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slurm-104814.out
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==========================================
SLURM_JOB_ID = 104814
SLURM_NODELIST = gnode15
SLURM_JOB_GPUS = 0
==========================================
Obtaining file:///home/myfolder/detectron2_v1
Requirement already satisfied: termcolor>=1.1 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from detectron2==0.1) (1.1.0)
Requirement already satisfied: Pillow in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from detectron2==0.1) (6.2.2)
Requirement already satisfied: yacs>=0.1.6 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from detectron2==0.1) (0.1.6)
Requirement already satisfied: tabulate in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from detectron2==0.1) (0.8.6)
Requirement already satisfied: cloudpickle in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from detectron2==0.1) (1.2.2)
Requirement already satisfied: matplotlib in ./miniconda3/envs/env_det2/lib/python3.7/site-packages/matplotlib-3.2.0rc1-py3.7-linux-x86_64.egg (from detectron2==0.1) (3.2.0rc1)
Requirement already satisfied: tqdm>4.29.0 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from detectron2==0.1) (4.41.1)
Requirement already satisfied: tensorboard in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from detectron2==0.1) (2.1.0)
Requirement already satisfied: fvcore in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from detectron2==0.1) (0.1.dev200114)
Requirement already satisfied: future in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from detectron2==0.1) (0.18.2)
Requirement already satisfied: pydot in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from detectron2==0.1) (1.4.1)
Requirement already satisfied: PyYAML in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from yacs>=0.1.6->detectron2==0.1) (5.1)
Requirement already satisfied: cycler>=0.10 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages/cycler-0.10.0-py3.7.egg (from matplotlib->detectron2==0.1) (0.10.0)
Requirement already satisfied: kiwisolver>=1.0.1 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages/kiwisolver-1.1.0-py3.7-linux-x86_64.egg (from matplotlib->detectron2==0.1) (1.1.0)
Requirement already satisfied: numpy>=1.11 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from matplotlib->detectron2==0.1) (1.18.1)
Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages/pyparsing-2.4.6-py3.7.egg (from matplotlib->detectron2==0.1) (2.4.6)
Requirement already satisfied: python-dateutil>=2.1 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages/python_dateutil-2.8.1-py3.7.egg (from matplotlib->detectron2==0.1) (2.8.1)
Requirement already satisfied: wheel>=0.26; python_version >= "3" in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from tensorboard->detectron2==0.1) (0.33.6)
Requirement already satisfied: absl-py>=0.4 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from tensorboard->detectron2==0.1) (0.9.0)
Requirement already satisfied: setuptools>=41.0.0 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from tensorboard->detectron2==0.1) (44.0.0.post20200106)
Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from tensorboard->detectron2==0.1) (0.4.1)
Requirement already satisfied: six>=1.10.0 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from tensorboard->detectron2==0.1) (1.14.0)
Requirement already satisfied: markdown>=2.6.8 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from tensorboard->detectron2==0.1) (3.1.1)
Requirement already satisfied: protobuf>=3.6.0 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from tensorboard->detectron2==0.1) (3.11.2)
Requirement already satisfied: requests<3,>=2.21.0 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from tensorboard->detectron2==0.1) (2.22.0)
Requirement already satisfied: grpcio>=1.24.3 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from tensorboard->detectron2==0.1) (1.26.0)
Requirement already satisfied: google-auth<2,>=1.6.3 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from tensorboard->detectron2==0.1) (1.11.0)
Requirement already satisfied: werkzeug>=0.11.15 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from tensorboard->detectron2==0.1) (0.16.0)
Requirement already satisfied: portalocker in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from fvcore->detectron2==0.1) (1.5.2)
Requirement already satisfied: requests-oauthlib>=0.7.0 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard->detectron2==0.1) (1.3.0)
Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard->detectron2==0.1) (1.25.8)
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard->detectron2==0.1) (3.0.4)
Requirement already satisfied: idna<2.9,>=2.5 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard->detectron2==0.1) (2.8)
Requirement already satisfied: certifi>=2017.4.17 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard->detectron2==0.1) (2019.11.28)
Requirement already satisfied: rsa<4.1,>=3.1.4 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard->detectron2==0.1) (4.0)
Requirement already satisfied: cachetools<5.0,>=2.0.0 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard->detectron2==0.1) (4.0.0)
Requirement already satisfied: pyasn1-modules>=0.2.1 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard->detectron2==0.1) (0.2.8)
Requirement already satisfied: oauthlib>=3.0.0 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard->detectron2==0.1) (3.1.0)
Requirement already satisfied: pyasn1>=0.1.3 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from rsa<4.1,>=3.1.4->google-auth<2,>=1.6.3->tensorboard->detectron2==0.1) (0.4.8)
Installing collected packages: detectron2
Found existing installation: detectron2 0.1
Uninstalling detectron2-0.1:
Successfully uninstalled detectron2-0.1
Running setup.py develop for detectron2
Successfully installed detectron2
Command Line Args: Namespace(config_file='', dist_url='tcp://127.0.0.1:51012', eval_only=False, machine_rank=0, num_gpus=1, num_machines=1, opts=[], resume=False)
[32m[03/02 18:40:09 detectron2]: [0mRank of current process: 0. World size: 1
[32m[03/02 18:40:10 detectron2]: [0mEnvironment info:
------------------------ --------------------------------------------------------------------------------------------
sys.platform linux
Python 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0]
numpy 1.18.1
detectron2 0.1 @/home/myfolder/detectron2_v1/detectron2
detectron2 compiler GCC 5.5
detectron2 CUDA compiler 10.2
detectron2 arch flags sm_61
DETECTRON2_ENV_MODULE <not set>
PyTorch 1.4.0+cu100 @/home/myfolder/miniconda3/envs/env_det2/lib/python3.7/site-packages/torch
PyTorch debug build False
CUDA available True
GPU 0 GeForce GTX 1080 Ti
CUDA_HOME /usr/local/cuda
NVCC Cuda compilation tools, release 10.2, V10.2.89
Pillow 6.2.2
torchvision 0.5.0+cu100 @/home/myfolder/miniconda3/envs/env_det2/lib/python3.7/site-packages/torchvision
torchvision arch flags sm_35, sm_50, sm_60, sm_70, sm_75
cv2 4.1.2
------------------------ --------------------------------------------------------------------------------------------
PyTorch built with:
- GCC 7.3
- Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications
- Intel(R) MKL-DNN v0.21.1 (Git Hash 7d2fd500bc78936d1d648ca713b901012f470dbc)
- OpenMP 201511 (a.k.a. OpenMP 4.5)
- NNPACK is enabled
- CUDA Runtime 10.0
- NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_37,code=compute_37
- CuDNN 7.6.3
- Magma 2.5.1
- Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Wno-stringop-overflow, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF,
[32m[03/02 18:40:10 detectron2]: [0mCommand line arguments: Namespace(config_file='', dist_url='tcp://127.0.0.1:51012', eval_only=False, machine_rank=0, num_gpus=1, num_machines=1, opts=[], resume=False)
[32m[03/02 18:40:10 detectron2]: [0mRunning with full config:
CUDNN_BENCHMARK: False
DATALOADER:
ASPECT_RATIO_GROUPING: True
FILTER_EMPTY_ANNOTATIONS: True
NUM_WORKERS: 1
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: ('cityped_val',)
TRAIN: ('cityped_train',)
GLOBAL:
HACK: 1.0
INPUT:
CROP:
ENABLED: False
SIZE: [0.9, 0.9]
TYPE: relative_range
FORMAT: BGR
MASK_FORMAT: polygon
MAX_SIZE_TEST: 1333
MAX_SIZE_TRAIN: 1333
MIN_SIZE_TEST: 800
MIN_SIZE_TRAIN: (640, 672, 704, 736, 768, 800)
MIN_SIZE_TRAIN_SAMPLING: choice
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_fpn_backbone
DEVICE: cuda
FPN:
FUSE_TYPE: sum
IN_FEATURES: ['res2', 'res3', 'res4', 'res5']
NORM:
OUT_CHANNELS: 256
KEYPOINT_ON: False
LOAD_PROPOSALS: False
MASK_ON: False
META_ARCHITECTURE: GeneralizedRCNN
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: [103.53, 116.28, 123.675]
PIXEL_STD: [1.0, 1.0, 1.0]
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: 1
STEM_OUT_CHANNELS: 64
STRIDE_IN_1X1: True
WIDTH_PER_GROUP: 64
RETINANET:
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
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_WEIGHTS: (10.0, 10.0, 5.0, 5.0)
CLS_AGNOSTIC_BBOX_REG: True
CONV_DIM: 256
FC_DIM: 1024
NAME: FastRCNNConvFCHead
NORM:
NUM_CONV: 0
NUM_FC: 2
POOLER_RESOLUTION: 7
POOLER_SAMPLING_RATIO: 0
POOLER_TYPE: ROIAlignV2
SMOOTH_L1_BETA: 0.0
TRAIN_ON_PRED_BOXES: False
ROI_HEADS:
BATCH_SIZE_PER_IMAGE: 128
IN_FEATURES: ['p2', 'p3', 'p4', 'p5']
IOU_LABELS: [0, 1]
IOU_THRESHOLDS: [0.5]
NAME: CascadeROIHeads
NMS_THRESH_TEST: 0.5
NUM_CLASSES: 1
POSITIVE_FRACTION: 0.25
PROPOSAL_APPEND_GT: True
SCORE_THRESH_TEST: 0.5
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: 4
POOLER_RESOLUTION: 14
POOLER_SAMPLING_RATIO: 0
POOLER_TYPE: ROIAlignV2
RPN:
BATCH_SIZE_PER_IMAGE: 256
BBOX_REG_WEIGHTS: (1.0, 1.0, 1.0, 1.0)
BOUNDARY_THRESH: -1
HEAD_NAME: StandardRPNHead
IN_FEATURES: ['p2', 'p3', 'p4', 'p5', 'p6']
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: 1000
PRE_NMS_TOPK_TRAIN: 2000
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
WEIGHTS: /ssd_scratch/cvit/myfolder/cityscapes/model_final_480dd8.pkl
OUTPUT_DIR: /ssd_scratch/cvit/myfolder/cityscapes/models/cityped/
SEED: -1
SOLVER:
BASE_LR: 0.0165
BIAS_LR_FACTOR: 1.0
CHECKPOINT_PERIOD: 120000
GAMMA: 0.3
IMS_PER_BATCH: 9
LR_SCHEDULER_NAME: WarmupMultiStepLR
MAX_ITER: 25000
MOMENTUM: 0.9
STEPS: (15000, 20000)
WARMUP_FACTOR: 0.001
WARMUP_ITERS: 1000
WARMUP_METHOD: linear
WEIGHT_DECAY: 0.0001
WEIGHT_DECAY_BIAS: 0.0001
WEIGHT_DECAY_NORM: 0.0
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: 5000
EXPECTED_RESULTS: []
KEYPOINT_OKS_SIGMAS: []
PRECISE_BN:
ENABLED: False
NUM_ITER: 200
VERSION: 2
VIS_PERIOD: 0
[32m[03/02 18:40:10 detectron2]: [0mFull config saved to /ssd_scratch/cvit/myfolder/cityscapes/models/cityped/config.yaml
[32m[03/02 18:40:10 d2.utils.env]: [0mUsing a generated random seed 10584217
[32m[03/02 18:40:24 detectron2]: [0mModel:
GeneralizedRCNN(
(backbone): FPN(
(fpn_lateral2): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))
(fpn_output2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(fpn_lateral3): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))
(fpn_output3): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(fpn_lateral4): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1))
(fpn_output4): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(fpn_lateral5): Conv2d(2048, 256, kernel_size=(1, 1), stride=(1, 1))
(fpn_output5): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(top_block): LastLevelMaxPool()
(bottom_up): 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=(2, 2), 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)
)
)
(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=(2, 2), 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)
)
)
(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=(2, 2), bias=False
(norm): FrozenBatchNorm2d(num_features=2048, eps=1e-05)
)
(conv1): Conv2d(
1024, 512, kernel_size=(1, 1), stride=(2, 2), 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=(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)
)
)
(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=(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)
)
)
)
)
)
(proposal_generator): RPN(
(anchor_generator): DefaultAnchorGenerator(
(cell_anchors): BufferList()
)
(rpn_head): StandardRPNHead(
(conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
(objectness_logits): Conv2d(256, 3, kernel_size=(1, 1), stride=(1, 1))
(anchor_deltas): Conv2d(256, 12, kernel_size=(1, 1), stride=(1, 1))
)
)
(roi_heads): CascadeROIHeads(
(box_pooler): ROIPooler(
(level_poolers): ModuleList(
(0): ROIAlign(output_size=(7, 7), spatial_scale=0.25, sampling_ratio=0, aligned=True)
(1): ROIAlign(output_size=(7, 7), spatial_scale=0.125, sampling_ratio=0, aligned=True)
(2): ROIAlign(output_size=(7, 7), spatial_scale=0.0625, sampling_ratio=0, aligned=True)
(3): ROIAlign(output_size=(7, 7), spatial_scale=0.03125, sampling_ratio=0, aligned=True)
)
)
(box_head): ModuleList(
(0): FastRCNNConvFCHead(
(fc1): Linear(in_features=12544, out_features=1024, bias=True)
(fc2): Linear(in_features=1024, out_features=1024, bias=True)
)
(1): FastRCNNConvFCHead(
(fc1): Linear(in_features=12544, out_features=1024, bias=True)
(fc2): Linear(in_features=1024, out_features=1024, bias=True)
)
(2): FastRCNNConvFCHead(
(fc1): Linear(in_features=12544, out_features=1024, bias=True)
(fc2): Linear(in_features=1024, out_features=1024, bias=True)
)
)
(box_predictor): ModuleList(
(0): FastRCNNOutputLayers(
(cls_score): Linear(in_features=1024, out_features=2, bias=True)
(bbox_pred): Linear(in_features=1024, out_features=4, bias=True)
)
(1): FastRCNNOutputLayers(
(cls_score): Linear(in_features=1024, out_features=2, bias=True)
(bbox_pred): Linear(in_features=1024, out_features=4, bias=True)
)
(2): FastRCNNOutputLayers(
(cls_score): Linear(in_features=1024, out_features=2, bias=True)
(bbox_pred): Linear(in_features=1024, out_features=4, bias=True)
)
)
)
)
[32m[03/02 18:40:24 fvcore.common.checkpoint]: [0mLoading checkpoint from /ssd_scratch/cvit/myfolder/cityscapes/model_final_480dd8.pkl
[32m[03/02 18:40:25 fvcore.common.checkpoint]: [0mReading a file from 'Detectron2 Model Zoo'
[5m[31mWARNING[0m [32m[03/02 18:40:25 fvcore.common.checkpoint]: [0m'roi_heads.box_predictor.0.cls_score.weight' has shape (81, 1024) in the checkpoint but (2, 1024) in the model! Skipped.
[5m[31mWARNING[0m [32m[03/02 18:40:25 fvcore.common.checkpoint]: [0m'roi_heads.box_predictor.0.cls_score.bias' has shape (81,) in the checkpoint but (2,) in the model! Skipped.
[5m[31mWARNING[0m [32m[03/02 18:40:25 fvcore.common.checkpoint]: [0m'roi_heads.box_predictor.1.cls_score.weight' has shape (81, 1024) in the checkpoint but (2, 1024) in the model! Skipped.
[5m[31mWARNING[0m [32m[03/02 18:40:25 fvcore.common.checkpoint]: [0m'roi_heads.box_predictor.1.cls_score.bias' has shape (81,) in the checkpoint but (2,) in the model! Skipped.
[5m[31mWARNING[0m [32m[03/02 18:40:25 fvcore.common.checkpoint]: [0m'roi_heads.box_predictor.2.cls_score.weight' has shape (81, 1024) in the checkpoint but (2, 1024) in the model! Skipped.
[5m[31mWARNING[0m [32m[03/02 18:40:25 fvcore.common.checkpoint]: [0m'roi_heads.box_predictor.2.cls_score.bias' has shape (81,) in the checkpoint but (2,) in the model! Skipped.
[32m[03/02 18:40:25 fvcore.common.checkpoint]: [0mSome model parameters are not in the checkpoint:
[34mroi_heads.box_predictor.0.cls_score.{weight, bias}[0m
[34mroi_heads.box_predictor.1.cls_score.{weight, bias}[0m
[34mroi_heads.box_predictor.2.cls_score.{weight, bias}[0m
[32m[03/02 18:40:25 fvcore.common.checkpoint]: [0mThe checkpoint contains parameters not used by the model:
[35mroi_heads.mask_head.mask_fcn1.{weight, bias}[0m
[35mroi_heads.mask_head.mask_fcn2.{weight, bias}[0m
[35mroi_heads.mask_head.mask_fcn3.{weight, bias}[0m
[35mroi_heads.mask_head.mask_fcn4.{weight, bias}[0m
[35mroi_heads.mask_head.deconv.{weight, bias}[0m
[35mroi_heads.mask_head.predictor.{weight, bias}[0m
[32m[03/02 18:40:27 d2.data.datasets.coco]: [0mLoaded 2487 images in COCO format from /ssd_scratch/cvit/myfolder/cityscapes/citypedestrian_train_gt.json
[32m[03/02 18:40:27 d2.data.build]: [0mRemoved 0 images with no usable annotations. 2487 images left.
