0.5499 loss_bbox: 0.2943 loss_giou: 0.6926 loss_ce_0: 0.6244 loss_bbox_0: 0.3208 loss_giou_0: 0.7505 loss_ce_1: 0.5812 loss_bbox_1: 0.3102 loss_giou_1: 0.7052 loss_ce_2: 0.5601 loss_bbox_2: 0.2988 loss_giou_2: 0.6938 loss_ce_3: 0.5525 loss_bbox_3: 0.2963 loss_giou_3: 0.6929 loss_ce_4: 0.546 loss_bbox_4: 0.2947 loss_giou_4: 0.6936 time: 0.3320 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 22:05:13] detectron2.utils.events INFO: eta: 6:30:43 iter: 20659 total_loss: 1778 loss_ce: 0.5498 loss_bbox: 0.3004 loss_giou: 0.6647 loss_ce_0: 0.6325 loss_bbox_0: 0.3307 loss_giou_0: 0.7144 loss_ce_1: 0.5847 loss_bbox_1: 0.3116 loss_giou_1: 0.6792 loss_ce_2: 0.5589 loss_bbox_2: 0.3074 loss_giou_2: 0.6701 loss_ce_3: 0.5507 loss_bbox_3: 0.3078 loss_giou_3: 0.6664 loss_ce_4: 0.5529 loss_bbox_4: 0.3029 loss_giou_4: 0.6624 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 22:05:20] detectron2.utils.events INFO: eta: 6:30:49 iter: 20679 total_loss: 1775 loss_ce: 0.5358 loss_bbox: 0.2929 loss_giou: 0.7003 loss_ce_0: 0.5952 loss_bbox_0: 0.3305 loss_giou_0: 0.7681 loss_ce_1: 0.5585 loss_bbox_1: 0.3042 loss_giou_1: 0.7193 loss_ce_2: 0.5468 loss_bbox_2: 0.2963 loss_giou_2: 0.7084 loss_ce_3: 0.5336 loss_bbox_3: 0.294 loss_giou_3: 0.7069 loss_ce_4: 0.5314 loss_bbox_4: 0.2939 loss_giou_4: 0.7023 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:05:27] detectron2.utils.events INFO: eta: 6:30:54 iter: 20699 total_loss: 1772 loss_ce: 0.5337 loss_bbox: 0.2852 loss_giou: 0.6839 loss_ce_0: 0.5958 loss_bbox_0: 0.3168 loss_giou_0: 0.7577 loss_ce_1: 0.5568 loss_bbox_1: 0.2893 loss_giou_1: 0.6996 loss_ce_2: 0.5375 loss_bbox_2: 0.2866 loss_giou_2: 0.6893 loss_ce_3: 0.5299 loss_bbox_3: 0.2866 loss_giou_3: 0.6834 loss_ce_4: 0.5308 loss_bbox_4: 0.2854 loss_giou_4: 0.6835 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:05:33] detectron2.utils.events INFO: eta: 6:31:01 iter: 20719 total_loss: 1772 loss_ce: 0.5395 loss_bbox: 0.2847 loss_giou: 0.6657 loss_ce_0: 0.6008 loss_bbox_0: 0.3191 loss_giou_0: 0.7322 loss_ce_1: 0.5663 loss_bbox_1: 0.2937 loss_giou_1: 0.682 loss_ce_2: 0.5468 loss_bbox_2: 0.2865 loss_giou_2: 0.6711 loss_ce_3: 0.5429 loss_bbox_3: 0.2871 loss_giou_3: 0.6686 loss_ce_4: 0.5377 loss_bbox_4: 0.2875 loss_giou_4: 0.6664 time: 0.3320 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 22:05:40] detectron2.utils.events INFO: eta: 6:30:58 iter: 20739 total_loss: 1779 loss_ce: 0.5528 loss_bbox: 0.2917 loss_giou: 0.6731 loss_ce_0: 0.6185 loss_bbox_0: 0.3149 loss_giou_0: 0.7229 loss_ce_1: 0.5793 loss_bbox_1: 0.2946 loss_giou_1: 0.6872 loss_ce_2: 0.5582 loss_bbox_2: 0.2938 loss_giou_2: 0.6738 loss_ce_3: 0.5527 loss_bbox_3: 0.293 loss_giou_3: 0.669 loss_ce_4: 0.5535 loss_bbox_4: 0.2937 loss_giou_4: 0.6635 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:05:46] detectron2.utils.events INFO: eta: 6:31:12 iter: 20759 total_loss: 1776 loss_ce: 0.5317 loss_bbox: 0.2883 loss_giou: 0.6671 loss_ce_0: 0.6012 loss_bbox_0: 0.3256 loss_giou_0: 0.7245 loss_ce_1: 0.5659 loss_bbox_1: 0.3031 loss_giou_1: 0.6765 loss_ce_2: 0.5476 loss_bbox_2: 0.2939 loss_giou_2: 0.6672 loss_ce_3: 0.538 loss_bbox_3: 0.291 loss_giou_3: 0.6652 loss_ce_4: 0.534 loss_bbox_4: 0.2903 loss_giou_4: 0.6655 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 22:05:53] detectron2.utils.events INFO: eta: 6:31:05 iter: 20779 total_loss: 1780 loss_ce: 0.5488 loss_bbox: 0.2862 loss_giou: 0.6717 loss_ce_0: 0.6121 loss_bbox_0: 0.3221 loss_giou_0: 0.7423 loss_ce_1: 0.5694 loss_bbox_1: 0.2935 loss_giou_1: 0.6937 loss_ce_2: 0.557 loss_bbox_2: 0.2877 loss_giou_2: 0.6846 loss_ce_3: 0.5484 loss_bbox_3: 0.2883 loss_giou_3: 0.6793 loss_ce_4: 0.5432 loss_bbox_4: 0.2856 loss_giou_4: 0.6748 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:06:00] detectron2.utils.events INFO: eta: 6:31:25 iter: 20799 total_loss: 1781 loss_ce: 0.5391 loss_bbox: 0.296 loss_giou: 0.6925 loss_ce_0: 0.5976 loss_bbox_0: 0.3243 loss_giou_0: 0.7603 loss_ce_1: 0.567 loss_bbox_1: 0.3001 loss_giou_1: 0.7083 loss_ce_2: 0.5525 loss_bbox_2: 0.2937 loss_giou_2: 0.6923 loss_ce_3: 0.5393 loss_bbox_3: 0.2927 loss_giou_3: 0.687 loss_ce_4: 0.5372 loss_bbox_4: 0.2931 loss_giou_4: 0.6882 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:06:06] detectron2.utils.events INFO: eta: 6:31:00 iter: 20819 total_loss: 1780 loss_ce: 0.5423 loss_bbox: 0.2888 loss_giou: 0.6886 loss_ce_0: 0.6081 loss_bbox_0: 0.3208 loss_giou_0: 0.7495 loss_ce_1: 0.5746 loss_bbox_1: 0.2918 loss_giou_1: 0.7015 loss_ce_2: 0.5479 loss_bbox_2: 0.2893 loss_giou_2: 0.6937 loss_ce_3: 0.5368 loss_bbox_3: 0.2875 loss_giou_3: 0.6882 loss_ce_4: 0.5424 loss_bbox_4: 0.2883 loss_giou_4: 0.6901 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:06:13] detectron2.utils.events INFO: eta: 6:31:20 iter: 20839 total_loss: 1781 loss_ce: 0.5562 loss_bbox: 0.2935 loss_giou: 0.6714 loss_ce_0: 0.6168 loss_bbox_0: 0.3307 loss_giou_0: 0.7245 loss_ce_1: 0.5811 loss_bbox_1: 0.3048 loss_giou_1: 0.6796 loss_ce_2: 0.5629 loss_bbox_2: 0.3014 loss_giou_2: 0.6766 loss_ce_3: 0.5576 loss_bbox_3: 0.2962 loss_giou_3: 0.6697 loss_ce_4: 0.5556 loss_bbox_4: 0.2933 loss_giou_4: 0.6701 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 22:06:20] detectron2.utils.events INFO: eta: 6:31:37 iter: 20859 total_loss: 1779 loss_ce: 0.5558 loss_bbox: 0.3022 loss_giou: 0.6672 loss_ce_0: 0.6202 loss_bbox_0: 0.3323 loss_giou_0: 0.7363 loss_ce_1: 0.5828 loss_bbox_1: 0.3044 loss_giou_1: 0.6829 loss_ce_2: 0.5659 loss_bbox_2: 0.3001 loss_giou_2: 0.6779 loss_ce_3: 0.5587 loss_bbox_3: 0.3008 loss_giou_3: 0.6702 loss_ce_4: 0.5582 loss_bbox_4: 0.3023 loss_giou_4: 0.6673 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 22:06:26] detectron2.utils.events INFO: eta: 6:31:20 iter: 20879 total_loss: 1777 loss_ce: 0.552 loss_bbox: 0.2951 loss_giou: 0.6616 loss_ce_0: 0.6179 loss_bbox_0: 0.3261 loss_giou_0: 0.734 loss_ce_1: 0.5818 loss_bbox_1: 0.3 loss_giou_1: 0.685 loss_ce_2: 0.5604 loss_bbox_2: 0.3011 loss_giou_2: 0.6709 loss_ce_3: 0.5511 loss_bbox_3: 0.3015 loss_giou_3: 0.6698 loss_ce_4: 0.551 loss_bbox_4: 0.2961 loss_giou_4: 0.6636 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:06:33] detectron2.utils.events INFO: eta: 6:31:16 iter: 20899 total_loss: 1778 loss_ce: 0.5517 loss_bbox: 0.2948 loss_giou: 0.663 loss_ce_0: 0.6139 loss_bbox_0: 0.3285 loss_giou_0: 0.7299 loss_ce_1: 0.5838 loss_bbox_1: 0.3062 loss_giou_1: 0.677 loss_ce_2: 0.561 loss_bbox_2: 0.2984 loss_giou_2: 0.6738 loss_ce_3: 0.5566 loss_bbox_3: 0.2954 loss_giou_3: 0.6644 loss_ce_4: 0.5491 loss_bbox_4: 0.2941 loss_giou_4: 0.6641 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:06:40] detectron2.utils.events INFO: eta: 6:31:04 iter: 20919 total_loss: 1778 loss_ce: 0.5362 loss_bbox: 0.2871 loss_giou: 0.6841 loss_ce_0: 0.6045 loss_bbox_0: 0.3222 loss_giou_0: 0.7548 loss_ce_1: 0.5647 loss_bbox_1: 0.2943 loss_giou_1: 0.6898 loss_ce_2: 0.547 loss_bbox_2: 0.2908 loss_giou_2: 0.6894 loss_ce_3: 0.5379 loss_bbox_3: 0.2867 loss_giou_3: 0.6868 loss_ce_4: 0.5367 loss_bbox_4: 0.288 loss_giou_4: 0.6828 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:06:46] detectron2.utils.events INFO: eta: 6:30:57 iter: 20939 total_loss: 1780 loss_ce: 0.5498 loss_bbox: 0.2942 loss_giou: 0.6672 loss_ce_0: 0.6197 loss_bbox_0: 0.3234 loss_giou_0: 0.7358 loss_ce_1: 0.5799 loss_bbox_1: 0.3016 loss_giou_1: 0.6779 loss_ce_2: 0.5618 loss_bbox_2: 0.2945 loss_giou_2: 0.6687 loss_ce_3: 0.5547 loss_bbox_3: 0.293 loss_giou_3: 0.6714 loss_ce_4: 0.5502 loss_bbox_4: 0.2959 loss_giou_4: 0.6687 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:06:53] detectron2.utils.events INFO: eta: 6:30:32 iter: 20959 total_loss: 1775 loss_ce: 0.5538 loss_bbox: 0.3009 loss_giou: 0.6819 loss_ce_0: 0.6278 loss_bbox_0: 0.3293 loss_giou_0: 0.7494 loss_ce_1: 0.5852 loss_bbox_1: 0.3063 loss_giou_1: 0.7003 loss_ce_2: 0.5575 loss_bbox_2: 0.3001 loss_giou_2: 0.6839 loss_ce_3: 0.5523 loss_bbox_3: 0.2986 loss_giou_3: 0.6855 loss_ce_4: 0.5545 loss_bbox_4: 0.2975 loss_giou_4: 0.6819 time: 0.3320 data_time: 0.0089 lr: 0.0002 max_mem: 3710M
[02/06 22:06:59] detectron2.utils.events INFO: eta: 6:30:25 iter: 20979 total_loss: 1773 loss_ce: 0.5275 loss_bbox: 0.2968 loss_giou: 0.6621 loss_ce_0: 0.5941 loss_bbox_0: 0.3263 loss_giou_0: 0.7432 loss_ce_1: 0.5634 loss_bbox_1: 0.3024 loss_giou_1: 0.6857 loss_ce_2: 0.5359 loss_bbox_2: 0.2949 loss_giou_2: 0.674 loss_ce_3: 0.5278 loss_bbox_3: 0.297 loss_giou_3: 0.669 loss_ce_4: 0.5279 loss_bbox_4: 0.2916 loss_giou_4: 0.6631 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:07:06] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 20999...
[02/06 22:07:06] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 22:07:06] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 22:07:06] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 22:07:07] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 22:07:07] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 22:07:08] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 22:07:08] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 22:07:08] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 22:07:27] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1421 s / img. ETA=0:01:54
[02/06 22:07:32] detectron2.evaluation.evaluator INFO: Inference done 60/157. 0.0579 s / img. ETA=0:00:17
[02/06 22:07:36] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.361999 (0.094487 s / img per device, on 32 devices)
[02/06 22:07:36] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.049690 s / img per device, on 32 devices)
[02/06 22:07:48] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 22:07:48] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/20999/coco_2017_val/coco_instances_results.json
[02/06 22:07:54] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 22:07:55] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 22:08:10] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 15.07 seconds.
[02/06 22:08:11] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 22:08:13] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.14 seconds.