[32m[03/02 18:40:27 d2.data.build]: [0mDistribution of instances among all 1 categories:
[36m| category | #instances |
|:----------:|:-------------|
| pedestrian | 19655 |
| | |[0m
[32m[03/02 18:40:27 d2.data.common]: [0mSerializing 2487 elements to byte tensors and concatenating them all ...
[32m[03/02 18:40:27 d2.data.common]: [0mSerialized dataset takes 1.24 MiB
[32m[03/02 18:40:27 d2.data.detection_utils]: [0mTransformGens used in training: [ResizeShortestEdge(short_edge_length=(640, 672, 704, 736, 768, 800), max_size=1333, sample_style='choice'), RandomFlip()]
[32m[03/02 18:40:27 d2.data.build]: [0mUsing training sampler TrainingSampler
[32m[03/02 18:40:27 detectron2]: [0mStarting training from iteration 0
[32m[03/02 18:41:07 d2.utils.events]: [0m eta: N/A iter: 20 total_loss: 3.787 loss_cls_stage0: 0.564 loss_box_reg_stage0: 0.469 loss_cls_stage1: 0.558 loss_box_reg_stage1: 0.790 loss_cls_stage2: 0.545 loss_box_reg_stage2: 0.772 loss_rpn_cls: 0.067 loss_rpn_loc: 0.121 lr: 0.000330 max_mem: 8877M
[32m[03/02 18:41:48 d2.utils.events]: [0m eta: N/A iter: 40 total_loss: 3.161 loss_cls_stage0: 0.356 loss_box_reg_stage0: 0.421 loss_cls_stage1: 0.330 loss_box_reg_stage1: 0.729 loss_cls_stage2: 0.297 loss_box_reg_stage2: 0.771 loss_rpn_cls: 0.061 loss_rpn_loc: 0.117 lr: 0.000659 max_mem: 8877M
[32m[03/02 18:42:27 d2.utils.events]: [0m eta: N/A iter: 60 total_loss: 2.711 loss_cls_stage0: 0.239 loss_box_reg_stage0: 0.415 loss_cls_stage1: 0.219 loss_box_reg_stage1: 0.715 loss_cls_stage2: 0.207 loss_box_reg_stage2: 0.727 loss_rpn_cls: 0.054 loss_rpn_loc: 0.089 lr: 0.000989 max_mem: 8877M
[32m[03/02 18:43:07 d2.utils.events]: [0m eta: N/A iter: 80 total_loss: 2.473 loss_cls_stage0: 0.195 loss_box_reg_stage0: 0.408 loss_cls_stage1: 0.156 loss_box_reg_stage1: 0.658 loss_cls_stage2: 0.159 loss_box_reg_stage2: 0.780 loss_rpn_cls: 0.052 loss_rpn_loc: 0.085 lr: 0.001319 max_mem: 8877M
[32m[03/02 18:43:47 d2.utils.events]: [0m eta: N/A iter: 100 total_loss: 2.326 loss_cls_stage0: 0.187 loss_box_reg_stage0: 0.368 loss_cls_stage1: 0.156 loss_box_reg_stage1: 0.600 loss_cls_stage2: 0.153 loss_box_reg_stage2: 0.681 loss_rpn_cls: 0.045 loss_rpn_loc: 0.080 lr: 0.001648 max_mem: 8877M
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[32m[03/02 18:47:46 d2.utils.events]: [0m eta: N/A iter: 220 total_loss: 2.577 loss_cls_stage0: 0.183 loss_box_reg_stage0: 0.439 loss_cls_stage1: 0.163 loss_box_reg_stage1: 0.706 loss_cls_stage2: 0.155 loss_box_reg_stage2: 0.764 loss_rpn_cls: 0.039 loss_rpn_loc: 0.095 lr: 0.003626 max_mem: 8877M
[32m[03/02 18:48:25 d2.utils.events]: [0m eta: N/A iter: 240 total_loss: 2.488 loss_cls_stage0: 0.169 loss_box_reg_stage0: 0.388 loss_cls_stage1: 0.145 loss_box_reg_stage1: 0.663 loss_cls_stage2: 0.143 loss_box_reg_stage2: 0.735 loss_rpn_cls: 0.043 loss_rpn_loc: 0.080 lr: 0.003956 max_mem: 8877M
[32m[03/02 18:49:05 d2.utils.events]: [0m eta: N/A iter: 260 total_loss: 2.400 loss_cls_stage0: 0.171 loss_box_reg_stage0: 0.394 loss_cls_stage1: 0.138 loss_box_reg_stage1: 0.678 loss_cls_stage2: 0.147 loss_box_reg_stage2: 0.720 loss_rpn_cls: 0.033 loss_rpn_loc: 0.093 lr: 0.004286 max_mem: 8877M
[32m[03/02 18:49:44 d2.utils.events]: [0m eta: N/A iter: 280 total_loss: 2.409 loss_cls_stage0: 0.157 loss_box_reg_stage0: 0.380 loss_cls_stage1: 0.137 loss_box_reg_stage1: 0.657 loss_cls_stage2: 0.121 loss_box_reg_stage2: 0.765 loss_rpn_cls: 0.032 loss_rpn_loc: 0.076 lr: 0.004615 max_mem: 8877M
[32m[03/02 18:50:23 d2.utils.events]: [0m eta: N/A iter: 300 total_loss: 2.303 loss_cls_stage0: 0.154 loss_box_reg_stage0: 0.379 loss_cls_stage1: 0.133 loss_box_reg_stage1: 0.634 loss_cls_stage2: 0.136 loss_box_reg_stage2: 0.722 loss_rpn_cls: 0.030 loss_rpn_loc: 0.085 lr: 0.004945 max_mem: 8877M
[32m[03/02 18:51:03 d2.utils.events]: [0m eta: N/A iter: 320 total_loss: 2.354 loss_cls_stage0: 0.158 loss_box_reg_stage0: 0.385 loss_cls_stage1: 0.148 loss_box_reg_stage1: 0.670 loss_cls_stage2: 0.154 loss_box_reg_stage2: 0.753 loss_rpn_cls: 0.026 loss_rpn_loc: 0.073 lr: 0.005275 max_mem: 8877M
[32m[03/02 18:51:44 d2.utils.events]: [0m eta: N/A iter: 340 total_loss: 2.195 loss_cls_stage0: 0.142 loss_box_reg_stage0: 0.345 loss_cls_stage1: 0.115 loss_box_reg_stage1: 0.597 loss_cls_stage2: 0.125 loss_box_reg_stage2: 0.759 loss_rpn_cls: 0.026 loss_rpn_loc: 0.075 lr: 0.005604 max_mem: 8877M
[32m[03/02 18:52:24 d2.utils.events]: [0m eta: N/A iter: 360 total_loss: 2.355 loss_cls_stage0: 0.166 loss_box_reg_stage0: 0.386 loss_cls_stage1: 0.150 loss_box_reg_stage1: 0.622 loss_cls_stage2: 0.150 loss_box_reg_stage2: 0.744 loss_rpn_cls: 0.032 loss_rpn_loc: 0.067 lr: 0.005934 max_mem: 8877M
[32m[03/02 18:53:05 d2.utils.events]: [0m eta: N/A iter: 380 total_loss: 2.337 loss_cls_stage0: 0.159 loss_box_reg_stage0: 0.367 loss_cls_stage1: 0.133 loss_box_reg_stage1: 0.629 loss_cls_stage2: 0.129 loss_box_reg_stage2: 0.757 loss_rpn_cls: 0.040 loss_rpn_loc: 0.106 lr: 0.006264 max_mem: 8877M
[32m[03/02 18:53:44 d2.utils.events]: [0m eta: N/A iter: 400 total_loss: 2.378 loss_cls_stage0: 0.158 loss_box_reg_stage0: 0.376 loss_cls_stage1: 0.135 loss_box_reg_stage1: 0.654 loss_cls_stage2: 0.141 loss_box_reg_stage2: 0.794 loss_rpn_cls: 0.036 loss_rpn_loc: 0.090 lr: 0.006593 max_mem: 8877M
[32m[03/02 18:54:24 d2.utils.events]: [0m eta: N/A iter: 420 total_loss: 2.220 loss_cls_stage0: 0.158 loss_box_reg_stage0: 0.372 loss_cls_stage1: 0.136 loss_box_reg_stage1: 0.619 loss_cls_stage2: 0.132 loss_box_reg_stage2: 0.718 loss_rpn_cls: 0.028 loss_rpn_loc: 0.060 lr: 0.006923 max_mem: 8877M
[32m[03/02 18:55:02 d2.utils.events]: [0m eta: N/A iter: 440 total_loss: 2.415 loss_cls_stage0: 0.154 loss_box_reg_stage0: 0.391 loss_cls_stage1: 0.136 loss_box_reg_stage1: 0.687 loss_cls_stage2: 0.136 loss_box_reg_stage2: 0.778 loss_rpn_cls: 0.028 loss_rpn_loc: 0.070 lr: 0.007253 max_mem: 8877M
[32m[03/02 18:55:42 d2.utils.events]: [0m eta: N/A iter: 460 total_loss: 2.377 loss_cls_stage0: 0.158 loss_box_reg_stage0: 0.392 loss_cls_stage1: 0.152 loss_box_reg_stage1: 0.648 loss_cls_stage2: 0.143 loss_box_reg_stage2: 0.753 loss_rpn_cls: 0.033 loss_rpn_loc: 0.074 lr: 0.007582 max_mem: 8877M
[32m[03/02 18:56:21 d2.utils.events]: [0m eta: N/A iter: 480 total_loss: 2.336 loss_cls_stage0: 0.161 loss_box_reg_stage0: 0.377 loss_cls_stage1: 0.145 loss_box_reg_stage1: 0.641 loss_cls_stage2: 0.137 loss_box_reg_stage2: 0.775 loss_rpn_cls: 0.033 loss_rpn_loc: 0.077 lr: 0.007912 max_mem: 8877M
[32m[03/02 18:57:01 d2.utils.events]: [0m eta: N/A iter: 500 total_loss: 2.410 loss_cls_stage0: 0.164 loss_box_reg_stage0: 0.386 loss_cls_stage1: 0.143 loss_box_reg_stage1: 0.653 loss_cls_stage2: 0.146 loss_box_reg_stage2: 0.758 loss_rpn_cls: 0.030 loss_rpn_loc: 0.096 lr: 0.008242 max_mem: 8877M
[32m[03/02 18:57:41 d2.utils.events]: [0m eta: N/A iter: 520 total_loss: 2.385 loss_cls_stage0: 0.154 loss_box_reg_stage0: 0.390 loss_cls_stage1: 0.130 loss_box_reg_stage1: 0.665 loss_cls_stage2: 0.136 loss_box_reg_stage2: 0.813 loss_rpn_cls: 0.036 loss_rpn_loc: 0.084 lr: 0.008571 max_mem: 8877M
[32m[03/02 18:58:19 d2.utils.events]: [0m eta: N/A iter: 540 total_loss: 2.289 loss_cls_stage0: 0.168 loss_box_reg_stage0: 0.378 loss_cls_stage1: 0.143 loss_box_reg_stage1: 0.645 loss_cls_stage2: 0.141 loss_box_reg_stage2: 0.717 loss_rpn_cls: 0.033 loss_rpn_loc: 0.085 lr: 0.008901 max_mem: 8877M
[32m[03/02 18:58:59 d2.utils.events]: [0m eta: N/A iter: 560 total_loss: 2.435 loss_cls_stage0: 0.169 loss_box_reg_stage0: 0.356 loss_cls_stage1: 0.148 loss_box_reg_stage1: 0.651 loss_cls_stage2: 0.144 loss_box_reg_stage2: 0.760 loss_rpn_cls: 0.031 loss_rpn_loc: 0.082 lr: 0.009231 max_mem: 8877M
[32m[03/02 18:59:38 d2.utils.events]: [0m eta: N/A iter: 580 total_loss: 2.397 loss_cls_stage0: 0.151 loss_box_reg_stage0: 0.380 loss_cls_stage1: 0.133 loss_box_reg_stage1: 0.673 loss_cls_stage2: 0.146 loss_box_reg_stage2: 0.785 loss_rpn_cls: 0.025 loss_rpn_loc: 0.093 lr: 0.009560 max_mem: 8877M
[32m[03/02 19:00:17 d2.utils.events]: [0m eta: N/A iter: 600 total_loss: 2.486 loss_cls_stage0: 0.160 loss_box_reg_stage0: 0.389 loss_cls_stage1: 0.133 loss_box_reg_stage1: 0.691 loss_cls_stage2: 0.143 loss_box_reg_stage2: 0.843 loss_rpn_cls: 0.030 loss_rpn_loc: 0.080 lr: 0.009890 max_mem: 8877M
[32m[03/02 19:00:56 d2.utils.events]: [0m eta: N/A iter: 620 total_loss: 2.402 loss_cls_stage0: 0.154 loss_box_reg_stage0: 0.373 loss_cls_stage1: 0.133 loss_box_reg_stage1: 0.649 loss_cls_stage2: 0.131 loss_box_reg_stage2: 0.737 loss_rpn_cls: 0.029 loss_rpn_loc: 0.096 lr: 0.010220 max_mem: 8877M
[32m[03/02 19:01:36 d2.utils.events]: [0m eta: N/A iter: 640 total_loss: 2.310 loss_cls_stage0: 0.152 loss_box_reg_stage0: 0.383 loss_cls_stage1: 0.136 loss_box_reg_stage1: 0.636 loss_cls_stage2: 0.144 loss_box_reg_stage2: 0.685 loss_rpn_cls: 0.035 loss_rpn_loc: 0.078 lr: 0.010549 max_mem: 8877M
[32m[03/02 19:02:15 d2.utils.events]: [0m eta: N/A iter: 660 total_loss: 2.307 loss_cls_stage0: 0.156 loss_box_reg_stage0: 0.364 loss_cls_stage1: 0.136 loss_box_reg_stage1: 0.642 loss_cls_stage2: 0.140 loss_box_reg_stage2: 0.781 loss_rpn_cls: 0.030 loss_rpn_loc: 0.091 lr: 0.010879 max_mem: 8877M
[32m[03/02 19:02:54 d2.utils.events]: [0m eta: N/A iter: 680 total_loss: 2.330 loss_cls_stage0: 0.158 loss_box_reg_stage0: 0.366 loss_cls_stage1: 0.133 loss_box_reg_stage1: 0.656 loss_cls_stage2: 0.138 loss_box_reg_stage2: 0.726 loss_rpn_cls: 0.030 loss_rpn_loc: 0.074 lr: 0.011209 max_mem: 8877M
[32m[03/02 19:03:33 d2.utils.events]: [0m eta: N/A iter: 700 total_loss: 2.269 loss_cls_stage0: 0.170 loss_box_reg_stage0: 0.364 loss_cls_stage1: 0.150 loss_box_reg_stage1: 0.615 loss_cls_stage2: 0.146 loss_box_reg_stage2: 0.700 loss_rpn_cls: 0.030 loss_rpn_loc: 0.101 lr: 0.011538 max_mem: 8877M
[32m[03/02 19:04:13 d2.utils.events]: [0m eta: N/A iter: 720 total_loss: 2.264 loss_cls_stage0: 0.154 loss_box_reg_stage0: 0.373 loss_cls_stage1: 0.144 loss_box_reg_stage1: 0.636 loss_cls_stage2: 0.143 loss_box_reg_stage2: 0.701 loss_rpn_cls: 0.026 loss_rpn_loc: 0.064 lr: 0.011868 max_mem: 8877M
[32m[03/02 19:04:52 d2.utils.events]: [0m eta: N/A iter: 740 total_loss: 2.401 loss_cls_stage0: 0.166 loss_box_reg_stage0: 0.367 loss_cls_stage1: 0.139 loss_box_reg_stage1: 0.643 loss_cls_stage2: 0.141 loss_box_reg_stage2: 0.761 loss_rpn_cls: 0.033 loss_rpn_loc: 0.097 lr: 0.012198 max_mem: 8877M
[32m[03/02 19:05:32 d2.utils.events]: [0m eta: N/A iter: 760 total_loss: 2.325 loss_cls_stage0: 0.155 loss_box_reg_stage0: 0.366 loss_cls_stage1: 0.127 loss_box_reg_stage1: 0.631 loss_cls_stage2: 0.127 loss_box_reg_stage2: 0.748 loss_rpn_cls: 0.031 loss_rpn_loc: 0.083 lr: 0.012527 max_mem: 8877M
[32m[03/02 19:06:11 d2.utils.events]: [0m eta: N/A iter: 780 total_loss: 2.408 loss_cls_stage0: 0.153 loss_box_reg_stage0: 0.370 loss_cls_stage1: 0.135 loss_box_reg_stage1: 0.662 loss_cls_stage2: 0.143 loss_box_reg_stage2: 0.799 loss_rpn_cls: 0.025 loss_rpn_loc: 0.076 lr: 0.012857 max_mem: 8877M
[32m[03/02 19:06:51 d2.utils.events]: [0m eta: N/A iter: 800 total_loss: 2.368 loss_cls_stage0: 0.168 loss_box_reg_stage0: 0.382 loss_cls_stage1: 0.142 loss_box_reg_stage1: 0.634 loss_cls_stage2: 0.135 loss_box_reg_stage2: 0.784 loss_rpn_cls: 0.040 loss_rpn_loc: 0.083 lr: 0.013187 max_mem: 8877M
[32m[03/02 19:07:30 d2.utils.events]: [0m eta: N/A iter: 820 total_loss: 2.383 loss_cls_stage0: 0.161 loss_box_reg_stage0: 0.366 loss_cls_stage1: 0.142 loss_box_reg_stage1: 0.655 loss_cls_stage2: 0.140 loss_box_reg_stage2: 0.801 loss_rpn_cls: 0.033 loss_rpn_loc: 0.074 lr: 0.013516 max_mem: 8877M
[32m[03/02 19:08:09 d2.utils.events]: [0m eta: N/A iter: 840 total_loss: 2.348 loss_cls_stage0: 0.163 loss_box_reg_stage0: 0.365 loss_cls_stage1: 0.128 loss_box_reg_stage1: 0.601 loss_cls_stage2: 0.127 loss_box_reg_stage2: 0.742 loss_rpn_cls: 0.032 loss_rpn_loc: 0.088 lr: 0.013846 max_mem: 8877M
[32m[03/02 19:08:49 d2.utils.events]: [0m eta: N/A iter: 860 total_loss: 2.296 loss_cls_stage0: 0.161 loss_box_reg_stage0: 0.378 loss_cls_stage1: 0.135 loss_box_reg_stage1: 0.676 loss_cls_stage2: 0.125 loss_box_reg_stage2: 0.845 loss_rpn_cls: 0.027 loss_rpn_loc: 0.075 lr: 0.014176 max_mem: 8877M
[32m[03/02 19:09:28 d2.utils.events]: [0m eta: N/A iter: 880 total_loss: 2.173 loss_cls_stage0: 0.148 loss_box_reg_stage0: 0.385 loss_cls_stage1: 0.130 loss_box_reg_stage1: 0.597 loss_cls_stage2: 0.143 loss_box_reg_stage2: 0.696 loss_rpn_cls: 0.023 loss_rpn_loc: 0.076 lr: 0.014505 max_mem: 8877M
[32m[03/02 19:10:08 d2.utils.events]: [0m eta: N/A iter: 900 total_loss: 2.184 loss_cls_stage0: 0.142 loss_box_reg_stage0: 0.347 loss_cls_stage1: 0.132 loss_box_reg_stage1: 0.605 loss_cls_stage2: 0.134 loss_box_reg_stage2: 0.692 loss_rpn_cls: 0.029 loss_rpn_loc: 0.070 lr: 0.014835 max_mem: 8877M
[32m[03/02 19:10:48 d2.utils.events]: [0m eta: N/A iter: 920 total_loss: 2.336 loss_cls_stage0: 0.153 loss_box_reg_stage0: 0.351 loss_cls_stage1: 0.145 loss_box_reg_stage1: 0.651 loss_cls_stage2: 0.129 loss_box_reg_stage2: 0.815 loss_rpn_cls: 0.025 loss_rpn_loc: 0.081 lr: 0.015165 max_mem: 8877M
[32m[03/02 19:11:28 d2.utils.events]: [0m eta: N/A iter: 940 total_loss: 2.422 loss_cls_stage0: 0.152 loss_box_reg_stage0: 0.379 loss_cls_stage1: 0.131 loss_box_reg_stage1: 0.666 loss_cls_stage2: 0.144 loss_box_reg_stage2: 0.797 loss_rpn_cls: 0.027 loss_rpn_loc: 0.085 lr: 0.015495 max_mem: 8877M
[32m[03/02 19:12:07 d2.utils.events]: [0m eta: N/A iter: 960 total_loss: 2.260 loss_cls_stage0: 0.149 loss_box_reg_stage0: 0.362 loss_cls_stage1: 0.136 loss_box_reg_stage1: 0.641 loss_cls_stage2: 0.122 loss_box_reg_stage2: 0.744 loss_rpn_cls: 0.028 loss_rpn_loc: 0.068 lr: 0.015824 max_mem: 8877M
[32m[03/02 19:12:46 d2.utils.events]: [0m eta: N/A iter: 980 total_loss: 2.222 loss_cls_stage0: 0.157 loss_box_reg_stage0: 0.361 loss_cls_stage1: 0.140 loss_box_reg_stage1: 0.651 loss_cls_stage2: 0.140 loss_box_reg_stage2: 0.719 loss_rpn_cls: 0.027 loss_rpn_loc: 0.066 lr: 0.016154 max_mem: 8877M
[32m[03/02 19:13:26 d2.utils.events]: [0m eta: N/A iter: 1000 total_loss: 2.364 loss_cls_stage0: 0.163 loss_box_reg_stage0: 0.387 loss_cls_stage1: 0.138 loss_box_reg_stage1: 0.649 loss_cls_stage2: 0.153 loss_box_reg_stage2: 0.750 loss_rpn_cls: 0.027 loss_rpn_loc: 0.089 lr: 0.016484 max_mem: 8877M
[32m[03/02 19:14:04 d2.utils.events]: [0m eta: N/A iter: 1020 total_loss: 2.367 loss_cls_stage0: 0.145 loss_box_reg_stage0: 0.371 loss_cls_stage1: 0.133 loss_box_reg_stage1: 0.649 loss_cls_stage2: 0.138 loss_box_reg_stage2: 0.782 loss_rpn_cls: 0.026 loss_rpn_loc: 0.071 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:14:43 d2.utils.events]: [0m eta: N/A iter: 1040 total_loss: 2.387 loss_cls_stage0: 0.150 loss_box_reg_stage0: 0.390 loss_cls_stage1: 0.126 loss_box_reg_stage1: 0.648 loss_cls_stage2: 0.131 loss_box_reg_stage2: 0.789 loss_rpn_cls: 0.039 loss_rpn_loc: 0.092 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:15:22 d2.utils.events]: [0m eta: N/A iter: 1060 total_loss: 2.352 loss_cls_stage0: 0.165 loss_box_reg_stage0: 0.360 loss_cls_stage1: 0.153 loss_box_reg_stage1: 0.612 loss_cls_stage2: 0.142 loss_box_reg_stage2: 0.723 loss_rpn_cls: 0.032 loss_rpn_loc: 0.136 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:16:01 d2.utils.events]: [0m eta: N/A iter: 1080 total_loss: 2.280 loss_cls_stage0: 0.158 loss_box_reg_stage0: 0.365 loss_cls_stage1: 0.138 loss_box_reg_stage1: 0.640 loss_cls_stage2: 0.130 loss_box_reg_stage2: 0.765 loss_rpn_cls: 0.027 loss_rpn_loc: 0.077 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:16:39 d2.utils.events]: [0m eta: N/A iter: 1100 total_loss: 2.302 loss_cls_stage0: 0.151 loss_box_reg_stage0: 0.355 loss_cls_stage1: 0.128 loss_box_reg_stage1: 0.638 loss_cls_stage2: 0.127 loss_box_reg_stage2: 0.758 loss_rpn_cls: 0.026 loss_rpn_loc: 0.097 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:17:18 d2.utils.events]: [0m eta: N/A iter: 1120 total_loss: 2.254 loss_cls_stage0: 0.140 loss_box_reg_stage0: 0.366 loss_cls_stage1: 0.125 loss_box_reg_stage1: 0.652 loss_cls_stage2: 0.131 loss_box_reg_stage2: 0.723 loss_rpn_cls: 0.030 loss_rpn_loc: 0.087 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:17:58 d2.utils.events]: [0m eta: N/A iter: 1140 total_loss: 2.282 loss_cls_stage0: 0.152 loss_box_reg_stage0: 0.370 loss_cls_stage1: 0.139 loss_box_reg_stage1: 0.650 loss_cls_stage2: 0.129 loss_box_reg_stage2: 0.741 loss_rpn_cls: 0.033 loss_rpn_loc: 0.083 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:18:37 d2.utils.events]: [0m eta: N/A iter: 1160 total_loss: 2.141 loss_cls_stage0: 0.145 loss_box_reg_stage0: 0.338 loss_cls_stage1: 0.128 loss_box_reg_stage1: 0.610 loss_cls_stage2: 0.131 loss_box_reg_stage2: 0.710 loss_rpn_cls: 0.025 loss_rpn_loc: 0.092 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:19:15 d2.utils.events]: [0m eta: N/A iter: 1180 total_loss: 2.333 loss_cls_stage0: 0.162 loss_box_reg_stage0: 0.358 loss_cls_stage1: 0.133 loss_box_reg_stage1: 0.636 loss_cls_stage2: 0.126 loss_box_reg_stage2: 0.757 loss_rpn_cls: 0.024 loss_rpn_loc: 0.067 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:19:54 d2.utils.events]: [0m eta: N/A iter: 1200 total_loss: 2.165 loss_cls_stage0: 0.150 loss_box_reg_stage0: 0.337 loss_cls_stage1: 0.134 loss_box_reg_stage1: 0.609 loss_cls_stage2: 0.138 loss_box_reg_stage2: 0.698 loss_rpn_cls: 0.030 loss_rpn_loc: 0.078 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:20:33 d2.utils.events]: [0m eta: N/A iter: 1220 total_loss: 2.270 loss_cls_stage0: 0.162 loss_box_reg_stage0: 0.365 loss_cls_stage1: 0.139 loss_box_reg_stage1: 0.637 loss_cls_stage2: 0.141 loss_box_reg_stage2: 0.775 loss_rpn_cls: 0.025 loss_rpn_loc: 0.074 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:21:13 d2.utils.events]: [0m eta: N/A iter: 1240 total_loss: 2.451 loss_cls_stage0: 0.146 loss_box_reg_stage0: 0.371 loss_cls_stage1: 0.139 loss_box_reg_stage1: 0.659 loss_cls_stage2: 0.129 loss_box_reg_stage2: 0.752 loss_rpn_cls: 0.033 loss_rpn_loc: 0.089 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:21:52 d2.utils.events]: [0m eta: N/A iter: 1260 total_loss: 2.200 loss_cls_stage0: 0.145 loss_box_reg_stage0: 0.334 loss_cls_stage1: 0.127 loss_box_reg_stage1: 0.619 loss_cls_stage2: 0.130 loss_box_reg_stage2: 0.759 loss_rpn_cls: 0.024 loss_rpn_loc: 0.072 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:22:31 d2.utils.events]: [0m eta: N/A iter: 1280 total_loss: 2.191 loss_cls_stage0: 0.129 loss_box_reg_stage0: 0.329 loss_cls_stage1: 0.113 loss_box_reg_stage1: 0.625 loss_cls_stage2: 0.117 loss_box_reg_stage2: 0.754 loss_rpn_cls: 0.028 loss_rpn_loc: 0.070 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:23:10 d2.utils.events]: [0m eta: N/A iter: 1300 total_loss: 2.282 loss_cls_stage0: 0.159 loss_box_reg_stage0: 0.362 loss_cls_stage1: 0.139 loss_box_reg_stage1: 0.637 loss_cls_stage2: 0.136 loss_box_reg_stage2: 0.763 loss_rpn_cls: 0.036 loss_rpn_loc: 0.097 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:23:50 d2.utils.events]: [0m eta: N/A iter: 1320 total_loss: 2.207 loss_cls_stage0: 0.134 loss_box_reg_stage0: 0.354 loss_cls_stage1: 0.124 loss_box_reg_stage1: 0.640 loss_cls_stage2: 0.120 loss_box_reg_stage2: 0.771 loss_rpn_cls: 0.025 loss_rpn_loc: 0.082 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:24:31 d2.utils.events]: [0m eta: N/A iter: 1340 total_loss: 2.215 loss_cls_stage0: 0.147 loss_box_reg_stage0: 0.344 loss_cls_stage1: 0.134 loss_box_reg_stage1: 0.627 loss_cls_stage2: 0.138 loss_box_reg_stage2: 0.717 loss_rpn_cls: 0.031 loss_rpn_loc: 0.093 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:25:09 d2.utils.events]: [0m eta: N/A iter: 1360 total_loss: 2.285 loss_cls_stage0: 0.151 loss_box_reg_stage0: 0.369 loss_cls_stage1: 0.131 loss_box_reg_stage1: 0.624 loss_cls_stage2: 0.136 loss_box_reg_stage2: 0.746 loss_rpn_cls: 0.030 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:25:49 d2.utils.events]: [0m eta: N/A iter: 1380 total_loss: 2.308 loss_cls_stage0: 0.157 loss_box_reg_stage0: 0.364 loss_cls_stage1: 0.147 loss_box_reg_stage1: 0.661 loss_cls_stage2: 0.141 loss_box_reg_stage2: 0.796 loss_rpn_cls: 0.024 loss_rpn_loc: 0.083 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:26:27 d2.utils.events]: [0m eta: N/A iter: 1400 total_loss: 2.261 loss_cls_stage0: 0.141 loss_box_reg_stage0: 0.351 loss_cls_stage1: 0.120 loss_box_reg_stage1: 0.622 loss_cls_stage2: 0.125 loss_box_reg_stage2: 0.731 loss_rpn_cls: 0.024 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:27:06 d2.utils.events]: [0m eta: N/A iter: 1420 total_loss: 2.284 loss_cls_stage0: 0.141 loss_box_reg_stage0: 0.349 loss_cls_stage1: 0.127 loss_box_reg_stage1: 0.639 loss_cls_stage2: 0.137 loss_box_reg_stage2: 0.793 loss_rpn_cls: 0.023 loss_rpn_loc: 0.096 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:27:45 d2.utils.events]: [0m eta: N/A iter: 1440 total_loss: 2.085 loss_cls_stage0: 0.131 loss_box_reg_stage0: 0.331 loss_cls_stage1: 0.115 loss_box_reg_stage1: 0.599 loss_cls_stage2: 0.117 loss_box_reg_stage2: 0.760 loss_rpn_cls: 0.023 loss_rpn_loc: 0.079 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:28:24 d2.utils.events]: [0m eta: N/A iter: 1460 total_loss: 2.230 loss_cls_stage0: 0.139 loss_box_reg_stage0: 0.343 loss_cls_stage1: 0.123 loss_box_reg_stage1: 0.615 loss_cls_stage2: 0.118 loss_box_reg_stage2: 0.771 loss_rpn_cls: 0.019 loss_rpn_loc: 0.064 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:29:03 d2.utils.events]: [0m eta: N/A iter: 1480 total_loss: 2.136 loss_cls_stage0: 0.138 loss_box_reg_stage0: 0.342 loss_cls_stage1: 0.123 loss_box_reg_stage1: 0.598 loss_cls_stage2: 0.134 loss_box_reg_stage2: 0.719 loss_rpn_cls: 0.025 loss_rpn_loc: 0.082 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:29:42 d2.utils.events]: [0m eta: N/A iter: 1500 total_loss: 2.074 loss_cls_stage0: 0.127 loss_box_reg_stage0: 0.326 loss_cls_stage1: 0.111 loss_box_reg_stage1: 0.578 loss_cls_stage2: 0.107 loss_box_reg_stage2: 0.727 loss_rpn_cls: 0.023 loss_rpn_loc: 0.063 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:30:20 d2.utils.events]: [0m eta: N/A iter: 1520 total_loss: 2.309 loss_cls_stage0: 0.144 loss_box_reg_stage0: 0.351 loss_cls_stage1: 0.122 loss_box_reg_stage1: 0.635 loss_cls_stage2: 0.124 loss_box_reg_stage2: 0.777 loss_rpn_cls: 0.023 loss_rpn_loc: 0.078 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:30:59 d2.utils.events]: [0m eta: N/A iter: 1540 total_loss: 2.319 loss_cls_stage0: 0.161 loss_box_reg_stage0: 0.369 loss_cls_stage1: 0.143 loss_box_reg_stage1: 0.627 loss_cls_stage2: 0.135 loss_box_reg_stage2: 0.758 loss_rpn_cls: 0.025 loss_rpn_loc: 0.087 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:31:38 d2.utils.events]: [0m eta: N/A iter: 1560 total_loss: 2.222 loss_cls_stage0: 0.155 loss_box_reg_stage0: 0.329 loss_cls_stage1: 0.139 loss_box_reg_stage1: 0.607 loss_cls_stage2: 0.127 loss_box_reg_stage2: 0.706 loss_rpn_cls: 0.026 loss_rpn_loc: 0.084 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:32:17 d2.utils.events]: [0m eta: N/A iter: 1580 total_loss: 2.258 loss_cls_stage0: 0.139 loss_box_reg_stage0: 0.346 loss_cls_stage1: 0.116 loss_box_reg_stage1: 0.621 loss_cls_stage2: 0.123 loss_box_reg_stage2: 0.743 loss_rpn_cls: 0.024 loss_rpn_loc: 0.074 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:32:57 d2.utils.events]: [0m eta: N/A iter: 1600 total_loss: 2.277 loss_cls_stage0: 0.142 loss_box_reg_stage0: 0.361 loss_cls_stage1: 0.131 loss_box_reg_stage1: 0.634 loss_cls_stage2: 0.133 loss_box_reg_stage2: 0.748 loss_rpn_cls: 0.022 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:33:37 d2.utils.events]: [0m eta: N/A iter: 1620 total_loss: 2.175 loss_cls_stage0: 0.133 loss_box_reg_stage0: 0.365 loss_cls_stage1: 0.120 loss_box_reg_stage1: 0.611 loss_cls_stage2: 0.129 loss_box_reg_stage2: 0.743 loss_rpn_cls: 0.022 loss_rpn_loc: 0.085 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:34:16 d2.utils.events]: [0m eta: N/A iter: 1640 total_loss: 2.221 loss_cls_stage0: 0.136 loss_box_reg_stage0: 0.364 loss_cls_stage1: 0.119 loss_box_reg_stage1: 0.632 loss_cls_stage2: 0.119 loss_box_reg_stage2: 0.773 loss_rpn_cls: 0.020 loss_rpn_loc: 0.079 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:34:55 d2.utils.events]: [0m eta: N/A iter: 1660 total_loss: 2.297 loss_cls_stage0: 0.135 loss_box_reg_stage0: 0.361 loss_cls_stage1: 0.126 loss_box_reg_stage1: 0.647 loss_cls_stage2: 0.126 loss_box_reg_stage2: 0.806 loss_rpn_cls: 0.023 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:35:35 d2.utils.events]: [0m eta: N/A iter: 1680 total_loss: 2.188 loss_cls_stage0: 0.140 loss_box_reg_stage0: 0.343 loss_cls_stage1: 0.119 loss_box_reg_stage1: 0.614 loss_cls_stage2: 0.119 loss_box_reg_stage2: 0.751 loss_rpn_cls: 0.029 loss_rpn_loc: 0.084 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:36:14 d2.utils.events]: [0m eta: N/A iter: 1700 total_loss: 2.118 loss_cls_stage0: 0.128 loss_box_reg_stage0: 0.344 loss_cls_stage1: 0.112 loss_box_reg_stage1: 0.607 loss_cls_stage2: 0.108 loss_box_reg_stage2: 0.701 loss_rpn_cls: 0.023 loss_rpn_loc: 0.075 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:36:54 d2.utils.events]: [0m eta: N/A iter: 1720 total_loss: 2.188 loss_cls_stage0: 0.132 loss_box_reg_stage0: 0.339 loss_cls_stage1: 0.120 loss_box_reg_stage1: 0.621 loss_cls_stage2: 0.121 loss_box_reg_stage2: 0.716 loss_rpn_cls: 0.024 loss_rpn_loc: 0.069 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:37:33 d2.utils.events]: [0m eta: N/A iter: 1740 total_loss: 1.931 loss_cls_stage0: 0.130 loss_box_reg_stage0: 0.312 loss_cls_stage1: 0.119 loss_box_reg_stage1: 0.539 loss_cls_stage2: 0.110 loss_box_reg_stage2: 0.671 loss_rpn_cls: 0.025 loss_rpn_loc: 0.066 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:38:13 d2.utils.events]: [0m eta: N/A iter: 1760 total_loss: 2.108 loss_cls_stage0: 0.143 loss_box_reg_stage0: 0.338 loss_cls_stage1: 0.115 loss_box_reg_stage1: 0.612 loss_cls_stage2: 0.115 loss_box_reg_stage2: 0.716 loss_rpn_cls: 0.025 loss_rpn_loc: 0.080 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:38:51 d2.utils.events]: [0m eta: N/A iter: 1780 total_loss: 2.115 loss_cls_stage0: 0.131 loss_box_reg_stage0: 0.341 loss_cls_stage1: 0.116 loss_box_reg_stage1: 0.578 loss_cls_stage2: 0.123 loss_box_reg_stage2: 0.731 loss_rpn_cls: 0.026 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:39:31 d2.utils.events]: [0m eta: N/A iter: 1800 total_loss: 2.311 loss_cls_stage0: 0.148 loss_box_reg_stage0: 0.356 loss_cls_stage1: 0.129 loss_box_reg_stage1: 0.650 loss_cls_stage2: 0.127 loss_box_reg_stage2: 0.774 loss_rpn_cls: 0.027 loss_rpn_loc: 0.079 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:40:10 d2.utils.events]: [0m eta: N/A iter: 1820 total_loss: 2.252 loss_cls_stage0: 0.137 loss_box_reg_stage0: 0.356 loss_cls_stage1: 0.113 loss_box_reg_stage1: 0.627 loss_cls_stage2: 0.119 loss_box_reg_stage2: 0.806 loss_rpn_cls: 0.025 loss_rpn_loc: 0.076 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:40:50 d2.utils.events]: [0m eta: N/A iter: 1840 total_loss: 2.196 loss_cls_stage0: 0.145 loss_box_reg_stage0: 0.337 loss_cls_stage1: 0.122 loss_box_reg_stage1: 0.595 loss_cls_stage2: 0.126 loss_box_reg_stage2: 0.750 loss_rpn_cls: 0.023 loss_rpn_loc: 0.075 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:41:30 d2.utils.events]: [0m eta: N/A iter: 1860 total_loss: 2.202 loss_cls_stage0: 0.130 loss_box_reg_stage0: 0.336 loss_cls_stage1: 0.122 loss_box_reg_stage1: 0.623 loss_cls_stage2: 0.123 loss_box_reg_stage2: 0.767 loss_rpn_cls: 0.026 loss_rpn_loc: 0.092 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:42:09 d2.utils.events]: [0m eta: N/A iter: 1880 total_loss: 2.278 loss_cls_stage0: 0.152 loss_box_reg_stage0: 0.344 loss_cls_stage1: 0.131 loss_box_reg_stage1: 0.632 loss_cls_stage2: 0.125 loss_box_reg_stage2: 0.769 loss_rpn_cls: 0.026 loss_rpn_loc: 0.090 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:42:48 d2.utils.events]: [0m eta: N/A iter: 1900 total_loss: 2.203 loss_cls_stage0: 0.147 loss_box_reg_stage0: 0.352 loss_cls_stage1: 0.134 loss_box_reg_stage1: 0.645 loss_cls_stage2: 0.133 loss_box_reg_stage2: 0.733 loss_rpn_cls: 0.022 loss_rpn_loc: 0.076 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:43:28 d2.utils.events]: [0m eta: N/A iter: 1920 total_loss: 2.109 loss_cls_stage0: 0.127 loss_box_reg_stage0: 0.341 loss_cls_stage1: 0.117 loss_box_reg_stage1: 0.584 loss_cls_stage2: 0.119 loss_box_reg_stage2: 0.698 loss_rpn_cls: 0.027 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:44:08 d2.utils.events]: [0m eta: N/A iter: 1940 total_loss: 2.027 loss_cls_stage0: 0.123 loss_box_reg_stage0: 0.323 loss_cls_stage1: 0.107 loss_box_reg_stage1: 0.555 loss_cls_stage2: 0.119 loss_box_reg_stage2: 