[02/06 22:08:13] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 28.103 | 46.778 | 29.711 | 14.184 | 32.442 | 38.272 |
[02/06 22:08:13] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 39.485 | bicycle | 17.174 | car | 27.025 |
| motorcycle | 28.566 | airplane | 47.692 | bus | 52.073 |
| train | 50.409 | truck | 23.025 | boat | 14.792 |
| traffic light | 14.642 | fire hydrant | 49.507 | stop sign | 50.708 |
| parking meter | 34.823 | bench | 13.587 | bird | 25.305 |
| cat | 55.169 | dog | 50.555 | horse | 44.231 |
| sheep | 36.919 | cow | 43.578 | elephant | 54.272 |
| bear | 67.743 | zebra | 55.237 | giraffe | 58.234 |
| backpack | 8.010 | umbrella | 25.020 | handbag | 5.625 |
| tie | 18.155 | suitcase | 22.630 | frisbee | 49.796 |
| skis | 11.232 | snowboard | 16.377 | sports ball | 23.885 |
| kite | 24.634 | baseball bat | 15.136 | baseball glove | 24.852 |
| skateboard | 35.127 | surfboard | 20.205 | tennis racket | 32.243 |
| bottle | 23.534 | wine glass | 22.365 | cup | 29.743 |
| fork | 15.754 | knife | 7.577 | spoon | 5.631 |
| bowl | 24.712 | banana | 16.294 | apple | 8.565 |
| sandwich | 20.763 | orange | 21.190 | broccoli | 14.868 |
| carrot | 12.050 | hot dog | 19.838 | pizza | 37.775 |
| donut | 33.486 | cake | 23.370 | chair | 16.421 |
| couch | 25.487 | potted plant | 17.475 | bed | 28.985 |
| dining table | 14.519 | toilet | 46.876 | tv | 41.926 |
| laptop | 43.870 | mouse | 45.313 | remote | 16.399 |
| keyboard | 36.218 | cell phone | 20.809 | microwave | 39.088 |
| oven | 24.924 | toaster | 22.850 | sink | 22.904 |
| refrigerator | 38.142 | book | 5.568 | clock | 37.154 |
| vase | 25.894 | scissors | 9.811 | teddy bear | 30.632 |
| hair drier | 1.326 | toothbrush | 10.445 | | |
[02/06 22:08:14] detectron2.utils.events INFO: eta: 6:30:43 iter: 20999 total_loss: 1781 loss_ce: 0.5498 loss_bbox: 0.2957 loss_giou: 0.6997 loss_ce_0: 0.6183 loss_bbox_0: 0.3292 loss_giou_0: 0.765 loss_ce_1: 0.5764 loss_bbox_1: 0.3069 loss_giou_1: 0.7179 loss_ce_2: 0.5637 loss_bbox_2: 0.3014 loss_giou_2: 0.7069 loss_ce_3: 0.5539 loss_bbox_3: 0.2973 loss_giou_3: 0.696 loss_ce_4: 0.5505 loss_bbox_4: 0.2935 loss_giou_4: 0.7001 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:08:21] detectron2.utils.events INFO: eta: 6:31:07 iter: 21019 total_loss: 1779 loss_ce: 0.5489 loss_bbox: 0.2964 loss_giou: 0.6656 loss_ce_0: 0.6156 loss_bbox_0: 0.3258 loss_giou_0: 0.7169 loss_ce_1: 0.5793 loss_bbox_1: 0.3036 loss_giou_1: 0.6683 loss_ce_2: 0.5602 loss_bbox_2: 0.2932 loss_giou_2: 0.6625 loss_ce_3: 0.5538 loss_bbox_3: 0.2958 loss_giou_3: 0.6605 loss_ce_4: 0.5467 loss_bbox_4: 0.2932 loss_giou_4: 0.659 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:08:27] detectron2.utils.events INFO: eta: 6:30:45 iter: 21039 total_loss: 1782 loss_ce: 0.5426 loss_bbox: 0.2944 loss_giou: 0.6528 loss_ce_0: 0.6043 loss_bbox_0: 0.3294 loss_giou_0: 0.7245 loss_ce_1: 0.574 loss_bbox_1: 0.3011 loss_giou_1: 0.6717 loss_ce_2: 0.5431 loss_bbox_2: 0.3005 loss_giou_2: 0.6642 loss_ce_3: 0.5393 loss_bbox_3: 0.2913 loss_giou_3: 0.6554 loss_ce_4: 0.54 loss_bbox_4: 0.2918 loss_giou_4: 0.6564 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 22:08:34] detectron2.utils.events INFO: eta: 6:30:57 iter: 21059 total_loss: 1776 loss_ce: 0.5474 loss_bbox: 0.3011 loss_giou: 0.6975 loss_ce_0: 0.6189 loss_bbox_0: 0.3341 loss_giou_0: 0.7657 loss_ce_1: 0.5788 loss_bbox_1: 0.3045 loss_giou_1: 0.7136 loss_ce_2: 0.5532 loss_bbox_2: 0.3046 loss_giou_2: 0.7094 loss_ce_3: 0.5446 loss_bbox_3: 0.2998 loss_giou_3: 0.6986 loss_ce_4: 0.5464 loss_bbox_4: 0.2993 loss_giou_4: 0.6966 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:08:41] detectron2.utils.events INFO: eta: 6:30:30 iter: 21079 total_loss: 1783 loss_ce: 0.5473 loss_bbox: 0.2957 loss_giou: 0.6829 loss_ce_0: 0.6172 loss_bbox_0: 0.3293 loss_giou_0: 0.7351 loss_ce_1: 0.5806 loss_bbox_1: 0.3002 loss_giou_1: 0.686 loss_ce_2: 0.5616 loss_bbox_2: 0.2993 loss_giou_2: 0.6857 loss_ce_3: 0.5496 loss_bbox_3: 0.296 loss_giou_3: 0.683 loss_ce_4: 0.5502 loss_bbox_4: 0.2962 loss_giou_4: 0.6853 time: 0.3320 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 22:08:47] detectron2.utils.events INFO: eta: 6:30:16 iter: 21099 total_loss: 1781 loss_ce: 0.5664 loss_bbox: 0.2993 loss_giou: 0.6883 loss_ce_0: 0.63 loss_bbox_0: 0.3334 loss_giou_0: 0.742 loss_ce_1: 0.5951 loss_bbox_1: 0.3036 loss_giou_1: 0.7069 loss_ce_2: 0.5771 loss_bbox_2: 0.3027 loss_giou_2: 0.6988 loss_ce_3: 0.5657 loss_bbox_3: 0.2985 loss_giou_3: 0.6916 loss_ce_4: 0.5648 loss_bbox_4: 0.3013 loss_giou_4: 0.6905 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:08:54] detectron2.utils.events INFO: eta: 6:29:58 iter: 21119 total_loss: 1782 loss_ce: 0.5514 loss_bbox: 0.2931 loss_giou: 0.7104 loss_ce_0: 0.6123 loss_bbox_0: 0.3203 loss_giou_0: 0.7733 loss_ce_1: 0.58 loss_bbox_1: 0.299 loss_giou_1: 0.7316 loss_ce_2: 0.5602 loss_bbox_2: 0.2947 loss_giou_2: 0.7228 loss_ce_3: 0.5566 loss_bbox_3: 0.2915 loss_giou_3: 0.715 loss_ce_4: 0.5554 loss_bbox_4: 0.2917 loss_giou_4: 0.7075 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:09:01] detectron2.utils.events INFO: eta: 6:29:44 iter: 21139 total_loss: 1776 loss_ce: 0.5375 loss_bbox: 0.2873 loss_giou: 0.676 loss_ce_0: 0.6108 loss_bbox_0: 0.3196 loss_giou_0: 0.7419 loss_ce_1: 0.5693 loss_bbox_1: 0.2955 loss_giou_1: 0.6802 loss_ce_2: 0.5475 loss_bbox_2: 0.2919 loss_giou_2: 0.6814 loss_ce_3: 0.5432 loss_bbox_3: 0.2898 loss_giou_3: 0.6776 loss_ce_4: 0.5386 loss_bbox_4: 0.2887 loss_giou_4: 0.6744 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:09:07] detectron2.utils.events INFO: eta: 6:29:31 iter: 21159 total_loss: 1776 loss_ce: 0.5357 loss_bbox: 0.2976 loss_giou: 0.676 loss_ce_0: 0.6 loss_bbox_0: 0.3265 loss_giou_0: 0.7415 loss_ce_1: 0.564 loss_bbox_1: 0.3044 loss_giou_1: 0.6921 loss_ce_2: 0.5484 loss_bbox_2: 0.2985 loss_giou_2: 0.6876 loss_ce_3: 0.5393 loss_bbox_3: 0.3002 loss_giou_3: 0.6838 loss_ce_4: 0.5374 loss_bbox_4: 0.2996 loss_giou_4: 0.6767 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:09:14] detectron2.utils.events INFO: eta: 6:29:39 iter: 21179 total_loss: 1776 loss_ce: 0.5486 loss_bbox: 0.2916 loss_giou: 0.6573 loss_ce_0: 0.6077 loss_bbox_0: 0.3201 loss_giou_0: 0.7237 loss_ce_1: 0.5717 loss_bbox_1: 0.298 loss_giou_1: 0.6757 loss_ce_2: 0.5492 loss_bbox_2: 0.2947 loss_giou_2: 0.666 loss_ce_3: 0.5401 loss_bbox_3: 0.2926 loss_giou_3: 0.6604 loss_ce_4: 0.5446 loss_bbox_4: 0.292 loss_giou_4: 0.6589 time: 0.3320 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 22:09:21] detectron2.utils.events INFO: eta: 6:29:24 iter: 21199 total_loss: 1778 loss_ce: 0.5467 loss_bbox: 0.2878 loss_giou: 0.6764 loss_ce_0: 0.6089 loss_bbox_0: 0.3315 loss_giou_0: 0.728 loss_ce_1: 0.5765 loss_bbox_1: 0.3014 loss_giou_1: 0.6943 loss_ce_2: 0.5575 loss_bbox_2: 0.2939 loss_giou_2: 0.6832 loss_ce_3: 0.5528 loss_bbox_3: 0.2951 loss_giou_3: 0.6817 loss_ce_4: 0.546 loss_bbox_4: 0.289 loss_giou_4: 0.6764 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:09:28] detectron2.utils.events INFO: eta: 6:29:45 iter: 21219 total_loss: 1779 loss_ce: 0.5375 loss_bbox: 0.2847 loss_giou: 0.6878 loss_ce_0: 0.6047 loss_bbox_0: 0.322 loss_giou_0: 0.7343 loss_ce_1: 0.5704 loss_bbox_1: 0.2914 loss_giou_1: 0.6844 loss_ce_2: 0.5451 loss_bbox_2: 0.2846 loss_giou_2: 0.6877 loss_ce_3: 0.5376 loss_bbox_3: 0.2855 loss_giou_3: 0.6835 loss_ce_4: 0.5399 loss_bbox_4: 0.2888 loss_giou_4: 0.68 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 22:09:34] detectron2.utils.events INFO: eta: 6:29:33 iter: 21239 total_loss: 1777 loss_ce: 0.5537 loss_bbox: 0.2908 loss_giou: 0.6761 loss_ce_0: 0.615 loss_bbox_0: 0.323 loss_giou_0: 0.7522 loss_ce_1: 0.5727 loss_bbox_1: 0.3038 loss_giou_1: 0.6977 loss_ce_2: 0.5622 loss_bbox_2: 0.2985 loss_giou_2: 0.6798 loss_ce_3: 0.5551 loss_bbox_3: 0.2922 loss_giou_3: 0.6736 loss_ce_4: 0.5528 loss_bbox_4: 0.2927 loss_giou_4: 0.6783 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:09:41] detectron2.utils.events INFO: eta: 6:29:52 iter: 21259 total_loss: 1779 loss_ce: 0.551 loss_bbox: 0.29 loss_giou: 0.6936 loss_ce_0: 0.6143 loss_bbox_0: 0.3219 loss_giou_0: 0.7707 loss_ce_1: 0.5786 loss_bbox_1: 0.296 loss_giou_1: 0.7139 loss_ce_2: 0.5604 loss_bbox_2: 0.2931 loss_giou_2: 0.7028 loss_ce_3: 0.5468 loss_bbox_3: 0.2903 loss_giou_3: 0.6971 loss_ce_4: 0.5457 loss_bbox_4: 0.29 loss_giou_4: 0.6937 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:09:48] detectron2.utils.events INFO: eta: 6:29:52 iter: 21279 total_loss: 1776 loss_ce: 0.5558 loss_bbox: 0.2925 loss_giou: 0.7025 loss_ce_0: 0.6224 loss_bbox_0: 0.3278 loss_giou_0: 0.7594 loss_ce_1: 0.5916 loss_bbox_1: 0.3021 loss_giou_1: 0.7135 loss_ce_2: 0.5658 loss_bbox_2: 0.2947 loss_giou_2: 0.7014 loss_ce_3: 0.5576 loss_bbox_3: 0.2964 loss_giou_3: 0.7004 loss_ce_4: 0.5527 loss_bbox_4: 0.2966 loss_giou_4: 0.6982 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:09:54] detectron2.utils.events INFO: eta: 6:29:21 iter: 21299 total_loss: 1778 loss_ce: 0.542 loss_bbox: 0.2891 loss_giou: 0.6893 loss_ce_0: 0.6081 loss_bbox_0: 0.3204 loss_giou_0: 0.7526 loss_ce_1: 0.5724 loss_bbox_1: 0.2983 loss_giou_1: 0.6932 loss_ce_2: 0.5516 loss_bbox_2: 0.2951 loss_giou_2: 0.6877 loss_ce_3: 0.5436 loss_bbox_3: 0.2942 loss_giou_3: 0.6823 loss_ce_4: 0.5401 loss_bbox_4: 0.2917 loss_giou_4: 0.6855 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:10:01] detectron2.utils.events INFO: eta: 6:29:18 iter: 21319 total_loss: 1779 loss_ce: 0.5408 loss_bbox: 0.2953 loss_giou: 0.6899 loss_ce_0: 0.6088 loss_bbox_0: 0.3306 loss_giou_0: 0.7569 loss_ce_1: 0.5677 loss_bbox_1: 0.3064 loss_giou_1: 0.7123 loss_ce_2: 0.5448 loss_bbox_2: 0.3 loss_giou_2: 0.7028 loss_ce_3: 0.5383 loss_bbox_3: 0.2995 loss_giou_3: 0.6982 loss_ce_4: 0.539 loss_bbox_4: 0.2952 loss_giou_4: 0.6901 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:10:07] detectron2.utils.events INFO: eta: 6:29:10 iter: 21339 total_loss: 1784 loss_ce: 0.5582 loss_bbox: 0.3055 loss_giou: 0.6739 loss_ce_0: 0.6276 loss_bbox_0: 0.3317 loss_giou_0: 0.7456 loss_ce_1: 0.5867 loss_bbox_1: 0.3102 loss_giou_1: 0.6985 loss_ce_2: 0.5684 loss_bbox_2: 0.3077 loss_giou_2: 0.6817 loss_ce_3: 0.5673 loss_bbox_3: 0.3034 loss_giou_3: 0.679 loss_ce_4: 0.5598 loss_bbox_4: 0.3041 loss_giou_4: 0.6757 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:10:14] detectron2.utils.events INFO: eta: 6:28:59 iter: 21359 total_loss: 1778 loss_ce: 0.54 loss_bbox: 0.2902 loss_giou: 0.6811 loss_ce_0: 0.6129 loss_bbox_0: 0.3222 loss_giou_0: 0.7674 loss_ce_1: 0.5717 loss_bbox_1: 0.2978 loss_giou_1: 0.703 loss_ce_2: 0.5453 loss_bbox_2: 0.2932 loss_giou_2: 0.6873 loss_ce_3: 0.5375 loss_bbox_3: 0.2931 loss_giou_3: 0.6882 loss_ce_4: 0.54 loss_bbox_4: 0.2914 loss_giou_4: 0.681 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:10:21] detectron2.utils.events INFO: eta: 6:28:53 iter: 21379 total_loss: 1781 loss_ce: 0.5539 loss_bbox: 0.2858 loss_giou: 0.6679 loss_ce_0: 0.6098 loss_bbox_0: 0.3138 loss_giou_0: 0.7443 loss_ce_1: 0.584 loss_bbox_1: 0.2948 loss_giou_1: 0.6911 loss_ce_2: 0.5601 loss_bbox_2: 0.2907 loss_giou_2: 0.6685 loss_ce_3: 0.5489 loss_bbox_3: 0.2858 loss_giou_3: 0.6756 loss_ce_4: 0.5489 loss_bbox_4: 0.286 loss_giou_4: 0.6683 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 22:10:27] detectron2.utils.events INFO: eta: 6:29:17 iter: 21399 total_loss: 1781 loss_ce: 0.5368 loss_bbox: 0.2942 loss_giou: 0.6845 loss_ce_0: 0.608 loss_bbox_0: 0.3257 loss_giou_0: 0.7599 loss_ce_1: 0.5723 loss_bbox_1: 0.3031 loss_giou_1: 0.705 loss_ce_2: 0.5491 loss_bbox_2: 0.2961 loss_giou_2: 0.697 loss_ce_3: 0.5396 loss_bbox_3: 0.2963 loss_giou_3: 0.6885 loss_ce_4: 0.541 loss_bbox_4: 0.2956 loss_giou_4: 0.6907 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:10:34] detectron2.utils.events INFO: eta: 6:29:04 iter: 21419 total_loss: 1781 loss_ce: 0.5668 loss_bbox: 0.2992 loss_giou: 0.6703 loss_ce_0: 0.6342 loss_bbox_0: 0.3245 loss_giou_0: 0.7346 loss_ce_1: 0.6013 loss_bbox_1: 0.3012 loss_giou_1: 0.6813 loss_ce_2: 0.5767 loss_bbox_2: 0.296 loss_giou_2: 0.6755 loss_ce_3: 0.5678 loss_bbox_3: 0.2935 loss_giou_3: 0.6702 loss_ce_4: 0.5632 loss_bbox_4: 0.2948 loss_giou_4: 0.6704 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:10:40] detectron2.utils.events INFO: eta: 6:28:46 iter: 21439 total_loss: 1781 loss_ce: 0.5498 loss_bbox: 0.2967 loss_giou: 0.6778 loss_ce_0: 0.6222 loss_bbox_0: 0.3294 loss_giou_0: 0.7533 loss_ce_1: 0.5872 loss_bbox_1: 0.2979 loss_giou_1: 0.6958 loss_ce_2: 0.5569 loss_bbox_2: 0.2984 loss_giou_2: 0.6831 loss_ce_3: 0.5527 loss_bbox_3: 0.2979 loss_giou_3: 0.6786 loss_ce_4: 0.5463 loss_bbox_4: 0.297 loss_giou_4: 0.6743 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:10:47] detectron2.utils.events INFO: eta: 6:28:51 iter: 21459 total_loss: 1779 loss_ce: 0.5522 loss_bbox: 0.2903 loss_giou: 0.7054 loss_ce_0: 0.6249 loss_bbox_0: 0.3229 loss_giou_0: 0.7582 loss_ce_1: 0.5851 loss_bbox_1: 0.3003 loss_giou_1: 0.7091 loss_ce_2: 0.5663 loss_bbox_2: 0.2905 loss_giou_2: 0.7078 loss_ce_3: 0.5541 loss_bbox_3: 0.2952 loss_giou_3: 0.7031 loss_ce_4: 0.5525 loss_bbox_4: 0.2911 loss_giou_4: 0.7005 time: 0.3320 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:10:54] detectron2.utils.events INFO: eta: 6:28:51 iter: 21479 total_loss: 1776 loss_ce: 0.5224 loss_bbox: 0.2878 loss_giou: 0.6546 loss_ce_0: 0.5996 loss_bbox_0: 0.3221 loss_giou_0: 0.7252 loss_ce_1: 0.5579 loss_bbox_1: 0.2963 loss_giou_1: 0.6744 loss_ce_2: 0.5375 loss_bbox_2: 0.2913 loss_giou_2: 0.666 loss_ce_3: 0.525 loss_bbox_3: 0.2911 loss_giou_3: 0.663 loss_ce_4: 0.5219 loss_bbox_4: 0.2887 loss_giou_4: 0.6604 time: 0.3320 data_time: 0.0084 lr: 0.0002 max_mem: 3710M