0.746 loss_rpn_cls: 0.021 loss_rpn_loc: 0.076 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:44:48 d2.utils.events]: [0m eta: N/A iter: 1960 total_loss: 2.188 loss_cls_stage0: 0.130 loss_box_reg_stage0: 0.325 loss_cls_stage1: 0.110 loss_box_reg_stage1: 0.599 loss_cls_stage2: 0.117 loss_box_reg_stage2: 0.756 loss_rpn_cls: 0.021 loss_rpn_loc: 0.096 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:45:27 d2.utils.events]: [0m eta: N/A iter: 1980 total_loss: 2.099 loss_cls_stage0: 0.126 loss_box_reg_stage0: 0.331 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.580 loss_cls_stage2: 0.113 loss_box_reg_stage2: 0.714 loss_rpn_cls: 0.017 loss_rpn_loc: 0.065 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:46:07 d2.utils.events]: [0m eta: N/A iter: 2000 total_loss: 2.197 loss_cls_stage0: 0.136 loss_box_reg_stage0: 0.330 loss_cls_stage1: 0.125 loss_box_reg_stage1: 0.643 loss_cls_stage2: 0.125 loss_box_reg_stage2: 0.777 loss_rpn_cls: 0.024 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:46:45 d2.utils.events]: [0m eta: N/A iter: 2020 total_loss: 2.077 loss_cls_stage0: 0.132 loss_box_reg_stage0: 0.327 loss_cls_stage1: 0.115 loss_box_reg_stage1: 0.589 loss_cls_stage2: 0.111 loss_box_reg_stage2: 0.682 loss_rpn_cls: 0.021 loss_rpn_loc: 0.077 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:47:25 d2.utils.events]: [0m eta: N/A iter: 2040 total_loss: 2.176 loss_cls_stage0: 0.131 loss_box_reg_stage0: 0.327 loss_cls_stage1: 0.108 loss_box_reg_stage1: 0.607 loss_cls_stage2: 0.112 loss_box_reg_stage2: 0.753 loss_rpn_cls: 0.022 loss_rpn_loc: 0.071 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:48:04 d2.utils.events]: [0m eta: N/A iter: 2060 total_loss: 2.079 loss_cls_stage0: 0.126 loss_box_reg_stage0: 0.340 loss_cls_stage1: 0.109 loss_box_reg_stage1: 0.584 loss_cls_stage2: 0.112 loss_box_reg_stage2: 0.741 loss_rpn_cls: 0.017 loss_rpn_loc: 0.066 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:48:44 d2.utils.events]: [0m eta: N/A iter: 2080 total_loss: 1.978 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.313 loss_cls_stage1: 0.102 loss_box_reg_stage1: 0.556 loss_cls_stage2: 0.101 loss_box_reg_stage2: 0.679 loss_rpn_cls: 0.020 loss_rpn_loc: 0.055 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:49:23 d2.utils.events]: [0m eta: N/A iter: 2100 total_loss: 2.055 loss_cls_stage0: 0.121 loss_box_reg_stage0: 0.325 loss_cls_stage1: 0.111 loss_box_reg_stage1: 0.570 loss_cls_stage2: 0.117 loss_box_reg_stage2: 0.741 loss_rpn_cls: 0.019 loss_rpn_loc: 0.078 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:50:02 d2.utils.events]: [0m eta: N/A iter: 2120 total_loss: 2.120 loss_cls_stage0: 0.129 loss_box_reg_stage0: 0.323 loss_cls_stage1: 0.115 loss_box_reg_stage1: 0.603 loss_cls_stage2: 0.118 loss_box_reg_stage2: 0.725 loss_rpn_cls: 0.024 loss_rpn_loc: 0.075 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:50:41 d2.utils.events]: [0m eta: N/A iter: 2140 total_loss: 2.338 loss_cls_stage0: 0.147 loss_box_reg_stage0: 0.351 loss_cls_stage1: 0.134 loss_box_reg_stage1: 0.639 loss_cls_stage2: 0.123 loss_box_reg_stage2: 0.809 loss_rpn_cls: 0.022 loss_rpn_loc: 0.070 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:51:21 d2.utils.events]: [0m eta: N/A iter: 2160 total_loss: 2.105 loss_cls_stage0: 0.138 loss_box_reg_stage0: 0.335 loss_cls_stage1: 0.112 loss_box_reg_stage1: 0.557 loss_cls_stage2: 0.120 loss_box_reg_stage2: 0.713 loss_rpn_cls: 0.020 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:52:00 d2.utils.events]: [0m eta: N/A iter: 2180 total_loss: 2.271 loss_cls_stage0: 0.137 loss_box_reg_stage0: 0.343 loss_cls_stage1: 0.125 loss_box_reg_stage1: 0.640 loss_cls_stage2: 0.111 loss_box_reg_stage2: 0.754 loss_rpn_cls: 0.023 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:52:40 d2.utils.events]: [0m eta: N/A iter: 2200 total_loss: 2.244 loss_cls_stage0: 0.143 loss_box_reg_stage0: 0.362 loss_cls_stage1: 0.131 loss_box_reg_stage1: 0.660 loss_cls_stage2: 0.128 loss_box_reg_stage2: 0.745 loss_rpn_cls: 0.018 loss_rpn_loc: 0.076 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:53:19 d2.utils.events]: [0m eta: N/A iter: 2220 total_loss: 2.089 loss_cls_stage0: 0.129 loss_box_reg_stage0: 0.319 loss_cls_stage1: 0.122 loss_box_reg_stage1: 0.569 loss_cls_stage2: 0.120 loss_box_reg_stage2: 0.725 loss_rpn_cls: 0.021 loss_rpn_loc: 0.064 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:53:59 d2.utils.events]: [0m eta: N/A iter: 2240 total_loss: 2.011 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.316 loss_cls_stage1: 0.101 loss_box_reg_stage1: 0.545 loss_cls_stage2: 0.108 loss_box_reg_stage2: 0.690 loss_rpn_cls: 0.020 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:54:39 d2.utils.events]: [0m eta: N/A iter: 2260 total_loss: 2.083 loss_cls_stage0: 0.132 loss_box_reg_stage0: 0.314 loss_cls_stage1: 0.106 loss_box_reg_stage1: 0.569 loss_cls_stage2: 0.114 loss_box_reg_stage2: 0.741 loss_rpn_cls: 0.020 loss_rpn_loc: 0.085 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:55:18 d2.utils.events]: [0m eta: N/A iter: 2280 total_loss: 2.000 loss_cls_stage0: 0.111 loss_box_reg_stage0: 0.315 loss_cls_stage1: 0.105 loss_box_reg_stage1: 0.544 loss_cls_stage2: 0.097 loss_box_reg_stage2: 0.713 loss_rpn_cls: 0.020 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:55:57 d2.utils.events]: [0m eta: N/A iter: 2300 total_loss: 2.078 loss_cls_stage0: 0.126 loss_box_reg_stage0: 0.322 loss_cls_stage1: 0.100 loss_box_reg_stage1: 0.581 loss_cls_stage2: 0.110 loss_box_reg_stage2: 0.684 loss_rpn_cls: 0.017 loss_rpn_loc: 0.066 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:56:38 d2.utils.events]: [0m eta: N/A iter: 2320 total_loss: 2.055 loss_cls_stage0: 0.121 loss_box_reg_stage0: 0.312 loss_cls_stage1: 0.111 loss_box_reg_stage1: 0.583 loss_cls_stage2: 0.108 loss_box_reg_stage2: 0.704 loss_rpn_cls: 0.020 loss_rpn_loc: 0.067 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:57:16 d2.utils.events]: [0m eta: N/A iter: 2340 total_loss: 1.997 loss_cls_stage0: 0.130 loss_box_reg_stage0: 0.327 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.550 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.723 loss_rpn_cls: 0.019 loss_rpn_loc: 0.074 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:57:56 d2.utils.events]: [0m eta: N/A iter: 2360 total_loss: 2.161 loss_cls_stage0: 0.129 loss_box_reg_stage0: 0.342 loss_cls_stage1: 0.112 loss_box_reg_stage1: 0.618 loss_cls_stage2: 0.113 loss_box_reg_stage2: 0.713 loss_rpn_cls: 0.021 loss_rpn_loc: 0.071 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:58:36 d2.utils.events]: [0m eta: N/A iter: 2380 total_loss: 2.030 loss_cls_stage0: 0.135 loss_box_reg_stage0: 0.328 loss_cls_stage1: 0.112 loss_box_reg_stage1: 0.566 loss_cls_stage2: 0.116 loss_box_reg_stage2: 0.663 loss_rpn_cls: 0.024 loss_rpn_loc: 0.080 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:59:15 d2.utils.events]: [0m eta: N/A iter: 2400 total_loss: 2.198 loss_cls_stage0: 0.144 loss_box_reg_stage0: 0.343 loss_cls_stage1: 0.131 loss_box_reg_stage1: 0.614 loss_cls_stage2: 0.127 loss_box_reg_stage2: 0.731 loss_rpn_cls: 0.020 loss_rpn_loc: 0.066 lr: 0.016500 max_mem: 8877M
[32m[03/02 19:59:54 d2.utils.events]: [0m eta: N/A iter: 2420 total_loss: 2.098 loss_cls_stage0: 0.139 loss_box_reg_stage0: 0.353 loss_cls_stage1: 0.118 loss_box_reg_stage1: 0.614 loss_cls_stage2: 0.127 loss_box_reg_stage2: 0.712 loss_rpn_cls: 0.019 loss_rpn_loc: 0.066 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:00:34 d2.utils.events]: [0m eta: N/A iter: 2440 total_loss: 2.270 loss_cls_stage0: 0.133 loss_box_reg_stage0: 0.336 loss_cls_stage1: 0.117 loss_box_reg_stage1: 0.618 loss_cls_stage2: 0.114 loss_box_reg_stage2: 0.777 loss_rpn_cls: 0.019 loss_rpn_loc: 0.072 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:01:12 d2.utils.events]: [0m eta: N/A iter: 2460 total_loss: 1.994 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.312 loss_cls_stage1: 0.109 loss_box_reg_stage1: 0.580 loss_cls_stage2: 0.116 loss_box_reg_stage2: 0.703 loss_rpn_cls: 0.019 loss_rpn_loc: 0.062 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:01:51 d2.utils.events]: [0m eta: N/A iter: 2480 total_loss: 2.111 loss_cls_stage0: 0.129 loss_box_reg_stage0: 0.305 loss_cls_stage1: 0.110 loss_box_reg_stage1: 0.565 loss_cls_stage2: 0.111 loss_box_reg_stage2: 0.729 loss_rpn_cls: 0.022 loss_rpn_loc: 0.065 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:02:30 d2.utils.events]: [0m eta: N/A iter: 2500 total_loss: 1.850 loss_cls_stage0: 0.125 loss_box_reg_stage0: 0.298 loss_cls_stage1: 0.101 loss_box_reg_stage1: 0.523 loss_cls_stage2: 0.109 loss_box_reg_stage2: 0.666 loss_rpn_cls: 0.021 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:03:10 d2.utils.events]: [0m eta: N/A iter: 2520 total_loss: 2.047 loss_cls_stage0: 0.120 loss_box_reg_stage0: 0.317 loss_cls_stage1: 0.101 loss_box_reg_stage1: 0.575 loss_cls_stage2: 0.106 loss_box_reg_stage2: 0.719 loss_rpn_cls: 0.017 loss_rpn_loc: 0.074 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:03:50 d2.utils.events]: [0m eta: N/A iter: 2540 total_loss: 1.910 loss_cls_stage0: 0.111 loss_box_reg_stage0: 0.314 loss_cls_stage1: 0.102 loss_box_reg_stage1: 0.555 loss_cls_stage2: 0.091 loss_box_reg_stage2: 0.706 loss_rpn_cls: 0.018 loss_rpn_loc: 0.066 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:04:30 d2.utils.events]: [0m eta: N/A iter: 2560 total_loss: 2.109 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.324 loss_cls_stage1: 0.117 loss_box_reg_stage1: 0.606 loss_cls_stage2: 0.120 loss_box_reg_stage2: 0.745 loss_rpn_cls: 0.017 loss_rpn_loc: 0.079 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:05:09 d2.utils.events]: [0m eta: N/A iter: 2580 total_loss: 2.014 loss_cls_stage0: 0.117 loss_box_reg_stage0: 0.319 loss_cls_stage1: 0.088 loss_box_reg_stage1: 0.563 loss_cls_stage2: 0.100 loss_box_reg_stage2: 0.713 loss_rpn_cls: 0.017 loss_rpn_loc: 0.063 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:05:49 d2.utils.events]: [0m eta: N/A iter: 2600 total_loss: 1.991 loss_cls_stage0: 0.116 loss_box_reg_stage0: 0.320 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.564 loss_cls_stage2: 0.098 loss_box_reg_stage2: 0.693 loss_rpn_cls: 0.019 loss_rpn_loc: 0.057 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:06:28 d2.utils.events]: [0m eta: N/A iter: 2620 total_loss: 1.944 loss_cls_stage0: 0.126 loss_box_reg_stage0: 0.295 loss_cls_stage1: 0.106 loss_box_reg_stage1: 0.543 loss_cls_stage2: 0.106 loss_box_reg_stage2: 0.650 loss_rpn_cls: 0.021 loss_rpn_loc: 0.063 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:07:07 d2.utils.events]: [0m eta: N/A iter: 2640 total_loss: 2.130 loss_cls_stage0: 0.128 loss_box_reg_stage0: 0.336 loss_cls_stage1: 0.109 loss_box_reg_stage1: 0.601 loss_cls_stage2: 0.123 loss_box_reg_stage2: 0.743 loss_rpn_cls: 0.024 loss_rpn_loc: 0.091 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:07:47 d2.utils.events]: [0m eta: N/A iter: 2660 total_loss: 2.084 loss_cls_stage0: 0.119 loss_box_reg_stage0: 0.325 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.595 loss_cls_stage2: 0.114 loss_box_reg_stage2: 0.737 loss_rpn_cls: 0.017 loss_rpn_loc: 0.070 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:08:26 d2.utils.events]: [0m eta: N/A iter: 2680 total_loss: 2.090 loss_cls_stage0: 0.127 loss_box_reg_stage0: 0.332 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.605 loss_cls_stage2: 0.110 loss_box_reg_stage2: 0.754 loss_rpn_cls: 0.020 loss_rpn_loc: 0.061 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:09:05 d2.utils.events]: [0m eta: N/A iter: 2700 total_loss: 2.125 loss_cls_stage0: 0.125 loss_box_reg_stage0: 0.321 loss_cls_stage1: 0.115 loss_box_reg_stage1: 0.588 loss_cls_stage2: 0.112 loss_box_reg_stage2: 0.745 loss_rpn_cls: 0.022 loss_rpn_loc: 0.065 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:09:45 d2.utils.events]: [0m eta: N/A iter: 2720 total_loss: 1.983 loss_cls_stage0: 0.115 loss_box_reg_stage0: 0.306 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.562 loss_cls_stage2: 0.104 loss_box_reg_stage2: 0.703 loss_rpn_cls: 0.022 loss_rpn_loc: 0.075 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:10:25 d2.utils.events]: [0m eta: N/A iter: 2740 total_loss: 2.274 loss_cls_stage0: 0.133 loss_box_reg_stage0: 0.353 loss_cls_stage1: 0.115 loss_box_reg_stage1: 0.631 loss_cls_stage2: 0.127 loss_box_reg_stage2: 0.782 loss_rpn_cls: 0.023 loss_rpn_loc: 0.085 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:11:05 d2.utils.events]: [0m eta: N/A iter: 2760 total_loss: 2.017 loss_cls_stage0: 0.121 loss_box_reg_stage0: 0.325 loss_cls_stage1: 0.107 loss_box_reg_stage1: 0.567 loss_cls_stage2: 0.106 loss_box_reg_stage2: 0.737 loss_rpn_cls: 0.023 loss_rpn_loc: 0.091 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:11:43 d2.utils.events]: [0m eta: N/A iter: 2780 total_loss: 1.932 loss_cls_stage0: 0.116 loss_box_reg_stage0: 0.310 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.550 loss_cls_stage2: 0.090 loss_box_reg_stage2: 0.679 loss_rpn_cls: 0.017 loss_rpn_loc: 0.063 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:12:22 d2.utils.events]: [0m eta: N/A iter: 2800 total_loss: 1.987 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.326 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.590 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.722 loss_rpn_cls: 0.016 loss_rpn_loc: 0.081 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:13:02 d2.utils.events]: [0m eta: N/A iter: 2820 total_loss: 1.844 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.285 loss_cls_stage1: 0.096 loss_box_reg_stage1: 0.533 loss_cls_stage2: 0.108 loss_box_reg_stage2: 0.675 loss_rpn_cls: 0.016 loss_rpn_loc: 0.063 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:13:41 d2.utils.events]: [0m eta: N/A iter: 2840 total_loss: 2.137 loss_cls_stage0: 0.140 loss_box_reg_stage0: 0.331 loss_cls_stage1: 0.113 loss_box_reg_stage1: 0.588 loss_cls_stage2: 0.107 loss_box_reg_stage2: 0.730 loss_rpn_cls: 0.017 loss_rpn_loc: 0.082 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:14:20 d2.utils.events]: [0m eta: N/A iter: 2860 total_loss: 1.949 loss_cls_stage0: 0.110 loss_box_reg_stage0: 0.313 loss_cls_stage1: 0.095 loss_box_reg_stage1: 0.560 loss_cls_stage2: 0.100 loss_box_reg_stage2: 