[02/06 22:11:00] detectron2.utils.events INFO: eta: 6:28:59 iter: 21499 total_loss: 1778 loss_ce: 0.5614 loss_bbox: 0.3024 loss_giou: 0.7063 loss_ce_0: 0.6246 loss_bbox_0: 0.3368 loss_giou_0: 0.7663 loss_ce_1: 0.5875 loss_bbox_1: 0.3105 loss_giou_1: 0.7243 loss_ce_2: 0.5699 loss_bbox_2: 0.3069 loss_giou_2: 0.708 loss_ce_3: 0.5637 loss_bbox_3: 0.3037 loss_giou_3: 0.7097 loss_ce_4: 0.5608 loss_bbox_4: 0.3023 loss_giou_4: 0.7036 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:11:07] detectron2.utils.events INFO: eta: 6:29:11 iter: 21519 total_loss: 1781 loss_ce: 0.5447 loss_bbox: 0.2946 loss_giou: 0.6789 loss_ce_0: 0.6125 loss_bbox_0: 0.317 loss_giou_0: 0.7379 loss_ce_1: 0.5729 loss_bbox_1: 0.2953 loss_giou_1: 0.6946 loss_ce_2: 0.5503 loss_bbox_2: 0.2917 loss_giou_2: 0.6893 loss_ce_3: 0.5385 loss_bbox_3: 0.2979 loss_giou_3: 0.6816 loss_ce_4: 0.5417 loss_bbox_4: 0.2934 loss_giou_4: 0.6764 time: 0.3320 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 22:11:14] detectron2.utils.events INFO: eta: 6:29:16 iter: 21539 total_loss: 1772 loss_ce: 0.5352 loss_bbox: 0.287 loss_giou: 0.6564 loss_ce_0: 0.6069 loss_bbox_0: 0.3241 loss_giou_0: 0.7153 loss_ce_1: 0.5597 loss_bbox_1: 0.295 loss_giou_1: 0.6729 loss_ce_2: 0.5397 loss_bbox_2: 0.293 loss_giou_2: 0.6648 loss_ce_3: 0.5322 loss_bbox_3: 0.2909 loss_giou_3: 0.6627 loss_ce_4: 0.5289 loss_bbox_4: 0.2878 loss_giou_4: 0.6579 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:11:21] detectron2.utils.events INFO: eta: 6:29:24 iter: 21559 total_loss: 1778 loss_ce: 0.5386 loss_bbox: 0.2964 loss_giou: 0.6674 loss_ce_0: 0.612 loss_bbox_0: 0.3278 loss_giou_0: 0.722 loss_ce_1: 0.573 loss_bbox_1: 0.2961 loss_giou_1: 0.684 loss_ce_2: 0.5509 loss_bbox_2: 0.2971 loss_giou_2: 0.6745 loss_ce_3: 0.5441 loss_bbox_3: 0.3003 loss_giou_3: 0.6733 loss_ce_4: 0.5423 loss_bbox_4: 0.2947 loss_giou_4: 0.6686 time: 0.3320 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:11:27] detectron2.utils.events INFO: eta: 6:29:39 iter: 21579 total_loss: 1778 loss_ce: 0.5458 loss_bbox: 0.2916 loss_giou: 0.6532 loss_ce_0: 0.6148 loss_bbox_0: 0.3265 loss_giou_0: 0.7257 loss_ce_1: 0.5777 loss_bbox_1: 0.3019 loss_giou_1: 0.6779 loss_ce_2: 0.5563 loss_bbox_2: 0.299 loss_giou_2: 0.6712 loss_ce_3: 0.5435 loss_bbox_3: 0.2937 loss_giou_3: 0.6647 loss_ce_4: 0.5481 loss_bbox_4: 0.2912 loss_giou_4: 0.6586 time: 0.3320 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:11:34] detectron2.utils.events INFO: eta: 6:29:29 iter: 21599 total_loss: 1776 loss_ce: 0.5563 loss_bbox: 0.3084 loss_giou: 0.6959 loss_ce_0: 0.6308 loss_bbox_0: 0.3322 loss_giou_0: 0.754 loss_ce_1: 0.5914 loss_bbox_1: 0.3096 loss_giou_1: 0.7105 loss_ce_2: 0.5681 loss_bbox_2: 0.3109 loss_giou_2: 0.6965 loss_ce_3: 0.5634 loss_bbox_3: 0.3085 loss_giou_3: 0.6982 loss_ce_4: 0.5554 loss_bbox_4: 0.31 loss_giou_4: 0.6949 time: 0.3320 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:11:40] detectron2.utils.events INFO: eta: 6:29:28 iter: 21619 total_loss: 1778 loss_ce: 0.5604 loss_bbox: 0.3091 loss_giou: 0.6728 loss_ce_0: 0.6296 loss_bbox_0: 0.3422 loss_giou_0: 0.7329 loss_ce_1: 0.5834 loss_bbox_1: 0.3196 loss_giou_1: 0.6918 loss_ce_2: 0.5605 loss_bbox_2: 0.3081 loss_giou_2: 0.6804 loss_ce_3: 0.561 loss_bbox_3: 0.3133 loss_giou_3: 0.6753 loss_ce_4: 0.5567 loss_bbox_4: 0.3091 loss_giou_4: 0.6689 time: 0.3320 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:11:48] detectron2.utils.events INFO: eta: 6:30:00 iter: 21639 total_loss: 1781 loss_ce: 0.5481 loss_bbox: 0.2965 loss_giou: 0.6623 loss_ce_0: 0.6316 loss_bbox_0: 0.328 loss_giou_0: 0.7245 loss_ce_1: 0.5829 loss_bbox_1: 0.3023 loss_giou_1: 0.6878 loss_ce_2: 0.561 loss_bbox_2: 0.3022 loss_giou_2: 0.6679 loss_ce_3: 0.5469 loss_bbox_3: 0.2949 loss_giou_3: 0.6606 loss_ce_4: 0.5455 loss_bbox_4: 0.2929 loss_giou_4: 0.6596 time: 0.3321 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:11:55] detectron2.utils.events INFO: eta: 6:29:58 iter: 21659 total_loss: 1778 loss_ce: 0.5389 loss_bbox: 0.2868 loss_giou: 0.6589 loss_ce_0: 0.6111 loss_bbox_0: 0.3199 loss_giou_0: 0.7251 loss_ce_1: 0.5736 loss_bbox_1: 0.292 loss_giou_1: 0.678 loss_ce_2: 0.5475 loss_bbox_2: 0.289 loss_giou_2: 0.669 loss_ce_3: 0.5431 loss_bbox_3: 0.2853 loss_giou_3: 0.6658 loss_ce_4: 0.5427 loss_bbox_4: 0.284 loss_giou_4: 0.6593 time: 0.3321 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:12:01] detectron2.utils.events INFO: eta: 6:29:30 iter: 21679 total_loss: 1776 loss_ce: 0.5466 loss_bbox: 0.2841 loss_giou: 0.6782 loss_ce_0: 0.6173 loss_bbox_0: 0.3203 loss_giou_0: 0.7414 loss_ce_1: 0.5755 loss_bbox_1: 0.2962 loss_giou_1: 0.6922 loss_ce_2: 0.5485 loss_bbox_2: 0.2863 loss_giou_2: 0.6867 loss_ce_3: 0.5421 loss_bbox_3: 0.2867 loss_giou_3: 0.6823 loss_ce_4: 0.5452 loss_bbox_4: 0.2839 loss_giou_4: 0.6822 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:12:08] detectron2.utils.events INFO: eta: 6:29:44 iter: 21699 total_loss: 1782 loss_ce: 0.5305 loss_bbox: 0.2842 loss_giou: 0.6417 loss_ce_0: 0.6002 loss_bbox_0: 0.3205 loss_giou_0: 0.7208 loss_ce_1: 0.5664 loss_bbox_1: 0.2996 loss_giou_1: 0.6623 loss_ce_2: 0.538 loss_bbox_2: 0.2913 loss_giou_2: 0.661 loss_ce_3: 0.5326 loss_bbox_3: 0.2889 loss_giou_3: 0.6574 loss_ce_4: 0.5257 loss_bbox_4: 0.2914 loss_giou_4: 0.6459 time: 0.3321 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 22:12:14] detectron2.utils.events INFO: eta: 6:29:27 iter: 21719 total_loss: 1780 loss_ce: 0.5528 loss_bbox: 0.2987 loss_giou: 0.6643 loss_ce_0: 0.6183 loss_bbox_0: 0.3259 loss_giou_0: 0.7313 loss_ce_1: 0.5841 loss_bbox_1: 0.2961 loss_giou_1: 0.686 loss_ce_2: 0.5681 loss_bbox_2: 0.2954 loss_giou_2: 0.6779 loss_ce_3: 0.5581 loss_bbox_3: 0.2975 loss_giou_3: 0.6652 loss_ce_4: 0.5539 loss_bbox_4: 0.2996 loss_giou_4: 0.6661 time: 0.3321 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:12:21] detectron2.utils.events INFO: eta: 6:29:49 iter: 21739 total_loss: 1783 loss_ce: 0.543 loss_bbox: 0.2982 loss_giou: 0.6642 loss_ce_0: 0.6129 loss_bbox_0: 0.3306 loss_giou_0: 0.7278 loss_ce_1: 0.5783 loss_bbox_1: 0.3052 loss_giou_1: 0.6754 loss_ce_2: 0.5506 loss_bbox_2: 0.3 loss_giou_2: 0.668 loss_ce_3: 0.5436 loss_bbox_3: 0.2956 loss_giou_3: 0.6701 loss_ce_4: 0.5396 loss_bbox_4: 0.2963 loss_giou_4: 0.6691 time: 0.3321 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:12:28] detectron2.utils.events INFO: eta: 6:29:42 iter: 21759 total_loss: 1777 loss_ce: 0.5493 loss_bbox: 0.2928 loss_giou: 0.6783 loss_ce_0: 0.6097 loss_bbox_0: 0.3242 loss_giou_0: 0.7334 loss_ce_1: 0.5803 loss_bbox_1: 0.2993 loss_giou_1: 0.6992 loss_ce_2: 0.5589 loss_bbox_2: 0.2937 loss_giou_2: 0.6823 loss_ce_3: 0.5448 loss_bbox_3: 0.2914 loss_giou_3: 0.6808 loss_ce_4: 0.5485 loss_bbox_4: 0.2904 loss_giou_4: 0.6785 time: 0.3321 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 22:12:34] detectron2.utils.events INFO: eta: 6:29:50 iter: 21779 total_loss: 1780 loss_ce: 0.5386 loss_bbox: 0.2936 loss_giou: 0.6652 loss_ce_0: 0.6083 loss_bbox_0: 0.3233 loss_giou_0: 0.7255 loss_ce_1: 0.57 loss_bbox_1: 0.2995 loss_giou_1: 0.6804 loss_ce_2: 0.5451 loss_bbox_2: 0.2989 loss_giou_2: 0.6666 loss_ce_3: 0.5366 loss_bbox_3: 0.2954 loss_giou_3: 0.6705 loss_ce_4: 0.5383 loss_bbox_4: 0.2932 loss_giou_4: 0.667 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:12:41] detectron2.utils.events INFO: eta: 6:29:33 iter: 21799 total_loss: 1780 loss_ce: 0.5498 loss_bbox: 0.2918 loss_giou: 0.6596 loss_ce_0: 0.6121 loss_bbox_0: 0.3251 loss_giou_0: 0.7279 loss_ce_1: 0.5825 loss_bbox_1: 0.2951 loss_giou_1: 0.6769 loss_ce_2: 0.559 loss_bbox_2: 0.2911 loss_giou_2: 0.6652 loss_ce_3: 0.5537 loss_bbox_3: 0.2928 loss_giou_3: 0.666 loss_ce_4: 0.5518 loss_bbox_4: 0.2905 loss_giou_4: 0.662 time: 0.3321 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:12:53] detectron2.utils.events INFO: eta: 6:29:37 iter: 21819 total_loss: 1779 loss_ce: 0.5505 loss_bbox: 0.2918 loss_giou: 0.6646 loss_ce_0: 0.6286 loss_bbox_0: 0.3221 loss_giou_0: 0.7262 loss_ce_1: 0.5861 loss_bbox_1: 0.3027 loss_giou_1: 0.6864 loss_ce_2: 0.5588 loss_bbox_2: 0.295 loss_giou_2: 0.6663 loss_ce_3: 0.5542 loss_bbox_3: 0.2959 loss_giou_3: 0.6679 loss_ce_4: 0.5493 loss_bbox_4: 0.2936 loss_giou_4: 0.6629 time: 0.3323 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:13:00] detectron2.utils.events INFO: eta: 6:29:20 iter: 21839 total_loss: 1783 loss_ce: 0.5405 loss_bbox: 0.2886 loss_giou: 0.6567 loss_ce_0: 0.6176 loss_bbox_0: 0.3244 loss_giou_0: 0.7186 loss_ce_1: 0.5735 loss_bbox_1: 0.2988 loss_giou_1: 0.6739 loss_ce_2: 0.5548 loss_bbox_2: 0.2917 loss_giou_2: 0.66 loss_ce_3: 0.5415 loss_bbox_3: 0.2919 loss_giou_3: 0.659 loss_ce_4: 0.5365 loss_bbox_4: 0.2902 loss_giou_4: 0.6568 time: 0.3323 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:13:06] detectron2.utils.events INFO: eta: 6:29:05 iter: 21859 total_loss: 1780 loss_ce: 0.5336 loss_bbox: 0.2981 loss_giou: 0.6498 loss_ce_0: 0.6073 loss_bbox_0: 0.3213 loss_giou_0: 0.7069 loss_ce_1: 0.5668 loss_bbox_1: 0.3018 loss_giou_1: 0.6672 loss_ce_2: 0.5414 loss_bbox_2: 0.2956 loss_giou_2: 0.6563 loss_ce_3: 0.5371 loss_bbox_3: 0.3001 loss_giou_3: 0.6549 loss_ce_4: 0.5322 loss_bbox_4: 0.2972 loss_giou_4: 0.6558 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:13:13] detectron2.utils.events INFO: eta: 6:28:52 iter: 21879 total_loss: 1780 loss_ce: 0.5586 loss_bbox: 0.3005 loss_giou: 0.6719 loss_ce_0: 0.6276 loss_bbox_0: 0.3358 loss_giou_0: 0.75 loss_ce_1: 0.5932 loss_bbox_1: 0.3031 loss_giou_1: 0.6816 loss_ce_2: 0.5672 loss_bbox_2: 0.3072 loss_giou_2: 0.6755 loss_ce_3: 0.5618 loss_bbox_3: 0.302 loss_giou_3: 0.6755 loss_ce_4: 0.5578 loss_bbox_4: 0.3009 loss_giou_4: 0.6717 time: 0.3323 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 22:13:19] detectron2.utils.events INFO: eta: 6:28:37 iter: 21899 total_loss: 1781 loss_ce: 0.5415 loss_bbox: 0.2951 loss_giou: 0.683 loss_ce_0: 0.6082 loss_bbox_0: 0.3319 loss_giou_0: 0.7496 loss_ce_1: 0.5722 loss_bbox_1: 0.2993 loss_giou_1: 0.701 loss_ce_2: 0.5508 loss_bbox_2: 0.2927 loss_giou_2: 0.6847 loss_ce_3: 0.5439 loss_bbox_3: 0.2938 loss_giou_3: 0.6821 loss_ce_4: 0.5421 loss_bbox_4: 0.2945 loss_giou_4: 0.6794 time: 0.3323 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:13:26] detectron2.utils.events INFO: eta: 6:28:28 iter: 21919 total_loss: 1780 loss_ce: 0.552 loss_bbox: 0.2959 loss_giou: 0.6721 loss_ce_0: 0.6139 loss_bbox_0: 0.3333 loss_giou_0: 0.7454 loss_ce_1: 0.5787 loss_bbox_1: 0.3061 loss_giou_1: 0.6891 loss_ce_2: 0.5579 loss_bbox_2: 0.2984 loss_giou_2: 0.6769 loss_ce_3: 0.55 loss_bbox_3: 0.3001 loss_giou_3: 0.6799 loss_ce_4: 0.546 loss_bbox_4: 0.2954 loss_giou_4: 0.6714 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:13:33] detectron2.utils.events INFO: eta: 6:28:16 iter: 21939 total_loss: 1778 loss_ce: 0.5487 loss_bbox: 0.2924 loss_giou: 0.6592 loss_ce_0: 0.6075 loss_bbox_0: 0.3279 loss_giou_0: 0.7283 loss_ce_1: 0.5814 loss_bbox_1: 0.3032 loss_giou_1: 0.6792 loss_ce_2: 0.5552 loss_bbox_2: 0.2963 loss_giou_2: 0.663 loss_ce_3: 0.5501 loss_bbox_3: 0.2963 loss_giou_3: 0.6599 loss_ce_4: 0.549 loss_bbox_4: 0.2946 loss_giou_4: 0.6589 time: 0.3323 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:13:39] detectron2.utils.events INFO: eta: 6:28:17 iter: 21959 total_loss: 1783 loss_ce: 0.5361 loss_bbox: 0.2856 loss_giou: 0.654 loss_ce_0: 0.6151 loss_bbox_0: 0.316 loss_giou_0: 0.7211 loss_ce_1: 0.5671 loss_bbox_1: 0.2911 loss_giou_1: 0.6631 loss_ce_2: 0.5476 loss_bbox_2: 0.285 loss_giou_2: 0.6612 loss_ce_3: 0.537 loss_bbox_3: 0.2834 loss_giou_3: 0.6572 loss_ce_4: 0.5355 loss_bbox_4: 0.285 loss_giou_4: 0.6531 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:13:46] detectron2.utils.events INFO: eta: 6:28:05 iter: 21979 total_loss: 1780 loss_ce: 0.5381 loss_bbox: 0.2965 loss_giou: 0.6636 loss_ce_0: 0.6074 loss_bbox_0: 0.3325 loss_giou_0: 0.7274 loss_ce_1: 0.5696 loss_bbox_1: 0.3032 loss_giou_1: 0.6791 loss_ce_2: 0.5455 loss_bbox_2: 0.3027 loss_giou_2: 0.6717 loss_ce_3: 0.5432 loss_bbox_3: 0.3006 loss_giou_3: 0.6665 loss_ce_4: 0.5414 loss_bbox_4: 0.299 loss_giou_4: 0.6625 time: 0.3323 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:13:52] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 21999...
[02/06 22:13:52] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 22:13:52] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 22:13:53] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 22:13:53] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 22:13:54] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 22:13:54] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 22:13:55] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 22:13:55] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 22:14:13] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1460 s / img. ETA=0:01:50
[02/06 22:14:18] detectron2.evaluation.evaluator INFO: Inference done 59/157. 0.0588 s / img. ETA=0:00:17
[02/06 22:14:23] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.292055 (0.094027 s / img per device, on 32 devices)
[02/06 22:14:23] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.049978 s / img per device, on 32 devices)
[02/06 22:14:34] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 22:14:34] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/21999/coco_2017_val/coco_instances_results.json
[02/06 22:14:39] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 22:14:41] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 22:14:56] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 14.34 seconds.
[02/06 22:14:56] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 22:14:58] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.14 seconds.
[02/06 22:14:58] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 29.290 | 48.128 | 30.948 | 15.149 | 33.278 | 40.300 |
[02/06 22:14:58] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 40.524 | bicycle | 23.181 | car | 28.979 |
| motorcycle | 33.593 | airplane | 51.467 | bus | 51.487 |
| train | 50.561 | truck | 23.580 | boat | 15.744 |
| traffic light | 15.754 | fire hydrant | 55.164 | stop sign | 51.319 |
| parking meter | 37.582 | bench | 14.297 | bird | 26.855 |
| cat | 57.503 | dog | 51.562 | horse | 46.232 |
| sheep | 38.848 | cow | 44.160 | elephant | 53.299 |
| bear | 66.644 | zebra | 59.902 | giraffe | 59.406 |
| backpack | 6.904 | umbrella | 26.118 | handbag | 7.131 |
| tie | 17.277 | suitcase | 25.095 | frisbee | 45.272 |
| skis | 12.747 | snowboard | 15.798 | sports ball | 24.028 |
| kite | 26.598 | baseball bat | 20.001 | baseball glove | 23.767 |
| skateboard | 36.031 | surfboard | 20.165 | tennis racket | 34.212 |
| bottle | 22.071 | wine glass | 23.410 | cup | 28.978 |
| fork | 18.474 | knife | 5.653 | spoon | 5.479 |
| bowl | 26.802 | banana | 13.823 | apple | 9.873 |
| sandwich | 22.730 | orange | 21.429 | broccoli | 15.193 |
| carrot | 13.477 | hot dog | 22.248 | pizza | 40.723 |
| donut | 30.520 | cake | 25.023 | chair | 16.674 |
| couch | 29.794 | potted plant | 19.350 | bed | 30.596 |
| dining table | 19.083 | toilet | 48.738 | tv | 43.747 |
| laptop | 45.853 | mouse | 45.072 | remote | 15.087 |
| keyboard | 41.289 | cell phone | 20.027 | microwave | 40.794 |
| oven | 24.017 | toaster | 23.663 | sink | 24.036 |
| refrigerator | 37.795 | book | 4.715 | clock | 41.551 |
| vase | 25.693 | scissors | 15.440 | teddy bear | 33.658 |
| hair drier | 4.139 | toothbrush | 7.733 | | |
[02/06 22:14:59] detectron2.utils.events INFO: eta: 6:28:01 iter: 21999 total_loss: 1780 loss_ce: 0.546 loss_bbox: 0.2973 loss_giou: 0.6868 loss_ce_0: 0.6114 loss_bbox_0: 0.3265 loss_giou_0: 0.7433 loss_ce_1: 0.5691 loss_bbox_1: 0.3037 loss_giou_1: 0.6925 loss_ce_2: 0.547 loss_bbox_2: 0.2981 loss_giou_2: 0.6885 loss_ce_3: 0.5413 loss_bbox_3: 0.2959 loss_giou_3: 0.6854 loss_ce_4: 0.5439 loss_bbox_4: 0.2976 loss_giou_4: 0.6844 time: 0.3323 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:15:06] detectron2.utils.events INFO: eta: 6:27:40 iter: 22019 total_loss: 1782 loss_ce: 0.5506 loss_bbox: 0.2883 loss_giou: 0.6646 loss_ce_0: 0.6174 loss_bbox_0: 0.3189 loss_giou_0: 0.7144 loss_ce_1: 0.5754 loss_bbox_1: 0.2993 loss_giou_1: 0.6728 loss_ce_2: 0.5504 loss_bbox_2: 0.2916 loss_giou_2: 0.6674 loss_ce_3: 0.5463 loss_bbox_3: 0.2883 loss_giou_3: 0.663 loss_ce_4: 0.5441 loss_bbox_4: 0.2894 loss_giou_4: 0.6648 time: 0.3323 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:15:12] detectron2.utils.events INFO: eta: 6:27:37 iter: 22039 total_loss: 1776 loss_ce: 0.5322 loss_bbox: 0.2957 loss_giou: 0.665 loss_ce_0: 0.5955 loss_bbox_0: 0.3181 loss_giou_0: 0.7209 loss_ce_1: 0.5613 loss_bbox_1: 0.3005 loss_giou_1: 0.675 loss_ce_2: 0.5422 loss_bbox_2: 0.3019 loss_giou_2: 0.668 loss_ce_3: 0.5369 loss_bbox_3: 0.295 loss_giou_3: 0.6671 loss_ce_4: 0.5358 loss_bbox_4: 0.2963 loss_giou_4: 0.6617 time: 0.3323 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:15:19] detectron2.utils.events INFO: eta: 6:27:01 iter: 22059 total_loss: 1774 loss_ce: 0.5373 loss_bbox: 0.2811 loss_giou: 0.6842 loss_ce_0: 0.5964 loss_bbox_0: 0.3178 loss_giou_0: 0.7486 loss_ce_1: 0.5643 loss_bbox_1: 0.2939 loss_giou_1: 0.7046 loss_ce_2: 0.5442 loss_bbox_2: 0.288 loss_giou_2: 0.6948 loss_ce_3: 0.5384 loss_bbox_3: 0.2871 loss_giou_3: 0.6881 loss_ce_4: 0.535 loss_bbox_4: 0.2831 loss_giou_4: 0.6851 time: 0.3323 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:15:26] detectron2.utils.events INFO: eta: 6:27:26 iter: 22079 total_loss: 1780 loss_ce: 0.5319 loss_bbox: 0.2894 loss_giou: 0.6687 loss_ce_0: 0.5962 loss_bbox_0: 0.3184 loss_giou_0: 0.7416 loss_ce_1: 0.5566 loss_bbox_1: 0.2947 loss_giou_1: 0.6883 loss_ce_2: 0.5432 loss_bbox_2: 0.2895 loss_giou_2: 0.6797 loss_ce_3: 0.5343 loss_bbox_3: 0.2922 loss_giou_3: 0.6757 loss_ce_4: 0.5288 loss_bbox_4: 0.2892 loss_giou_4: 0.6716 time: 0.3323 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:15:32] detectron2.utils.events INFO: eta: 6:27:26 iter: 22099 total_loss: 1777 loss_ce: 0.5362 loss_bbox: 0.2838 loss_giou: 0.6667 loss_ce_0: 0.6079 loss_bbox_0: 0.3193 loss_giou_0: 0.7355 loss_ce_1: 0.5669 loss_bbox_1: 0.2913 loss_giou_1: 0.6796 loss_ce_2: 0.5415 loss_bbox_2: 0.289 loss_giou_2: 0.6681 loss_ce_3: 0.5326 loss_bbox_3: 0.2876 loss_giou_3: 0.6707 loss_ce_4: 0.5358 loss_bbox_4: 0.283 loss_giou_4: 0.6632 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:15:39] detectron2.utils.events INFO: eta: 6:27:13 iter: 22119 total_loss: 1775 loss_ce: 0.5416 loss_bbox: 0.2935 loss_giou: 0.6798 loss_ce_0: 0.6012 loss_bbox_0: 0.3157 loss_giou_0: 0.7513 loss_ce_1: 0.5719 loss_bbox_1: 0.2959 loss_giou_1: 0.7 loss_ce_2: 0.5559 loss_bbox_2: 0.2952 loss_giou_2: 0.6861 loss_ce_3: 0.5454 loss_bbox_3: 0.2944 loss_giou_3: 0.6775 loss_ce_4: 0.5485 loss_bbox_4: 0.2912 loss_giou_4: 0.6778 time: 0.3323 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:15:46] detectron2.utils.events INFO: eta: 6:27:12 iter: 22139 total_loss: 1778 loss_ce: 0.5486 loss_bbox: 0.2929 loss_giou: 0.6691 loss_ce_0: 0.6158 loss_bbox_0: 0.3255 loss_giou_0: 0.7313 loss_ce_1: 0.5801 loss_bbox_1: 0.3019 loss_giou_1: 0.6818 loss_ce_2: 0.5601 loss_bbox_2: 0.2973 loss_giou_2: 0.668 loss_ce_3: 0.545 loss_bbox_3: 0.2925 loss_giou_3: 0.6693 loss_ce_4: 0.5468 loss_bbox_4: 0.2954 loss_giou_4: 0.6702 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:15:52] detectron2.utils.events INFO: eta: 6:27:11 iter: 22159 total_loss: 1779 loss_ce: 0.5401 loss_bbox: 0.2913 loss_giou: 0.6848 loss_ce_0: 0.6102 loss_bbox_0: 0.3245 loss_giou_0: 0.7465 loss_ce_1: 0.5783 loss_bbox_1: 0.2932 loss_giou_1: 0.7001 loss_ce_2: 0.5517 loss_bbox_2: 0.2929 loss_giou_2: 0.6939 loss_ce_3: 0.5406 loss_bbox_3: 0.2917 loss_giou_3: 0.6849 loss_ce_4: 0.5416 loss_bbox_4: 0.2899 loss_giou_4: 0.683 time: 0.3323 data_time: 0.0089 lr: 0.0002 max_mem: 3710M
[02/06 22:16:00] detectron2.utils.events INFO: eta: 6:26:53 iter: 22179 total_loss: 1781 loss_ce: 0.533 loss_bbox: 0.2949 loss_giou: 0.6532 loss_ce_0: 0.6087 loss_bbox_0: 0.3153 loss_giou_0: 0.7231 loss_ce_1: 0.5705 loss_bbox_1: 0.2944 loss_giou_1: 0.662 loss_ce_2: 0.5417 loss_bbox_2: 0.2964 loss_giou_2: 0.6559 loss_ce_3: 0.535 loss_bbox_3: 0.2934 loss_giou_3: 0.6575 loss_ce_4: 0.5363 loss_bbox_4: 0.2958 loss_giou_4: 0.6533 time: 0.3323 data_time: 0.0486 lr: 0.0002 max_mem: 3710M
[02/06 22:16:06] detectron2.utils.events INFO: eta: 6:26:31 iter: 22199 total_loss: 1778 loss_ce: 0.5363 loss_bbox: 0.2957 loss_giou: 0.6833 loss_ce_0: 0.6033 loss_bbox_0: 0.3207 loss_giou_0: 0.7432 loss_ce_1: 0.5637 loss_bbox_1: 0.305 loss_giou_1: 0.6975 loss_ce_2: 0.5437 loss_bbox_2: 0.3015 loss_giou_2: 0.6924 loss_ce_3: 0.5358 loss_bbox_3: 0.2936 loss_giou_3: 0.6874 loss_ce_4: 0.5387 loss_bbox_4: 0.2931 loss_giou_4: 0.6861 time: 0.3323 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:16:13] detectron2.utils.events INFO: eta: 6:26:04 iter: 22219 total_loss: 1772 loss_ce: 0.5166 loss_bbox: 0.2847 loss_giou: 0.6608 loss_ce_0: 0.5778 loss_bbox_0: 0.3091 loss_giou_0: 0.722 loss_ce_1: 0.5489 loss_bbox_1: 0.2862 loss_giou_1: 0.672 loss_ce_2: 0.5271 loss_bbox_2: 0.2828 loss_giou_2: 0.662 loss_ce_3: 0.5148 loss_bbox_3: 0.284 loss_giou_3: 0.6645 loss_ce_4: 0.5164 loss_bbox_4: 0.2829 loss_giou_4: 0.6614 time: 0.3323 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:16:19] detectron2.utils.events INFO: eta: 6:25:57 iter: 22239 total_loss: 1779 loss_ce: 0.532 loss_bbox: 0.2907 loss_giou: 0.6802 loss_ce_0: 0.6087 loss_bbox_0: 0.3208 loss_giou_0: 0.7493 loss_ce_1: 0.5694 loss_bbox_1: 0.298 loss_giou_1: 0.6923 loss_ce_2: 0.5446 loss_bbox_2: 0.2953 loss_giou_2: 0.6885 loss_ce_3: 0.5355 loss_bbox_3: 0.2972 loss_giou_3: 0.6806 loss_ce_4: 0.5302 loss_bbox_4: 0.292 loss_giou_4: 0.684 time: 0.3323 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:16:26] detectron2.utils.events INFO: eta: 6:25:41 iter: 22259 total_loss: 1777 loss_ce: 0.5317 loss_bbox: 0.285 loss_giou: 0.6682 loss_ce_0: 0.599 loss_bbox_0: 0.3184 loss_giou_0: 0.7357 loss_ce_1: 0.5663 loss_bbox_1: 0.2879 loss_giou_1: 0.6916 loss_ce_2: 0.5446 loss_bbox_2: 0.2846 loss_giou_2: 0.6789 loss_ce_3: 0.5397 loss_bbox_3: 0.2825 loss_giou_3: 0.6759 loss_ce_4: 0.5332 loss_bbox_4: 0.2801 loss_giou_4: 0.6718 time: 0.3323 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:16:33] detectron2.utils.events INFO: eta: 6:25:50 iter: 22279 total_loss: 1779 loss_ce: 0.533 loss_bbox: 0.2972 loss_giou: 0.6597 loss_ce_0: 0.6107 loss_bbox_0: 0.3221 loss_giou_0: 0.7193 loss_ce_1: 0.5709 loss_bbox_1: 0.3005 loss_giou_1: 0.6715 loss_ce_2: 0.5413 loss_bbox_2: 0.3001 loss_giou_2: 0.6669 loss_ce_3: 0.5319 loss_bbox_3: 0.3005 loss_giou_3: 0.6638 loss_ce_4: 0.5313 loss_bbox_4: 0.2951 loss_giou_4: 0.6602 time: 0.3323 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:16:40] detectron2.utils.events INFO: eta: 6:25:55 iter: 22299 total_loss: 1778 loss_ce: 0.546 loss_bbox: 0.3021 loss_giou: 0.6858 loss_ce_0: 0.6133 loss_bbox_0: 0.3327 loss_giou_0: 0.7369 loss_ce_1: 0.5826 loss_bbox_1: 0.3075 loss_giou_1: 0.6926 loss_ce_2: 0.5603 loss_bbox_2: 0.3039 loss_giou_2: 0.6865 loss_ce_3: 0.5511 loss_bbox_3: 0.303 loss_giou_3: 0.6872 loss_ce_4: 0.55 loss_bbox_4: 0.2997 loss_giou_4: 0.6845 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:16:46] detectron2.utils.events INFO: eta: 6:25:36 iter: 22319 total_loss: 1778 loss_ce: 0.528 loss_bbox: 0.2916 loss_giou: 0.6455 loss_ce_0: 0.5987 loss_bbox_0: 0.322 loss_giou_0: 0.7058 loss_ce_1: 0.559 loss_bbox_1: 0.2984 loss_giou_1: 0.6532 loss_ce_2: 0.5375 loss_bbox_2: 0.295 loss_giou_2: 0.6448 loss_ce_3: 0.5305 loss_bbox_3: 0.2935 loss_giou_3: 0.6387 loss_ce_4: 0.5322 loss_bbox_4: 0.2926 loss_giou_4: 0.6441 time: 0.3323 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:16:53] detectron2.utils.events INFO: eta: 6:25:33 iter: 22339 total_loss: 1774 loss_ce: 0.5251 loss_bbox: 0.2887 loss_giou: 0.6635 loss_ce_0: 0.5902 loss_bbox_0: 0.3162 loss_giou_0: 0.7403 loss_ce_1: 0.5538 loss_bbox_1: 0.2981 loss_giou_1: 0.6868 loss_ce_2: 0.5349 loss_bbox_2: 0.2961 loss_giou_2: 0.6724 loss_ce_3: 0.5251 loss_bbox_3: 0.2899 loss_giou_3: 0.6713 loss_ce_4: 0.5239 loss_bbox_4: 0.2878 loss_giou_4: 0.6646 time: 0.3323 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:17:00] detectron2.utils.events INFO: eta: 6:25:41 