0.682 loss_rpn_cls: 0.015 loss_rpn_loc: 0.061 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:15:00 d2.utils.events]: [0m eta: N/A iter: 2880 total_loss: 2.047 loss_cls_stage0: 0.114 loss_box_reg_stage0: 0.330 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.589 loss_cls_stage2: 0.110 loss_box_reg_stage2: 0.741 loss_rpn_cls: 0.017 loss_rpn_loc: 0.064 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:15:39 d2.utils.events]: [0m eta: N/A iter: 2900 total_loss: 2.069 loss_cls_stage0: 0.126 loss_box_reg_stage0: 0.322 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.575 loss_cls_stage2: 0.109 loss_box_reg_stage2: 0.708 loss_rpn_cls: 0.017 loss_rpn_loc: 0.061 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:16:18 d2.utils.events]: [0m eta: N/A iter: 2920 total_loss: 2.028 loss_cls_stage0: 0.138 loss_box_reg_stage0: 0.308 loss_cls_stage1: 0.111 loss_box_reg_stage1: 0.543 loss_cls_stage2: 0.117 loss_box_reg_stage2: 0.661 loss_rpn_cls: 0.020 loss_rpn_loc: 0.061 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:16:58 d2.utils.events]: [0m eta: N/A iter: 2940 total_loss: 2.096 loss_cls_stage0: 0.125 loss_box_reg_stage0: 0.329 loss_cls_stage1: 0.117 loss_box_reg_stage1: 0.568 loss_cls_stage2: 0.109 loss_box_reg_stage2: 0.716 loss_rpn_cls: 0.017 loss_rpn_loc: 0.071 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:17:38 d2.utils.events]: [0m eta: N/A iter: 2960 total_loss: 2.029 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.313 loss_cls_stage1: 0.107 loss_box_reg_stage1: 0.591 loss_cls_stage2: 0.120 loss_box_reg_stage2: 0.710 loss_rpn_cls: 0.019 loss_rpn_loc: 0.074 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:18:17 d2.utils.events]: [0m eta: N/A iter: 2980 total_loss: 1.964 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.309 loss_cls_stage1: 0.101 loss_box_reg_stage1: 0.547 loss_cls_stage2: 0.104 loss_box_reg_stage2: 0.673 loss_rpn_cls: 0.016 loss_rpn_loc: 0.069 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:18:57 d2.utils.events]: [0m eta: N/A iter: 3000 total_loss: 1.914 loss_cls_stage0: 0.123 loss_box_reg_stage0: 0.318 loss_cls_stage1: 0.100 loss_box_reg_stage1: 0.557 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.670 loss_rpn_cls: 0.012 loss_rpn_loc: 0.058 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:19:37 d2.utils.events]: [0m eta: N/A iter: 3020 total_loss: 2.087 loss_cls_stage0: 0.132 loss_box_reg_stage0: 0.307 loss_cls_stage1: 0.112 loss_box_reg_stage1: 0.587 loss_cls_stage2: 0.114 loss_box_reg_stage2: 0.727 loss_rpn_cls: 0.018 loss_rpn_loc: 0.075 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:20:15 d2.utils.events]: [0m eta: N/A iter: 3040 total_loss: 2.000 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.302 loss_cls_stage1: 0.109 loss_box_reg_stage1: 0.546 loss_cls_stage2: 0.107 loss_box_reg_stage2: 0.689 loss_rpn_cls: 0.017 loss_rpn_loc: 0.076 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:20:54 d2.utils.events]: [0m eta: N/A iter: 3060 total_loss: 1.877 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.286 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.518 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.673 loss_rpn_cls: 0.018 loss_rpn_loc: 0.060 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:21:33 d2.utils.events]: [0m eta: N/A iter: 3080 total_loss: 1.930 loss_cls_stage0: 0.112 loss_box_reg_stage0: 0.284 loss_cls_stage1: 0.099 loss_box_reg_stage1: 0.533 loss_cls_stage2: 0.097 loss_box_reg_stage2: 0.717 loss_rpn_cls: 0.015 loss_rpn_loc: 0.056 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:22:13 d2.utils.events]: [0m eta: N/A iter: 3100 total_loss: 2.024 loss_cls_stage0: 0.117 loss_box_reg_stage0: 0.313 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.579 loss_cls_stage2: 0.113 loss_box_reg_stage2: 0.714 loss_rpn_cls: 0.020 loss_rpn_loc: 0.067 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:22:52 d2.utils.events]: [0m eta: N/A iter: 3120 total_loss: 2.044 loss_cls_stage0: 0.116 loss_box_reg_stage0: 0.308 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.552 loss_cls_stage2: 0.104 loss_box_reg_stage2: 0.710 loss_rpn_cls: 0.016 loss_rpn_loc: 0.060 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:23:31 d2.utils.events]: [0m eta: N/A iter: 3140 total_loss: 2.030 loss_cls_stage0: 0.118 loss_box_reg_stage0: 0.305 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.572 loss_cls_stage2: 0.116 loss_box_reg_stage2: 0.726 loss_rpn_cls: 0.018 loss_rpn_loc: 0.082 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:24:10 d2.utils.events]: [0m eta: N/A iter: 3160 total_loss: 1.967 loss_cls_stage0: 0.114 loss_box_reg_stage0: 0.316 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.562 loss_cls_stage2: 0.106 loss_box_reg_stage2: 0.693 loss_rpn_cls: 0.017 loss_rpn_loc: 0.060 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:24:50 d2.utils.events]: [0m eta: N/A iter: 3180 total_loss: 1.949 loss_cls_stage0: 0.110 loss_box_reg_stage0: 0.291 loss_cls_stage1: 0.092 loss_box_reg_stage1: 0.539 loss_cls_stage2: 0.099 loss_box_reg_stage2: 0.709 loss_rpn_cls: 0.017 loss_rpn_loc: 0.062 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:25:29 d2.utils.events]: [0m eta: N/A iter: 3200 total_loss: 2.008 loss_cls_stage0: 0.118 loss_box_reg_stage0: 0.311 loss_cls_stage1: 0.110 loss_box_reg_stage1: 0.579 loss_cls_stage2: 0.108 loss_box_reg_stage2: 0.679 loss_rpn_cls: 0.019 loss_rpn_loc: 0.087 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:26:09 d2.utils.events]: [0m eta: N/A iter: 3220 total_loss: 2.106 loss_cls_stage0: 0.117 loss_box_reg_stage0: 0.321 loss_cls_stage1: 0.109 loss_box_reg_stage1: 0.602 loss_cls_stage2: 0.109 loss_box_reg_stage2: 0.744 loss_rpn_cls: 0.016 loss_rpn_loc: 0.075 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:26:48 d2.utils.events]: [0m eta: N/A iter: 3240 total_loss: 1.955 loss_cls_stage0: 0.119 loss_box_reg_stage0: 0.315 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.561 loss_cls_stage2: 0.093 loss_box_reg_stage2: 0.690 loss_rpn_cls: 0.018 loss_rpn_loc: 0.061 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:27:26 d2.utils.events]: [0m eta: N/A iter: 3260 total_loss: 1.948 loss_cls_stage0: 0.115 loss_box_reg_stage0: 0.292 loss_cls_stage1: 0.095 loss_box_reg_stage1: 0.560 loss_cls_stage2: 0.095 loss_box_reg_stage2: 0.717 loss_rpn_cls: 0.016 loss_rpn_loc: 0.053 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:28:05 d2.utils.events]: [0m eta: N/A iter: 3280 total_loss: 1.927 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.317 loss_cls_stage1: 0.097 loss_box_reg_stage1: 0.541 loss_cls_stage2: 0.104 loss_box_reg_stage2: 0.657 loss_rpn_cls: 0.014 loss_rpn_loc: 0.075 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:28:45 d2.utils.events]: [0m eta: N/A iter: 3300 total_loss: 1.982 loss_cls_stage0: 0.118 loss_box_reg_stage0: 0.295 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.572 loss_cls_stage2: 0.102 loss_box_reg_stage2: 0.712 loss_rpn_cls: 0.018 loss_rpn_loc: 0.061 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:29:24 d2.utils.events]: [0m eta: N/A iter: 3320 total_loss: 2.146 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.329 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.625 loss_cls_stage2: 0.111 loss_box_reg_stage2: 0.739 loss_rpn_cls: 0.015 loss_rpn_loc: 0.074 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:30:04 d2.utils.events]: [0m eta: N/A iter: 3340 total_loss: 1.920 loss_cls_stage0: 0.111 loss_box_reg_stage0: 0.316 loss_cls_stage1: 0.097 loss_box_reg_stage1: 0.541 loss_cls_stage2: 0.107 loss_box_reg_stage2: 0.710 loss_rpn_cls: 0.015 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:30:43 d2.utils.events]: [0m eta: N/A iter: 3360 total_loss: 1.990 loss_cls_stage0: 0.111 loss_box_reg_stage0: 0.302 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.555 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.687 loss_rpn_cls: 0.016 loss_rpn_loc: 0.076 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:31:22 d2.utils.events]: [0m eta: N/A iter: 3380 total_loss: 1.968 loss_cls_stage0: 0.102 loss_box_reg_stage0: 0.308 loss_cls_stage1: 0.093 loss_box_reg_stage1: 0.548 loss_cls_stage2: 0.098 loss_box_reg_stage2: 0.710 loss_rpn_cls: 0.012 loss_rpn_loc: 0.058 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:32:01 d2.utils.events]: [0m eta: N/A iter: 3400 total_loss: 1.991 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.314 loss_cls_stage1: 0.088 loss_box_reg_stage1: 0.579 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.678 loss_rpn_cls: 0.015 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:32:39 d2.utils.events]: [0m eta: N/A iter: 3420 total_loss: 1.961 loss_cls_stage0: 0.122 loss_box_reg_stage0: 0.311 loss_cls_stage1: 0.109 loss_box_reg_stage1: 0.562 loss_cls_stage2: 0.107 loss_box_reg_stage2: 0.681 loss_rpn_cls: 0.019 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:33:17 d2.utils.events]: [0m eta: N/A iter: 3440 total_loss: 1.842 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.287 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.513 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.696 loss_rpn_cls: 0.014 loss_rpn_loc: 0.060 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:33:57 d2.utils.events]: [0m eta: N/A iter: 3460 total_loss: 1.942 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.283 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.529 loss_cls_stage2: 0.098 loss_box_reg_stage2: 0.701 loss_rpn_cls: 0.016 loss_rpn_loc: 0.069 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:34:36 d2.utils.events]: [0m eta: N/A iter: 3480 total_loss: 1.900 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.288 loss_cls_stage1: 0.087 loss_box_reg_stage1: 0.539 loss_cls_stage2: 0.095 loss_box_reg_stage2: 0.688 loss_rpn_cls: 0.016 loss_rpn_loc: 0.067 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:35:15 d2.utils.events]: [0m eta: N/A iter: 3500 total_loss: 1.829 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.297 loss_cls_stage1: 0.083 loss_box_reg_stage1: 0.522 loss_cls_stage2: 0.098 loss_box_reg_stage2: 0.679 loss_rpn_cls: 0.014 loss_rpn_loc: 0.059 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:35:55 d2.utils.events]: [0m eta: N/A iter: 3520 total_loss: 2.003 loss_cls_stage0: 0.123 loss_box_reg_stage0: 0.311 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.555 loss_cls_stage2: 0.105 loss_box_reg_stage2: 0.676 loss_rpn_cls: 0.019 loss_rpn_loc: 0.061 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:36:34 d2.utils.events]: [0m eta: N/A iter: 3540 total_loss: 1.926 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.303 loss_cls_stage1: 0.097 loss_box_reg_stage1: 0.548 loss_cls_stage2: 0.099 loss_box_reg_stage2: 0.709 loss_rpn_cls: 0.016 loss_rpn_loc: 0.052 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:37:14 d2.utils.events]: [0m eta: N/A iter: 3560 total_loss: 1.977 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.307 loss_cls_stage1: 0.091 loss_box_reg_stage1: 0.553 loss_cls_stage2: 0.095 loss_box_reg_stage2: 0.687 loss_rpn_cls: 0.018 loss_rpn_loc: 0.072 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:37:54 d2.utils.events]: [0m eta: N/A iter: 3580 total_loss: 2.041 loss_cls_stage0: 0.129 loss_box_reg_stage0: 0.309 loss_cls_stage1: 0.112 loss_box_reg_stage1: 0.561 loss_cls_stage2: 0.113 loss_box_reg_stage2: 0.710 loss_rpn_cls: 0.020 loss_rpn_loc: 0.074 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:38:34 d2.utils.events]: [0m eta: N/A iter: 3600 total_loss: 1.920 loss_cls_stage0: 0.116 loss_box_reg_stage0: 0.304 loss_cls_stage1: 0.102 loss_box_reg_stage1: 0.544 loss_cls_stage2: 0.106 loss_box_reg_stage2: 0.671 loss_rpn_cls: 0.016 loss_rpn_loc: 0.077 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:39:14 d2.utils.events]: [0m eta: N/A iter: 3620 total_loss: 1.834 loss_cls_stage0: 0.099 loss_box_reg_stage0: 0.288 loss_cls_stage1: 0.084 loss_box_reg_stage1: 0.519 loss_cls_stage2: 0.088 loss_box_reg_stage2: 0.661 loss_rpn_cls: 0.016 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:39:53 d2.utils.events]: [0m eta: N/A iter: 3640 total_loss: 2.016 loss_cls_stage0: 0.112 loss_box_reg_stage0: 0.318 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.561 loss_cls_stage2: 0.110 loss_box_reg_stage2: 0.722 loss_rpn_cls: 0.018 loss_rpn_loc: 0.072 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:40:32 d2.utils.events]: [0m eta: N/A iter: 3660 total_loss: 1.988 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.286 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.552 loss_cls_stage2: 0.100 loss_box_reg_stage2: 0.721 loss_rpn_cls: 0.017 loss_rpn_loc: 0.062 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:41:11 d2.utils.events]: [0m eta: N/A iter: 3680 total_loss: 1.796 loss_cls_stage0: 0.097 loss_box_reg_stage0: 0.265 loss_cls_stage1: 0.089 loss_box_reg_stage1: 0.487 loss_cls_stage2: 0.088 loss_box_reg_stage2: 0.649 loss_rpn_cls: 0.015 loss_rpn_loc: 0.060 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:41:50 d2.utils.events]: [0m eta: N/A iter: 3700 total_loss: 1.946 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.099 loss_box_reg_stage1: 0.538 loss_cls_stage2: 0.095 loss_box_reg_stage2: 0.685 loss_rpn_cls: 0.015 loss_rpn_loc: 0.077 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:42:29 d2.utils.events]: [0m eta: N/A iter: 3720 total_loss: 1.999 loss_cls_stage0: 0.112 loss_box_reg_stage0: 0.296 loss_cls_stage1: 0.093 loss_box_reg_stage1: 0.562 loss_cls_stage2: 0.101 loss_box_reg_stage2: 0.727 loss_rpn_cls: 0.017 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:43:08 d2.utils.events]: [0m eta: N/A iter: 3740 total_loss: 1.781 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.265 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.507 loss_cls_stage2: 0.099 loss_box_reg_stage2: 0.661 loss_rpn_cls: 0.012 loss_rpn_loc: 0.055 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:43:47 d2.utils.events]: [0m eta: N/A iter: 3760 total_loss: 1.980 loss_cls_stage0: 0.116 loss_box_reg_stage0: 0.311 loss_cls_stage1: 0.107 loss_box_reg_stage1: 0.550 loss_cls_stage2: 0.099 loss_box_reg_stage2: 0.723 loss_rpn_cls: 0.018 loss_rpn_loc: 0.058 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:44:26 d2.utils.events]: [0m eta: N/A iter: 3780 total_loss: 1.948 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.311 loss_cls_stage1: 0.096 loss_box_reg_stage1: 0.561 loss_cls_stage2: 0.098 loss_box_reg_stage2: 0.753 loss_rpn_cls: 0.016 loss_rpn_loc: 0.060 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:45:06 d2.utils.events]: [0m eta: N/A iter: 3800 total_loss: 1.819 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.304 loss_cls_stage1: 0.091 loss_box_reg_stage1: 0.519 loss_cls_stage2: 0.085 loss_box_reg_stage2: 0.672 loss_rpn_cls: 0.014 loss_rpn_loc: 0.067 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:45:45 d2.utils.events]: [0m eta: N/A iter: 3820 total_loss: 2.039 loss_cls_stage0: 0.112 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.097 loss_box_reg_stage1: 0.593 loss_cls_stage2: 0.097 loss_box_reg_stage2: 0.720 loss_rpn_cls: 0.018 loss_rpn_loc: 0.069 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:46:24 d2.utils.events]: [0m eta: N/A iter: 3840 total_loss: 1.893 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.527 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.681 loss_rpn_cls: 0.018 loss_rpn_loc: 0.048 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:47:04 d2.utils.events]: [0m eta: N/A iter: 3860 total_loss: 1.935 loss_cls_stage0: 0.111 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.557 loss_cls_stage2: 0.102 loss_box_reg_stage2: 0.700 loss_rpn_cls: 0.015 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:47:43 d2.utils.events]: [0m eta: N/A iter: 3880 total_loss: 1.986 loss_cls_stage0: 0.119 loss_box_reg_stage0: 0.294 loss_cls_stage1: 0.093 loss_box_reg_stage1: 0.556 loss_cls_stage2: 0.098 loss_box_reg_stage2: 0.698 loss_rpn_cls: 0.015 loss_rpn_loc: 0.069 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:48:23 d2.utils.events]: [0m eta: N/A iter: 3900 total_loss: 1.899 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.290 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.535 loss_cls_stage2: 0.094 loss_box_reg_stage2: 0.681 loss_rpn_cls: 0.016 loss_rpn_loc: 0.067 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:49:02 d2.utils.events]: [0m eta: N/A iter: 3920 total_loss: 1.980 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.308 loss_cls_stage1: 0.093 loss_box_reg_stage1: 0.574 loss_cls_stage2: 0.094 loss_box_reg_stage2: 0.692 loss_rpn_cls: 0.017 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:49:41 d2.utils.events]: [0m eta: N/A iter: 3940 total_loss: 2.030 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.327 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.568 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.718 loss_rpn_cls: 0.015 loss_rpn_loc: 0.064 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:50:19 d2.utils.events]: [0m eta: N/A iter: 3960 total_loss: 1.881 loss_cls_stage0: 0.118 loss_box_reg_stage0: 0.302 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.530 loss_cls_stage2: 0.095 loss_box_reg_stage2: 0.669 loss_rpn_cls: 0.017 loss_rpn_loc: 0.057 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:50:59 d2.utils.events]: [0m eta: N/A iter: 3980 total_loss: 1.889 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.288 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.515 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.671 loss_rpn_cls: 0.014 loss_rpn_loc: 0.060 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:51:39 d2.utils.events]: [0m eta: N/A iter: 4000 total_loss: 1.859 loss_cls_stage0: 0.110 loss_box_reg_stage0: 0.273 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.506 loss_cls_stage2: 0.098 loss_box_reg_stage2: 0.691 loss_rpn_cls: 0.015 loss_rpn_loc: 0.046 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:52:18 d2.utils.events]: [0m eta: N/A iter: 4020 total_loss: 1.867 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.303 loss_cls_stage1: 0.088 loss_box_reg_stage1: 0.510 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.648 loss_rpn_cls: 0.015 loss_rpn_loc: 0.064 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:52:58 d2.utils.events]: [0m eta: N/A iter: 4040 total_loss: 1.900 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.299 loss_cls_stage1: 0.095 loss_box_reg_stage1: 0.550 loss_cls_stage2: 0.101 loss_box_reg_stage2: 0.692 loss_rpn_cls: 0.013 loss_rpn_loc: 0.065 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:53:38 d2.utils.events]: [0m eta: N/A iter: 4060 total_loss: 1.956 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.296 loss_cls_stage1: 0.091 loss_box_reg_stage1: 0.542 loss_cls_stage2: 0.101 loss_box_reg_stage2: 0.678 loss_rpn_cls: 0.020 loss_rpn_loc: 0.077 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:54:17 d2.utils.events]: [0m eta: N/A iter: 4080 total_loss: 1.824 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.092 loss_box_reg_stage1: 0.503 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.626 loss_rpn_cls: 0.019 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:54:57 d2.utils.events]: [0m eta: N/A iter: 4100 total_loss: 1.883 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.296 loss_cls_stage1: 0.088 loss_box_reg_stage1: 0.542 loss_cls_stage2: 0.095 loss_box_reg_stage2: 0.694 loss_rpn_cls: 0.015 loss_rpn_loc: 0.084 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:55:36 d2.utils.events]: [0m eta: N/A iter: 4120 total_loss: 1.981 loss_cls_stage0: 0.126 loss_box_reg_stage0: 0.311 loss_cls_stage1: 0.106 loss_box_reg_stage1: 0.560 loss_cls_stage2: 0.099 loss_box_reg_stage2: 0.715 loss_rpn_cls: 0.014 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:56:15 d2.utils.events]: [0m eta: N/A iter: 4140 total_loss: 1.892 loss_cls_stage0: 0.115 loss_box_reg_stage0: 0.298 loss_cls_stage1: 0.096 loss_box_reg_stage1: 0.544 loss_cls_stage2: 0.090 loss_box_reg_stage2: 0.690 loss_rpn_cls: 0.017 loss_rpn_loc: 0.046 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:56:54 d2.utils.events]: [0m eta: N/A iter: 4160 total_loss: 1.904 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.539 loss_cls_stage2: 0.089 loss_box_reg_stage2: 0.696 loss_rpn_cls: 0.016 loss_rpn_loc: 0.066 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:57:34 d2.utils.events]: [0m eta: N/A iter: 4180 total_loss: 1.941 loss_cls_stage0: 0.118 loss_box_reg_stage0: 0.304 loss_cls_stage1: 0.095 loss_box_reg_stage1: 0.556 loss_cls_stage2: 0.097 loss_box_reg_stage2: 0.704 loss_rpn_cls: 0.015 loss_rpn_loc: 0.075 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:58:12 d2.utils.events]: [0m eta: N/A iter: 4200 total_loss: 1.869 loss_cls_stage0: 0.101 loss_box_reg_stage0: 0.291 loss_cls_stage1: 0.088 loss_box_reg_stage1: 0.536 loss_cls_stage2: 0.092 loss_box_reg_stage2: 0.696 loss_rpn_cls: 0.016 loss_rpn_loc: 0.062 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:58:52 d2.utils.events]: [0m eta: N/A iter: 4220 total_loss: 1.767 loss_cls_stage0: 0.111 loss_box_reg_stage0: 0.276 loss_cls_stage1: 0.097 loss_box_reg_stage1: 0.481 loss_cls_stage2: 0.089 loss_box_reg_stage2: 0.660 loss_rpn_cls: 0.013 loss_rpn_loc: 0.063 lr: 0.016500 max_mem: 8877M
[32m[03/02 20:59:31 d2.utils.events]: [0m eta: N/A iter: 4240 total_loss: 1.855 loss_cls_stage0: 0.112 loss_box_reg_stage0: 0.298 loss_cls_stage1: 0.092 loss_box_reg_stage1: 0.538 loss_cls_stage2: 0.092 loss_box_reg_stage2: 0.691 loss_rpn_cls: 0.013 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:00:10 d2.utils.events]: [0m eta: N/A iter: 4260 total_loss: 1.853 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.291 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.517 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.712 loss_rpn_cls: 0.013 loss_rpn_loc: 0.052 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:00:48 d2.utils.events]: [0m eta: N/A iter: 4280 total_loss: 1.963 loss_cls_stage0: 0.120 loss_box_reg_stage0: 0.303 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.542 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.677 loss_rpn_cls: 0.015 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:01:27 d2.utils.events]: [0m eta: N/A iter: 4300 total_loss: 1.842 loss_cls_stage0: 0.105 loss_box_reg_stage0: 0.296 loss_cls_stage1: 0.089 loss_box_reg_stage1: 0.537 loss_cls_stage2: 0.089 loss_box_reg_stage2: 0.661 loss_rpn_cls: 0.014 loss_rpn_loc: 0.053 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:02:06 d2.utils.events]: [0m eta: N/A iter: 4320 total_loss: 1.715 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.277 loss_cls_stage1: 0.087 loss_box_reg_stage1: 0.472 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.667 loss_rpn_cls: 0.014 loss_rpn_loc: 0.054 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:02:46 d2.utils.events]: [0m eta: N/A iter: 4340 total_loss: 1.958 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.093 loss_box_reg_stage1: 0.572 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.714 loss_rpn_cls: 0.015 loss_rpn_loc: 0.067 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:03:24 d2.utils.events]: [0m eta: N/A iter: 4360 total_loss: 1.766 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.289 loss_cls_stage1: 0.087 loss_box_reg_stage1: 0.516 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.675 loss_rpn_cls: 0.013 loss_rpn_loc: 0.057 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:04:04 d2.utils.events]: [0m eta: N/A iter: 4380 total_loss: 1.899 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.292 loss_cls_stage1: 0.096 loss_box_reg_stage1: 0.534 loss_cls_stage2: 0.093 loss_box_reg_stage2: 0.706 loss_rpn_cls: 0.017 loss_rpn_loc: 0.067 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:04:43 d2.utils.events]: [0m eta: N/A iter: 4400 total_loss: 1.982 loss_cls_stage0: 0.122 loss_box_reg_stage0: 0.286 loss_cls_stage1: 0.105 loss_box_reg_stage1: 0.566 loss_cls_stage2: 0.101 loss_box_reg_stage2: 0.681 loss_rpn_cls: 0.017 loss_rpn_loc: 0.070 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:05:22 d2.utils.events]: [0m eta: N/A iter: 4420 total_loss: 1.905 loss_cls_stage0: 0.123 loss_box_reg_stage0: 0.297 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.536 loss_cls_stage2: 0.101 loss_box_reg_stage2: 0.672 loss_rpn_cls: 0.016 loss_rpn_loc: 0.070 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:06:01 d2.utils.events]: [0m eta: N/A iter: 4440 total_loss: 1.821 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.284 loss_cls_stage1: 0.081 loss_box_reg_stage1: 0.512 loss_cls_stage2: 0.081 loss_box_reg_stage2: 0.668 loss_rpn_cls: 0.012 loss_rpn_loc: 0.067 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:06:41 d2.utils.events]: [0m eta: N/A iter: 4460 total_loss: 1.891 loss_cls_stage0: 0.118 loss_box_reg_stage0: 0.297 loss_cls_stage1: 0.100 loss_box_reg_stage1: 0.547 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.706 loss_rpn_cls: 0.015 loss_rpn_loc: 0.048 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:07:20 d2.utils.events]: [0m eta: N/A iter: 4480 total_loss: 1.875 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.277 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.507 loss_cls_stage2: 0.088 loss_box_reg_stage2: 0.711 loss_rpn_cls: 0.015 loss_rpn_loc: 0.071 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:08:00 d2.utils.events]: [0m eta: N/A iter: 4500 total_loss: 1.948 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.297 loss_cls_stage1: 0.091 loss_box_reg_stage1: 0.541 loss_cls_stage2: 0.093 loss_box_reg_stage2: 0.699 loss_rpn_cls: 0.018 loss_rpn_loc: 0.071 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:08:40 d2.utils.events]: [0m eta: N/A iter: 4520 total_loss: 1.845 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.282 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.514 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.661 loss_rpn_cls: 0.012 loss_rpn_loc: 0.064 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:09:20 d2.utils.events]: [0m eta: N/A iter: 4540 total_loss: 1.882 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.283 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.538 loss_cls_stage2: 0.092 loss_box_reg_stage2: 0.681 loss_rpn_cls: 0.016 loss_rpn_loc: 0.059 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:10:00 d2.utils.events]: [0m eta: N/A iter: 4560 total_loss: 1.852 loss_cls_stage0: 0.111 loss_box_reg_stage0: 0.278 loss_cls_stage1: 0.087 loss_box_reg_stage1: 0.521 loss_cls_stage2: 0.083 loss_box_reg_stage2: 0.674 loss_rpn_cls: 0.014 loss_rpn_loc: 0.064 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:10:39 d2.utils.events]: [0m eta: N/A iter: 4580 total_loss: 1.815 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.285 loss_cls_stage1: 0.087 loss_box_reg_stage1: 0.499 loss_cls_stage2: 0.095 loss_box_reg_stage2: 0.650 loss_rpn_cls: 0.016 loss_rpn_loc: 0.065 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:11:19 d2.utils.events]: [0m eta: N/A iter: 4600 total_loss: 1.936 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.281 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.517 loss_cls_stage2: 0.088 loss_box_reg_stage2: 0.682 loss_rpn_cls: 0.011 loss_rpn_loc: 0.064 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:11:58 d2.utils.events]: [0m eta: N/A iter: 4620 total_loss: 1.799 loss_cls_stage0: 0.097 loss_box_reg_stage0: 0.287 loss_cls_stage1: 0.097 loss_box_reg_stage1: 0.513 loss_cls_stage2: 0.091 loss_box_reg_stage2: 0.678 loss_rpn_cls: 0.014 loss_rpn_loc: 0.057 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:12:37 d2.utils.events]: [0m eta: N/A iter: 4640 total_loss: 1.946 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.287 loss_cls_stage1: 0.100 loss_box_reg_stage1: 0.550 loss_cls_stage2: 0.094 loss_box_reg_stage2: 0.687 loss_rpn_cls: 0.014 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:13:16 d2.utils.events]: [0m eta: N/A iter: 4660 total_loss: 1.769 loss_cls_stage0: 0.098 loss_box_reg_stage0: 0.276 loss_cls_stage1: 0.082 loss_box_reg_stage1: 0.490 loss_cls_stage2: 0.075 loss_box_reg_stage2: 0.642 loss_rpn_cls: 0.016 loss_rpn_loc: 0.054 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:13:55 d2.utils.events]: [0m eta: N/A iter: 4680 total_loss: 1.935 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.315 loss_cls_stage1: 0.092 loss_box_reg_stage1: 0.561 loss_cls_stage2: 0.091 loss_box_reg_stage2: 0.697 loss_rpn_cls: 0.014 loss_rpn_loc: 0.061 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:14:34 d2.utils.events]: [0m eta: N/A iter: 4700 total_loss: 1.946 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.297 loss_cls_stage1: 0.091 loss_box_reg_stage1: 0.538 loss_cls_stage2: 0.094 loss_box_reg_stage2: 0.670 loss_rpn_cls: 0.014 loss_rpn_loc: 0.069 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:15:14 d2.utils.events]: [0m eta: N/A iter: 4720 total_loss: 1.732 loss_cls_stage0: 0.091 loss_box_reg_stage0: 0.270 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.491 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.642 loss_rpn_cls: 0.014 loss_rpn_loc: 0.057 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:15:53 d2.utils.events]: [0m eta: N/A iter: 4740 total_loss: 1.729 loss_cls_stage0: 0.098 loss_box_reg_stage0: 0.264 loss_cls_stage1: 0.077 loss_box_reg_stage1: 0.498 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.688 loss_rpn_cls: 0.015 loss_rpn_loc: 0.059 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:16:33 d2.utils.events]: [0m eta: N/A iter: 4760 total_loss: 1.870 loss_cls_stage0: 0.101 loss_box_reg_stage0: 0.285 loss_cls_stage1: 0.077 loss_box_reg_stage1: 0.533 loss_cls_stage2: 0.076 loss_box_reg_stage2: 0.720 loss_rpn_cls: 0.011 loss_rpn_loc: 0.051 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:17:12 d2.utils.events]: [0m eta: N/A iter: 4780 total_loss: 1.769 loss_cls_stage0: 0.099 loss_box_reg_stage0: 0.264 loss_cls_stage1: 0.089 loss_box_reg_stage1: 0.476 loss_cls_stage2: 0.097 loss_box_reg_stage2: 0.651 loss_rpn_cls: 0.016 loss_rpn_loc: 0.065 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:17:52 d2.utils.events]: [0m eta: N/A iter: 4800 total_loss: 1.776 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.280 loss_cls_stage1: 0.076 loss_box_reg_stage1: 0.495 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.636 loss_rpn_cls: 0.018 loss_rpn_loc: 0.072 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:18:32 d2.utils.events]: [0m eta: N/A iter: 4820 total_loss: 1.835 loss_cls_stage0: 0.102 loss_box_reg_stage0: 0.297 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.517 loss_cls_stage2: 0.082 loss_box_reg_stage2: 0.669 loss_rpn_cls: 0.013 loss_rpn_loc: 0.063 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:19:11 d2.utils.events]: [0m eta: N/A iter: 4840 total_loss: 1.790 loss_cls_stage0: 0.101 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.506 loss_cls_stage2: 0.091 loss_box_reg_stage2: 0.661 loss_rpn_cls: 0.014 loss_rpn_loc: 0.062 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:19:50 d2.utils.events]: [0m eta: N/A iter: 4860 total_loss: 1.636 loss_cls_stage0: 0.089 loss_box_reg_stage0: 0.264 loss_cls_stage1: 0.069 loss_box_reg_stage1: 0.472 loss_cls_stage2: 0.079 loss_box_reg_stage2: 0.631 loss_rpn_cls: 0.015 loss_rpn_loc: 0.041 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:20:28 d2.utils.events]: [0m eta: N/A iter: 4880 total_loss: 1.807 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.280 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.508 loss_cls_stage2: 0.095 loss_box_reg_stage2: 0.639 loss_rpn_cls: 0.014 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:21:08 d2.utils.events]: [0m eta: N/A iter: 4900 total_loss: 1.847 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.295 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.485 loss_cls_stage2: 0.100 loss_box_reg_stage2: 0.651 loss_rpn_cls: 0.019 loss_rpn_loc: 0.074 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:21:48 d2.utils.events]: [0m eta: N/A iter: 4920 total_loss: 1.938 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.097 loss_box_reg_stage1: 0.550 loss_cls_stage2: 0.100 loss_box_reg_stage2: 0.694 loss_rpn_cls: 0.014 loss_rpn_loc: 0.070 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:22:27 d2.utils.events]: [0m eta: N/A iter: 4940 total_loss: 1.815 loss_cls_stage0: 0.105 loss_box_reg_stage0: 0.282 loss_cls_stage1: 0.092 loss_box_reg_stage1: 0.505 loss_cls_stage2: 0.082 loss_box_reg_stage2: 0.654 loss_rpn_cls: 0.015 loss_rpn_loc: 0.069 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:23:07 d2.utils.events]: [0m eta: N/A iter: 4960 total_loss: 1.995 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.300 loss_cls_stage1: 0.096 loss_box_reg_stage1: 0.561 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.723 loss_rpn_cls: 0.019 loss_rpn_loc: 0.090 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:23:46 d2.utils.events]: [0m eta: N/A iter: 4980 total_loss: 1.888 loss_cls_stage0: 0.096 loss_box_reg_stage0: 0.307 loss_cls_stage1: 0.084 loss_box_reg_stage1: 0.536 loss_cls_stage2: 0.087 loss_box_reg_stage2: 0.679 loss_rpn_cls: 0.020 loss_rpn_loc: 0.078 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:24:25 d2.data.datasets.coco]: [0mLoaded 440 images in COCO format from /ssd_scratch/cvit/myfolder/cityscapes/citypedestrian_eval_gt.json
[32m[03/02 21:24:25 d2.data.build]: [0mDistribution of instances among all 1 categories:
[36m| category | #instances |
|:----------:|:-------------|
| pedestrian | 3938 |
| | |[0m
[32m[03/02 21:24:25 d2.data.common]: [0mSerializing 440 elements to byte tensors and concatenating them all ...
[32m[03/02 21:24:25 d2.data.common]: [0mSerialized dataset takes 0.23 MiB
[32m[03/02 21:24:25 d2.evaluation.evaluator]: [0mStart inference on 440 images
[32m[03/02 21:24:27 d2.evaluation.evaluator]: [0mInference done 11/440. 0.0942 s / img. ETA=0:01:02
[32m[03/02 21:24:32 d2.evaluation.evaluator]: [0mInference done 45/440. 0.0952 s / img. ETA=0:00:58
[32m[03/02 21:24:37 d2.evaluation.evaluator]: [0mInference done 80/440. 0.0966 s / img. ETA=0:00:53
[32m[03/02 21:24:42 d2.evaluation.evaluator]: [0mInference done 115/440. 0.0964 s / img. ETA=0:00:47
[32m[03/02 21:24:47 d2.evaluation.evaluator]: [0mInference done 150/440. 0.0962 s / img. ETA=0:00:42
[32m[03/02 21:24:52 d2.evaluation.evaluator]: [0mInference done 185/440. 0.0965 s / img. ETA=0:00:37
[32m[03/02 21:24:57 d2.evaluation.evaluator]: [0mInference done 220/440. 0.0965 s / img. ETA=0:00:32
[32m[03/02 21:25:02 d2.evaluation.evaluator]: [0mInference done 255/440. 0.0962 s / img. ETA=0:00:26
[32m[03/02 21:25:07 d2.evaluation.evaluator]: [0mInference done 290/440. 0.0960 s / img. ETA=0:00:21
[32m[03/02 21:25:12 d2.evaluation.evaluator]: [0mInference done 325/440. 0.0959 s / img. ETA=0:00:16
[32m[03/02 21:25:17 d2.evaluation.evaluator]: [0mInference done 360/440. 0.0960 s / img. ETA=0:00:11
[32m[03/02 21:25:22 d2.evaluation.evaluator]: [0mInference done 396/440. 0.0958 s / img. ETA=0:00:06
[32m[03/02 21:25:27 d2.evaluation.evaluator]: [0mInference done 431/440. 0.0959 s / img. ETA=0:00:01
[32m[03/02 21:25:29 d2.utils.events]: [0m eta: N/A iter: 0 valid_total_loss: 1.251 val_loss_cls_stage0: 0.086 val_loss_box_reg_stage0: 0.089 val_loss_cls_stage1: 0.099 val_loss_box_reg_stage1: 0.241 val_loss_cls_stage2: 0.075 val_loss_box_reg_stage2: 0.362 val_val_loss_rpn_cls: 0.036 val_val_loss_rpn_loc: 0.066 lr: N/A max_mem: 8877M
[32m[03/02 21:25:29 d2.evaluation.evaluator]: [0mTotal inference time: 0:01:03.112255 (0.145086 s / img per device, on 1 devices)
[32m[03/02 21:25:29 d2.evaluation.evaluator]: [0mTotal inference pure compute time: 0:00:41 (0.095864 s / img per device, on 1 devices)
[32m[03/02 21:25:29 d2.evaluation.coco_evaluation]: [0mPreparing results for COCO format ...
[32m[03/02 21:25:29 d2.evaluation.coco_evaluation]: [0mSaving results to /ssd_scratch/cvit/myfolder/cityscapes/models/cityped/inference/cityped_val/coco_instances_results.json
[32m[03/02 21:25:29 d2.evaluation.coco_evaluation]: [0mEvaluating predictions ...
Loading and preparing results...
DONE (t=0.00s)
creating index...
index created!
Running per image evaluation...
Evaluate annotation type *bbox*
DONE (t=1.54s).
Accumulating evaluation results...
DONE (t=0.07s).
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.411
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.610
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.464
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.122
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.416
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.641
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.085
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.376
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.451
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.176
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.465
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.679
[32m[03/02 21:25:30 d2.evaluation.coco_evaluation]: [0mEvaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 41.080 | 60.978 | 46.389 | 12.199 | 41.584 | 64.053 |
[32m[03/02 21:25:30 detectron2]: [0mEvaluation results for cityped_val in csv format:
[32m[03/02 21:25:30 d2.evaluation.testing]: [0mcopypaste: Task: bbox
[32m[03/02 21:25:30 d2.evaluation.testing]: [0mcopypaste: AP,AP50,AP75,APs,APm,APl
[32m[03/02 21:25:30 d2.evaluation.testing]: [0mcopypaste: 41.0796,60.9781,46.3892,12.1986,41.5837,64.0530
[32m[03/02 21:25:31 d2.utils.events]: [0m eta: N/A iter: 5000 total_loss: 1.741 loss_cls_stage0: 0.093 loss_box_reg_stage0: 0.279 loss_cls_stage1: 0.070 loss_box_reg_stage1: 0.502 loss_cls_stage2: 0.075 loss_box_reg_stage2: 0.656 loss_rpn_cls: 0.016 loss_rpn_loc: 0.049 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:26:11 d2.utils.events]: [0m eta: N/A iter: 5020 total_loss: 1.850 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.277 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.490 loss_cls_stage2: 0.080 loss_box_reg_stage2: 0.652 loss_rpn_cls: 0.013 loss_rpn_loc: 0.072 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:26:50 d2.utils.events]: [0m eta: N/A iter: 5040 total_loss: 1.870 loss_cls_stage0: 0.102 loss_box_reg_stage0: 0.287 loss_cls_stage1: 0.088 loss_box_reg_stage1: 0.524 loss_cls_stage2: 0.090 loss_box_reg_stage2: 0.667 loss_rpn_cls: 0.016 loss_rpn_loc: 0.069 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:27:29 d2.utils.events]: [0m eta: N/A iter: 5060 total_loss: 1.767 loss_cls_stage0: 0.093 loss_box_reg_stage0: 0.272 loss_cls_stage1: 0.073 loss_box_reg_stage1: 0.477 loss_cls_stage2: 0.076 loss_box_reg_stage2: 0.668 loss_rpn_cls: 0.012 loss_rpn_loc: 0.058 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:28:08 d2.utils.events]: [0m eta: N/A iter: 5080 total_loss: 1.913 loss_cls_stage0: 0.098 loss_box_reg_stage0: 0.295 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.539 loss_cls_stage2: 0.094 loss_box_reg_stage2: 0.669 loss_rpn_cls: 0.015 loss_rpn_loc: 0.065 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:28:47 d2.utils.events]: [0m eta: N/A iter: 5100 total_loss: 1.817 loss_cls_stage0: 0.105 loss_box_reg_stage0: 0.276 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.512 loss_cls_stage2: 0.083 loss_box_reg_stage2: 0.658 loss_rpn_cls: 0.012 loss_rpn_loc: 0.057 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:29:27 d2.utils.events]: [0m eta: N/A iter: 5120 total_loss: 1.853 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.285 loss_cls_stage1: 0.088 loss_box_reg_stage1: 0.533 loss_cls_stage2: 0.092 loss_box_reg_stage2: 0.648 loss_rpn_cls: 0.012 loss_rpn_loc: 0.062 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:30:06 d2.utils.events]: [0m eta: N/A iter: 5140 total_loss: 1.813 loss_cls_stage0: 0.116 loss_box_reg_stage0: 0.288 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.501 loss_cls_stage2: 0.080 loss_box_reg_stage2: 0.642 loss_rpn_cls: 0.014 loss_rpn_loc: 0.062 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:30:45 d2.utils.events]: [0m eta: N/A iter: 5160 total_loss: 1.760 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.297 loss_cls_stage1: 0.075 loss_box_reg_stage1: 0.499 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.659 loss_rpn_cls: 0.010 loss_rpn_loc: 0.063 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:31:24 d2.utils.events]: [0m eta: N/A iter: 5180 total_loss: 1.857 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.292 loss_cls_stage1: 0.092 loss_box_reg_stage1: 0.522 loss_cls_stage2: 0.090 loss_box_reg_stage2: 0.675 loss_rpn_cls: 0.012 loss_rpn_loc: 0.063 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:32:04 d2.utils.events]: [0m eta: N/A iter: 5200 total_loss: 1.781 loss_cls_stage0: 0.094 loss_box_reg_stage0: 0.278 loss_cls_stage1: 0.075 loss_box_reg_stage1: 0.499 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.688 loss_rpn_cls: 0.009 loss_rpn_loc: 0.058 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:32:44 d2.utils.events]: [0m eta: N/A iter: 5220 total_loss: 1.850 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.277 loss_cls_stage1: 0.087 loss_box_reg_stage1: 0.524 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.660 loss_rpn_cls: 0.013 loss_rpn_loc: 0.062 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:33:23 d2.utils.events]: [0m eta: N/A iter: 5240 total_loss: 1.809 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.258 loss_cls_stage1: 0.083 loss_box_reg_stage1: 0.535 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.722 loss_rpn_cls: 0.013 loss_rpn_loc: 0.060 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:34:02 d2.utils.events]: [0m eta: N/A iter: 5260 total_loss: 1.868 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.304 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.535 loss_cls_stage2: 0.089 loss_box_reg_stage2: 0.700 loss_rpn_cls: 0.013 loss_rpn_loc: 0.059 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:34:42 d2.utils.events]: [0m eta: N/A iter: 5280 total_loss: 1.796 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.283 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.514 loss_cls_stage2: 0.085 loss_box_reg_stage2: 0.661 loss_rpn_cls: 0.010 loss_rpn_loc: 0.060 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:35:21 d2.utils.events]: [0m eta: N/A iter: 5300 total_loss: 1.882 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.275 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.537 loss_cls_stage2: 0.082 loss_box_reg_stage2: 0.643 loss_rpn_cls: 0.015 loss_rpn_loc: 0.066 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:36:00 d2.utils.events]: [0m eta: N/A iter: 5320 total_loss: 1.615 loss_cls_stage0: 0.089 loss_box_reg_stage0: 0.252 loss_cls_stage1: 0.074 loss_box_reg_stage1: 0.449 loss_cls_stage2: 0.080 loss_box_reg_stage2: 0.583 loss_rpn_cls: 0.011 loss_rpn_loc: 0.049 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:36:41 d2.utils.events]: [0m eta: N/A iter: 5340 total_loss: 1.918 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.292 loss_cls_stage1: 0.084 loss_box_reg_stage1: 0.536 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.705 loss_rpn_cls: 0.014 loss_rpn_loc: 0.081 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:37:20 d2.utils.events]: [0m eta: N/A iter: 5360 total_loss: 1.863 loss_cls_stage0: 0.101 loss_box_reg_stage0: 0.297 loss_cls_stage1: 0.097 loss_box_reg_stage1: 0.540 loss_cls_stage2: 0.093 loss_box_reg_stage2: 0.680 loss_rpn_cls: 0.012 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:37:59 d2.utils.events]: [0m eta: N/A iter: 5380 total_loss: 1.936 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.289 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.540 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.741 loss_rpn_cls: 0.014 loss_rpn_loc: 0.072 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:38:38 d2.utils.events]: [0m eta: N/A iter: 5400 total_loss: 1.797 loss_cls_stage0: 0.097 loss_box_reg_stage0: 0.271 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.498 loss_cls_stage2: 0.081 loss_box_reg_stage2: 0.647 loss_rpn_cls: 0.011 loss_rpn_loc: 0.059 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:39:18 d2.utils.events]: [0m eta: N/A iter: 5420 total_loss: 1.730 loss_cls_stage0: 0.097 loss_box_reg_stage0: 0.276 loss_cls_stage1: 0.081 loss_box_reg_stage1: 0.484 loss_cls_stage2: 0.077 loss_box_reg_stage2: 0.645 loss_rpn_cls: 0.011 loss_rpn_loc: 0.050 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:39:57 d2.utils.events]: [0m eta: N/A iter: 5440 total_loss: 1.807 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.283 loss_cls_stage1: 0.087 loss_box_reg_stage1: 0.497 loss_cls_stage2: 0.090 loss_box_reg_stage2: 0.642 loss_rpn_cls: 0.014 loss_rpn_loc: 0.073 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:40:36 d2.utils.events]: [0m eta: N/A iter: 5460 total_loss: 1.797 loss_cls_stage0: 0.098 loss_box_reg_stage0: 0.274 loss_cls_stage1: 0.066 loss_box_reg_stage1: 0.510 loss_cls_stage2: 0.077 loss_box_reg_stage2: 0.713 loss_rpn_cls: 0.010 loss_rpn_loc: 0.057 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:41:15 d2.utils.events]: [0m eta: N/A iter: 5480 total_loss: 1.839 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.299 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.511 loss_cls_stage2: 0.092 loss_box_reg_stage2: 0.667 loss_rpn_cls: 0.014 loss_rpn_loc: 0.068 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:41:54 d2.utils.events]: [0m eta: N/A iter: 5500 total_loss: 1.655 loss_cls_stage0: 0.090 loss_box_reg_stage0: 0.259 loss_cls_stage1: 0.076 loss_box_reg_stage1: 0.460 loss_cls_stage2: 0.083 loss_box_reg_stage2: 0.613 loss_rpn_cls: 0.011 loss_rpn_loc: 0.052 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:42:33 d2.utils.events]: [0m eta: N/A iter: 5520 total_loss: 1.864 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.270 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.517 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.643 loss_rpn_cls: 0.014 loss_rpn_loc: 0.063 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:43:12 d2.utils.events]: [0m eta: N/A iter: 5540 total_loss: 1.687 loss_cls_stage0: 0.092 loss_box_reg_stage0: 0.261 loss_cls_stage1: 0.075 loss_box_reg_stage1: 0.476 loss_cls_stage2: 0.075 loss_box_reg_stage2: 0.646 loss_rpn_cls: 0.012 loss_rpn_loc: 0.063 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:43:52 d2.utils.events]: [0m eta: N/A iter: 5560 total_loss: 1.787 loss_cls_stage0: 0.095 loss_box_reg_stage0: 0.269 loss_cls_stage1: 0.073 loss_box_reg_stage1: 0.484 loss_cls_stage2: 0.073 loss_box_reg_stage2: 0.674 loss_rpn_cls: 0.013 loss_rpn_loc: 0.058 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:44:32 d2.utils.events]: [0m eta: N/A iter: 5580 total_loss: 1.826 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.292 loss_cls_stage1: 0.101 loss_box_reg_stage1: 0.526 loss_cls_stage2: 0.101 loss_box_reg_stage2: 0.671 loss_rpn_cls: 0.016 loss_rpn_loc: 0.074 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:45:13 d2.utils.events]: [0m eta: N/A iter: 5600 total_loss: 1.699 loss_cls_stage0: 0.098 loss_box_reg_stage0: 0.269 loss_cls_stage1: 0.081 loss_box_reg_stage1: 0.478 loss_cls_stage2: 0.083 loss_box_reg_stage2: 0.617 loss_rpn_cls: 0.013 loss_rpn_loc: 0.061 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:45:53 d2.utils.events]: [0m eta: N/A iter: 5620 total_loss: 1.798 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.287 loss_cls_stage1: 0.083 loss_box_reg_stage1: 0.511 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.650 loss_rpn_cls: 0.014 loss_rpn_loc: 0.059 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:46:31 d2.utils.events]: [0m eta: N/A iter: 5640 total_loss: 1.736 loss_cls_stage0: 0.096 loss_box_reg_stage0: 0.270 loss_cls_stage1: 0.079 loss_box_reg_stage1: 0.502 loss_cls_stage2: 0.079 loss_box_reg_stage2: 0.643 loss_rpn_cls: 0.012 loss_rpn_loc: 0.055 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:47:11 d2.utils.events]: [0m eta: N/A iter: 5660 total_loss: 1.698 loss_cls_stage0: 0.085 loss_box_reg_stage0: 0.269 loss_cls_stage1: 0.072 loss_box_reg_stage1: 0.457 loss_cls_stage2: 0.079 loss_box_reg_stage2: 0.621 loss_rpn_cls: 0.012 loss_rpn_loc: 0.051 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:47:51 d2.utils.events]: [0m eta: N/A iter: 5680 total_loss: 1.823 loss_cls_stage0: 0.099 loss_box_reg_stage0: 0.273 loss_cls_stage1: 0.081 loss_box_reg_stage1: 0.520 loss_cls_stage2: 0.077 loss_box_reg_stage2: 0.664 loss_rpn_cls: 0.013 loss_rpn_loc: 0.063 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:48:31 d2.utils.events]: [0m eta: N/A iter: 5700 total_loss: 1.756 loss_cls_stage0: 0.096 loss_box_reg_stage0: 0.269 loss_cls_stage1: 0.073 loss_box_reg_stage1: 0.489 loss_cls_stage2: 0.083 loss_box_reg_stage2: 0.633 loss_rpn_cls: 0.012 loss_rpn_loc: 0.056 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:49:09 d2.utils.events]: [0m eta: N/A iter: 5720 total_loss: 1.736 loss_cls_stage0: 0.092 loss_box_reg_stage0: 0.274 loss_cls_stage1: 0.077 loss_box_reg_stage1: 0.472 loss_cls_stage2: 0.080 loss_box_reg_stage2: 0.636 loss_rpn_cls: 0.010 loss_rpn_loc: 0.062 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:49:48 d2.utils.events]: [0m eta: N/A iter: 5740 total_loss: 1.876 loss_cls_stage0: 0.116 loss_box_reg_stage0: 0.290 loss_cls_stage1: 0.091 loss_box_reg_stage1: 0.531 loss_cls_stage2: 0.089 loss_box_reg_stage2: 0.680 loss_rpn_cls: 0.015 loss_rpn_loc: 0.080 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:50:26 d2.utils.events]: [0m eta: N/A iter: 5760 total_loss: 1.774 loss_cls_stage0: 0.097 loss_box_reg_stage0: 0.277 loss_cls_stage1: 0.081 loss_box_reg_stage1: 0.491 loss_cls_stage2: 0.075 loss_box_reg_stage2: 0.667 loss_rpn_cls: 0.013 loss_rpn_loc: 0.060 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:51:06 d2.utils.events]: [0m eta: N/A iter: 5780 total_loss: 1.854 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.280 loss_cls_stage1: 0.101 loss_box_reg_stage1: 0.522 loss_cls_stage2: 0.093 loss_box_reg_stage2: 0.679 loss_rpn_cls: 0.012 loss_rpn_loc: 0.069 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:51:46 d2.utils.events]: [0m eta: N/A iter: 5800 total_loss: 1.724 loss_cls_stage0: 0.090 loss_box_reg_stage0: 0.275 loss_cls_stage1: 0.073 loss_box_reg_stage1: 0.483 loss_cls_stage2: 0.074 loss_box_reg_stage2: 0.632 loss_rpn_cls: 0.013 loss_rpn_loc: 0.054 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:52:25 d2.utils.events]: [0m eta: N/A iter: 5820 total_loss: 1.653 loss_cls_stage0: 0.083 loss_box_reg_stage0: 0.256 loss_cls_stage1: 0.067 loss_box_reg_stage1: 0.467 loss_cls_stage2: 0.063 loss_box_reg_stage2: 0.639 loss_rpn_cls: 0.011 loss_rpn_loc: 0.047 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:53:04 d2.utils.events]: [0m eta: N/A iter: 5840 total_loss: 1.797 loss_cls_stage0: 0.094 loss_box_reg_stage0: 0.282 loss_cls_stage1: 0.074 loss_box_reg_stage1: 0.506 loss_cls_stage2: 0.076 loss_box_reg_stage2: 0.712 loss_rpn_cls: 0.012 loss_rpn_loc: 0.059 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:53:44 d2.utils.events]: [0m eta: N/A iter: 5860 total_loss: 1.793 loss_cls_stage0: 0.098 loss_box_reg_stage0: 0.286 loss_cls_stage1: 0.080 loss_box_reg_stage1: 0.518 loss_cls_stage2: 0.076 loss_box_reg_stage2: 0.683 loss_rpn_cls: 0.011 loss_rpn_loc: 0.060 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:54:23 d2.utils.events]: [0m eta: N/A iter: 5880 total_loss: 1.761 loss_cls_stage0: 0.099 loss_box_reg_stage0: 0.271 loss_cls_stage1: 0.080 loss_box_reg_stage1: 0.501 loss_cls_stage2: 0.071 loss_box_reg_stage2: 0.622 loss_rpn_cls: 0.011 loss_rpn_loc: 0.072 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:55:02 d2.utils.events]: [0m eta: N/A iter: 5900 total_loss: 1.764 loss_cls_stage0: 0.099 loss_box_reg_stage0: 0.282 loss_cls_stage1: 0.080 loss_box_reg_stage1: 0.515 loss_cls_stage2: 0.085 loss_box_reg_stage2: 0.677 loss_rpn_cls: 0.011 loss_rpn_loc: 0.064 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:55:42 d2.utils.events]: [0m eta: N/A iter: 5920 total_loss: 1.608 loss_cls_stage0: 0.083 loss_box_reg_stage0: 0.277 loss_cls_stage1: 0.070 loss_box_reg_stage1: 0.477 loss_cls_stage2: 0.073 loss_box_reg_stage2: 0.633 loss_rpn_cls: 0.008 loss_rpn_loc: 0.044 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:56:22 d2.utils.events]: [0m eta: N/A iter: 5940 total_loss: 1.741 loss_cls_stage0: 0.093 loss_box_reg_stage0: 0.272 loss_cls_stage1: 0.071 loss_box_reg_stage1: 0.485 loss_cls_stage2: 0.083 loss_box_reg_stage2: 0.649 loss_rpn_cls: 0.013 loss_rpn_loc: 0.059 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:57:00 d2.utils.events]: [0m eta: N/A iter: 5960 total_loss: 1.658 loss_cls_stage0: 0.090 loss_box_reg_stage0: 0.271 loss_cls_stage1: 0.076 loss_box_reg_stage1: 0.474 loss_cls_stage2: 0.082 loss_box_reg_stage2: 0.630 loss_rpn_cls: 0.012 loss_rpn_loc: 0.056 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:57:39 d2.utils.events]: [0m eta: N/A iter: 5980 total_loss: 1.861 loss_cls_stage0: 0.110 loss_box_reg_stage0: 0.283 loss_cls_stage1: 0.087 loss_box_reg_stage1: 0.512 loss_cls_stage2: 0.085 loss_box_reg_stage2: 0.675 loss_rpn_cls: 0.012 loss_rpn_loc: 0.061 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:58:18 d2.utils.events]: [0m eta: N/A iter: 6000 total_loss: 1.735 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.276 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.491 loss_cls_stage2: 0.090 loss_box_reg_stage2: 0.613 loss_rpn_cls: 0.012 loss_rpn_loc: 0.064 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:58:57 d2.utils.events]: [0m eta: N/A iter: 6020 total_loss: 1.689 loss_cls_stage0: 0.088 loss_box_reg_stage0: 0.254 loss_cls_stage1: 0.073 loss_box_reg_stage1: 0.491 loss_cls_stage2: 0.070 loss_box_reg_stage2: 0.648 loss_rpn_cls: 0.009 loss_rpn_loc: 0.046 lr: 0.016500 max_mem: 8877M
[32m[03/02 21:59:35 d2.utils.events]: [0m eta: N/A iter: 6040 total_loss: 1.771 loss_cls_stage0: 0.101 loss_box_reg_stage0: 0.275 loss_cls_stage1: 0.079 loss_box_reg_stage1: 0.496 loss_cls_stage2: 0.079 loss_box_reg_stage2: 0.664 loss_rpn_cls: 0.014 loss_rpn_loc: 0.069 lr: 0.016500 max_mem: 8877M
[32m[03/02 22:00:14 d2.utils.events]: [0m eta: N/A iter: 6060 total_loss: 1.714 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.264 loss_cls_stage1: 0.080 loss_box_reg_stage1: 0.487 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.640 loss_rpn_cls: 0.013 loss_rpn_loc: 0.066 lr: 0.016500 max_mem: 8877M
[32m[03/02 22:00:53 d2.utils.events]: [0m eta: N/A iter: 6080 total_loss: 1.659 loss_cls_stage0: 0.087 loss_box_reg_stage0: 0.271 loss_cls_stage1: 0.074 loss_box_reg_stage1: 0.473 loss_cls_stage2: 0.073 loss_box_reg_stage2: 0.628 loss_rpn_cls: 0.012 loss_rpn_loc: 0.058 lr: 0.016500 max_mem: 8877M
[32m[03/02 22:01:32 d2.utils.events]: [0m eta: N/A iter: 6100 total_loss: 1.797 loss_cls_stage0: 0.091 loss_box_reg_stage0: 0.280 loss_cls_stage1: 0.074 loss_box_reg_stage1: 0.509 loss_cls_stage2: 0.074 loss_box_reg_stage2: 0.694 loss_rpn_cls: 0.010 loss_rpn_loc: 0.048 lr: 0.016500 max_mem: 8877M
[32m[03/02 22:02:12 d2.utils.events]: [0m eta: N/A iter: 6120 total_loss: 1.622 loss_cls_stage0: 0.081 loss_box_reg_stage0: 0.257 loss_cls_stage1: 0.066 loss_box_reg_stage1: 0.440 loss_cls_stage2: 0.060 loss_box_reg_stage2: 0.593 loss_rpn_cls: 0.010 loss_rpn_loc: 0.055 lr: 0.016500 max_mem: 8877M
[32m[03/02 22:02:51 d2.utils.events]: [0m eta: N/A iter: 6140 total_loss: 1.840 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.286 loss_cls_stage1: 0.084 loss_box_reg_stage1: 0.512 loss_cls_stage2: 0.088 loss_box_reg_stage2: 0.682 loss_rpn_cls: 0.011 loss_rpn_loc: 0.060 lr: 0.016500 max_mem: 8877M
[32m[03/02 22:03:30 d2.utils.events]: [0m eta: N/A iter: 6160 total_loss: 1.732 loss_cls_stage0: 0.098 loss_box_reg_stage0: 0.274 loss_cls_stage1: 0.081 loss_box_reg_stage1: 0.490 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.646 loss_rpn_cls: 0.014 loss_rpn_loc: 0.058 lr: 0.016500 max_mem: 8877M
[32m[03/02 22:04:09 d2.utils.events]: [0m eta: N/A iter: 6180 total_loss: 1.762 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.276 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.489 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.637 loss_rpn_cls: 0.013 loss_rpn_loc: 0.069 lr: 0.016500 max_mem: 8877M
[32m[03/02 22:04:48 d2.utils.events]: [0m eta: N/A iter: 6200 total_loss: 1.755 loss_cls_stage0: 0.096 loss_box_reg_stage0: 0.279 loss_cls_stage1: 0.080 loss_box_reg_stage1: 0.497 loss_cls_stage2: 0.093 loss_box_reg_stage2: 0.646 loss_rpn_cls: 0.013 loss_rpn_loc: 0.061 lr: 0.016500 max_mem: 8877M
[32m[03/02 22:05:27 d2.utils.events]: [0m eta: N/A iter: 6220 total_loss: 1.734 loss_cls_stage0: 0.097 loss_box_reg_stage0: 0.277 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.481 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.639 loss_rpn_cls: 0.010 loss_rpn_loc: 0.053 lr: 0.016500 max_mem: 8877M