iter: 22359 total_loss: 1779 loss_ce: 0.5319 loss_bbox: 0.2906 loss_giou: 0.6446 loss_ce_0: 0.603 loss_bbox_0: 0.3311 loss_giou_0: 0.718 loss_ce_1: 0.5598 loss_bbox_1: 0.3025 loss_giou_1: 0.662 loss_ce_2: 0.5382 loss_bbox_2: 0.2981 loss_giou_2: 0.6537 loss_ce_3: 0.5314 loss_bbox_3: 0.2943 loss_giou_3: 0.6531 loss_ce_4: 0.5284 loss_bbox_4: 0.2921 loss_giou_4: 0.6476 time: 0.3323 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:17:06] detectron2.utils.events INFO: eta: 6:25:20 iter: 22379 total_loss: 1778 loss_ce: 0.5403 loss_bbox: 0.2976 loss_giou: 0.6762 loss_ce_0: 0.607 loss_bbox_0: 0.3264 loss_giou_0: 0.7402 loss_ce_1: 0.5677 loss_bbox_1: 0.3033 loss_giou_1: 0.6895 loss_ce_2: 0.5471 loss_bbox_2: 0.299 loss_giou_2: 0.6834 loss_ce_3: 0.5362 loss_bbox_3: 0.2948 loss_giou_3: 0.6813 loss_ce_4: 0.5349 loss_bbox_4: 0.2974 loss_giou_4: 0.6766 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:17:13] detectron2.utils.events INFO: eta: 6:25:06 iter: 22399 total_loss: 1781 loss_ce: 0.5372 loss_bbox: 0.2879 loss_giou: 0.6754 loss_ce_0: 0.6137 loss_bbox_0: 0.3151 loss_giou_0: 0.735 loss_ce_1: 0.573 loss_bbox_1: 0.2928 loss_giou_1: 0.6903 loss_ce_2: 0.5458 loss_bbox_2: 0.2965 loss_giou_2: 0.6803 loss_ce_3: 0.5404 loss_bbox_3: 0.2906 loss_giou_3: 0.6748 loss_ce_4: 0.5378 loss_bbox_4: 0.2858 loss_giou_4: 0.6768 time: 0.3323 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 22:17:20] detectron2.utils.events INFO: eta: 6:25:06 iter: 22419 total_loss: 1782 loss_ce: 0.5455 loss_bbox: 0.2993 loss_giou: 0.6683 loss_ce_0: 0.6235 loss_bbox_0: 0.3333 loss_giou_0: 0.7392 loss_ce_1: 0.5824 loss_bbox_1: 0.3029 loss_giou_1: 0.6785 loss_ce_2: 0.5577 loss_bbox_2: 0.3031 loss_giou_2: 0.6806 loss_ce_3: 0.5451 loss_bbox_3: 0.2972 loss_giou_3: 0.6738 loss_ce_4: 0.5499 loss_bbox_4: 0.2982 loss_giou_4: 0.6675 time: 0.3323 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:17:26] detectron2.utils.events INFO: eta: 6:25:05 iter: 22439 total_loss: 1783 loss_ce: 0.5656 loss_bbox: 0.2932 loss_giou: 0.6322 loss_ce_0: 0.6352 loss_bbox_0: 0.3261 loss_giou_0: 0.7087 loss_ce_1: 0.5962 loss_bbox_1: 0.2973 loss_giou_1: 0.653 loss_ce_2: 0.5767 loss_bbox_2: 0.2969 loss_giou_2: 0.6461 loss_ce_3: 0.577 loss_bbox_3: 0.2973 loss_giou_3: 0.6419 loss_ce_4: 0.5669 loss_bbox_4: 0.2947 loss_giou_4: 0.6343 time: 0.3323 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:17:33] detectron2.utils.events INFO: eta: 6:24:55 iter: 22459 total_loss: 1778 loss_ce: 0.5494 loss_bbox: 0.3032 loss_giou: 0.6852 loss_ce_0: 0.6241 loss_bbox_0: 0.3314 loss_giou_0: 0.7376 loss_ce_1: 0.586 loss_bbox_1: 0.3111 loss_giou_1: 0.6947 loss_ce_2: 0.5578 loss_bbox_2: 0.3038 loss_giou_2: 0.6848 loss_ce_3: 0.5486 loss_bbox_3: 0.3049 loss_giou_3: 0.6878 loss_ce_4: 0.5533 loss_bbox_4: 0.3021 loss_giou_4: 0.6844 time: 0.3323 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:17:40] detectron2.utils.events INFO: eta: 6:25:08 iter: 22479 total_loss: 1778 loss_ce: 0.524 loss_bbox: 0.2851 loss_giou: 0.6849 loss_ce_0: 0.5951 loss_bbox_0: 0.3113 loss_giou_0: 0.7484 loss_ce_1: 0.5546 loss_bbox_1: 0.288 loss_giou_1: 0.702 loss_ce_2: 0.5321 loss_bbox_2: 0.2858 loss_giou_2: 0.693 loss_ce_3: 0.5263 loss_bbox_3: 0.2835 loss_giou_3: 0.6934 loss_ce_4: 0.5194 loss_bbox_4: 0.2833 loss_giou_4: 0.6922 time: 0.3323 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 22:17:46] detectron2.utils.events INFO: eta: 6:24:49 iter: 22499 total_loss: 1771 loss_ce: 0.5477 loss_bbox: 0.2873 loss_giou: 0.6906 loss_ce_0: 0.6173 loss_bbox_0: 0.3194 loss_giou_0: 0.7487 loss_ce_1: 0.575 loss_bbox_1: 0.2976 loss_giou_1: 0.7 loss_ce_2: 0.5487 loss_bbox_2: 0.2942 loss_giou_2: 0.695 loss_ce_3: 0.5435 loss_bbox_3: 0.2873 loss_giou_3: 0.6926 loss_ce_4: 0.5399 loss_bbox_4: 0.2869 loss_giou_4: 0.6937 time: 0.3323 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 22:17:53] detectron2.utils.events INFO: eta: 6:24:32 iter: 22519 total_loss: 1780 loss_ce: 0.5439 loss_bbox: 0.2999 loss_giou: 0.6471 loss_ce_0: 0.6157 loss_bbox_0: 0.3296 loss_giou_0: 0.7066 loss_ce_1: 0.5716 loss_bbox_1: 0.3064 loss_giou_1: 0.6602 loss_ce_2: 0.555 loss_bbox_2: 0.3009 loss_giou_2: 0.6517 loss_ce_3: 0.545 loss_bbox_3: 0.3037 loss_giou_3: 0.6486 loss_ce_4: 0.5423 loss_bbox_4: 0.3029 loss_giou_4: 0.6455 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:17:59] detectron2.utils.events INFO: eta: 6:24:29 iter: 22539 total_loss: 1779 loss_ce: 0.5338 loss_bbox: 0.2846 loss_giou: 0.6661 loss_ce_0: 0.6092 loss_bbox_0: 0.3123 loss_giou_0: 0.7163 loss_ce_1: 0.5768 loss_bbox_1: 0.2922 loss_giou_1: 0.6737 loss_ce_2: 0.5526 loss_bbox_2: 0.2835 loss_giou_2: 0.6649 loss_ce_3: 0.5373 loss_bbox_3: 0.2851 loss_giou_3: 0.6634 loss_ce_4: 0.537 loss_bbox_4: 0.2832 loss_giou_4: 0.6629 time: 0.3323 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:18:06] detectron2.utils.events INFO: eta: 6:24:25 iter: 22559 total_loss: 1781 loss_ce: 0.5504 loss_bbox: 0.2954 loss_giou: 0.6531 loss_ce_0: 0.6136 loss_bbox_0: 0.3203 loss_giou_0: 0.7189 loss_ce_1: 0.5753 loss_bbox_1: 0.3013 loss_giou_1: 0.6705 loss_ce_2: 0.5527 loss_bbox_2: 0.297 loss_giou_2: 0.6622 loss_ce_3: 0.5458 loss_bbox_3: 0.2958 loss_giou_3: 0.6548 loss_ce_4: 0.5426 loss_bbox_4: 0.2923 loss_giou_4: 0.6516 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:18:13] detectron2.utils.events INFO: eta: 6:24:25 iter: 22579 total_loss: 1778 loss_ce: 0.5533 loss_bbox: 0.2868 loss_giou: 0.6632 loss_ce_0: 0.6104 loss_bbox_0: 0.3208 loss_giou_0: 0.7319 loss_ce_1: 0.5824 loss_bbox_1: 0.2975 loss_giou_1: 0.6787 loss_ce_2: 0.5618 loss_bbox_2: 0.296 loss_giou_2: 0.6687 loss_ce_3: 0.5541 loss_bbox_3: 0.2886 loss_giou_3: 0.6712 loss_ce_4: 0.5518 loss_bbox_4: 0.2876 loss_giou_4: 0.6647 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:18:20] detectron2.utils.events INFO: eta: 6:24:21 iter: 22599 total_loss: 1766 loss_ce: 0.5398 loss_bbox: 0.2861 loss_giou: 0.684 loss_ce_0: 0.5987 loss_bbox_0: 0.3128 loss_giou_0: 0.7553 loss_ce_1: 0.5732 loss_bbox_1: 0.2921 loss_giou_1: 0.7008 loss_ce_2: 0.5475 loss_bbox_2: 0.294 loss_giou_2: 0.691 loss_ce_3: 0.5413 loss_bbox_3: 0.2914 loss_giou_3: 0.6866 loss_ce_4: 0.539 loss_bbox_4: 0.2871 loss_giou_4: 0.6861 time: 0.3323 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 22:18:27] detectron2.utils.events INFO: eta: 6:24:26 iter: 22619 total_loss: 1779 loss_ce: 0.5592 loss_bbox: 0.2995 loss_giou: 0.6771 loss_ce_0: 0.6315 loss_bbox_0: 0.3285 loss_giou_0: 0.7316 loss_ce_1: 0.5924 loss_bbox_1: 0.3042 loss_giou_1: 0.6905 loss_ce_2: 0.5759 loss_bbox_2: 0.3009 loss_giou_2: 0.6785 loss_ce_3: 0.5656 loss_bbox_3: 0.301 loss_giou_3: 0.679 loss_ce_4: 0.5558 loss_bbox_4: 0.3011 loss_giou_4: 0.6732 time: 0.3323 data_time: 0.0356 lr: 0.0002 max_mem: 3710M
[02/06 22:18:34] detectron2.utils.events INFO: eta: 6:24:08 iter: 22639 total_loss: 1778 loss_ce: 0.531 loss_bbox: 0.2875 loss_giou: 0.664 loss_ce_0: 0.598 loss_bbox_0: 0.3116 loss_giou_0: 0.7286 loss_ce_1: 0.5585 loss_bbox_1: 0.2925 loss_giou_1: 0.6808 loss_ce_2: 0.5361 loss_bbox_2: 0.2869 loss_giou_2: 0.666 loss_ce_3: 0.5286 loss_bbox_3: 0.2876 loss_giou_3: 0.6646 loss_ce_4: 0.5281 loss_bbox_4: 0.2868 loss_giou_4: 0.6666 time: 0.3323 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:18:40] detectron2.utils.events INFO: eta: 6:23:47 iter: 22659 total_loss: 1778 loss_ce: 0.5179 loss_bbox: 0.2821 loss_giou: 0.6564 loss_ce_0: 0.5857 loss_bbox_0: 0.3105 loss_giou_0: 0.7277 loss_ce_1: 0.5483 loss_bbox_1: 0.2871 loss_giou_1: 0.6763 loss_ce_2: 0.5271 loss_bbox_2: 0.2846 loss_giou_2: 0.6647 loss_ce_3: 0.5201 loss_bbox_3: 0.2833 loss_giou_3: 0.6574 loss_ce_4: 0.5154 loss_bbox_4: 0.2841 loss_giou_4: 0.6606 time: 0.3323 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:18:47] detectron2.utils.events INFO: eta: 6:23:47 iter: 22679 total_loss: 1780 loss_ce: 0.5342 loss_bbox: 0.2887 loss_giou: 0.6583 loss_ce_0: 0.6049 loss_bbox_0: 0.3193 loss_giou_0: 0.7187 loss_ce_1: 0.5678 loss_bbox_1: 0.2975 loss_giou_1: 0.6723 loss_ce_2: 0.5432 loss_bbox_2: 0.2921 loss_giou_2: 0.6594 loss_ce_3: 0.5368 loss_bbox_3: 0.288 loss_giou_3: 0.657 loss_ce_4: 0.5353 loss_bbox_4: 0.2859 loss_giou_4: 0.6526 time: 0.3323 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 22:18:54] detectron2.utils.events INFO: eta: 6:23:34 iter: 22699 total_loss: 1779 loss_ce: 0.5389 loss_bbox: 0.3037 loss_giou: 0.6614 loss_ce_0: 0.612 loss_bbox_0: 0.3344 loss_giou_0: 0.7223 loss_ce_1: 0.5728 loss_bbox_1: 0.3128 loss_giou_1: 0.6736 loss_ce_2: 0.5462 loss_bbox_2: 0.3075 loss_giou_2: 0.669 loss_ce_3: 0.5419 loss_bbox_3: 0.3035 loss_giou_3: 0.6626 loss_ce_4: 0.543 loss_bbox_4: 0.3056 loss_giou_4: 0.6594 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:19:00] detectron2.utils.events INFO: eta: 6:23:20 iter: 22719 total_loss: 1772 loss_ce: 0.5359 loss_bbox: 0.2933 loss_giou: 0.6868 loss_ce_0: 0.6096 loss_bbox_0: 0.3232 loss_giou_0: 0.7391 loss_ce_1: 0.5638 loss_bbox_1: 0.3021 loss_giou_1: 0.7029 loss_ce_2: 0.5484 loss_bbox_2: 0.2948 loss_giou_2: 0.6924 loss_ce_3: 0.5394 loss_bbox_3: 0.2957 loss_giou_3: 0.6879 loss_ce_4: 0.5336 loss_bbox_4: 0.2916 loss_giou_4: 0.6873 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:19:07] detectron2.utils.events INFO: eta: 6:22:49 iter: 22739 total_loss: 1777 loss_ce: 0.5371 loss_bbox: 0.2916 loss_giou: 0.6435 loss_ce_0: 0.6068 loss_bbox_0: 0.3288 loss_giou_0: 0.6974 loss_ce_1: 0.5705 loss_bbox_1: 0.3015 loss_giou_1: 0.6535 loss_ce_2: 0.5498 loss_bbox_2: 0.2966 loss_giou_2: 0.643 loss_ce_3: 0.5455 loss_bbox_3: 0.2969 loss_giou_3: 0.6413 loss_ce_4: 0.5407 loss_bbox_4: 0.2948 loss_giou_4: 0.6431 time: 0.3323 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:19:13] detectron2.utils.events INFO: eta: 6:22:37 iter: 22759 total_loss: 1779 loss_ce: 0.5524 loss_bbox: 0.2882 loss_giou: 0.6764 loss_ce_0: 0.6169 loss_bbox_0: 0.3247 loss_giou_0: 0.7373 loss_ce_1: 0.5815 loss_bbox_1: 0.3016 loss_giou_1: 0.6964 loss_ce_2: 0.5621 loss_bbox_2: 0.2926 loss_giou_2: 0.6838 loss_ce_3: 0.5472 loss_bbox_3: 0.2916 loss_giou_3: 0.6809 loss_ce_4: 0.5487 loss_bbox_4: 0.2915 loss_giou_4: 0.6747 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:19:20] detectron2.utils.events INFO: eta: 6:22:34 iter: 22779 total_loss: 1777 loss_ce: 0.5443 loss_bbox: 0.2943 loss_giou: 0.6764 loss_ce_0: 0.6121 loss_bbox_0: 0.323 loss_giou_0: 0.7457 loss_ce_1: 0.5777 loss_bbox_1: 0.3019 loss_giou_1: 0.6948 loss_ce_2: 0.5486 loss_bbox_2: 0.3004 loss_giou_2: 0.6806 loss_ce_3: 0.5438 loss_bbox_3: 0.2969 loss_giou_3: 0.6821 loss_ce_4: 0.5437 loss_bbox_4: 0.2974 loss_giou_4: 0.6794 time: 0.3323 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:19:27] detectron2.utils.events INFO: eta: 6:22:35 iter: 22799 total_loss: 1776 loss_ce: 0.5338 loss_bbox: 0.2903 loss_giou: 0.6644 loss_ce_0: 0.6092 loss_bbox_0: 0.3213 loss_giou_0: 0.7295 loss_ce_1: 0.5663 loss_bbox_1: 0.2992 loss_giou_1: 0.6852 loss_ce_2: 0.5452 loss_bbox_2: 0.2921 loss_giou_2: 0.6688 loss_ce_3: 0.5383 loss_bbox_3: 0.292 loss_giou_3: 0.6684 loss_ce_4: 0.5387 loss_bbox_4: 0.2923 loss_giou_4: 0.6636 time: 0.3323 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:19:33] detectron2.utils.events INFO: eta: 6:22:48 iter: 22819 total_loss: 1781 loss_ce: 0.5456 loss_bbox: 0.2955 loss_giou: 0.6851 loss_ce_0: 0.6032 loss_bbox_0: 0.3228 loss_giou_0: 0.7467 loss_ce_1: 0.57 loss_bbox_1: 0.3026 loss_giou_1: 0.7011 loss_ce_2: 0.553 loss_bbox_2: 0.2985 loss_giou_2: 0.686 loss_ce_3: 0.541 loss_bbox_3: 0.2955 loss_giou_3: 0.6892 loss_ce_4: 0.5386 loss_bbox_4: 0.2948 loss_giou_4: 0.6824 time: 0.3323 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 22:19:40] detectron2.utils.events INFO: eta: 6:22:58 iter: 22839 total_loss: 1778 loss_ce: 0.5426 loss_bbox: 0.2905 loss_giou: 0.6568 loss_ce_0: 0.6178 loss_bbox_0: 0.3176 loss_giou_0: 0.7152 loss_ce_1: 0.5737 loss_bbox_1: 0.2945 loss_giou_1: 0.6749 loss_ce_2: 0.5469 loss_bbox_2: 0.2948 loss_giou_2: 0.6695 loss_ce_3: 0.5449 loss_bbox_3: 0.2923 loss_giou_3: 0.6607 loss_ce_4: 0.5421 loss_bbox_4: 0.2915 loss_giou_4: 0.6544 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:19:47] detectron2.utils.events INFO: eta: 6:22:40 iter: 22859 total_loss: 1777 loss_ce: 0.5535 loss_bbox: 0.2918 loss_giou: 0.6817 loss_ce_0: 0.6169 loss_bbox_0: 0.3172 loss_giou_0: 0.7416 loss_ce_1: 0.5836 loss_bbox_1: 0.2955 loss_giou_1: 0.6898 loss_ce_2: 0.5602 loss_bbox_2: 0.2913 loss_giou_2: 0.6802 loss_ce_3: 0.5508 loss_bbox_3: 0.2936 loss_giou_3: 0.6777 loss_ce_4: 0.5499 loss_bbox_4: 0.2891 loss_giou_4: 0.6808 time: 0.3323 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:19:53] detectron2.utils.events INFO: eta: 6:22:33 iter: 22879 total_loss: 1778 loss_ce: 0.524 loss_bbox: 0.2779 loss_giou: 0.6598 loss_ce_0: 0.6031 loss_bbox_0: 0.3104 loss_giou_0: 0.7177 loss_ce_1: 0.5628 loss_bbox_1: 0.2842 loss_giou_1: 0.6753 loss_ce_2: 0.5349 loss_bbox_2: 0.2824 loss_giou_2: 0.6657 loss_ce_3: 0.5269 loss_bbox_3: 0.2778 loss_giou_3: 0.6656 loss_ce_4: 0.528 loss_bbox_4: 0.2775 loss_giou_4: 0.6617 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:20:00] detectron2.utils.events INFO: eta: 6:22:26 iter: 22899 total_loss: 1778 loss_ce: 0.5433 loss_bbox: 0.2893 loss_giou: 0.6424 loss_ce_0: 0.6064 loss_bbox_0: 0.3207 loss_giou_0: 0.7073 loss_ce_1: 0.5712 loss_bbox_1: 0.295 loss_giou_1: 0.6564 loss_ce_2: 0.5542 loss_bbox_2: 0.2896 loss_giou_2: 0.6454 loss_ce_3: 0.546 loss_bbox_3: 0.2914 loss_giou_3: 0.6429 loss_ce_4: 0.539 loss_bbox_4: 0.2893 loss_giou_4: 0.644 time: 0.3324 data_time: 0.0361 lr: 0.0002 max_mem: 3710M
[02/06 22:20:07] detectron2.utils.events INFO: eta: 6:22:22 iter: 22919 total_loss: 1776 loss_ce: 0.5358 loss_bbox: 0.2883 loss_giou: 0.6618 loss_ce_0: 0.6027 loss_bbox_0: 0.3199 loss_giou_0: 0.7208 loss_ce_1: 0.5719 loss_bbox_1: 0.2954 loss_giou_1: 0.6737 loss_ce_2: 0.5461 loss_bbox_2: 0.2906 loss_giou_2: 0.6655 loss_ce_3: 0.5385 loss_bbox_3: 0.2857 loss_giou_3: 0.659 loss_ce_4: 0.5369 loss_bbox_4: 0.285 loss_giou_4: 0.6598 time: 0.3324 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:20:14] detectron2.utils.events INFO: eta: 6:22:17 iter: 22939 total_loss: 1778 loss_ce: 0.5303 loss_bbox: 0.2918 loss_giou: 0.6832 loss_ce_0: 0.5952 loss_bbox_0: 0.3207 loss_giou_0: 0.7417 loss_ce_1: 0.5627 loss_bbox_1: 0.3013 loss_giou_1: 0.6917 loss_ce_2: 0.5318 loss_bbox_2: 0.2949 loss_giou_2: 0.6833 loss_ce_3: 0.524 loss_bbox_3: 0.295 loss_giou_3: 0.6803 loss_ce_4: 0.5282 loss_bbox_4: 0.2936 loss_giou_4: 0.6817 time: 0.3324 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:20:21] detectron2.utils.events INFO: eta: 6:22:10 iter: 22959 total_loss: 1782 loss_ce: 0.5377 loss_bbox: 0.2919 loss_giou: 0.6889 loss_ce_0: 0.6067 loss_bbox_0: 0.3195 loss_giou_0: 0.7527 loss_ce_1: 0.5712 loss_bbox_1: 0.2998 loss_giou_1: 0.7012 loss_ce_2: 0.5466 loss_bbox_2: 0.2962 loss_giou_2: 0.686 loss_ce_3: 0.543 loss_bbox_3: 0.2947 loss_giou_3: 0.6879 loss_ce_4: 0.5328 loss_bbox_4: 0.2885 loss_giou_4: 0.6835 time: 0.3324 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:20:27] detectron2.utils.events INFO: eta: 6:22:01 iter: 22979 total_loss: 1780 loss_ce: 0.5454 loss_bbox: 0.2846 loss_giou: 0.6893 loss_ce_0: 0.6056 loss_bbox_0: 0.3181 loss_giou_0: 0.7554 loss_ce_1: 0.5731 loss_bbox_1: 0.2969 loss_giou_1: 0.7101 loss_ce_2: 0.5507 loss_bbox_2: 0.2898 loss_giou_2: 0.6952 loss_ce_3: 0.5447 loss_bbox_3: 0.2886 loss_giou_3: 0.695 loss_ce_4: 0.5441 loss_bbox_4: 0.2866 loss_giou_4: 0.6903 time: 0.3324 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:20:34] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 22999...
[02/06 22:20:34] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 22:20:34] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 22:20:34] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 22:20:35] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 22:20:35] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 22:20:36] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 22:20:37] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 22:20:37] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 22:20:56] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1502 s / img. ETA=0:02:05
[02/06 22:21:01] detectron2.evaluation.evaluator INFO: Inference done 59/157. 0.0598 s / img. ETA=0:00:18
[02/06 22:21:06] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:14.999928 (0.098684 s / img per device, on 32 devices)
[02/06 22:21:06] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.051271 s / img per device, on 32 devices)
[02/06 22:21:16] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 22:21:17] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/22999/coco_2017_val/coco_instances_results.json
[02/06 22:21:22] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 22:21:24] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 22:21:38] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 13.82 seconds.
[02/06 22:21:38] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 22:21:40] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.19 seconds.
[02/06 22:21:40] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 29.469 | 48.831 | 31.095 | 14.138 | 33.907 | 40.166 |
[02/06 22:21:40] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 41.814 | bicycle | 24.357 | car | 28.517 |
| motorcycle | 30.966 | airplane | 48.521 | bus | 54.468 |
| train | 51.864 | truck | 21.755 | boat | 13.452 |
| traffic light | 14.529 | fire hydrant | 50.510 | stop sign | 53.662 |
| parking meter | 36.267 | bench | 14.464 | bird | 23.713 |
| cat | 59.511 | dog | 53.105 | horse | 45.837 |
| sheep | 40.262 | cow | 41.907 | elephant | 53.805 |
| bear | 64.767 | zebra | 58.095 | giraffe | 57.484 |
| backpack | 8.410 | umbrella | 25.322 | handbag | 6.763 |
| tie | 18.669 | suitcase | 24.172 | frisbee | 43.368 |
| skis | 10.581 | snowboard | 17.452 | sports ball | 25.349 |
| kite | 24.654 | baseball bat | 21.676 | baseball glove | 24.081 |
| skateboard | 35.920 | surfboard | 21.548 | tennis racket | 36.443 |
| bottle | 23.816 | wine glass | 25.354 | cup | 29.778 |
| fork | 18.936 | knife | 5.830 | spoon | 7.273 |
| bowl | 26.708 | banana | 18.466 | apple | 11.898 |
| sandwich | 21.231 | orange | 23.999 | broccoli | 14.946 |
| carrot | 13.336 | hot dog | 23.228 | pizza | 42.357 |
| donut | 32.521 | cake | 26.185 | chair | 16.643 |
| couch | 33.018 | potted plant | 17.672 | bed | 33.767 |
| dining table | 18.708 | toilet | 48.001 | tv | 44.739 |
| laptop | 46.079 | mouse | 44.205 | remote | 16.869 |
| keyboard | 37.642 | cell phone | 21.788 | microwave | 42.837 |
| oven | 23.622 | toaster | 16.251 | sink | 21.368 |
| refrigerator | 38.920 | book | 5.232 | clock | 40.311 |
| vase | 25.699 | scissors | 16.406 | teddy bear | 36.289 |
| hair drier | 5.347 | toothbrush | 12.240 | | |
[02/06 22:21:41] detectron2.utils.events INFO: eta: 6:21:54 iter: 22999 total_loss: 1781 loss_ce: 0.5387 loss_bbox: 0.2857 loss_giou: 0.6687 loss_ce_0: 0.6141 loss_bbox_0: 0.3141 loss_giou_0: 0.7421 loss_ce_1: 0.5693 loss_bbox_1: 0.293 loss_giou_1: 0.6913 loss_ce_2: 0.5455 loss_bbox_2: 0.2907 loss_giou_2: 0.677 loss_ce_3: 0.5372 loss_bbox_3: 0.2881 loss_giou_3: 0.6749 loss_ce_4: 0.5377 loss_bbox_4: 0.2853 loss_giou_4: 0.6665 time: 0.3324 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:21:48] detectron2.utils.events INFO: eta: 6:21:54 iter: 23019 total_loss: 1777 loss_ce: 0.544 loss_bbox: 0.2957 loss_giou: 0.6847 loss_ce_0: 0.6158 loss_bbox_0: 0.3271 loss_giou_0: 0.7482 loss_ce_1: 0.5667 loss_bbox_1: 0.3067 loss_giou_1: 0.7031 loss_ce_2: 0.56 loss_bbox_2: 0.3015 loss_giou_2: 0.687 loss_ce_3: 0.5486 loss_bbox_3: 0.2991 loss_giou_3: 0.6882 loss_ce_4: 0.5479 loss_bbox_4: 0.297 loss_giou_4: 0.6857 time: 0.3324 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:21:55] detectron2.utils.events INFO: eta: 6:21:48 iter: 23039 total_loss: 1774 loss_ce: 0.5269 loss_bbox: 0.2879 loss_giou: 0.6552 loss_ce_0: 0.6112 loss_bbox_0: 0.3226 loss_giou_0: 0.7188 loss_ce_1: 0.5694 loss_bbox_1: 0.3003 loss_giou_1: 0.6739 loss_ce_2: 0.5415 loss_bbox_2: 0.3008 loss_giou_2: 0.663 loss_ce_3: 0.5286 loss_bbox_3: 0.2931 loss_giou_3: 0.6576 loss_ce_4: 0.5276 loss_bbox_4: 0.2884 loss_giou_4: 0.6523 time: 0.3324 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:22:01] detectron2.utils.events INFO: eta: 6:21:41 iter: 23059 total_loss: 1775 loss_ce: 0.5452 loss_bbox: 0.2917 loss_giou: 0.6675 loss_ce_0: 0.6053 loss_bbox_0: 0.3226 loss_giou_0: 0.7371 loss_ce_1: 0.5715 loss_bbox_1: 0.3022 loss_giou_1: 0.6837 loss_ce_2: 0.5515 loss_bbox_2: 0.2946 loss_giou_2: 0.6744 loss_ce_3: 0.5477 loss_bbox_3: 0.2905 loss_giou_3: 0.6688 loss_ce_4: 0.5457 loss_bbox_4: 0.2924 loss_giou_4: 0.6701 time: 0.3324 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:22:08] detectron2.utils.events INFO: eta: 6:21:29 iter: 23079 total_loss: 1781 loss_ce: 0.5406 loss_bbox: 0.2918 loss_giou: 0.6747 loss_ce_0: 0.6118 loss_bbox_0: 0.3237 loss_giou_0: 0.7387 loss_ce_1: 0.5777 loss_bbox_1: 0.2956 loss_giou_1: 0.6854 loss_ce_2: 0.548 loss_bbox_2: 0.2951 loss_giou_2: 0.6731 loss_ce_3: 0.5421 loss_bbox_3: 0.2919 loss_giou_3: 0.6793 loss_ce_4: 0.5385 loss_bbox_4: 0.2919 loss_giou_4: 0.6707 time: 0.3324 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:22:15] detectron2.utils.events INFO: eta: 6:21:20 iter: 23099 total_loss: 1780 loss_ce: 0.5381 loss_bbox: 0.3002 loss_giou: 0.6475 loss_ce_0: 0.6098 loss_bbox_0: 0.3355 loss_giou_0: 0.7058 loss_ce_1: 0.5662 loss_bbox_1: 0.3139 loss_giou_1: 0.6597 loss_ce_2: 0.5445 loss_bbox_2: 0.3075 loss_giou_2: 0.6555 loss_ce_3: 0.5387 loss_bbox_3: 0.3043 loss_giou_3: 0.6545 loss_ce_4: 0.5372 loss_bbox_4: 0.3021 loss_giou_4: 0.6489 time: 0.3324 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:22:21] detectron2.utils.events INFO: eta: 6:21:13 iter: 23119 total_loss: 1778 loss_ce: 0.5328 loss_bbox: 0.2942 loss_giou: 0.6371 loss_ce_0: 0.5978 loss_bbox_0: 0.3222 loss_giou_0: 0.6949 loss_ce_1: 0.5604 loss_bbox_1: 0.2981 loss_giou_1: 0.6514 loss_ce_2: 0.5438 loss_bbox_2: 0.295 loss_giou_2: 0.645 loss_ce_3: 0.5398 loss_bbox_3: 0.2954 loss_giou_3: 0.638 loss_ce_4: 0.5351 loss_bbox_4: 0.2918 loss_giou_4: 0.6381 time: 0.3324 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:22:28] detectron2.utils.events INFO: eta: 6:21:01 iter: 23139 total_loss: 1777 loss_ce: 0.5642 loss_bbox: 0.2922 loss_giou: 0.6705 loss_ce_0: 0.6252 loss_bbox_0: 0.3194 loss_giou_0: 0.7292 loss_ce_1: 0.5937 loss_bbox_1: 0.3022 loss_giou_1: 0.6818 loss_ce_2: 0.5655 loss_bbox_2: 0.2968 loss_giou_2: 0.6771 loss_ce_3: 0.5639 loss_bbox_3: 0.2984 loss_giou_3: 0.6736 loss_ce_4: 0.5661 loss_bbox_4: 0.2944 loss_giou_4: 0.6688 time: 0.3324 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:22:35] detectron2.utils.events INFO: eta: 6:20:42 iter: 23159 total_loss: 1775 loss_ce: 0.5402 loss_bbox: 0.303 loss_giou: 0.69 loss_ce_0: 0.6159 loss_bbox_0: 0.3266 loss_giou_0: 0.7505 loss_ce_1: 0.5736 loss_bbox_1: 0.3072 loss_giou_1: 0.6987 loss_ce_2: 0.5552 loss_bbox_2: 0.3036 loss_giou_2: 0.6944 loss_ce_3: 0.5419 loss_bbox_3: 0.3016 loss_giou_3: 0.6916 loss_ce_4: 0.5383 loss_bbox_4: 0.2999 loss_giou_4: 0.6906 time: 0.3324 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:22:41] detectron2.utils.events INFO: eta: 6:20:33 iter: 23179 total_loss: 1778 loss_ce: 0.5392 loss_bbox: 0.2932 loss_giou: 0.6765 loss_ce_0: 0.6171 loss_bbox_0: 0.3188 loss_giou_0: 0.7384 loss_ce_1: 0.5728 loss_bbox_1: 0.2991 loss_giou_1: 0.6949 loss_ce_2: 0.5528 loss_bbox_2: 0.2959 loss_giou_2: 0.6789 loss_ce_3: 0.5457 loss_bbox_3: 0.2913 loss_giou_3: 0.6794 loss_ce_4: 0.539 loss_bbox_4: 0.2907 loss_giou_4: 0.6768 time: 0.3324 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:22:48] detectron2.utils.events INFO: eta: 6:20:26 iter: 23199 total_loss: 1776 loss_ce: 0.5408 loss_bbox: 0.2908 loss_giou: 0.6627 loss_ce_0: 0.6048 loss_bbox_0: 0.325 loss_giou_0: 0.7199 loss_ce_1: 0.5684 loss_bbox_1: 0.3035 loss_giou_1: 0.6798 loss_ce_2: 0.5505 loss_bbox_2: 0.2969 loss_giou_2: 0.6741 loss_ce_3: 0.5488 loss_bbox_3: 0.2959 loss_giou_3: 0.6669 loss_ce_4: 0.5449 loss_bbox_4: 0.2937 loss_giou_4: 0.6632 time: 0.3324 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:22:54] detectron2.utils.events INFO: eta: 6:20:20 iter: 23219 total_loss: 1774 loss_ce: 0.533 loss_bbox: 0.2896 loss_giou: 0.6747 loss_ce_0: 0.5965 loss_bbox_0: 0.3196 loss_giou_0: 0.74 loss_ce_1: 0.5615 loss_bbox_1: 0.2949 loss_giou_1: 0.695 loss_ce_2: 0.5469 loss_bbox_2: 0.2884 loss_giou_2: 0.6826 loss_ce_3: 0.5381 loss_bbox_3: 0.292 loss_giou_3: 0.684 loss_ce_4: 0.5348 loss_bbox_4: 0.291 loss_giou_4: 0.6773 time: 0.3324 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:23:01] detectron2.utils.events INFO: eta: 6:20:15 iter: 23239 total_loss: 1775 loss_ce: 0.5301 loss_bbox: 0.291 loss_giou: 0.6609 loss_ce_0: 0.6055 loss_bbox_0: 0.3174 loss_giou_0: 0.7289 loss_ce_1: 0.5607 loss_bbox_1: 0.2946 loss_giou_1: 0.6789 loss_ce_2: 0.5432 loss_bbox_2: 0.2918 loss_giou_2: 0.6646 loss_ce_3: 0.5335 loss_bbox_3: 0.29 loss_giou_3: 0.6637 loss_ce_4: 0.5332 loss_bbox_4: 0.2894 loss_giou_4: 0.6598 time: 0.3324 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:23:07] detectron2.utils.events INFO: eta: 6:20:01 iter: 23259 total_loss: 1773 loss_ce: 0.5336 loss_bbox: 0.2959 loss_giou: 0.6615 loss_ce_0: 0.6099 loss_bbox_0: 0.3326 loss_giou_0: 0.7363 loss_ce_1: 0.5661 loss_bbox_1: 0.3021 loss_giou_1: 0.675 loss_ce_2: 0.5407 loss_bbox_2: 0.2976 loss_giou_2: 0.6596 loss_ce_3: 0.5365 loss_bbox_3: 0.2949 loss_giou_3: 0.6565 loss_ce_4: 0.5317 loss_bbox_4: 0.2952 loss_giou_4: 0.6587 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:23:14] detectron2.utils.events INFO: eta: 6:19:29 iter: 23279 total_loss: 1779 loss_ce: 0.5399 loss_bbox: 0.2987 loss_giou: 0.6644 loss_ce_0: 0.613 loss_bbox_0: 0.3183 loss_giou_0: 0.7318 loss_ce_1: 0.5837 loss_bbox_1: 0.2974 loss_giou_1: 0.6781 loss_ce_2: 0.55 loss_bbox_2: 0.2952 loss_giou_2: 0.6736 loss_ce_3: 0.5452 loss_bbox_3: 0.3001 loss_giou_3: 0.6716 loss_ce_4: 0.5424 loss_bbox_4: 0.2994 loss_giou_4: 0.6675 time: 0.3323 data_time: 0.0083 lr: 0.0002 max_mem: 3710M
[02/06 22:23:20] detectron2.utils.events INFO: eta: 6:19:22 iter: 23299 total_loss: 1779 loss_ce: 0.5349 loss_bbox: 0.286 loss_giou: 0.6548 loss_ce_0: 0.608 loss_bbox_0: 0.3214 loss_giou_0: 0.7124 loss_ce_1: 0.5642 loss_bbox_1: 0.2972 loss_giou_1: 0.6641 loss_ce_2: 0.5414 loss_bbox_2: 0.2908 loss_giou_2: 0.6582 loss_ce_3: 0.5381 loss_bbox_3: 0.2835 loss_giou_3: 0.655 loss_ce_4: 0.5343 loss_bbox_4: 0.2862 loss_giou_4: 0.6538 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:23:27] detectron2.utils.events INFO: eta: 6:19:30 iter: 23319 total_loss: 1774 loss_ce: 0.5296 loss_bbox: 0.2861 loss_giou: 0.6681 loss_ce_0: 0.5895 loss_bbox_0: 0.3144 loss_giou_0: 0.7363 loss_ce_1: 0.5598 loss_bbox_1: 0.2938 loss_giou_1: 0.6843 loss_ce_2: 0.5394 loss_bbox_2: 0.2862 loss_giou_2: 0.6764 loss_ce_3: 0.5324 loss_bbox_3: 0.2871 loss_giou_3: 0.6732 loss_ce_4: 0.5347 loss_bbox_4: 0.286 loss_giou_4: 0.6731 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:23:34] detectron2.utils.events INFO: eta: 6:19:28 iter: 23339 total_loss: 1772 loss_ce: 0.5324 loss_bbox: 0.2755 loss_giou: 0.6773 loss_ce_0: 0.5979 loss_bbox_0: 0.3143 loss_giou_0: 0.7521 loss_ce_1: 0.566 loss_bbox_1: 0.2866 loss_giou_1: 0.694 loss_ce_2: 0.5412 loss_bbox_2: 0.2836 loss_giou_2: 0.6819 loss_ce_3: 0.5389 loss_bbox_3: 0.2794 loss_giou_3: 0.6811 loss_ce_4: 0.5309 loss_bbox_4: 0.2759 loss_giou_4: 0.6761 time: 0.3323 data_time: 0.0086 lr: 0.0002 max_mem: 3710M
[02/06 22:23:40] detectron2.utils.events INFO: eta: 6:19:02 iter: 23359 total_loss: 1778 loss_ce: 0.5325 loss_bbox: 0.285 loss_giou: 0.6723 loss_ce_0: 0.5975 loss_bbox_0: 0.3194 loss_giou_0: 0.7353 loss_ce_1: 0.5649 loss_bbox_1: 0.292 loss_giou_1: 0.6901 loss_ce_2: 0.5407 loss_bbox_2: 0.2874 loss_giou_2: 0.6798 loss_ce_3: 0.5353 loss_bbox_3: 0.285 loss_giou_3: 0.6727 loss_ce_4: 0.5311 loss_bbox_4: 0.2872 loss_giou_4: 0.6751 time: 0.3323 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 22:23:47] detectron2.utils.events INFO: eta: 6:19:15 iter: 23379 total_loss: 1780 loss_ce: 0.5294 loss_bbox: 0.2838 loss_giou: 0.6381 loss_ce_0: 0.6093 loss_bbox_0: 0.3114 loss_giou_0: 0.7062 loss_ce_1: 0.5612 loss_bbox_1: 0.2898 loss_giou_1: 0.657 loss_ce_2: 0.5419 loss_bbox_2: 0.2895 loss_giou_2: 0.6516 loss_ce_3: 0.5316 loss_bbox_3: 0.2883 loss_giou_3: 0.654 loss_ce_4: 0.5327 loss_bbox_4: 0.2838 loss_giou_4: 0.6408 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:23:54] detectron2.utils.events INFO: eta: 6:19:09 iter: 23399 total_loss: 1770 loss_ce: 0.5507 loss_bbox: 0.2874 loss_giou: 0.6656 loss_ce_0: 0.6146 loss_bbox_0: 0.3241 loss_giou_0: 0.7224 loss_ce_1: 0.5793 loss_bbox_1: 0.2955 loss_giou_1: 0.6801 loss_ce_2: 0.5533 loss_bbox_2: 0.2864 loss_giou_2: 0.6684 loss_ce_3: 0.5484 loss_bbox_3: 0.2864 loss_giou_3: 0.6653 loss_ce_4: 0.5477 loss_bbox_4: 0.2833 loss_giou_4: 0.6644 time: 0.3323 data_time: 0.0076 lr: 0.0002 max_mem: 3710M
[02/06 22:24:00] detectron2.utils.events INFO: eta: 6:18:42 iter: 23419 total_loss: 1776 loss_ce: 0.5424 loss_bbox: 0.2912 loss_giou: 0.6784 loss_ce_0: 0.6096 loss_bbox_0: 0.3215 loss_giou_0: 0.7268 loss_ce_1: 0.5712 loss_bbox_1: 0.2917 loss_giou_1: 0.6833 loss_ce_2: 0.5508 loss_bbox_2: 0.2906 loss_giou_2: 0.676 loss_ce_3: 0.5388 loss_bbox_3: 0.2916 loss_giou_3: 0.6799 loss_ce_4: 0.5435 loss_bbox_4: 0.2908 loss_giou_4: 0.6779 time: 0.3323 data_time: 0.0082 lr: 0.0002 max_mem: 3710M
[02/06 22:24:07] detectron2.utils.events INFO: eta: 6:18:36 iter: 23439 total_loss: 1781 loss_ce: 0.534 loss_bbox: 0.2823 loss_giou: 0.6646 loss_ce_0: 0.6025 loss_bbox_0: 0.3124 loss_giou_0: 0.7306 loss_ce_1: 0.5684 loss_bbox_1: 0.288 loss_giou_1: 0.6928 loss_ce_2: 0.5457 loss_bbox_2: 0.2845 loss_giou_2: 0.6755 loss_ce_3: 0.5422 loss_bbox_3: 0.2836 loss_giou_3: 0.67 loss_ce_4: 0.5368 loss_bbox_4: 0.2831 loss_giou_4: 0.6648 time: 0.3323 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:24:13] detectron2.utils.events INFO: eta: 6:18:26 iter: 23459 total_loss: 1779 loss_ce: 0.5218 loss_bbox: 0.2808 loss_giou: 0.665 loss_ce_0: 0.5946 loss_bbox_0: 0.3112 loss_giou_0: 0.7345 loss_ce_1: 0.5533 loss_bbox_1: 0.2931 loss_giou_1: 0.6794 loss_ce_2: 0.5308 loss_bbox_2: 0.2845 loss_giou_2: 0.6703 loss_ce_3: 0.5245 loss_bbox_3: 0.2824 loss_giou_3: 0.6719 loss_ce_4: 0.5227 loss_bbox_4: 0.2811 loss_giou_4: 0.6653 time: 0.3323 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 22:24:20] detectron2.utils.events INFO: eta: 6:18:03 iter: 23479 total_loss: 1779 loss_ce: 0.544 loss_bbox: 0.2829 loss_giou: 0.6598 loss_ce_0: 0.6145 loss_bbox_0: 0.3158 loss_giou_0: 0.7226 loss_ce_1: 0.5781 loss_bbox_1: 0.2899 loss_giou_1: 0.6787 loss_ce_2: 0.5532 loss_bbox_2: 0.284 loss_giou_2: 0.668 loss_ce_3: 0.5421 loss_bbox_3: 0.2839 loss_giou_3: 0.6639 loss_ce_4: 0.5433 loss_bbox_4: 0.2827 loss_giou_4: 0.6592 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:24:27] detectron2.utils.events INFO: eta: 6:18:16 iter: 23499 total_loss: 1784 loss_ce: 0.5268 loss_bbox: 0.2813 loss_giou: 0.6497 loss_ce_0: 0.5984 loss_bbox_0: 0.312 loss_giou_0: 0.7198 loss_ce_1: 0.562 loss_bbox_1: 0.2857 loss_giou_1: 0.6747 loss_ce_2: 0.5463 loss_bbox_2: 0.2788 loss_giou_2: 0.6609 loss_ce_3: 0.5347 loss_bbox_3: 0.2772 loss_giou_3: 0.6515 loss_ce_4: 0.5296 loss_bbox_4: 0.2779 loss_giou_4: 0.6536 time: 0.3323 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:24:34] detectron2.utils.events INFO: eta: 6:18:09 iter: 23519 total_loss: 1779 loss_ce: 0.5268 loss_bbox: 0.288 loss_giou: 0.6495 loss_ce_0: 0.5991 loss_bbox_0: 0.3194 loss_giou_0: 0.7208 loss_ce_1: 0.5596 loss_bbox_1: 0.2979 loss_giou_1: 0.6744 loss_ce_2: 0.5386 loss_bbox_2: 0.2905 loss_giou_2: 0.6547 loss_ce_3: 0.5318 loss_bbox_3: 0.2898 loss_giou_3: 0.6525 loss_ce_4: 0.5293 loss_bbox_4: 0.2899 loss_giou_4: 0.6494 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:24:40] detectron2.utils.events INFO: eta: 6:17:43 iter: 23539 total_loss: 1780 loss_ce: 0.5347 loss_bbox: 0.2891 loss_giou: 0.6724 loss_ce_0: 0.5983 loss_bbox_0: 0.3202 loss_giou_0: 0.7351 loss_ce_1: 0.5686 loss_bbox_1: 0.2942 loss_giou_1: 0.6833 loss_ce_2: 0.5449 loss_bbox_2: 0.2915 loss_giou_2: 0.6748 loss_ce_3: 0.5346 loss_bbox_3: 0.2912 loss_giou_3: 0.6716 loss_ce_4: 0.5334 loss_bbox_4: 0.2889 loss_giou_4: 0.6691 time: 0.3323 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:24:47] detectron2.utils.events INFO: eta: 6:17:14 iter: 23559 total_loss: 1775 loss_ce: 0.53 loss_bbox: 0.2798 loss_giou: 0.6537 loss_ce_0: 0.6054 loss_bbox_0: 0.3135 loss_giou_0: 0.7208 loss_ce_1: 0.5628 loss_bbox_1: 0.2879 loss_giou_1: 0.6642 loss_ce_2: 0.5401 loss_bbox_2: 0.2826 loss_giou_2: 0.6667 loss_ce_3: 0.533 loss_bbox_3: 0.2789 loss_giou_3: 0.6584 loss_ce_4: 0.5277 loss_bbox_4: 0.2781 loss_giou_4: 0.6548 time: 0.3323 data_time: 0.0074 lr: 0.0002 max_mem: 3710M
[02/06 22:24:53] detectron2.utils.events INFO: eta: 6:16:59 iter: 23579 total_loss: 1775 loss_ce: 0.5306 loss_bbox: 0.2831 loss_giou: 0.677 loss_ce_0: 0.6004 loss_bbox_0: 0.3125 loss_giou_0: 0.7435 loss_ce_1: 0.5641 loss_bbox_1: 0.2905 loss_giou_1: 0.6838 loss_ce_2: 0.542 loss_bbox_2: 0.2849 loss_giou_2: 0.671 loss_ce_3: 0.5352 loss_bbox_3: 0.2852 loss_giou_3: 0.6745 loss_ce_4: 0.5311 loss_bbox_4: 0.2835 loss_giou_4: 0.6723 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:25:00] detectron2.utils.events INFO: eta: 6:16:53 iter: 23599 total_loss: 1784 loss_ce: 0.5296 loss_bbox: 0.2987 loss_giou: 0.643 loss_ce_0: 0.6018 loss_bbox_0: 0.33 loss_giou_0: 0.7044 loss_ce_1: 0.5651 loss_bbox_1: 0.3048 loss_giou_1: 0.6603 loss_ce_2: 0.5393 loss_bbox_2: 0.3012 loss_giou_2: 0.6444 loss_ce_3: 0.5367 loss_bbox_3: 0.3005 loss_giou_3: 0.6466 loss_ce_4: 0.5295 loss_bbox_4: 0.2988 loss_giou_4: 0.644 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:25:07] detectron2.utils.events INFO: eta: 6:16:48 iter: 23619 total_loss: 1783 loss_ce: 0.5378 loss_bbox: 0.2931 loss_giou: 0.664 loss_ce_0: 0.6103 loss_bbox_0: 0.3187 loss_giou_0: 0.7268 loss_ce_1: 0.5718 loss_bbox_1: 0.2981 loss_giou_1: 0.6816 loss_ce_2: 0.5448 loss_bbox_2: 0.2935 loss_giou_2: 0.6657 loss_ce_3: 0.5381 loss_bbox_3: 0.2953 loss_giou_3: 0.6639 loss_ce_4: 0.5353 loss_bbox_4: 0.2902 loss_giou_4: 0.6646 time: 0.3323 data_time: 0.0085 lr: 0.0002 max_mem: 3710M
[02/06 22:25:14] detectron2.utils.events INFO: eta: 6:16:27 iter: 23639 total_loss: 1779 loss_ce: 0.5324 loss_bbox: 0.2896 loss_giou: 0.6641 loss_ce_0: 0.597 loss_bbox_0: 0.3152 loss_giou_0: 0.7364 loss_ce_1: 0.5667 loss_bbox_1: 0.2884 loss_giou_1: 0.6824 loss_ce_2: 0.5378 loss_bbox_2: 0.2907 loss_giou_2: 0.6665 loss_ce_3: 0.5321 loss_bbox_3: 0.2901 loss_giou_3: 0.6673 loss_ce_4: 0.528 loss_bbox_4: 0.2892 loss_giou_4: 0.6621 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:25:20] detectron2.utils.events INFO: eta: 6:16:22 iter: 23659 total_loss: 1778 loss_ce: 0.53 loss_bbox: 0.2863 loss_giou: 0.6726 loss_ce_0: 0.6017 loss_bbox_0: 0.314 loss_giou_0: 0.7341 loss_ce_1: 0.5666 loss_bbox_1: 0.2897 loss_giou_1: 0.681 loss_ce_2: 0.5396 loss_bbox_2: 0.2892 loss_giou_2: 0.674 loss_ce_3: 0.5339 loss_bbox_3: 0.2884 loss_giou_3: 0.676 loss_ce_4: 0.5278 loss_bbox_4: 0.286 loss_giou_4: 0.6732 time: 0.3323 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 22:25:27] detectron2.utils.events INFO: eta: 6:16:13 iter: 23679 total_loss: 1782 loss_ce: 0.5482 loss_bbox: 0.286 loss_giou: 0.667 loss_ce_0: 0.6193 loss_bbox_0: 0.3127 loss_giou_0: 0.7229 loss_ce_1: 0.585 loss_bbox_1: 0.2898 loss_giou_1: 0.6731 loss_ce_2: 0.558 loss_bbox_2: 0.287 loss_giou_2: 0.6734 loss_ce_3: 0.5528 loss_bbox_3: 0.2862 loss_giou_3: 0.6667 loss_ce_4: 0.5429 loss_bbox_4: 0.2847 loss_giou_4: 0.6621 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:25:34] detectron2.utils.events INFO: eta: 6:16:20 iter: 23699 total_loss: 1776 loss_ce: 0.5255 loss_bbox: 0.2982 loss_giou: 0.6699 loss_ce_0: 0.6057 loss_bbox_0: 0.3246 loss_giou_0: 0.7345 loss_ce_1: 0.5645 loss_bbox_1: 0.3032 loss_giou_1: 0.6797 loss_ce_2: 0.5449 loss_bbox_2: 0.2993 loss_giou_2: 0.6731 loss_ce_3: 0.5299 loss_bbox_3: 0.2992 loss_giou_3: 0.6716 loss_ce_4: 0.5273 loss_bbox_4: 0.3024 loss_giou_4: 0.6666 time: 0.3323 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 22:25:41] detectron2.utils.events INFO: eta: 6:16:29 iter: 23719 total_loss: 1774 loss_ce: 0.5425 loss_bbox: 0.2889 loss_giou: 0.6619 loss_ce_0: 0.6108 loss_bbox_0: 0.3251 loss_giou_0: 0.7213 loss_ce_1: 0.5772 loss_bbox_1: 0.2952 loss_giou_1: 0.6698 loss_ce_2: 0.554 loss_bbox_2: 0.2946 loss_giou_2: 0.6642 loss_ce_3: 0.5436 loss_bbox_3: 0.2872 loss_giou_3: 0.664 loss_ce_4: 0.5426 loss_bbox_4: 0.2902 loss_giou_4: 0.6607 time: 0.3323 data_time: 0.0162 lr: 0.0002 max_mem: 3710M
[02/06 22:25:47] detectron2.utils.events INFO: eta: 6:16:56 iter: 23739 total_loss: 1774 loss_ce: 0.5398 loss_bbox: 0.2985 loss_giou: 0.6773 loss_ce_0: 0.6082 loss_bbox_0: 0.3273 loss_giou_0: 0.7398 loss_ce_1: 0.5771 loss_bbox_1: 0.3097 loss_giou_1: 0.6936 loss_ce_2: 0.5497 loss_bbox_2: 0.3074 loss_giou_2: 0.6827 loss_ce_3: 0.5373 loss_bbox_3: 0.3032 loss_giou_3: 0.68 loss_ce_4: 0.5361 loss_bbox_4: 0.2975 loss_giou_4: 0.6792 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:25:54] detectron2.utils.events INFO: eta: 6:17:08 iter: 23759 total_loss: 1779 loss_ce: 0.5456 loss_bbox: 0.2911 loss_giou: 0.6672 loss_ce_0: 0.6111 loss_bbox_0: 0.3261 loss_giou_0: 0.7202 loss_ce_1: 0.574 loss_bbox_1: 0.3009 loss_giou_1: 0.6763 loss_ce_2: 0.5568 loss_bbox_2: 0.2977 loss_giou_2: 0.6744 loss_ce_3: 0.5521 loss_bbox_3: 0.2914 loss_giou_3: 0.6698 loss_ce_4: 0.5463 loss_bbox_4: 0.2895 loss_giou_4: 0.6681 time: 0.3324 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:26:01] detectron2.utils.events INFO: eta: 6:17:01 iter: 23779 total_loss: 1779 loss_ce: 0.5498 loss_bbox: 0.2894 loss_giou: 0.6524 loss_ce_0: 0.62 loss_bbox_0: 0.3158 loss_giou_0: 0.7194 loss_ce_1: 0.5877 loss_bbox_1: 0.2917 loss_giou_1: 0.6719 loss_ce_2: 0.5611 loss_bbox_2: 0.285 loss_giou_2: 0.6664 loss_ce_3: 0.553 loss_bbox_3: 0.2862 loss_giou_3: 0.664 loss_ce_4: 0.5503 loss_bbox_4: 0.2872 loss_giou_4: 0.6588 time: 0.3324 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:26:07] detectron2.utils.events INFO: eta: 6:16:34 iter: 23799 total_loss: 1778 loss_ce: 0.5341 loss_bbox: 0.2965 loss_giou: 0.678 loss_ce_0: 0.6104 loss_bbox_0: 0.3329 loss_giou_0: 0.7435 loss_ce_1: 0.573 loss_bbox_1: 0.3078 loss_giou_1: 0.6876 loss_ce_2: 0.5483 loss_bbox_2: 0.301 loss_giou_2: 0.6799 loss_ce_3: 0.5393 loss_bbox_3: 0.2979 loss_giou_3: 0.6748 loss_ce_4: 0.5345 loss_bbox_4: 0.293 loss_giou_4: 0.678 time: 0.3324 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:26:14] detectron2.utils.events INFO: eta: 6:16:27 iter: 23819 total_loss: 1778 loss_ce: 0.5437 loss_bbox: 0.3033 loss_giou: 0.6745 loss_ce_0: 0.6074 loss_bbox_0: 0.3307 loss_giou_0: 0.7419 loss_ce_1: 0.572 loss_bbox_1: 0.3097 loss_giou_1: 0.6873 loss_ce_2: 0.5498 loss_bbox_2: 0.3058 loss_giou_2: 0.6773 loss_ce_3: 0.5435 loss_bbox_3: 0.3015 loss_giou_3: 0.6736 loss_ce_4: 0.5419 loss_bbox_4: 0.3033 loss_giou_4: 0.6752 time: 0.3324 data_time: 0.0079 lr: 0.0002 max_mem: 3710M
[02/06 22:26:21] detectron2.utils.events INFO: eta: 6:15:50 iter: 23839 total_loss: 1781 loss_ce: 0.5512 loss_bbox: 0.3002 loss_giou: 0.6678 loss_ce_0: 0.6168 loss_bbox_0: 0.3297 loss_giou_0: 0.7335 loss_ce_1: 0.5791 loss_bbox_1: 0.2997 loss_giou_1: 0.6774 loss_ce_2: 0.5617 loss_bbox_2: 0.2976 loss_giou_2: 0.6663 loss_ce_3: 0.5548 loss_bbox_3: 0.292 loss_giou_3: 0.6726 loss_ce_4: 0.5507 loss_bbox_4: 0.2973 loss_giou_4: 0.6726 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:26:27] detectron2.utils.events INFO: eta: 6:15:42 iter: 23859 total_loss: 1772 loss_ce: 0.5287 loss_bbox: 0.28 loss_giou: 0.6722 loss_ce_0: 0.5982 loss_bbox_0: 0.3109 loss_giou_0: 0.7345 loss_ce_1: 0.5627 loss_bbox_1: 0.2918 loss_giou_1: 0.6959 loss_ce_2: 0.5419 loss_bbox_2: 0.2812 loss_giou_2: 0.6855 loss_ce_3: 0.5381 loss_bbox_3: 0.2801 loss_giou_3: 0.6782 loss_ce_4: 0.5308 loss_bbox_4: 0.2772 loss_giou_4: 0.6723 time: 0.3323 data_time: 0.0075 lr: 0.0002 max_mem: 3710M
[02/06 22:26:34] detectron2.utils.events INFO: eta: 6:15:37 iter: 23879 total_loss: 1776 loss_ce: 0.528 loss_bbox: 0.2846 loss_giou: 0.6439 loss_ce_0: 0.5937 loss_bbox_0: 0.3254 loss_giou_0: 0.7163 loss_ce_1: 0.5541 loss_bbox_1: 0.2976 loss_giou_1: 0.6618 loss_ce_2: 0.5357 loss_bbox_2: 0.2895 loss_giou_2: 0.645 loss_ce_3: 0.5269 loss_bbox_3: 0.2879 loss_giou_3: 0.6446 loss_ce_4: 0.5245 loss_bbox_4: 0.2866 loss_giou_4: 0.6433 time: 0.3323 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:26:40] detectron2.utils.events INFO: eta: 6:15:31 iter: 23899 total_loss: 1779 loss_ce: 0.5474 loss_bbox: 0.2877 loss_giou: 0.6745 loss_ce_0: 0.5954 loss_bbox_0: 0.3236 loss_giou_0: 0.7334 loss_ce_1: 0.5687 loss_bbox_1: 0.2963 loss_giou_1: 0.6903 loss_ce_2: 0.5576 loss_bbox_2: 0.2932 loss_giou_2: 0.6752 loss_ce_3: 0.5435 loss_bbox_3: 0.287 loss_giou_3: 0.6776 loss_ce_4: 0.5438 loss_bbox_4: 0.2887 loss_giou_4: 0.6755 time: 0.3323 data_time: 0.0077 lr: 0.0002 max_mem: 3710M
[02/06 22:26:47] detectron2.utils.events INFO: eta: 6:15:14 iter: 23919 total_loss: 1779 loss_ce: 0.5444 loss_bbox: 0.2841 loss_giou: 0.6707 loss_ce_0: 0.6124 loss_bbox_0: 0.32 loss_giou_0: 0.7455 loss_ce_1: 0.5752 loss_bbox_1: 0.2941 loss_giou_1: 0.6962 loss_ce_2: 0.5556 loss_bbox_2: 0.2882 loss_giou_2: 0.6724 loss_ce_3: 0.5438 loss_bbox_3: 0.2854 loss_giou_3: 0.6722 loss_ce_4: 0.5429 loss_bbox_4: 0.2814 loss_giou_4: 0.6743 time: 0.3323 data_time: 0.0080 lr: 0.0002 max_mem: 3710M
[02/06 22:26:54] detectron2.utils.events INFO: eta: 6:15:20 iter: 23939 total_loss: 1777 loss_ce: 0.5464 loss_bbox: 0.291 loss_giou: 0.6585 loss_ce_0: 0.6234 loss_bbox_0: 0.3219 loss_giou_0: 0.7135 loss_ce_1: 0.5831 loss_bbox_1: 0.2958 loss_giou_1: 0.6682 loss_ce_2: 0.5557 loss_bbox_2: 0.2924 loss_giou_2: 0.6621 loss_ce_3: 0.5565 loss_bbox_3: 0.2927 loss_giou_3: 0.659 loss_ce_4: 0.553 loss_bbox_4: 0.2929 loss_giou_4: 0.6541 time: 0.3323 data_time: 0.0081 lr: 0.0002 max_mem: 3710M
[02/06 22:27:00] detectron2.utils.events INFO: eta: 6:15:32 iter: 23959 total_loss: 1779 loss_ce: 0.5417 loss_bbox: 0.2815 loss_giou: 0.6815 loss_ce_0: 0.6118 loss_bbox_0: 0.32 loss_giou_0: 0.7658 loss_ce_1: 0.5725 loss_bbox_1: 0.2893 loss_giou_1: 0.6935 loss_ce_2: 0.5582 loss_bbox_2: 0.2847 loss_giou_2: 0.686 loss_ce_3: 0.5463 loss_bbox_3: 0.2833 loss_giou_3: 0.6813 loss_ce_4: 0.5473 loss_bbox_4: 0.2835 loss_giou_4: 0.6786 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:27:07] detectron2.utils.events INFO: eta: 6:15:35 iter: 23979 total_loss: 1782 loss_ce: 0.542 loss_bbox: 0.2863 loss_giou: 0.6517 loss_ce_0: 0.6187 loss_bbox_0: 0.3113 loss_giou_0: 0.7171 loss_ce_1: 0.5774 loss_bbox_1: 0.294 loss_giou_1: 0.6724 loss_ce_2: 0.5572 loss_bbox_2: 0.2856 loss_giou_2: 0.6592 loss_ce_3: 0.5453 loss_bbox_3: 0.2863 loss_giou_3: 0.6549 loss_ce_4: 0.5409 loss_bbox_4: 0.2864 loss_giou_4: 0.6533 time: 0.3323 data_time: 0.0078 lr: 0.0002 max_mem: 3710M
[02/06 22:27:14] d2go.core.runner.default_runner INFO: Running evaluation for model tag default at iter 23999...
[02/06 22:27:14] d2go.core.runner.default_runner INFO: Building detection test loader for dataset: coco_2017_val ...
[02/06 22:27:14] d2go.core.runner.default_runner INFO: Using dataset mapper:
DETRDatasetMapper:
is_train: False
image_loader: None
tfm_gens:
- ResizeShortestEdge(short_edge_length=(800, 800), max_size=1333, sample_style='choice')
[02/06 22:27:15] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 22:27:15] detectron2.data.common INFO: Serializing 5000 elements to byte tensors and concatenating them all ...
[02/06 22:27:15] detectron2.data.common INFO: Serialized dataset takes 19.25 MiB
[02/06 22:27:16] d2go.core.runner.default_runner INFO: Adding visualization evaluator ...
[02/06 22:27:17] detectron2.data.datasets.coco INFO: Loaded 5000 images in COCO format from /tmp/detectron2_scratch_249489650/manifold_cache/tree/detectron2/json_dataset_annotations/coco/instances_val2017.json
[02/06 22:27:18] detectron2.evaluation.evaluator INFO: Start inference on 157 images
[02/06 22:27:37] detectron2.evaluation.evaluator INFO: Inference done 11/157. 0.1402 s / img. ETA=0:01:53
[02/06 22:27:42] detectron2.evaluation.evaluator INFO: Inference done 41/157. 0.0648 s / img. ETA=0:00:31
[02/06 22:27:47] detectron2.evaluation.evaluator INFO: Inference done 149/157. 0.0500 s / img. ETA=0:00:00
[02/06 22:27:47] detectron2.evaluation.evaluator INFO: Total inference time: 0:00:15.179060 (0.099862 s / img per device, on 32 devices)
[02/06 22:27:47] detectron2.evaluation.evaluator INFO: Total inference pure compute time: 0:00:07 (0.049798 s / img per device, on 32 devices)
[02/06 22:27:59] detectron2.evaluation.coco_evaluation INFO: Preparing results for COCO format ...
[02/06 22:27:59] detectron2.evaluation.coco_evaluation INFO: Saving results to manifold://mobile_vision_workflows/tree/workflows/zhanghang/20210206/ddc36aa3533a8e8a9017af7379837e7d.ygrMJHPjwt/e2e_train/inference/default/23999/coco_2017_val/coco_instances_results.json
[02/06 22:28:04] detectron2.evaluation.coco_evaluation INFO: Evaluating predictions with unofficial COCO API...
[02/06 22:28:08] detectron2.evaluation.fast_eval_api INFO: Evaluate annotation type *bbox*
[02/06 22:28:22] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.evaluate() finished in 14.27 seconds.
[02/06 22:28:22] detectron2.evaluation.fast_eval_api INFO: Accumulating evaluation results...
[02/06 22:28:24] detectron2.evaluation.fast_eval_api INFO: COCOeval_opt.accumulate() finished in 2.13 seconds.
[02/06 22:28:24] detectron2.evaluation.coco_evaluation INFO: Evaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 29.823 | 48.979 | 31.614 | 15.076 | 34.072 | 41.108 |
[02/06 22:28:24] detectron2.evaluation.coco_evaluation INFO: Per-category bbox AP:
| category | AP | category | AP | category | AP |
|:--------------|:-------|:-------------|:-------|:---------------|:-------|
| person | 41.076 | bicycle | 20.900 | car | 29.647 |
| motorcycle | 33.380 | airplane | 50.386 | bus | 53.315 |
| train | 53.761 | truck | 23.158 | boat | 15.883 |
| traffic light | 13.556 | fire hydrant | 51.808 | stop sign | 51.346 |
| parking meter | 33.612 | bench | 14.880 | bird | 26.027 |
| cat | 62.815 | dog | 52.287 | horse | 46.278 |
| sheep | 38.883 | cow | 44.975 | elephant | 56.819 |
| bear | 67.420 | zebra | 57.168 | giraffe | 57.862 |
| backpack | 7.653 | umbrella | 27.047 | handbag | 6.177 |
| tie | 18.979 | suitcase | 25.039 | frisbee | 45.664 |
| skis | 12.046 | snowboard | 19.921 | sports ball | 23.066 |
| kite | 28.494 | baseball bat | 22.583 | baseball glove | 25.993 |
| skateboard | 37.051 | surfboard | 25.121 | tennis racket | 35.766 |
| bottle | 24.351 | wine glass | 23.808 | cup | 29.953 |
| fork | 19.860 | knife | 7.950 | spoon | 7.256 |
| bowl | 28.062 | banana | 13.560 | apple | 13.857 |
| sandwich | 18.298 | orange | 19.579 | broccoli | 16.143 |
| carrot | 12.515 | hot dog | 23.133 | pizza | 39.452 |
| donut | 35.239 | cake | 25.926 | chair | 14.648 |
| couch | 30.845 | potted plant | 16.485 | bed | 32.095 |
| dining table | 17.105 | toilet | 47.697 | tv | 43.884 |
| laptop | 46.854 | mouse | 49.272 | remote | 18.051 |
| keyboard | 42.495 | cell phone | 21.585 | microwave | 40.531 |
| oven | 23.386 | toaster | 23.757 | sink | 25.353 |
| refrigerator | 41.154 | book | 5.737 | clock | 37.561 |
| vase | 25.317 | scissors | 18.129 | teddy bear | 33.691 |
| hair drier | 6.095 | toothbrush | 7.348 | | |
[02/06 22:28:25] detectron2.utils.events INFO: eta: 6:15:42 iter: 23999 total_loss: 1773 loss_ce: 0.5426 loss_bbox: 0.29 loss_giou: 0.6461 loss_ce_0: 0.614 loss_bbox_0: 0.3292 loss_giou_0: 0.71 loss_ce_1: 0.5754 loss_bbox_1: 0.2992 loss_giou_1: 0.6631 loss_ce_2: 0.5522 loss_bbox_2: 0.2977 loss_giou_2: 0.6539 loss_ce_3: 0.5479 loss_bbox_3: 0.2942 loss_giou_3: 0.6509 loss_ce_4: 0.
Raw
log_detr_dc5.txt
View raw

(Sorry about that, but we can’t show files that are this big right now.)

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment