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slurm-104270.out
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==========================================
SLURM_JOB_ID = 104270
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: 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: 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: 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-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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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<0.5.0,>=0.4.6 in ./miniconda3/envs/env_det2/lib/python3.7/site-packages (from pyasn1-modules>=0.2.1->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[03/01 21:02:11 detectron2]: [0mRank of current process: 0. World size: 1
[32m[03/01 21:02:13 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[03/01 21:02:13 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[03/01 21:02:13 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: 2
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: 0.015
BIAS_LR_FACTOR: 1.0
CHECKPOINT_PERIOD: 120000
GAMMA: 0.3
IMS_PER_BATCH: 9
LR_SCHEDULER_NAME: WarmupMultiStepLR
MAX_ITER: 50000
MOMENTUM: 0.9
STEPS: (20000, 70000)
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[03/01 21:02:13 detectron2]: [0mFull config saved to /ssd_scratch/cvit/myfolder/cityscapes/models/cityped/config.yaml
[32m[03/01 21:02:13 d2.utils.env]: [0mUsing a generated random seed 13166049
[32m[03/01 21:02:26 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=3, bias=True)
(bbox_pred): Linear(in_features=1024, out_features=4, bias=True)
)
(1): FastRCNNOutputLayers(
(cls_score): Linear(in_features=1024, out_features=3, bias=True)
(bbox_pred): Linear(in_features=1024, out_features=4, bias=True)
)
(2): FastRCNNOutputLayers(
(cls_score): Linear(in_features=1024, out_features=3, bias=True)
(bbox_pred): Linear(in_features=1024, out_features=4, bias=True)
)
)
)
)
[32m[03/01 21:02:26 fvcore.common.checkpoint]: [0mLoading checkpoint from /ssd_scratch/cvit/myfolder/cityscapes/model_final_480dd8.pkl
[32m[03/01 21:02:27 fvcore.common.checkpoint]: [0mReading a file from 'Detectron2 Model Zoo'
[5m[31mWARNING[0m [32m[03/01 21:02:27 fvcore.common.checkpoint]: [0m'roi_heads.box_predictor.0.cls_score.weight' has shape (81, 1024) in the checkpoint but (3, 1024) in the model! Skipped.
[5m[31mWARNING[0m [32m[03/01 21:02:27 fvcore.common.checkpoint]: [0m'roi_heads.box_predictor.0.cls_score.bias' has shape (81,) in the checkpoint but (3,) in the model! Skipped.
[5m[31mWARNING[0m [32m[03/01 21:02:27 fvcore.common.checkpoint]: [0m'roi_heads.box_predictor.1.cls_score.weight' has shape (81, 1024) in the checkpoint but (3, 1024) in the model! Skipped.
[5m[31mWARNING[0m [32m[03/01 21:02:27 fvcore.common.checkpoint]: [0m'roi_heads.box_predictor.1.cls_score.bias' has shape (81,) in the checkpoint but (3,) in the model! Skipped.
[5m[31mWARNING[0m [32m[03/01 21:02:27 fvcore.common.checkpoint]: [0m'roi_heads.box_predictor.2.cls_score.weight' has shape (81, 1024) in the checkpoint but (3, 1024) in the model! Skipped.
[5m[31mWARNING[0m [32m[03/01 21:02:27 fvcore.common.checkpoint]: [0m'roi_heads.box_predictor.2.cls_score.bias' has shape (81,) in the checkpoint but (3,) in the model! Skipped.
[32m[03/01 21:02:27 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[03/01 21:02:27 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[03/01 21:02:27 d2.data.datasets.coco]: [0mLoaded 2487 images in COCO format from /ssd_scratch/cvit/myfolder/cityscapes/citypedestrian_train_gt.json
[32m[03/01 21:02:27 d2.data.build]: [0mRemoved 0 images with no usable annotations. 2487 images left.
[32m[03/01 21:02:27 d2.data.build]: [0mDistribution of instances among all 1 categories:
[36m| category | #instances |
|:----------:|:-------------|
| pedestrian | 19655 |
| | |[0m
[32m[03/01 21:02:27 d2.data.common]: [0mSerializing 2487 elements to byte tensors and concatenating them all ...
[32m[03/01 21:02:27 d2.data.common]: [0mSerialized dataset takes 1.24 MiB
[32m[03/01 21:02:27 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[03/01 21:02:27 d2.data.build]: [0mUsing training sampler TrainingSampler
[32m[03/01 21:02:27 detectron2]: [0mStarting training from iteration 0
[32m[03/01 21:03:08 d2.utils.events]: [0m eta: N/A iter: 20 total_loss: 4.798 loss_cls_stage0: 0.916 loss_box_reg_stage0: 0.416 loss_cls_stage1: 0.991 loss_box_reg_stage1: 0.696 loss_cls_stage2: 0.979 loss_box_reg_stage2: 0.688 loss_rpn_cls: 0.066 loss_rpn_loc: 0.123 lr: 0.000300 max_mem: 8878M
[32m[03/01 21:03:46 d2.utils.events]: [0m eta: N/A iter: 40 total_loss: 3.177 loss_cls_stage0: 0.398 loss_box_reg_stage0: 0.426 loss_cls_stage1: 0.371 loss_box_reg_stage1: 0.679 loss_cls_stage2: 0.352 loss_box_reg_stage2: 0.702 loss_rpn_cls: 0.080 loss_rpn_loc: 0.114 lr: 0.000599 max_mem: 8878M
[32m[03/01 21:04:25 d2.utils.events]: [0m eta: N/A iter: 60 total_loss: 2.881 loss_cls_stage0: 0.286 loss_box_reg_stage0: 0.440 loss_cls_stage1: 0.258 loss_box_reg_stage1: 0.714 loss_cls_stage2: 0.249 loss_box_reg_stage2: 0.747 loss_rpn_cls: 0.058 loss_rpn_loc: 0.095 lr: 0.000899 max_mem: 8878M
[32m[03/01 21:05:05 d2.utils.events]: [0m eta: N/A iter: 80 total_loss: 2.423 loss_cls_stage0: 0.194 loss_box_reg_stage0: 0.390 loss_cls_stage1: 0.163 loss_box_reg_stage1: 0.648 loss_cls_stage2: 0.160 loss_box_reg_stage2: 0.771 loss_rpn_cls: 0.056 loss_rpn_loc: 0.081 lr: 0.001199 max_mem: 8878M
[32m[03/01 21:05:44 d2.utils.events]: [0m eta: N/A iter: 100 total_loss: 2.268 loss_cls_stage0: 0.177 loss_box_reg_stage0: 0.396 loss_cls_stage1: 0.141 loss_box_reg_stage1: 0.624 loss_cls_stage2: 0.141 loss_box_reg_stage2: 0.689 loss_rpn_cls: 0.036 loss_rpn_loc: 0.069 lr: 0.001499 max_mem: 8878M
[32m[03/01 21:06:22 d2.utils.events]: [0m eta: N/A iter: 120 total_loss: 2.281 loss_cls_stage0: 0.167 loss_box_reg_stage0: 0.381 loss_cls_stage1: 0.148 loss_box_reg_stage1: 0.632 loss_cls_stage2: 0.135 loss_box_reg_stage2: 0.755 loss_rpn_cls: 0.045 loss_rpn_loc: 0.076 lr: 0.001798 max_mem: 8878M
[32m[03/01 21:07:02 d2.utils.events]: [0m eta: N/A iter: 140 total_loss: 2.463 loss_cls_stage0: 0.197 loss_box_reg_stage0: 0.422 loss_cls_stage1: 0.164 loss_box_reg_stage1: 0.662 loss_cls_stage2: 0.162 loss_box_reg_stage2: 0.713 loss_rpn_cls: 0.048 loss_rpn_loc: 0.086 lr: 0.002098 max_mem: 8878M
[32m[03/01 21:07:41 d2.utils.events]: [0m eta: N/A iter: 160 total_loss: 2.507 loss_cls_stage0: 0.188 loss_box_reg_stage0: 0.424 loss_cls_stage1: 0.165 loss_box_reg_stage1: 0.702 loss_cls_stage2: 0.152 loss_box_reg_stage2: 0.777 loss_rpn_cls: 0.042 loss_rpn_loc: 0.098 lr: 0.002398 max_mem: 8878M
[32m[03/01 21:08:20 d2.utils.events]: [0m eta: N/A iter: 180 total_loss: 2.355 loss_cls_stage0: 0.165 loss_box_reg_stage0: 0.396 loss_cls_stage1: 0.146 loss_box_reg_stage1: 0.646 loss_cls_stage2: 0.140 loss_box_reg_stage2: 0.723 loss_rpn_cls: 0.030 loss_rpn_loc: 0.081 lr: 0.002697 max_mem: 8878M
[32m[03/01 21:08:59 d2.utils.events]: [0m eta: N/A iter: 200 total_loss: 2.459 loss_cls_stage0: 0.161 loss_box_reg_stage0: 0.400 loss_cls_stage1: 0.143 loss_box_reg_stage1: 0.685 loss_cls_stage2: 0.150 loss_box_reg_stage2: 0.757 loss_rpn_cls: 0.037 loss_rpn_loc: 0.070 lr: 0.002997 max_mem: 8878M
[32m[03/01 21:09:37 d2.utils.events]: [0m eta: N/A iter: 220 total_loss: 2.550 loss_cls_stage0: 0.197 loss_box_reg_stage0: 0.414 loss_cls_stage1: 0.174 loss_box_reg_stage1: 0.697 loss_cls_stage2: 0.157 loss_box_reg_stage2: 0.775 loss_rpn_cls: 0.043 loss_rpn_loc: 0.114 lr: 0.003297 max_mem: 8878M
[32m[03/01 21:10:16 d2.utils.events]: [0m eta: N/A iter: 240 total_loss: 2.487 loss_cls_stage0: 0.178 loss_box_reg_stage0: 0.404 loss_cls_stage1: 0.149 loss_box_reg_stage1: 0.695 loss_cls_stage2: 0.156 loss_box_reg_stage2: 0.768 loss_rpn_cls: 0.043 loss_rpn_loc: 0.102 lr: 0.003596 max_mem: 8878M
[32m[03/01 21:10:54 d2.utils.events]: [0m eta: N/A iter: 260 total_loss: 2.560 loss_cls_stage0: 0.182 loss_box_reg_stage0: 0.393 loss_cls_stage1: 0.153 loss_box_reg_stage1: 0.704 loss_cls_stage2: 0.159 loss_box_reg_stage2: 0.780 loss_rpn_cls: 0.036 loss_rpn_loc: 0.071 lr: 0.003896 max_mem: 8878M
[32m[03/01 21:11:32 d2.utils.events]: [0m eta: N/A iter: 280 total_loss: 2.296 loss_cls_stage0: 0.166 loss_box_reg_stage0: 0.394 loss_cls_stage1: 0.145 loss_box_reg_stage1: 0.650 loss_cls_stage2: 0.147 loss_box_reg_stage2: 0.743 loss_rpn_cls: 0.032 loss_rpn_loc: 0.071 lr: 0.004196 max_mem: 8878M
[32m[03/01 21:12:10 d2.utils.events]: [0m eta: N/A iter: 300 total_loss: 2.323 loss_cls_stage0: 0.169 loss_box_reg_stage0: 0.383 loss_cls_stage1: 0.134 loss_box_reg_stage1: 0.629 loss_cls_stage2: 0.130 loss_box_reg_stage2: 0.696 loss_rpn_cls: 0.030 loss_rpn_loc: 0.080 lr: 0.004496 max_mem: 8878M
[32m[03/01 21:12:49 d2.utils.events]: [0m eta: N/A iter: 320 total_loss: 2.431 loss_cls_stage0: 0.186 loss_box_reg_stage0: 0.402 loss_cls_stage1: 0.152 loss_box_reg_stage1: 0.665 loss_cls_stage2: 0.145 loss_box_reg_stage2: 0.769 loss_rpn_cls: 0.033 loss_rpn_loc: 0.111 lr: 0.004795 max_mem: 8878M
[32m[03/01 21:13:28 d2.utils.events]: [0m eta: N/A iter: 340 total_loss: 2.199 loss_cls_stage0: 0.145 loss_box_reg_stage0: 0.358 loss_cls_stage1: 0.127 loss_box_reg_stage1: 0.620 loss_cls_stage2: 0.126 loss_box_reg_stage2: 0.731 loss_rpn_cls: 0.032 loss_rpn_loc: 0.073 lr: 0.005095 max_mem: 8878M
[32m[03/01 21:14:07 d2.utils.events]: [0m eta: N/A iter: 360 total_loss: 2.497 loss_cls_stage0: 0.175 loss_box_reg_stage0: 0.403 loss_cls_stage1: 0.156 loss_box_reg_stage1: 0.707 loss_cls_stage2: 0.163 loss_box_reg_stage2: 0.777 loss_rpn_cls: 0.028 loss_rpn_loc: 0.091 lr: 0.005395 max_mem: 8878M
[32m[03/01 21:14:46 d2.utils.events]: [0m eta: N/A iter: 380 total_loss: 2.361 loss_cls_stage0: 0.173 loss_box_reg_stage0: 0.404 loss_cls_stage1: 0.144 loss_box_reg_stage1: 0.638 loss_cls_stage2: 0.145 loss_box_reg_stage2: 0.732 loss_rpn_cls: 0.032 loss_rpn_loc: 0.087 lr: 0.005694 max_mem: 8878M
[32m[03/01 21:15:25 d2.utils.events]: [0m eta: N/A iter: 400 total_loss: 2.307 loss_cls_stage0: 0.180 loss_box_reg_stage0: 0.362 loss_cls_stage1: 0.153 loss_box_reg_stage1: 0.624 loss_cls_stage2: 0.143 loss_box_reg_stage2: 0.718 loss_rpn_cls: 0.034 loss_rpn_loc: 0.068 lr: 0.005994 max_mem: 8878M
[32m[03/01 21:16:03 d2.utils.events]: [0m eta: N/A iter: 420 total_loss: 2.319 loss_cls_stage0: 0.165 loss_box_reg_stage0: 0.382 loss_cls_stage1: 0.147 loss_box_reg_stage1: 0.644 loss_cls_stage2: 0.150 loss_box_reg_stage2: 0.786 loss_rpn_cls: 0.036 loss_rpn_loc: 0.074 lr: 0.006294 max_mem: 8878M
[32m[03/01 21:16:43 d2.utils.events]: [0m eta: N/A iter: 440 total_loss: 2.416 loss_cls_stage0: 0.169 loss_box_reg_stage0: 0.410 loss_cls_stage1: 0.136 loss_box_reg_stage1: 0.689 loss_cls_stage2: 0.145 loss_box_reg_stage2: 0.744 loss_rpn_cls: 0.034 loss_rpn_loc: 0.093 lr: 0.006593 max_mem: 8878M
[32m[03/01 21:17:21 d2.utils.events]: [0m eta: N/A iter: 460 total_loss: 2.377 loss_cls_stage0: 0.163 loss_box_reg_stage0: 0.387 loss_cls_stage1: 0.136 loss_box_reg_stage1: 0.661 loss_cls_stage2: 0.142 loss_box_reg_stage2: 0.780 loss_rpn_cls: 0.027 loss_rpn_loc: 0.060 lr: 0.006893 max_mem: 8878M
[32m[03/01 21:18:01 d2.utils.events]: [0m eta: N/A iter: 480 total_loss: 2.229 loss_cls_stage0: 0.149 loss_box_reg_stage0: 0.371 loss_cls_stage1: 0.135 loss_box_reg_stage1: 0.617 loss_cls_stage2: 0.140 loss_box_reg_stage2: 0.736 loss_rpn_cls: 0.030 loss_rpn_loc: 0.065 lr: 0.007193 max_mem: 8878M
[32m[03/01 21:18:39 d2.utils.events]: [0m eta: N/A iter: 500 total_loss: 2.361 loss_cls_stage0: 0.151 loss_box_reg_stage0: 0.393 loss_cls_stage1: 0.139 loss_box_reg_stage1: 0.645 loss_cls_stage2: 0.143 loss_box_reg_stage2: 0.793 loss_rpn_cls: 0.028 loss_rpn_loc: 0.081 lr: 0.007493 max_mem: 8878M
[32m[03/01 21:19:18 d2.utils.events]: [0m eta: N/A iter: 520 total_loss: 2.342 loss_cls_stage0: 0.169 loss_box_reg_stage0: 0.389 loss_cls_stage1: 0.137 loss_box_reg_stage1: 0.647 loss_cls_stage2: 0.144 loss_box_reg_stage2: 0.754 loss_rpn_cls: 0.035 loss_rpn_loc: 0.097 lr: 0.007792 max_mem: 8878M
[32m[03/01 21:19:56 d2.utils.events]: [0m eta: N/A iter: 540 total_loss: 2.517 loss_cls_stage0: 0.173 loss_box_reg_stage0: 0.416 loss_cls_stage1: 0.149 loss_box_reg_stage1: 0.729 loss_cls_stage2: 0.154 loss_box_reg_stage2: 0.788 loss_rpn_cls: 0.033 loss_rpn_loc: 0.089 lr: 0.008092 max_mem: 8878M
[32m[03/01 21:20:36 d2.utils.events]: [0m eta: N/A iter: 560 total_loss: 2.425 loss_cls_stage0: 0.174 loss_box_reg_stage0: 0.379 loss_cls_stage1: 0.147 loss_box_reg_stage1: 0.671 loss_cls_stage2: 0.145 loss_box_reg_stage2: 0.774 loss_rpn_cls: 0.035 loss_rpn_loc: 0.096 lr: 0.008392 max_mem: 8878M
[32m[03/01 21:21:15 d2.utils.events]: [0m eta: N/A iter: 580 total_loss: 2.209 loss_cls_stage0: 0.151 loss_box_reg_stage0: 0.345 loss_cls_stage1: 0.128 loss_box_reg_stage1: 0.611 loss_cls_stage2: 0.131 loss_box_reg_stage2: 0.734 loss_rpn_cls: 0.029 loss_rpn_loc: 0.085 lr: 0.008691 max_mem: 8878M
[32m[03/01 21:21:54 d2.utils.events]: [0m eta: N/A iter: 600 total_loss: 2.295 loss_cls_stage0: 0.163 loss_box_reg_stage0: 0.363 loss_cls_stage1: 0.138 loss_box_reg_stage1: 0.623 loss_cls_stage2: 0.141 loss_box_reg_stage2: 0.735 loss_rpn_cls: 0.031 loss_rpn_loc: 0.087 lr: 0.008991 max_mem: 8878M
[32m[03/01 21:22:32 d2.utils.events]: [0m eta: N/A iter: 620 total_loss: 2.361 loss_cls_stage0: 0.160 loss_box_reg_stage0: 0.372 loss_cls_stage1: 0.137 loss_box_reg_stage1: 0.674 loss_cls_stage2: 0.137 loss_box_reg_stage2: 0.778 loss_rpn_cls: 0.029 loss_rpn_loc: 0.066 lr: 0.009291 max_mem: 8878M
[32m[03/01 21:23:11 d2.utils.events]: [0m eta: N/A iter: 640 total_loss: 2.323 loss_cls_stage0: 0.158 loss_box_reg_stage0: 0.375 loss_cls_stage1: 0.150 loss_box_reg_stage1: 0.645 loss_cls_stage2: 0.145 loss_box_reg_stage2: 0.710 loss_rpn_cls: 0.030 loss_rpn_loc: 0.066 lr: 0.009590 max_mem: 8878M
[32m[03/01 21:23:49 d2.utils.events]: [0m eta: N/A iter: 660 total_loss: 2.398 loss_cls_stage0: 0.175 loss_box_reg_stage0: 0.390 loss_cls_stage1: 0.151 loss_box_reg_stage1: 0.654 loss_cls_stage2: 0.152 loss_box_reg_stage2: 0.791 loss_rpn_cls: 0.032 loss_rpn_loc: 0.098 lr: 0.009890 max_mem: 8878M
[32m[03/01 21:24:29 d2.utils.events]: [0m eta: N/A iter: 680 total_loss: 2.307 loss_cls_stage0: 0.145 loss_box_reg_stage0: 0.355 loss_cls_stage1: 0.128 loss_box_reg_stage1: 0.645 loss_cls_stage2: 0.136 loss_box_reg_stage2: 0.750 loss_rpn_cls: 0.025 loss_rpn_loc: 0.099 lr: 0.010190 max_mem: 8878M
[32m[03/01 21:25:08 d2.utils.events]: [0m eta: N/A iter: 700 total_loss: 2.507 loss_cls_stage0: 0.162 loss_box_reg_stage0: 0.368 loss_cls_stage1: 0.142 loss_box_reg_stage1: 0.696 loss_cls_stage2: 0.144 loss_box_reg_stage2: 0.869 loss_rpn_cls: 0.031 loss_rpn_loc: 0.081 lr: 0.010490 max_mem: 8878M
[32m[03/01 21:25:46 d2.utils.events]: [0m eta: N/A iter: 720 total_loss: 2.363 loss_cls_stage0: 0.162 loss_box_reg_stage0: 0.380 loss_cls_stage1: 0.144 loss_box_reg_stage1: 0.671 loss_cls_stage2: 0.147 loss_box_reg_stage2: 0.775 loss_rpn_cls: 0.027 loss_rpn_loc: 0.086 lr: 0.010789 max_mem: 8878M
[32m[03/01 21:26:26 d2.utils.events]: [0m eta: N/A iter: 740 total_loss: 2.371 loss_cls_stage0: 0.152 loss_box_reg_stage0: 0.368 loss_cls_stage1: 0.137 loss_box_reg_stage1: 0.652 loss_cls_stage2: 0.127 loss_box_reg_stage2: 0.786 loss_rpn_cls: 0.029 loss_rpn_loc: 0.083 lr: 0.011089 max_mem: 8878M
[32m[03/01 21:27:05 d2.utils.events]: [0m eta: N/A iter: 760 total_loss: 2.345 loss_cls_stage0: 0.161 loss_box_reg_stage0: 0.374 loss_cls_stage1: 0.140 loss_box_reg_stage1: 0.613 loss_cls_stage2: 0.131 loss_box_reg_stage2: 0.740 loss_rpn_cls: 0.027 loss_rpn_loc: 0.096 lr: 0.011389 max_mem: 8878M
[32m[03/01 21:27:43 d2.utils.events]: [0m eta: N/A iter: 780 total_loss: 2.501 loss_cls_stage0: 0.191 loss_box_reg_stage0: 0.398 loss_cls_stage1: 0.165 loss_box_reg_stage1: 0.665 loss_cls_stage2: 0.159 loss_box_reg_stage2: 0.784 loss_rpn_cls: 0.031 loss_rpn_loc: 0.108 lr: 0.011688 max_mem: 8878M
[32m[03/01 21:28:22 d2.utils.events]: [0m eta: N/A iter: 800 total_loss: 2.406 loss_cls_stage0: 0.161 loss_box_reg_stage0: 0.393 loss_cls_stage1: 0.139 loss_box_reg_stage1: 0.654 loss_cls_stage2: 0.138 loss_box_reg_stage2: 0.738 loss_rpn_cls: 0.029 loss_rpn_loc: 0.075 lr: 0.011988 max_mem: 8878M
[32m[03/01 21:29:00 d2.utils.events]: [0m eta: N/A iter: 820 total_loss: 2.370 loss_cls_stage0: 0.163 loss_box_reg_stage0: 0.367 loss_cls_stage1: 0.141 loss_box_reg_stage1: 0.644 loss_cls_stage2: 0.143 loss_box_reg_stage2: 0.779 loss_rpn_cls: 0.031 loss_rpn_loc: 0.084 lr: 0.012288 max_mem: 8878M
[32m[03/01 21:29:39 d2.utils.events]: [0m eta: N/A iter: 840 total_loss: 2.292 loss_cls_stage0: 0.155 loss_box_reg_stage0: 0.362 loss_cls_stage1: 0.148 loss_box_reg_stage1: 0.619 loss_cls_stage2: 0.133 loss_box_reg_stage2: 0.743 loss_rpn_cls: 0.033 loss_rpn_loc: 0.088 lr: 0.012587 max_mem: 8878M
[32m[03/01 21:30:19 d2.utils.events]: [0m eta: N/A iter: 860 total_loss: 2.349 loss_cls_stage0: 0.165 loss_box_reg_stage0: 0.374 loss_cls_stage1: 0.153 loss_box_reg_stage1: 0.635 loss_cls_stage2: 0.154 loss_box_reg_stage2: 0.748 loss_rpn_cls: 0.028 loss_rpn_loc: 0.115 lr: 0.012887 max_mem: 8878M
[32m[03/01 21:30:58 d2.utils.events]: [0m eta: N/A iter: 880 total_loss: 2.653 loss_cls_stage0: 0.173 loss_box_reg_stage0: 0.392 loss_cls_stage1: 0.155 loss_box_reg_stage1: 0.719 loss_cls_stage2: 0.145 loss_box_reg_stage2: 0.849 loss_rpn_cls: 0.028 loss_rpn_loc: 0.097 lr: 0.013187 max_mem: 8878M
[32m[03/01 21:31:37 d2.utils.events]: [0m eta: N/A iter: 900 total_loss: 2.062 loss_cls_stage0: 0.134 loss_box_reg_stage0: 0.346 loss_cls_stage1: 0.115 loss_box_reg_stage1: 0.577 loss_cls_stage2: 0.112 loss_box_reg_stage2: 0.732 loss_rpn_cls: 0.028 loss_rpn_loc: 0.069 lr: 0.013487 max_mem: 8878M
[32m[03/01 21:32:15 d2.utils.events]: [0m eta: N/A iter: 920 total_loss: 2.295 loss_cls_stage0: 0.131 loss_box_reg_stage0: 0.345 loss_cls_stage1: 0.123 loss_box_reg_stage1: 0.627 loss_cls_stage2: 0.123 loss_box_reg_stage2: 0.758 loss_rpn_cls: 0.027 loss_rpn_loc: 0.080 lr: 0.013786 max_mem: 8878M
[32m[03/01 21:32:55 d2.utils.events]: [0m eta: N/A iter: 940 total_loss: 2.309 loss_cls_stage0: 0.148 loss_box_reg_stage0: 0.367 loss_cls_stage1: 0.125 loss_box_reg_stage1: 0.621 loss_cls_stage2: 0.134 loss_box_reg_stage2: 0.785 loss_rpn_cls: 0.021 loss_rpn_loc: 0.073 lr: 0.014086 max_mem: 8878M
[32m[03/01 21:33:33 d2.utils.events]: [0m eta: N/A iter: 960 total_loss: 2.360 loss_cls_stage0: 0.156 loss_box_reg_stage0: 0.384 loss_cls_stage1: 0.145 loss_box_reg_stage1: 0.641 loss_cls_stage2: 0.141 loss_box_reg_stage2: 0.755 loss_rpn_cls: 0.032 loss_rpn_loc: 0.075 lr: 0.014386 max_mem: 8878M
[32m[03/01 21:34:11 d2.utils.events]: [0m eta: N/A iter: 980 total_loss: 2.373 loss_cls_stage0: 0.154 loss_box_reg_stage0: 0.392 loss_cls_stage1: 0.135 loss_box_reg_stage1: 0.658 loss_cls_stage2: 0.137 loss_box_reg_stage2: 0.742 loss_rpn_cls: 0.029 loss_rpn_loc: 0.083 lr: 0.014685 max_mem: 8878M
[32m[03/01 21:34:50 d2.utils.events]: [0m eta: N/A iter: 1000 total_loss: 2.355 loss_cls_stage0: 0.163 loss_box_reg_stage0: 0.383 loss_cls_stage1: 0.141 loss_box_reg_stage1: 0.637 loss_cls_stage2: 0.139 loss_box_reg_stage2: 0.778 loss_rpn_cls: 0.032 loss_rpn_loc: 0.075 lr: 0.014985 max_mem: 8878M
[32m[03/01 21:35:28 d2.utils.events]: [0m eta: N/A iter: 1020 total_loss: 2.314 loss_cls_stage0: 0.158 loss_box_reg_stage0: 0.375 loss_cls_stage1: 0.142 loss_box_reg_stage1: 0.632 loss_cls_stage2: 0.137 loss_box_reg_stage2: 0.708 loss_rpn_cls: 0.035 loss_rpn_loc: 0.084 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:36:07 d2.utils.events]: [0m eta: N/A iter: 1040 total_loss: 2.407 loss_cls_stage0: 0.163 loss_box_reg_stage0: 0.375 loss_cls_stage1: 0.134 loss_box_reg_stage1: 0.652 loss_cls_stage2: 0.146 loss_box_reg_stage2: 0.770 loss_rpn_cls: 0.032 loss_rpn_loc: 0.080 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:36:45 d2.utils.events]: [0m eta: N/A iter: 1060 total_loss: 2.367 loss_cls_stage0: 0.162 loss_box_reg_stage0: 0.362 loss_cls_stage1: 0.149 loss_box_reg_stage1: 0.631 loss_cls_stage2: 0.146 loss_box_reg_stage2: 0.780 loss_rpn_cls: 0.030 loss_rpn_loc: 0.070 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:37:24 d2.utils.events]: [0m eta: N/A iter: 1080 total_loss: 2.358 loss_cls_stage0: 0.161 loss_box_reg_stage0: 0.368 loss_cls_stage1: 0.148 loss_box_reg_stage1: 0.646 loss_cls_stage2: 0.146 loss_box_reg_stage2: 0.764 loss_rpn_cls: 0.031 loss_rpn_loc: 0.087 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:38:03 d2.utils.events]: [0m eta: N/A iter: 1100 total_loss: 2.274 loss_cls_stage0: 0.157 loss_box_reg_stage0: 0.376 loss_cls_stage1: 0.144 loss_box_reg_stage1: 0.611 loss_cls_stage2: 0.141 loss_box_reg_stage2: 0.776 loss_rpn_cls: 0.032 loss_rpn_loc: 0.075 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:38:42 d2.utils.events]: [0m eta: N/A iter: 1120 total_loss: 2.216 loss_cls_stage0: 0.146 loss_box_reg_stage0: 0.352 loss_cls_stage1: 0.133 loss_box_reg_stage1: 0.636 loss_cls_stage2: 0.126 loss_box_reg_stage2: 0.749 loss_rpn_cls: 0.026 loss_rpn_loc: 0.093 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:39:21 d2.utils.events]: [0m eta: N/A iter: 1140 total_loss: 2.437 loss_cls_stage0: 0.157 loss_box_reg_stage0: 0.373 loss_cls_stage1: 0.137 loss_box_reg_stage1: 0.692 loss_cls_stage2: 0.134 loss_box_reg_stage2: 0.842 loss_rpn_cls: 0.023 loss_rpn_loc: 0.064 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:40:00 d2.utils.events]: [0m eta: N/A iter: 1160 total_loss: 2.158 loss_cls_stage0: 0.142 loss_box_reg_stage0: 0.338 loss_cls_stage1: 0.122 loss_box_reg_stage1: 0.600 loss_cls_stage2: 0.128 loss_box_reg_stage2: 0.727 loss_rpn_cls: 0.023 loss_rpn_loc: 0.078 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:40:38 d2.utils.events]: [0m eta: N/A iter: 1180 total_loss: 2.219 loss_cls_stage0: 0.146 loss_box_reg_stage0: 0.349 loss_cls_stage1: 0.133 loss_box_reg_stage1: 0.621 loss_cls_stage2: 0.131 loss_box_reg_stage2: 0.716 loss_rpn_cls: 0.026 loss_rpn_loc: 0.078 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:41:17 d2.utils.events]: [0m eta: N/A iter: 1200 total_loss: 2.237 loss_cls_stage0: 0.140 loss_box_reg_stage0: 0.355 loss_cls_stage1: 0.123 loss_box_reg_stage1: 0.645 loss_cls_stage2: 0.131 loss_box_reg_stage2: 0.720 loss_rpn_cls: 0.023 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:41:56 d2.utils.events]: [0m eta: N/A iter: 1220 total_loss: 2.347 loss_cls_stage0: 0.150 loss_box_reg_stage0: 0.376 loss_cls_stage1: 0.125 loss_box_reg_stage1: 0.648 loss_cls_stage2: 0.128 loss_box_reg_stage2: 0.792 loss_rpn_cls: 0.023 loss_rpn_loc: 0.087 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:42:35 d2.utils.events]: [0m eta: N/A iter: 1240 total_loss: 2.357 loss_cls_stage0: 0.158 loss_box_reg_stage0: 0.349 loss_cls_stage1: 0.136 loss_box_reg_stage1: 0.668 loss_cls_stage2: 0.134 loss_box_reg_stage2: 0.765 loss_rpn_cls: 0.026 loss_rpn_loc: 0.092 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:43:14 d2.utils.events]: [0m eta: N/A iter: 1260 total_loss: 2.134 loss_cls_stage0: 0.145 loss_box_reg_stage0: 0.336 loss_cls_stage1: 0.124 loss_box_reg_stage1: 0.593 loss_cls_stage2: 0.131 loss_box_reg_stage2: 0.725 loss_rpn_cls: 0.028 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:43:53 d2.utils.events]: [0m eta: N/A iter: 1280 total_loss: 2.307 loss_cls_stage0: 0.142 loss_box_reg_stage0: 0.368 loss_cls_stage1: 0.132 loss_box_reg_stage1: 0.652 loss_cls_stage2: 0.136 loss_box_reg_stage2: 0.759 loss_rpn_cls: 0.022 loss_rpn_loc: 0.081 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:44:33 d2.utils.events]: [0m eta: N/A iter: 1300 total_loss: 2.316 loss_cls_stage0: 0.150 loss_box_reg_stage0: 0.373 loss_cls_stage1: 0.121 loss_box_reg_stage1: 0.641 loss_cls_stage2: 0.119 loss_box_reg_stage2: 0.790 loss_rpn_cls: 0.028 loss_rpn_loc: 0.086 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:45:11 d2.utils.events]: [0m eta: N/A iter: 1320 total_loss: 2.221 loss_cls_stage0: 0.146 loss_box_reg_stage0: 0.338 loss_cls_stage1: 0.133 loss_box_reg_stage1: 0.617 loss_cls_stage2: 0.125 loss_box_reg_stage2: 0.731 loss_rpn_cls: 0.027 loss_rpn_loc: 0.086 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:45:51 d2.utils.events]: [0m eta: N/A iter: 1340 total_loss: 2.277 loss_cls_stage0: 0.157 loss_box_reg_stage0: 0.345 loss_cls_stage1: 0.130 loss_box_reg_stage1: 0.630 loss_cls_stage2: 0.132 loss_box_reg_stage2: 0.733 loss_rpn_cls: 0.031 loss_rpn_loc: 0.104 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:46:30 d2.utils.events]: [0m eta: N/A iter: 1360 total_loss: 2.224 loss_cls_stage0: 0.144 loss_box_reg_stage0: 0.363 loss_cls_stage1: 0.122 loss_box_reg_stage1: 0.614 loss_cls_stage2: 0.120 loss_box_reg_stage2: 0.755 loss_rpn_cls: 0.025 loss_rpn_loc: 0.071 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:47:09 d2.utils.events]: [0m eta: N/A iter: 1380 total_loss: 2.277 loss_cls_stage0: 0.155 loss_box_reg_stage0: 0.341 loss_cls_stage1: 0.135 loss_box_reg_stage1: 0.603 loss_cls_stage2: 0.126 loss_box_reg_stage2: 0.747 loss_rpn_cls: 0.035 loss_rpn_loc: 0.088 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:47:47 d2.utils.events]: [0m eta: N/A iter: 1400 total_loss: 2.222 loss_cls_stage0: 0.133 loss_box_reg_stage0: 0.351 loss_cls_stage1: 0.115 loss_box_reg_stage1: 0.629 loss_cls_stage2: 0.125 loss_box_reg_stage2: 0.785 loss_rpn_cls: 0.018 loss_rpn_loc: 0.087 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:48:25 d2.utils.events]: [0m eta: N/A iter: 1420 total_loss: 2.281 loss_cls_stage0: 0.143 loss_box_reg_stage0: 0.344 loss_cls_stage1: 0.127 loss_box_reg_stage1: 0.624 loss_cls_stage2: 0.128 loss_box_reg_stage2: 0.736 loss_rpn_cls: 0.023 loss_rpn_loc: 0.079 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:49:05 d2.utils.events]: [0m eta: N/A iter: 1440 total_loss: 2.261 loss_cls_stage0: 0.145 loss_box_reg_stage0: 0.348 loss_cls_stage1: 0.131 loss_box_reg_stage1: 0.627 loss_cls_stage2: 0.137 loss_box_reg_stage2: 0.730 loss_rpn_cls: 0.022 loss_rpn_loc: 0.061 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:49:44 d2.utils.events]: [0m eta: N/A iter: 1460 total_loss: 2.204 loss_cls_stage0: 0.137 loss_box_reg_stage0: 0.339 loss_cls_stage1: 0.130 loss_box_reg_stage1: 0.604 loss_cls_stage2: 0.125 loss_box_reg_stage2: 0.770 loss_rpn_cls: 0.019 loss_rpn_loc: 0.059 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:50:24 d2.utils.events]: [0m eta: N/A iter: 1480 total_loss: 2.000 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.331 loss_cls_stage1: 0.106 loss_box_reg_stage1: 0.562 loss_cls_stage2: 0.111 loss_box_reg_stage2: 0.711 loss_rpn_cls: 0.021 loss_rpn_loc: 0.062 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:51:03 d2.utils.events]: [0m eta: N/A iter: 1500 total_loss: 2.300 loss_cls_stage0: 0.146 loss_box_reg_stage0: 0.355 loss_cls_stage1: 0.133 loss_box_reg_stage1: 0.620 loss_cls_stage2: 0.131 loss_box_reg_stage2: 0.778 loss_rpn_cls: 0.025 loss_rpn_loc: 0.083 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:51:42 d2.utils.events]: [0m eta: N/A iter: 1520 total_loss: 2.345 loss_cls_stage0: 0.143 loss_box_reg_stage0: 0.351 loss_cls_stage1: 0.141 loss_box_reg_stage1: 0.630 loss_cls_stage2: 0.136 loss_box_reg_stage2: 0.797 loss_rpn_cls: 0.025 loss_rpn_loc: 0.079 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:52:20 d2.utils.events]: [0m eta: N/A iter: 1540 total_loss: 2.154 loss_cls_stage0: 0.139 loss_box_reg_stage0: 0.341 loss_cls_stage1: 0.126 loss_box_reg_stage1: 0.592 loss_cls_stage2: 0.121 loss_box_reg_stage2: 0.689 loss_rpn_cls: 0.023 loss_rpn_loc: 0.075 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:53:00 d2.utils.events]: [0m eta: N/A iter: 1560 total_loss: 2.267 loss_cls_stage0: 0.145 loss_box_reg_stage0: 0.349 loss_cls_stage1: 0.132 loss_box_reg_stage1: 0.646 loss_cls_stage2: 0.125 loss_box_reg_stage2: 0.796 loss_rpn_cls: 0.023 loss_rpn_loc: 0.088 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:53:39 d2.utils.events]: [0m eta: N/A iter: 1580 total_loss: 2.073 loss_cls_stage0: 0.133 loss_box_reg_stage0: 0.320 loss_cls_stage1: 0.112 loss_box_reg_stage1: 0.604 loss_cls_stage2: 0.120 loss_box_reg_stage2: 0.749 loss_rpn_cls: 0.026 loss_rpn_loc: 0.083 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:54:18 d2.utils.events]: [0m eta: N/A iter: 1600 total_loss: 2.174 loss_cls_stage0: 0.143 loss_box_reg_stage0: 0.343 loss_cls_stage1: 0.118 loss_box_reg_stage1: 0.592 loss_cls_stage2: 0.122 loss_box_reg_stage2: 0.764 loss_rpn_cls: 0.028 loss_rpn_loc: 0.078 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:54:57 d2.utils.events]: [0m eta: N/A iter: 1620 total_loss: 2.295 loss_cls_stage0: 0.149 loss_box_reg_stage0: 0.364 loss_cls_stage1: 0.139 loss_box_reg_stage1: 0.655 loss_cls_stage2: 0.133 loss_box_reg_stage2: 0.806 loss_rpn_cls: 0.029 loss_rpn_loc: 0.100 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:55:35 d2.utils.events]: [0m eta: N/A iter: 1640 total_loss: 2.255 loss_cls_stage0: 0.147 loss_box_reg_stage0: 0.362 loss_cls_stage1: 0.134 loss_box_reg_stage1: 0.597 loss_cls_stage2: 0.121 loss_box_reg_stage2: 0.746 loss_rpn_cls: 0.025 loss_rpn_loc: 0.089 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:56:14 d2.utils.events]: [0m eta: N/A iter: 1660 total_loss: 2.245 loss_cls_stage0: 0.145 loss_box_reg_stage0: 0.365 loss_cls_stage1: 0.130 loss_box_reg_stage1: 0.608 loss_cls_stage2: 0.137 loss_box_reg_stage2: 0.747 loss_rpn_cls: 0.029 loss_rpn_loc: 0.078 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:56:53 d2.utils.events]: [0m eta: N/A iter: 1680 total_loss: 2.257 loss_cls_stage0: 0.150 loss_box_reg_stage0: 0.348 loss_cls_stage1: 0.130 loss_box_reg_stage1: 0.635 loss_cls_stage2: 0.129 loss_box_reg_stage2: 0.764 loss_rpn_cls: 0.022 loss_rpn_loc: 0.082 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:57:32 d2.utils.events]: [0m eta: N/A iter: 1700 total_loss: 2.232 loss_cls_stage0: 0.126 loss_box_reg_stage0: 0.337 loss_cls_stage1: 0.108 loss_box_reg_stage1: 0.626 loss_cls_stage2: 0.121 loss_box_reg_stage2: 0.787 loss_rpn_cls: 0.020 loss_rpn_loc: 0.071 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:58:11 d2.utils.events]: [0m eta: N/A iter: 1720 total_loss: 2.250 loss_cls_stage0: 0.138 loss_box_reg_stage0: 0.346 loss_cls_stage1: 0.131 loss_box_reg_stage1: 0.618 loss_cls_stage2: 0.128 loss_box_reg_stage2: 0.758 loss_rpn_cls: 0.022 loss_rpn_loc: 0.076 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:58:49 d2.utils.events]: [0m eta: N/A iter: 1740 total_loss: 2.295 loss_cls_stage0: 0.138 loss_box_reg_stage0: 0.336 loss_cls_stage1: 0.119 loss_box_reg_stage1: 0.637 loss_cls_stage2: 0.132 loss_box_reg_stage2: 0.802 loss_rpn_cls: 0.023 loss_rpn_loc: 0.099 lr: 0.015000 max_mem: 8878M
[32m[03/01 21:59:27 d2.utils.events]: [0m eta: N/A iter: 1760 total_loss: 2.198 loss_cls_stage0: 0.138 loss_box_reg_stage0: 0.329 loss_cls_stage1: 0.124 loss_box_reg_stage1: 0.595 loss_cls_stage2: 0.128 loss_box_reg_stage2: 0.729 loss_rpn_cls: 0.022 loss_rpn_loc: 0.072 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:00:07 d2.utils.events]: [0m eta: N/A iter: 1780 total_loss: 2.151 loss_cls_stage0: 0.138 loss_box_reg_stage0: 0.347 loss_cls_stage1: 0.118 loss_box_reg_stage1: 0.626 loss_cls_stage2: 0.133 loss_box_reg_stage2: 0.754 loss_rpn_cls: 0.023 loss_rpn_loc: 0.080 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:00:46 d2.utils.events]: [0m eta: N/A iter: 1800 total_loss: 2.201 loss_cls_stage0: 0.152 loss_box_reg_stage0: 0.337 loss_cls_stage1: 0.125 loss_box_reg_stage1: 0.596 loss_cls_stage2: 0.125 loss_box_reg_stage2: 0.741 loss_rpn_cls: 0.019 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:01:27 d2.utils.events]: [0m eta: N/A iter: 1820 total_loss: 2.113 loss_cls_stage0: 0.134 loss_box_reg_stage0: 0.334 loss_cls_stage1: 0.121 loss_box_reg_stage1: 0.599 loss_cls_stage2: 0.130 loss_box_reg_stage2: 0.729 loss_rpn_cls: 0.017 loss_rpn_loc: 0.061 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:02:05 d2.utils.events]: [0m eta: N/A iter: 1840 total_loss: 2.050 loss_cls_stage0: 0.127 loss_box_reg_stage0: 0.326 loss_cls_stage1: 0.115 loss_box_reg_stage1: 0.579 loss_cls_stage2: 0.118 loss_box_reg_stage2: 0.737 loss_rpn_cls: 0.021 loss_rpn_loc: 0.082 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:02:44 d2.utils.events]: [0m eta: N/A iter: 1860 total_loss: 2.136 loss_cls_stage0: 0.131 loss_box_reg_stage0: 0.322 loss_cls_stage1: 0.117 loss_box_reg_stage1: 0.589 loss_cls_stage2: 0.124 loss_box_reg_stage2: 0.736 loss_rpn_cls: 0.026 loss_rpn_loc: 0.086 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:03:24 d2.utils.events]: [0m eta: N/A iter: 1880 total_loss: 2.066 loss_cls_stage0: 0.134 loss_box_reg_stage0: 0.336 loss_cls_stage1: 0.128 loss_box_reg_stage1: 0.563 loss_cls_stage2: 0.102 loss_box_reg_stage2: 0.721 loss_rpn_cls: 0.020 loss_rpn_loc: 0.069 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:04:02 d2.utils.events]: [0m eta: N/A iter: 1900 total_loss: 2.206 loss_cls_stage0: 0.129 loss_box_reg_stage0: 0.338 loss_cls_stage1: 0.107 loss_box_reg_stage1: 0.599 loss_cls_stage2: 0.110 loss_box_reg_stage2: 0.763 loss_rpn_cls: 0.024 loss_rpn_loc: 0.087 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:04:41 d2.utils.events]: [0m eta: N/A iter: 1920 total_loss: 2.106 loss_cls_stage0: 0.123 loss_box_reg_stage0: 0.332 loss_cls_stage1: 0.100 loss_box_reg_stage1: 0.587 loss_cls_stage2: 0.098 loss_box_reg_stage2: 0.720 loss_rpn_cls: 0.020 loss_rpn_loc: 0.054 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:05:21 d2.utils.events]: [0m eta: N/A iter: 1940 total_loss: 2.260 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.332 loss_cls_stage1: 0.114 loss_box_reg_stage1: 0.629 loss_cls_stage2: 0.124 loss_box_reg_stage2: 0.752 loss_rpn_cls: 0.022 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:05:59 d2.utils.events]: [0m eta: N/A iter: 1960 total_loss: 2.024 loss_cls_stage0: 0.125 loss_box_reg_stage0: 0.321 loss_cls_stage1: 0.111 loss_box_reg_stage1: 0.573 loss_cls_stage2: 0.109 loss_box_reg_stage2: 0.706 loss_rpn_cls: 0.019 loss_rpn_loc: 0.083 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:06:38 d2.utils.events]: [0m eta: N/A iter: 1980 total_loss: 2.178 loss_cls_stage0: 0.127 loss_box_reg_stage0: 0.322 loss_cls_stage1: 0.106 loss_box_reg_stage1: 0.619 loss_cls_stage2: 0.119 loss_box_reg_stage2: 0.739 loss_rpn_cls: 0.021 loss_rpn_loc: 0.078 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:07:17 d2.utils.events]: [0m eta: N/A iter: 2000 total_loss: 2.173 loss_cls_stage0: 0.134 loss_box_reg_stage0: 0.342 loss_cls_stage1: 0.119 loss_box_reg_stage1: 0.619 loss_cls_stage2: 0.121 loss_box_reg_stage2: 0.753 loss_rpn_cls: 0.021 loss_rpn_loc: 0.070 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:07:56 d2.utils.events]: [0m eta: N/A iter: 2020 total_loss: 2.262 loss_cls_stage0: 0.146 loss_box_reg_stage0: 0.351 loss_cls_stage1: 0.127 loss_box_reg_stage1: 0.618 loss_cls_stage2: 0.122 loss_box_reg_stage2: 0.717 loss_rpn_cls: 0.023 loss_rpn_loc: 0.073 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:08:35 d2.utils.events]: [0m eta: N/A iter: 2040 total_loss: 2.150 loss_cls_stage0: 0.131 loss_box_reg_stage0: 0.347 loss_cls_stage1: 0.127 loss_box_reg_stage1: 0.598 loss_cls_stage2: 0.123 loss_box_reg_stage2: 0.725 loss_rpn_cls: 0.022 loss_rpn_loc: 0.081 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:09:14 d2.utils.events]: [0m eta: N/A iter: 2060 total_loss: 2.275 loss_cls_stage0: 0.133 loss_box_reg_stage0: 0.345 loss_cls_stage1: 0.119 loss_box_reg_stage1: 0.637 loss_cls_stage2: 0.130 loss_box_reg_stage2: 0.757 loss_rpn_cls: 0.021 loss_rpn_loc: 0.073 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:09:52 d2.utils.events]: [0m eta: N/A iter: 2080 total_loss: 2.048 loss_cls_stage0: 0.130 loss_box_reg_stage0: 0.317 loss_cls_stage1: 0.121 loss_box_reg_stage1: 0.553 loss_cls_stage2: 0.112 loss_box_reg_stage2: 0.710 loss_rpn_cls: 0.020 loss_rpn_loc: 0.080 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:10:31 d2.utils.events]: [0m eta: N/A iter: 2100 total_loss: 2.196 loss_cls_stage0: 0.134 loss_box_reg_stage0: 0.340 loss_cls_stage1: 0.117 loss_box_reg_stage1: 0.589 loss_cls_stage2: 0.121 loss_box_reg_stage2: 0.739 loss_rpn_cls: 0.025 loss_rpn_loc: 0.079 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:11:10 d2.utils.events]: [0m eta: N/A iter: 2120 total_loss: 2.252 loss_cls_stage0: 0.145 loss_box_reg_stage0: 0.332 loss_cls_stage1: 0.125 loss_box_reg_stage1: 0.600 loss_cls_stage2: 0.118 loss_box_reg_stage2: 0.778 loss_rpn_cls: 0.022 loss_rpn_loc: 0.065 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:11:50 d2.utils.events]: [0m eta: N/A iter: 2140 total_loss: 2.218 loss_cls_stage0: 0.147 loss_box_reg_stage0: 0.345 loss_cls_stage1: 0.121 loss_box_reg_stage1: 0.632 loss_cls_stage2: 0.127 loss_box_reg_stage2: 0.750 loss_rpn_cls: 0.024 loss_rpn_loc: 0.068 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:12:29 d2.utils.events]: [0m eta: N/A iter: 2160 total_loss: 2.147 loss_cls_stage0: 0.139 loss_box_reg_stage0: 0.328 loss_cls_stage1: 0.123 loss_box_reg_stage1: 0.607 loss_cls_stage2: 0.116 loss_box_reg_stage2: 0.737 loss_rpn_cls: 0.020 loss_rpn_loc: 0.060 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:13:08 d2.utils.events]: [0m eta: N/A iter: 2180 total_loss: 2.138 loss_cls_stage0: 0.133 loss_box_reg_stage0: 0.329 loss_cls_stage1: 0.111 loss_box_reg_stage1: 0.605 loss_cls_stage2: 0.111 loss_box_reg_stage2: 0.753 loss_rpn_cls: 0.019 loss_rpn_loc: 0.070 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:13:47 d2.utils.events]: [0m eta: N/A iter: 2200 total_loss: 2.198 loss_cls_stage0: 0.132 loss_box_reg_stage0: 0.326 loss_cls_stage1: 0.118 loss_box_reg_stage1: 0.601 loss_cls_stage2: 0.123 loss_box_reg_stage2: 0.775 loss_rpn_cls: 0.022 loss_rpn_loc: 0.078 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:14:27 d2.utils.events]: [0m eta: N/A iter: 2220 total_loss: 2.059 loss_cls_stage0: 0.125 loss_box_reg_stage0: 0.309 loss_cls_stage1: 0.102 loss_box_reg_stage1: 0.571 loss_cls_stage2: 0.113 loss_box_reg_stage2: 0.772 loss_rpn_cls: 0.025 loss_rpn_loc: 0.078 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:15:06 d2.utils.events]: [0m eta: N/A iter: 2240 total_loss: 2.096 loss_cls_stage0: 0.114 loss_box_reg_stage0: 0.326 loss_cls_stage1: 0.096 loss_box_reg_stage1: 0.610 loss_cls_stage2: 0.097 loss_box_reg_stage2: 0.742 loss_rpn_cls: 0.019 loss_rpn_loc: 0.068 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:15:45 d2.utils.events]: [0m eta: N/A iter: 2260 total_loss: 1.977 loss_cls_stage0: 0.119 loss_box_reg_stage0: 0.305 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.570 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.698 loss_rpn_cls: 0.020 loss_rpn_loc: 0.072 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:16:25 d2.utils.events]: [0m eta: N/A iter: 2280 total_loss: 2.049 loss_cls_stage0: 0.119 loss_box_reg_stage0: 0.335 loss_cls_stage1: 0.107 loss_box_reg_stage1: 0.575 loss_cls_stage2: 0.110 loss_box_reg_stage2: 0.697 loss_rpn_cls: 0.018 loss_rpn_loc: 0.071 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:17:04 d2.utils.events]: [0m eta: N/A iter: 2300 total_loss: 2.201 loss_cls_stage0: 0.126 loss_box_reg_stage0: 0.341 loss_cls_stage1: 0.112 loss_box_reg_stage1: 0.601 loss_cls_stage2: 0.112 loss_box_reg_stage2: 0.738 loss_rpn_cls: 0.024 loss_rpn_loc: 0.095 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:17:43 d2.utils.events]: [0m eta: N/A iter: 2320 total_loss: 2.001 loss_cls_stage0: 0.117 loss_box_reg_stage0: 0.305 loss_cls_stage1: 0.107 loss_box_reg_stage1: 0.566 loss_cls_stage2: 0.111 loss_box_reg_stage2: 0.664 loss_rpn_cls: 0.020 loss_rpn_loc: 0.074 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:18:22 d2.utils.events]: [0m eta: N/A iter: 2340 total_loss: 2.083 loss_cls_stage0: 0.121 loss_box_reg_stage0: 0.327 loss_cls_stage1: 0.100 loss_box_reg_stage1: 0.589 loss_cls_stage2: 0.107 loss_box_reg_stage2: 0.733 loss_rpn_cls: 0.019 loss_rpn_loc: 0.068 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:19:02 d2.utils.events]: [0m eta: N/A iter: 2360 total_loss: 2.048 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.340 loss_cls_stage1: 0.112 loss_box_reg_stage1: 0.566 loss_cls_stage2: 0.120 loss_box_reg_stage2: 0.705 loss_rpn_cls: 0.018 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:19:41 d2.utils.events]: [0m eta: N/A iter: 2380 total_loss: 2.133 loss_cls_stage0: 0.128 loss_box_reg_stage0: 0.317 loss_cls_stage1: 0.107 loss_box_reg_stage1: 0.581 loss_cls_stage2: 0.116 loss_box_reg_stage2: 0.741 loss_rpn_cls: 0.021 loss_rpn_loc: 0.072 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:20:20 d2.utils.events]: [0m eta: N/A iter: 2400 total_loss: 2.049 loss_cls_stage0: 0.127 loss_box_reg_stage0: 0.322 loss_cls_stage1: 0.106 loss_box_reg_stage1: 0.601 loss_cls_stage2: 0.110 loss_box_reg_stage2: 0.722 loss_rpn_cls: 0.018 loss_rpn_loc: 0.055 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:20:59 d2.utils.events]: [0m eta: N/A iter: 2420 total_loss: 2.024 loss_cls_stage0: 0.130 loss_box_reg_stage0: 0.326 loss_cls_stage1: 0.122 loss_box_reg_stage1: 0.557 loss_cls_stage2: 0.114 loss_box_reg_stage2: 0.678 loss_rpn_cls: 0.021 loss_rpn_loc: 0.070 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:21:38 d2.utils.events]: [0m eta: N/A iter: 2440 total_loss: 2.094 loss_cls_stage0: 0.131 loss_box_reg_stage0: 0.351 loss_cls_stage1: 0.121 loss_box_reg_stage1: 0.609 loss_cls_stage2: 0.117 loss_box_reg_stage2: 0.721 loss_rpn_cls: 0.022 loss_rpn_loc: 0.089 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:22:18 d2.utils.events]: [0m eta: N/A iter: 2460 total_loss: 1.982 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.317 loss_cls_stage1: 0.106 loss_box_reg_stage1: 0.557 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.668 loss_rpn_cls: 0.018 loss_rpn_loc: 0.074 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:22:56 d2.utils.events]: [0m eta: N/A iter: 2480 total_loss: 2.075 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.305 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.553 loss_cls_stage2: 0.108 loss_box_reg_stage2: 0.745 loss_rpn_cls: 0.020 loss_rpn_loc: 0.070 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:23:36 d2.utils.events]: [0m eta: N/A iter: 2500 total_loss: 1.964 loss_cls_stage0: 0.118 loss_box_reg_stage0: 0.315 loss_cls_stage1: 0.102 loss_box_reg_stage1: 0.555 loss_cls_stage2: 0.110 loss_box_reg_stage2: 0.704 loss_rpn_cls: 0.020 loss_rpn_loc: 0.059 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:24:15 d2.utils.events]: [0m eta: N/A iter: 2520 total_loss: 1.937 loss_cls_stage0: 0.122 loss_box_reg_stage0: 0.309 loss_cls_stage1: 0.114 loss_box_reg_stage1: 0.516 loss_cls_stage2: 0.102 loss_box_reg_stage2: 0.652 loss_rpn_cls: 0.020 loss_rpn_loc: 0.076 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:24:54 d2.utils.events]: [0m eta: N/A iter: 2540 total_loss: 2.065 loss_cls_stage0: 0.132 loss_box_reg_stage0: 0.322 loss_cls_stage1: 0.111 loss_box_reg_stage1: 0.565 loss_cls_stage2: 0.107 loss_box_reg_stage2: 0.710 loss_rpn_cls: 0.021 loss_rpn_loc: 0.076 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:25:33 d2.utils.events]: [0m eta: N/A iter: 2560 total_loss: 2.044 loss_cls_stage0: 0.128 loss_box_reg_stage0: 0.324 loss_cls_stage1: 0.114 loss_box_reg_stage1: 0.576 loss_cls_stage2: 0.123 loss_box_reg_stage2: 0.724 loss_rpn_cls: 0.020 loss_rpn_loc: 0.074 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:26:11 d2.utils.events]: [0m eta: N/A iter: 2580 total_loss: 1.908 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.321 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.564 loss_cls_stage2: 0.105 loss_box_reg_stage2: 0.663 loss_rpn_cls: 0.016 loss_rpn_loc: 0.062 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:26:50 d2.utils.events]: [0m eta: N/A iter: 2600 total_loss: 2.051 loss_cls_stage0: 0.128 loss_box_reg_stage0: 0.325 loss_cls_stage1: 0.102 loss_box_reg_stage1: 0.559 loss_cls_stage2: 0.102 loss_box_reg_stage2: 0.648 loss_rpn_cls: 0.018 loss_rpn_loc: 0.070 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:27:29 d2.utils.events]: [0m eta: N/A iter: 2620 total_loss: 2.173 loss_cls_stage0: 0.126 loss_box_reg_stage0: 0.328 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.606 loss_cls_stage2: 0.110 loss_box_reg_stage2: 0.772 loss_rpn_cls: 0.022 loss_rpn_loc: 0.078 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:28:08 d2.utils.events]: [0m eta: N/A iter: 2640 total_loss: 2.073 loss_cls_stage0: 0.120 loss_box_reg_stage0: 0.321 loss_cls_stage1: 0.107 loss_box_reg_stage1: 0.590 loss_cls_stage2: 0.111 loss_box_reg_stage2: 0.722 loss_rpn_cls: 0.017 loss_rpn_loc: 0.069 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:28:48 d2.utils.events]: [0m eta: N/A iter: 2660 total_loss: 2.047 loss_cls_stage0: 0.127 loss_box_reg_stage0: 0.330 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.565 loss_cls_stage2: 0.115 loss_box_reg_stage2: 0.709 loss_rpn_cls: 0.018 loss_rpn_loc: 0.068 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:29:27 d2.utils.events]: [0m eta: N/A iter: 2680 total_loss: 1.992 loss_cls_stage0: 0.111 loss_box_reg_stage0: 0.328 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.563 loss_cls_stage2: 0.101 loss_box_reg_stage2: 0.662 loss_rpn_cls: 0.014 loss_rpn_loc: 0.068 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:30:05 d2.utils.events]: [0m eta: N/A iter: 2700 total_loss: 2.099 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.303 loss_cls_stage1: 0.091 loss_box_reg_stage1: 0.583 loss_cls_stage2: 0.102 loss_box_reg_stage2: 0.717 loss_rpn_cls: 0.014 loss_rpn_loc: 0.071 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:30:44 d2.utils.events]: [0m eta: N/A iter: 2720 total_loss: 1.966 loss_cls_stage0: 0.118 loss_box_reg_stage0: 0.320 loss_cls_stage1: 0.107 loss_box_reg_stage1: 0.544 loss_cls_stage2: 0.110 loss_box_reg_stage2: 0.704 loss_rpn_cls: 0.018 loss_rpn_loc: 0.055 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:31:22 d2.utils.events]: [0m eta: N/A iter: 2740 total_loss: 2.103 loss_cls_stage0: 0.128 loss_box_reg_stage0: 0.332 loss_cls_stage1: 0.115 loss_box_reg_stage1: 0.578 loss_cls_stage2: 0.115 loss_box_reg_stage2: 0.727 loss_rpn_cls: 0.022 loss_rpn_loc: 0.052 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:32:01 d2.utils.events]: [0m eta: N/A iter: 2760 total_loss: 2.194 loss_cls_stage0: 0.125 loss_box_reg_stage0: 0.339 loss_cls_stage1: 0.109 loss_box_reg_stage1: 0.625 loss_cls_stage2: 0.116 loss_box_reg_stage2: 0.770 loss_rpn_cls: 0.019 loss_rpn_loc: 0.076 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:32:40 d2.utils.events]: [0m eta: N/A iter: 2780 total_loss: 1.973 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.306 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.563 loss_cls_stage2: 0.100 loss_box_reg_stage2: 0.733 loss_rpn_cls: 0.018 loss_rpn_loc: 0.072 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:33:19 d2.utils.events]: [0m eta: N/A iter: 2800 total_loss: 2.020 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.300 loss_cls_stage1: 0.112 loss_box_reg_stage1: 0.559 loss_cls_stage2: 0.099 loss_box_reg_stage2: 0.722 loss_rpn_cls: 0.016 loss_rpn_loc: 0.069 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:33:58 d2.utils.events]: [0m eta: N/A iter: 2820 total_loss: 2.088 loss_cls_stage0: 0.132 loss_box_reg_stage0: 0.311 loss_cls_stage1: 0.112 loss_box_reg_stage1: 0.567 loss_cls_stage2: 0.102 loss_box_reg_stage2: 0.709 loss_rpn_cls: 0.019 loss_rpn_loc: 0.088 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:34:37 d2.utils.events]: [0m eta: N/A iter: 2840 total_loss: 2.066 loss_cls_stage0: 0.116 loss_box_reg_stage0: 0.315 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.561 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.695 loss_rpn_cls: 0.019 loss_rpn_loc: 0.079 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:35:17 d2.utils.events]: [0m eta: N/A iter: 2860 total_loss: 1.892 loss_cls_stage0: 0.114 loss_box_reg_stage0: 0.286 loss_cls_stage1: 0.105 loss_box_reg_stage1: 0.526 loss_cls_stage2: 0.104 loss_box_reg_stage2: 0.670 loss_rpn_cls: 0.018 loss_rpn_loc: 0.050 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:35:56 d2.utils.events]: [0m eta: N/A iter: 2880 total_loss: 2.038 loss_cls_stage0: 0.129 loss_box_reg_stage0: 0.330 loss_cls_stage1: 0.110 loss_box_reg_stage1: 0.598 loss_cls_stage2: 0.115 loss_box_reg_stage2: 0.701 loss_rpn_cls: 0.017 loss_rpn_loc: 0.077 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:36:35 d2.utils.events]: [0m eta: N/A iter: 2900 total_loss: 2.038 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.309 loss_cls_stage1: 0.100 loss_box_reg_stage1: 0.592 loss_cls_stage2: 0.104 loss_box_reg_stage2: 0.713 loss_rpn_cls: 0.015 loss_rpn_loc: 0.067 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:37:14 d2.utils.events]: [0m eta: N/A iter: 2920 total_loss: 1.958 loss_cls_stage0: 0.117 loss_box_reg_stage0: 0.292 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.557 loss_cls_stage2: 0.097 loss_box_reg_stage2: 0.684 loss_rpn_cls: 0.018 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:37:52 d2.utils.events]: [0m eta: N/A iter: 2940 total_loss: 2.198 loss_cls_stage0: 0.128 loss_box_reg_stage0: 0.315 loss_cls_stage1: 0.108 loss_box_reg_stage1: 0.610 loss_cls_stage2: 0.108 loss_box_reg_stage2: 0.760 loss_rpn_cls: 0.016 loss_rpn_loc: 0.073 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:38:31 d2.utils.events]: [0m eta: N/A iter: 2960 total_loss: 2.015 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.310 loss_cls_stage1: 0.106 loss_box_reg_stage1: 0.555 loss_cls_stage2: 0.102 loss_box_reg_stage2: 0.723 loss_rpn_cls: 0.015 loss_rpn_loc: 0.054 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:39:11 d2.utils.events]: [0m eta: N/A iter: 2980 total_loss: 2.038 loss_cls_stage0: 0.132 loss_box_reg_stage0: 0.305 loss_cls_stage1: 0.096 loss_box_reg_stage1: 0.558 loss_cls_stage2: 0.116 loss_box_reg_stage2: 0.711 loss_rpn_cls: 0.019 loss_rpn_loc: 0.071 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:39:50 d2.utils.events]: [0m eta: N/A iter: 3000 total_loss: 2.053 loss_cls_stage0: 0.122 loss_box_reg_stage0: 0.311 loss_cls_stage1: 0.107 loss_box_reg_stage1: 0.579 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.755 loss_rpn_cls: 0.019 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:40:29 d2.utils.events]: [0m eta: N/A iter: 3020 total_loss: 1.961 loss_cls_stage0: 0.119 loss_box_reg_stage0: 0.315 loss_cls_stage1: 0.110 loss_box_reg_stage1: 0.549 loss_cls_stage2: 0.112 loss_box_reg_stage2: 0.699 loss_rpn_cls: 0.014 loss_rpn_loc: 0.068 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:41:08 d2.utils.events]: [0m eta: N/A iter: 3040 total_loss: 2.125 loss_cls_stage0: 0.130 loss_box_reg_stage0: 0.314 loss_cls_stage1: 0.131 loss_box_reg_stage1: 0.608 loss_cls_stage2: 0.124 loss_box_reg_stage2: 0.755 loss_rpn_cls: 0.021 loss_rpn_loc: 0.070 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:41:48 d2.utils.events]: [0m eta: N/A iter: 3060 total_loss: 2.005 loss_cls_stage0: 0.116 loss_box_reg_stage0: 0.308 loss_cls_stage1: 0.097 loss_box_reg_stage1: 0.556 loss_cls_stage2: 0.099 loss_box_reg_stage2: 0.709 loss_rpn_cls: 0.019 loss_rpn_loc: 0.076 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:42:28 d2.utils.events]: [0m eta: N/A iter: 3080 total_loss: 2.052 loss_cls_stage0: 0.121 loss_box_reg_stage0: 0.317 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.584 loss_cls_stage2: 0.098 loss_box_reg_stage2: 0.729 loss_rpn_cls: 0.016 loss_rpn_loc: 0.077 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:43:07 d2.utils.events]: [0m eta: N/A iter: 3100 total_loss: 2.038 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.317 loss_cls_stage1: 0.106 loss_box_reg_stage1: 0.588 loss_cls_stage2: 0.109 loss_box_reg_stage2: 0.754 loss_rpn_cls: 0.016 loss_rpn_loc: 0.074 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:43:45 d2.utils.events]: [0m eta: N/A iter: 3120 total_loss: 1.888 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.298 loss_cls_stage1: 0.096 loss_box_reg_stage1: 0.552 loss_cls_stage2: 0.094 loss_box_reg_stage2: 0.702 loss_rpn_cls: 0.016 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:44:24 d2.utils.events]: [0m eta: N/A iter: 3140 total_loss: 2.173 loss_cls_stage0: 0.125 loss_box_reg_stage0: 0.335 loss_cls_stage1: 0.112 loss_box_reg_stage1: 0.615 loss_cls_stage2: 0.111 loss_box_reg_stage2: 0.731 loss_rpn_cls: 0.018 loss_rpn_loc: 0.061 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:45:03 d2.utils.events]: [0m eta: N/A iter: 3160 total_loss: 2.023 loss_cls_stage0: 0.119 loss_box_reg_stage0: 0.316 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.579 loss_cls_stage2: 0.110 loss_box_reg_stage2: 0.721 loss_rpn_cls: 0.014 loss_rpn_loc: 0.060 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:45:42 d2.utils.events]: [0m eta: N/A iter: 3180 total_loss: 1.885 loss_cls_stage0: 0.115 loss_box_reg_stage0: 0.299 loss_cls_stage1: 0.106 loss_box_reg_stage1: 0.554 loss_cls_stage2: 0.105 loss_box_reg_stage2: 0.698 loss_rpn_cls: 0.016 loss_rpn_loc: 0.064 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:46:20 d2.utils.events]: [0m eta: N/A iter: 3200 total_loss: 1.852 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.525 loss_cls_stage2: 0.094 loss_box_reg_stage2: 0.669 loss_rpn_cls: 0.016 loss_rpn_loc: 0.058 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:46:59 d2.utils.events]: [0m eta: N/A iter: 3220 total_loss: 1.970 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.302 loss_cls_stage1: 0.101 loss_box_reg_stage1: 0.542 loss_cls_stage2: 0.101 loss_box_reg_stage2: 0.657 loss_rpn_cls: 0.016 loss_rpn_loc: 0.068 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:47:38 d2.utils.events]: [0m eta: N/A iter: 3240 total_loss: 2.028 loss_cls_stage0: 0.118 loss_box_reg_stage0: 0.318 loss_cls_stage1: 0.106 loss_box_reg_stage1: 0.578 loss_cls_stage2: 0.097 loss_box_reg_stage2: 0.706 loss_rpn_cls: 0.017 loss_rpn_loc: 0.068 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:48:17 d2.utils.events]: [0m eta: N/A iter: 3260 total_loss: 1.948 loss_cls_stage0: 0.118 loss_box_reg_stage0: 0.309 loss_cls_stage1: 0.113 loss_box_reg_stage1: 0.537 loss_cls_stage2: 0.117 loss_box_reg_stage2: 0.700 loss_rpn_cls: 0.015 loss_rpn_loc: 0.070 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:48:57 d2.utils.events]: [0m eta: N/A iter: 3280 total_loss: 2.095 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.320 loss_cls_stage1: 0.110 loss_box_reg_stage1: 0.601 loss_cls_stage2: 0.112 loss_box_reg_stage2: 0.754 loss_rpn_cls: 0.017 loss_rpn_loc: 0.069 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:49:36 d2.utils.events]: [0m eta: N/A iter: 3300 total_loss: 2.017 loss_cls_stage0: 0.120 loss_box_reg_stage0: 0.302 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.552 loss_cls_stage2: 0.114 loss_box_reg_stage2: 0.732 loss_rpn_cls: 0.017 loss_rpn_loc: 0.060 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:50:15 d2.utils.events]: [0m eta: N/A iter: 3320 total_loss: 1.982 loss_cls_stage0: 0.120 loss_box_reg_stage0: 0.295 loss_cls_stage1: 0.110 loss_box_reg_stage1: 0.543 loss_cls_stage2: 0.106 loss_box_reg_stage2: 0.688 loss_rpn_cls: 0.017 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:50:53 d2.utils.events]: [0m eta: N/A iter: 3340 total_loss: 1.945 loss_cls_stage0: 0.102 loss_box_reg_stage0: 0.291 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.562 loss_cls_stage2: 0.092 loss_box_reg_stage2: 0.721 loss_rpn_cls: 0.014 loss_rpn_loc: 0.060 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:51:31 d2.utils.events]: [0m eta: N/A iter: 3360 total_loss: 1.928 loss_cls_stage0: 0.126 loss_box_reg_stage0: 0.300 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.534 loss_cls_stage2: 0.108 loss_box_reg_stage2: 0.664 loss_rpn_cls: 0.016 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:52:10 d2.utils.events]: [0m eta: N/A iter: 3380 total_loss: 2.030 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.300 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.561 loss_cls_stage2: 0.102 loss_box_reg_stage2: 0.748 loss_rpn_cls: 0.013 loss_rpn_loc: 0.058 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:52:50 d2.utils.events]: [0m eta: N/A iter: 3400 total_loss: 1.995 loss_cls_stage0: 0.114 loss_box_reg_stage0: 0.312 loss_cls_stage1: 0.101 loss_box_reg_stage1: 0.543 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.712 loss_rpn_cls: 0.017 loss_rpn_loc: 0.075 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:53:28 d2.utils.events]: [0m eta: N/A iter: 3420 total_loss: 2.002 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.310 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.576 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.686 loss_rpn_cls: 0.018 loss_rpn_loc: 0.071 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:54:06 d2.utils.events]: [0m eta: N/A iter: 3440 total_loss: 1.905 loss_cls_stage0: 0.110 loss_box_reg_stage0: 0.285 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.525 loss_cls_stage2: 0.092 loss_box_reg_stage2: 0.668 loss_rpn_cls: 0.018 loss_rpn_loc: 0.062 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:54:46 d2.utils.events]: [0m eta: N/A iter: 3460 total_loss: 1.966 loss_cls_stage0: 0.112 loss_box_reg_stage0: 0.306 loss_cls_stage1: 0.098 loss_box_reg_stage1: 0.549 loss_cls_stage2: 0.104 loss_box_reg_stage2: 0.682 loss_rpn_cls: 0.014 loss_rpn_loc: 0.058 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:55:25 d2.utils.events]: [0m eta: N/A iter: 3480 total_loss: 1.907 loss_cls_stage0: 0.117 loss_box_reg_stage0: 0.316 loss_cls_stage1: 0.102 loss_box_reg_stage1: 0.541 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.684 loss_rpn_cls: 0.015 loss_rpn_loc: 0.065 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:56:03 d2.utils.events]: [0m eta: N/A iter: 3500 total_loss: 1.972 loss_cls_stage0: 0.110 loss_box_reg_stage0: 0.304 loss_cls_stage1: 0.093 loss_box_reg_stage1: 0.555 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.691 loss_rpn_cls: 0.011 loss_rpn_loc: 0.060 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:56:42 d2.utils.events]: [0m eta: N/A iter: 3520 total_loss: 1.862 loss_cls_stage0: 0.105 loss_box_reg_stage0: 0.282 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.534 loss_cls_stage2: 0.091 loss_box_reg_stage2: 0.709 loss_rpn_cls: 0.013 loss_rpn_loc: 0.050 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:57:21 d2.utils.events]: [0m eta: N/A iter: 3540 total_loss: 1.976 loss_cls_stage0: 0.124 loss_box_reg_stage0: 0.300 loss_cls_stage1: 0.117 loss_box_reg_stage1: 0.532 loss_cls_stage2: 0.118 loss_box_reg_stage2: 0.667 loss_rpn_cls: 0.017 loss_rpn_loc: 0.075 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:57:59 d2.utils.events]: [0m eta: N/A iter: 3560 total_loss: 1.969 loss_cls_stage0: 0.117 loss_box_reg_stage0: 0.298 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.535 loss_cls_stage2: 0.098 loss_box_reg_stage2: 0.694 loss_rpn_cls: 0.018 loss_rpn_loc: 0.081 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:58:38 d2.utils.events]: [0m eta: N/A iter: 3580 total_loss: 1.782 loss_cls_stage0: 0.105 loss_box_reg_stage0: 0.281 loss_cls_stage1: 0.082 loss_box_reg_stage1: 0.504 loss_cls_stage2: 0.080 loss_box_reg_stage2: 0.663 loss_rpn_cls: 0.014 loss_rpn_loc: 0.059 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:59:17 d2.utils.events]: [0m eta: N/A iter: 3600 total_loss: 1.989 loss_cls_stage0: 0.121 loss_box_reg_stage0: 0.308 loss_cls_stage1: 0.105 loss_box_reg_stage1: 0.557 loss_cls_stage2: 0.100 loss_box_reg_stage2: 0.705 loss_rpn_cls: 0.017 loss_rpn_loc: 0.084 lr: 0.015000 max_mem: 8878M
[32m[03/01 22:59:56 d2.utils.events]: [0m eta: N/A iter: 3620 total_loss: 1.900 loss_cls_stage0: 0.105 loss_box_reg_stage0: 0.310 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.525 loss_cls_stage2: 0.093 loss_box_reg_stage2: 0.700 loss_rpn_cls: 0.014 loss_rpn_loc: 0.057 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:00:34 d2.utils.events]: [0m eta: N/A iter: 3640 total_loss: 1.948 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.307 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.554 loss_cls_stage2: 0.094 loss_box_reg_stage2: 0.698 loss_rpn_cls: 0.017 loss_rpn_loc: 0.083 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:01:15 d2.utils.events]: [0m eta: N/A iter: 3660 total_loss: 1.938 loss_cls_stage0: 0.116 loss_box_reg_stage0: 0.290 loss_cls_stage1: 0.095 loss_box_reg_stage1: 0.560 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.678 loss_rpn_cls: 0.018 loss_rpn_loc: 0.071 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:01:54 d2.utils.events]: [0m eta: N/A iter: 3680 total_loss: 1.826 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.296 loss_cls_stage1: 0.095 loss_box_reg_stage1: 0.519 loss_cls_stage2: 0.102 loss_box_reg_stage2: 0.629 loss_rpn_cls: 0.015 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:02:32 d2.utils.events]: [0m eta: N/A iter: 3700 total_loss: 2.081 loss_cls_stage0: 0.122 loss_box_reg_stage0: 0.312 loss_cls_stage1: 0.113 loss_box_reg_stage1: 0.582 loss_cls_stage2: 0.106 loss_box_reg_stage2: 0.743 loss_rpn_cls: 0.016 loss_rpn_loc: 0.079 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:03:11 d2.utils.events]: [0m eta: N/A iter: 3720 total_loss: 1.932 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.300 loss_cls_stage1: 0.089 loss_box_reg_stage1: 0.546 loss_cls_stage2: 0.091 loss_box_reg_stage2: 0.735 loss_rpn_cls: 0.015 loss_rpn_loc: 0.050 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:03:50 d2.utils.events]: [0m eta: N/A iter: 3740 total_loss: 1.900 loss_cls_stage0: 0.110 loss_box_reg_stage0: 0.296 loss_cls_stage1: 0.092 loss_box_reg_stage1: 0.546 loss_cls_stage2: 0.094 loss_box_reg_stage2: 0.693 loss_rpn_cls: 0.015 loss_rpn_loc: 0.059 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:04:29 d2.utils.events]: [0m eta: N/A iter: 3760 total_loss: 1.977 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.297 loss_cls_stage1: 0.105 loss_box_reg_stage1: 0.547 loss_cls_stage2: 0.105 loss_box_reg_stage2: 0.691 loss_rpn_cls: 0.018 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:05:08 d2.utils.events]: [0m eta: N/A iter: 3780 total_loss: 1.969 loss_cls_stage0: 0.118 loss_box_reg_stage0: 0.297 loss_cls_stage1: 0.097 loss_box_reg_stage1: 0.540 loss_cls_stage2: 0.103 loss_box_reg_stage2: 0.671 loss_rpn_cls: 0.023 loss_rpn_loc: 0.086 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:05:47 d2.utils.events]: [0m eta: N/A iter: 3800 total_loss: 1.967 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.311 loss_cls_stage1: 0.096 loss_box_reg_stage1: 0.562 loss_cls_stage2: 0.102 loss_box_reg_stage2: 0.674 loss_rpn_cls: 0.013 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:06:26 d2.utils.events]: [0m eta: N/A iter: 3820 total_loss: 1.908 loss_cls_stage0: 0.115 loss_box_reg_stage0: 0.287 loss_cls_stage1: 0.107 loss_box_reg_stage1: 0.528 loss_cls_stage2: 0.100 loss_box_reg_stage2: 0.648 loss_rpn_cls: 0.021 loss_rpn_loc: 0.069 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:07:04 d2.utils.events]: [0m eta: N/A iter: 3840 total_loss: 1.889 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.296 loss_cls_stage1: 0.100 loss_box_reg_stage1: 0.544 loss_cls_stage2: 0.097 loss_box_reg_stage2: 0.672 loss_rpn_cls: 0.015 loss_rpn_loc: 0.056 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:07:43 d2.utils.events]: [0m eta: N/A iter: 3860 total_loss: 1.892 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.092 loss_box_reg_stage1: 0.542 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.691 loss_rpn_cls: 0.015 loss_rpn_loc: 0.055 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:08:23 d2.utils.events]: [0m eta: N/A iter: 3880 total_loss: 1.844 loss_cls_stage0: 0.111 loss_box_reg_stage0: 0.276 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.519 loss_cls_stage2: 0.093 loss_box_reg_stage2: 0.648 loss_rpn_cls: 0.017 loss_rpn_loc: 0.067 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:09:03 d2.utils.events]: [0m eta: N/A iter: 3900 total_loss: 2.020 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.318 loss_cls_stage1: 0.083 loss_box_reg_stage1: 0.581 loss_cls_stage2: 0.088 loss_box_reg_stage2: 0.720 loss_rpn_cls: 0.013 loss_rpn_loc: 0.060 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:09:42 d2.utils.events]: [0m eta: N/A iter: 3920 total_loss: 1.804 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.281 loss_cls_stage1: 0.089 loss_box_reg_stage1: 0.518 loss_cls_stage2: 0.085 loss_box_reg_stage2: 0.664 loss_rpn_cls: 0.015 loss_rpn_loc: 0.050 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:10:21 d2.utils.events]: [0m eta: N/A iter: 3940 total_loss: 1.814 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.275 loss_cls_stage1: 0.088 loss_box_reg_stage1: 0.512 loss_cls_stage2: 0.097 loss_box_reg_stage2: 0.667 loss_rpn_cls: 0.015 loss_rpn_loc: 0.058 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:11:00 d2.utils.events]: [0m eta: N/A iter: 3960 total_loss: 1.944 loss_cls_stage0: 0.117 loss_box_reg_stage0: 0.305 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.551 loss_cls_stage2: 0.091 loss_box_reg_stage2: 0.713 loss_rpn_cls: 0.016 loss_rpn_loc: 0.067 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:11:39 d2.utils.events]: [0m eta: N/A iter: 3980 total_loss: 1.977 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.309 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.569 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.711 loss_rpn_cls: 0.015 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:12:19 d2.utils.events]: [0m eta: N/A iter: 4000 total_loss: 1.843 loss_cls_stage0: 0.115 loss_box_reg_stage0: 0.286 loss_cls_stage1: 0.087 loss_box_reg_stage1: 0.511 loss_cls_stage2: 0.091 loss_box_reg_stage2: 0.671 loss_rpn_cls: 0.017 loss_rpn_loc: 0.059 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:12:59 d2.utils.events]: [0m eta: N/A iter: 4020 total_loss: 1.908 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.280 loss_cls_stage1: 0.099 loss_box_reg_stage1: 0.529 loss_cls_stage2: 0.094 loss_box_reg_stage2: 0.661 loss_rpn_cls: 0.014 loss_rpn_loc: 0.065 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:13:37 d2.utils.events]: [0m eta: N/A iter: 4040 total_loss: 1.914 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.311 loss_cls_stage1: 0.099 loss_box_reg_stage1: 0.547 loss_cls_stage2: 0.097 loss_box_reg_stage2: 0.696 loss_rpn_cls: 0.015 loss_rpn_loc: 0.076 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:14:16 d2.utils.events]: [0m eta: N/A iter: 4060 total_loss: 1.992 loss_cls_stage0: 0.105 loss_box_reg_stage0: 0.299 loss_cls_stage1: 0.089 loss_box_reg_stage1: 0.571 loss_cls_stage2: 0.095 loss_box_reg_stage2: 0.684 loss_rpn_cls: 0.018 loss_rpn_loc: 0.074 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:14:55 d2.utils.events]: [0m eta: N/A iter: 4080 total_loss: 1.845 loss_cls_stage0: 0.107 loss_box_reg_stage0: 0.284 loss_cls_stage1: 0.083 loss_box_reg_stage1: 0.538 loss_cls_stage2: 0.092 loss_box_reg_stage2: 0.680 loss_rpn_cls: 0.014 loss_rpn_loc: 0.051 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:15:34 d2.utils.events]: [0m eta: N/A iter: 4100 total_loss: 1.840 loss_cls_stage0: 0.117 loss_box_reg_stage0: 0.300 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.511 loss_cls_stage2: 0.102 loss_box_reg_stage2: 0.651 loss_rpn_cls: 0.014 loss_rpn_loc: 0.058 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:16:13 d2.utils.events]: [0m eta: N/A iter: 4120 total_loss: 1.941 loss_cls_stage0: 0.121 loss_box_reg_stage0: 0.315 loss_cls_stage1: 0.102 loss_box_reg_stage1: 0.560 loss_cls_stage2: 0.106 loss_box_reg_stage2: 0.630 loss_rpn_cls: 0.020 loss_rpn_loc: 0.081 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:16:52 d2.utils.events]: [0m eta: N/A iter: 4140 total_loss: 1.775 loss_cls_stage0: 0.102 loss_box_reg_stage0: 0.290 loss_cls_stage1: 0.087 loss_box_reg_stage1: 0.511 loss_cls_stage2: 0.098 loss_box_reg_stage2: 0.631 loss_rpn_cls: 0.013 loss_rpn_loc: 0.060 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:17:30 d2.utils.events]: [0m eta: N/A iter: 4160 total_loss: 1.738 loss_cls_stage0: 0.096 loss_box_reg_stage0: 0.272 loss_cls_stage1: 0.083 loss_box_reg_stage1: 0.495 loss_cls_stage2: 0.082 loss_box_reg_stage2: 0.655 loss_rpn_cls: 0.012 loss_rpn_loc: 0.052 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:18:10 d2.utils.events]: [0m eta: N/A iter: 4180 total_loss: 1.896 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.292 loss_cls_stage1: 0.091 loss_box_reg_stage1: 0.535 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.702 loss_rpn_cls: 0.011 loss_rpn_loc: 0.067 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:18:49 d2.utils.events]: [0m eta: N/A iter: 4200 total_loss: 1.919 loss_cls_stage0: 0.112 loss_box_reg_stage0: 0.298 loss_cls_stage1: 0.089 loss_box_reg_stage1: 0.514 loss_cls_stage2: 0.095 loss_box_reg_stage2: 0.679 loss_rpn_cls: 0.013 loss_rpn_loc: 0.075 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:19:29 d2.utils.events]: [0m eta: N/A iter: 4220 total_loss: 1.797 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.294 loss_cls_stage1: 0.091 loss_box_reg_stage1: 0.497 loss_cls_stage2: 0.087 loss_box_reg_stage2: 0.667 loss_rpn_cls: 0.017 loss_rpn_loc: 0.073 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:20:08 d2.utils.events]: [0m eta: N/A iter: 4240 total_loss: 1.807 loss_cls_stage0: 0.092 loss_box_reg_stage0: 0.273 loss_cls_stage1: 0.076 loss_box_reg_stage1: 0.494 loss_cls_stage2: 0.083 loss_box_reg_stage2: 0.669 loss_rpn_cls: 0.014 loss_rpn_loc: 0.059 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:20:47 d2.utils.events]: [0m eta: N/A iter: 4260 total_loss: 1.865 loss_cls_stage0: 0.114 loss_box_reg_stage0: 0.285 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.514 loss_cls_stage2: 0.091 loss_box_reg_stage2: 0.680 loss_rpn_cls: 0.017 loss_rpn_loc: 0.065 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:21:27 d2.utils.events]: [0m eta: N/A iter: 4280 total_loss: 1.820 loss_cls_stage0: 0.094 loss_box_reg_stage0: 0.285 loss_cls_stage1: 0.082 loss_box_reg_stage1: 0.523 loss_cls_stage2: 0.081 loss_box_reg_stage2: 0.640 loss_rpn_cls: 0.013 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:22:06 d2.utils.events]: [0m eta: N/A iter: 4300 total_loss: 1.854 loss_cls_stage0: 0.095 loss_box_reg_stage0: 0.290 loss_cls_stage1: 0.084 loss_box_reg_stage1: 0.509 loss_cls_stage2: 0.089 loss_box_reg_stage2: 0.636 loss_rpn_cls: 0.015 loss_rpn_loc: 0.057 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:22:45 d2.utils.events]: [0m eta: N/A iter: 4320 total_loss: 1.881 loss_cls_stage0: 0.105 loss_box_reg_stage0: 0.289 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.535 loss_cls_stage2: 0.090 loss_box_reg_stage2: 0.700 loss_rpn_cls: 0.014 loss_rpn_loc: 0.076 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:23:24 d2.utils.events]: [0m eta: N/A iter: 4340 total_loss: 1.861 loss_cls_stage0: 0.101 loss_box_reg_stage0: 0.281 loss_cls_stage1: 0.087 loss_box_reg_stage1: 0.521 loss_cls_stage2: 0.099 loss_box_reg_stage2: 0.676 loss_rpn_cls: 0.017 loss_rpn_loc: 0.061 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:24:02 d2.utils.events]: [0m eta: N/A iter: 4360 total_loss: 1.988 loss_cls_stage0: 0.110 loss_box_reg_stage0: 0.294 loss_cls_stage1: 0.104 loss_box_reg_stage1: 0.538 loss_cls_stage2: 0.106 loss_box_reg_stage2: 0.708 loss_rpn_cls: 0.014 loss_rpn_loc: 0.072 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:24:41 d2.utils.events]: [0m eta: N/A iter: 4380 total_loss: 1.713 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.276 loss_cls_stage1: 0.084 loss_box_reg_stage1: 0.466 loss_cls_stage2: 0.082 loss_box_reg_stage2: 0.632 loss_rpn_cls: 0.016 loss_rpn_loc: 0.060 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:25:19 d2.utils.events]: [0m eta: N/A iter: 4400 total_loss: 1.882 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.307 loss_cls_stage1: 0.092 loss_box_reg_stage1: 0.556 loss_cls_stage2: 0.097 loss_box_reg_stage2: 0.702 loss_rpn_cls: 0.014 loss_rpn_loc: 0.062 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:25:59 d2.utils.events]: [0m eta: N/A iter: 4420 total_loss: 1.813 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.276 loss_cls_stage1: 0.088 loss_box_reg_stage1: 0.499 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.654 loss_rpn_cls: 0.013 loss_rpn_loc: 0.055 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:26:37 d2.utils.events]: [0m eta: N/A iter: 4440 total_loss: 1.787 loss_cls_stage0: 0.090 loss_box_reg_stage0: 0.271 loss_cls_stage1: 0.077 loss_box_reg_stage1: 0.515 loss_cls_stage2: 0.081 loss_box_reg_stage2: 0.666 loss_rpn_cls: 0.011 loss_rpn_loc: 0.054 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:27:16 d2.utils.events]: [0m eta: N/A iter: 4460 total_loss: 1.768 loss_cls_stage0: 0.101 loss_box_reg_stage0: 0.283 loss_cls_stage1: 0.088 loss_box_reg_stage1: 0.514 loss_cls_stage2: 0.085 loss_box_reg_stage2: 0.653 loss_rpn_cls: 0.012 loss_rpn_loc: 0.052 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:27:55 d2.utils.events]: [0m eta: N/A iter: 4480 total_loss: 1.908 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.294 loss_cls_stage1: 0.088 loss_box_reg_stage1: 0.546 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.692 loss_rpn_cls: 0.012 loss_rpn_loc: 0.054 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:28:34 d2.utils.events]: [0m eta: N/A iter: 4500 total_loss: 1.909 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.285 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.542 loss_cls_stage2: 0.101 loss_box_reg_stage2: 0.728 loss_rpn_cls: 0.013 loss_rpn_loc: 0.051 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:29:13 d2.utils.events]: [0m eta: N/A iter: 4520 total_loss: 1.867 loss_cls_stage0: 0.099 loss_box_reg_stage0: 0.294 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.530 loss_cls_stage2: 0.096 loss_box_reg_stage2: 0.674 loss_rpn_cls: 0.013 loss_rpn_loc: 0.073 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:29:52 d2.utils.events]: [0m eta: N/A iter: 4540 total_loss: 1.807 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.273 loss_cls_stage1: 0.091 loss_box_reg_stage1: 0.499 loss_cls_stage2: 0.080 loss_box_reg_stage2: 0.658 loss_rpn_cls: 0.013 loss_rpn_loc: 0.054 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:30:31 d2.utils.events]: [0m eta: N/A iter: 4560 total_loss: 1.859 loss_cls_stage0: 0.099 loss_box_reg_stage0: 0.292 loss_cls_stage1: 0.080 loss_box_reg_stage1: 0.535 loss_cls_stage2: 0.090 loss_box_reg_stage2: 0.674 loss_rpn_cls: 0.012 loss_rpn_loc: 0.056 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:31:10 d2.utils.events]: [0m eta: N/A iter: 4580 total_loss: 1.982 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.302 loss_cls_stage1: 0.093 loss_box_reg_stage1: 0.554 loss_cls_stage2: 0.098 loss_box_reg_stage2: 0.721 loss_rpn_cls: 0.014 loss_rpn_loc: 0.077 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:31:49 d2.utils.events]: [0m eta: N/A iter: 4600 total_loss: 1.872 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.304 loss_cls_stage1: 0.097 loss_box_reg_stage1: 0.537 loss_cls_stage2: 0.087 loss_box_reg_stage2: 0.689 loss_rpn_cls: 0.013 loss_rpn_loc: 0.064 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:32:28 d2.utils.events]: [0m eta: N/A iter: 4620 total_loss: 1.908 loss_cls_stage0: 0.110 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.093 loss_box_reg_stage1: 0.528 loss_cls_stage2: 0.089 loss_box_reg_stage2: 0.690 loss_rpn_cls: 0.015 loss_rpn_loc: 0.070 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:33:07 d2.utils.events]: [0m eta: N/A iter: 4640 total_loss: 1.960 loss_cls_stage0: 0.123 loss_box_reg_stage0: 0.306 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.564 loss_cls_stage2: 0.099 loss_box_reg_stage2: 0.726 loss_rpn_cls: 0.015 loss_rpn_loc: 0.065 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:33:46 d2.utils.events]: [0m eta: N/A iter: 4660 total_loss: 1.812 loss_cls_stage0: 0.102 loss_box_reg_stage0: 0.272 loss_cls_stage1: 0.087 loss_box_reg_stage1: 0.516 loss_cls_stage2: 0.092 loss_box_reg_stage2: 0.688 loss_rpn_cls: 0.013 loss_rpn_loc: 0.065 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:34:26 d2.utils.events]: [0m eta: N/A iter: 4680 total_loss: 1.699 loss_cls_stage0: 0.093 loss_box_reg_stage0: 0.267 loss_cls_stage1: 0.078 loss_box_reg_stage1: 0.488 loss_cls_stage2: 0.074 loss_box_reg_stage2: 0.629 loss_rpn_cls: 0.011 loss_rpn_loc: 0.041 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:35:04 d2.utils.events]: [0m eta: N/A iter: 4700 total_loss: 2.002 loss_cls_stage0: 0.116 loss_box_reg_stage0: 0.302 loss_cls_stage1: 0.103 loss_box_reg_stage1: 0.538 loss_cls_stage2: 0.104 loss_box_reg_stage2: 0.710 loss_rpn_cls: 0.019 loss_rpn_loc: 0.080 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:35:43 d2.utils.events]: [0m eta: N/A iter: 4720 total_loss: 1.785 loss_cls_stage0: 0.096 loss_box_reg_stage0: 0.279 loss_cls_stage1: 0.071 loss_box_reg_stage1: 0.504 loss_cls_stage2: 0.070 loss_box_reg_stage2: 0.638 loss_rpn_cls: 0.010 loss_rpn_loc: 0.049 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:36:22 d2.utils.events]: [0m eta: N/A iter: 4740 total_loss: 1.737 loss_cls_stage0: 0.101 loss_box_reg_stage0: 0.278 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.486 loss_cls_stage2: 0.090 loss_box_reg_stage2: 0.627 loss_rpn_cls: 0.014 loss_rpn_loc: 0.067 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:37:00 d2.utils.events]: [0m eta: N/A iter: 4760 total_loss: 1.712 loss_cls_stage0: 0.090 loss_box_reg_stage0: 0.289 loss_cls_stage1: 0.079 loss_box_reg_stage1: 0.490 loss_cls_stage2: 0.082 loss_box_reg_stage2: 0.633 loss_rpn_cls: 0.011 loss_rpn_loc: 0.061 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:37:40 d2.utils.events]: [0m eta: N/A iter: 4780 total_loss: 1.716 loss_cls_stage0: 0.092 loss_box_reg_stage0: 0.282 loss_cls_stage1: 0.078 loss_box_reg_stage1: 0.492 loss_cls_stage2: 0.077 loss_box_reg_stage2: 0.618 loss_rpn_cls: 0.010 loss_rpn_loc: 0.068 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:38:20 d2.utils.events]: [0m eta: N/A iter: 4800 total_loss: 1.792 loss_cls_stage0: 0.098 loss_box_reg_stage0: 0.301 loss_cls_stage1: 0.078 loss_box_reg_stage1: 0.531 loss_cls_stage2: 0.080 loss_box_reg_stage2: 0.638 loss_rpn_cls: 0.013 loss_rpn_loc: 0.065 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:38:58 d2.utils.events]: [0m eta: N/A iter: 4820 total_loss: 1.801 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.272 loss_cls_stage1: 0.078 loss_box_reg_stage1: 0.510 loss_cls_stage2: 0.083 loss_box_reg_stage2: 0.681 loss_rpn_cls: 0.013 loss_rpn_loc: 0.057 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:39:37 d2.utils.events]: [0m eta: N/A iter: 4840 total_loss: 1.783 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.280 loss_cls_stage1: 0.093 loss_box_reg_stage1: 0.504 loss_cls_stage2: 0.088 loss_box_reg_stage2: 0.649 loss_rpn_cls: 0.010 loss_rpn_loc: 0.061 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:40:15 d2.utils.events]: [0m eta: N/A iter: 4860 total_loss: 1.592 loss_cls_stage0: 0.087 loss_box_reg_stage0: 0.267 loss_cls_stage1: 0.078 loss_box_reg_stage1: 0.460 loss_cls_stage2: 0.080 loss_box_reg_stage2: 0.627 loss_rpn_cls: 0.012 loss_rpn_loc: 0.047 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:40:54 d2.utils.events]: [0m eta: N/A iter: 4880 total_loss: 1.882 loss_cls_stage0: 0.114 loss_box_reg_stage0: 0.288 loss_cls_stage1: 0.101 loss_box_reg_stage1: 0.541 loss_cls_stage2: 0.092 loss_box_reg_stage2: 0.682 loss_rpn_cls: 0.017 loss_rpn_loc: 0.080 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:41:33 d2.utils.events]: [0m eta: N/A iter: 4900 total_loss: 1.861 loss_cls_stage0: 0.105 loss_box_reg_stage0: 0.281 loss_cls_stage1: 0.092 loss_box_reg_stage1: 0.519 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.671 loss_rpn_cls: 0.014 loss_rpn_loc: 0.061 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:42:12 d2.utils.events]: [0m eta: N/A iter: 4920 total_loss: 1.877 loss_cls_stage0: 0.117 loss_box_reg_stage0: 0.284 loss_cls_stage1: 0.089 loss_box_reg_stage1: 0.512 loss_cls_stage2: 0.088 loss_box_reg_stage2: 0.668 loss_rpn_cls: 0.014 loss_rpn_loc: 0.080 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:42:51 d2.utils.events]: [0m eta: N/A iter: 4940 total_loss: 2.024 loss_cls_stage0: 0.117 loss_box_reg_stage0: 0.316 loss_cls_stage1: 0.099 loss_box_reg_stage1: 0.573 loss_cls_stage2: 0.113 loss_box_reg_stage2: 0.737 loss_rpn_cls: 0.014 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:43:31 d2.utils.events]: [0m eta: N/A iter: 4960 total_loss: 1.803 loss_cls_stage0: 0.091 loss_box_reg_stage0: 0.280 loss_cls_stage1: 0.075 loss_box_reg_stage1: 0.518 loss_cls_stage2: 0.081 loss_box_reg_stage2: 0.651 loss_rpn_cls: 0.014 loss_rpn_loc: 0.053 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:44:10 d2.utils.events]: [0m eta: N/A iter: 4980 total_loss: 1.720 loss_cls_stage0: 0.096 loss_box_reg_stage0: 0.274 loss_cls_stage1: 0.082 loss_box_reg_stage1: 0.482 loss_cls_stage2: 0.085 loss_box_reg_stage2: 0.632 loss_rpn_cls: 0.016 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:44:49 d2.data.datasets.coco]: [0mLoaded 440 images in COCO format from /ssd_scratch/cvit/myfolder/cityscapes/citypedestrian_eval_gt.json
[32m[03/01 23:44:49 d2.data.build]: [0mDistribution of instances among all 1 categories:
[36m| category | #instances |
|:----------:|:-------------|
| pedestrian | 3938 |
| | |[0m
[32m[03/01 23:44:49 d2.data.common]: [0mSerializing 440 elements to byte tensors and concatenating them all ...
[32m[03/01 23:44:49 d2.data.common]: [0mSerialized dataset takes 0.23 MiB
[32m[03/01 23:44:49 d2.evaluation.evaluator]: [0mStart inference on 440 images
[32m[03/01 23:44:51 d2.evaluation.evaluator]: [0mInference done 11/440. 0.0945 s / img. ETA=0:01:00
[32m[03/01 23:44:56 d2.evaluation.evaluator]: [0mInference done 45/440. 0.0948 s / img. ETA=0:00:58
[32m[03/01 23:45:01 d2.evaluation.evaluator]: [0mInference done 80/440. 0.0963 s / img. ETA=0:00:52
[32m[03/01 23:45:06 d2.evaluation.evaluator]: [0mInference done 115/440. 0.0962 s / img. ETA=0:00:47
[32m[03/01 23:45:11 d2.evaluation.evaluator]: [0mInference done 150/440. 0.0960 s / img. ETA=0:00:42
[32m[03/01 23:45:16 d2.evaluation.evaluator]: [0mInference done 185/440. 0.0964 s / img. ETA=0:00:37
[32m[03/01 23:45:21 d2.evaluation.evaluator]: [0mInference done 219/440. 0.0965 s / img. ETA=0:00:32
[32m[03/01 23:45:27 d2.evaluation.evaluator]: [0mInference done 254/440. 0.0963 s / img. ETA=0:00:27
[32m[03/01 23:45:32 d2.evaluation.evaluator]: [0mInference done 290/440. 0.0960 s / img. ETA=0:00:21
[32m[03/01 23:45:37 d2.evaluation.evaluator]: [0mInference done 326/440. 0.0960 s / img. ETA=0:00:16
[32m[03/01 23:45:42 d2.evaluation.evaluator]: [0mInference done 362/440. 0.0961 s / img. ETA=0:00:11
[32m[03/01 23:45:47 d2.evaluation.evaluator]: [0mInference done 398/440. 0.0960 s / img. ETA=0:00:06
[32m[03/01 23:45:52 d2.evaluation.evaluator]: [0mInference done 433/440. 0.0962 s / img. ETA=0:00:01
[32m[03/01 23:45:53 d2.utils.events]: [0m eta: N/A iter: 0 valid_total_loss: 1.388 val_loss_cls_stage0: 0.136 val_loss_box_reg_stage0: 0.069 val_loss_cls_stage1: 0.115 val_loss_box_reg_stage1: 0.250 val_loss_cls_stage2: 0.126 val_loss_box_reg_stage2: 0.327 val_val_loss_rpn_cls: 0.028 val_val_loss_rpn_loc: 0.082 lr: N/A max_mem: 8878M
[32m[03/01 23:45:53 d2.evaluation.evaluator]: [0mTotal inference time: 0:01:02.719636 (0.144183 s / img per device, on 1 devices)
[32m[03/01 23:45:53 d2.evaluation.evaluator]: [0mTotal inference pure compute time: 0:00:41 (0.096167 s / img per device, on 1 devices)
[32m[03/01 23:45:53 d2.evaluation.coco_evaluation]: [0mPreparing results for COCO format ...
[32m[03/01 23:45:53 d2.evaluation.coco_evaluation]: [0mSaving results to /ssd_scratch/cvit/myfolder/cityscapes/models/cityped/inference/cityped_val/coco_instances_results.json
[32m[03/01 23:45:53 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=1.79s).
Accumulating evaluation results...
DONE (t=0.07s).
Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.427
Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.662
Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.466
Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.139
Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.441
Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.644
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.083
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.389
Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.485
Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.206
Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.507
Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.698
[32m[03/01 23:45:55 d2.evaluation.coco_evaluation]: [0mEvaluation results for bbox:
| AP | AP50 | AP75 | APs | APm | APl |
|:------:|:------:|:------:|:------:|:------:|:------:|
| 42.731 | 66.161 | 46.618 | 13.872 | 44.072 | 64.367 |
[32m[03/01 23:45:55 detectron2]: [0mEvaluation results for cityped_val in csv format:
[32m[03/01 23:45:55 d2.evaluation.testing]: [0mcopypaste: Task: bbox
[32m[03/01 23:45:55 d2.evaluation.testing]: [0mcopypaste: AP,AP50,AP75,APs,APm,APl
[32m[03/01 23:45:55 d2.evaluation.testing]: [0mcopypaste: 42.7307,66.1611,46.6180,13.8715,44.0721,64.3674
[32m[03/01 23:45:55 d2.utils.events]: [0m eta: N/A iter: 5000 total_loss: 1.753 loss_cls_stage0: 0.095 loss_box_reg_stage0: 0.274 loss_cls_stage1: 0.075 loss_box_reg_stage1: 0.497 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.656 loss_rpn_cls: 0.013 loss_rpn_loc: 0.055 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:46:34 d2.utils.events]: [0m eta: N/A iter: 5020 total_loss: 1.790 loss_cls_stage0: 0.092 loss_box_reg_stage0: 0.280 loss_cls_stage1: 0.076 loss_box_reg_stage1: 0.518 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.655 loss_rpn_cls: 0.013 loss_rpn_loc: 0.058 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:47:12 d2.utils.events]: [0m eta: N/A iter: 5040 total_loss: 1.777 loss_cls_stage0: 0.102 loss_box_reg_stage0: 0.265 loss_cls_stage1: 0.084 loss_box_reg_stage1: 0.489 loss_cls_stage2: 0.089 loss_box_reg_stage2: 0.656 loss_rpn_cls: 0.014 loss_rpn_loc: 0.054 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:47:51 d2.utils.events]: [0m eta: N/A iter: 5060 total_loss: 1.810 loss_cls_stage0: 0.108 loss_box_reg_stage0: 0.282 loss_cls_stage1: 0.088 loss_box_reg_stage1: 0.507 loss_cls_stage2: 0.089 loss_box_reg_stage2: 0.657 loss_rpn_cls: 0.011 loss_rpn_loc: 0.064 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:48:30 d2.utils.events]: [0m eta: N/A iter: 5080 total_loss: 1.831 loss_cls_stage0: 0.098 loss_box_reg_stage0: 0.280 loss_cls_stage1: 0.079 loss_box_reg_stage1: 0.518 loss_cls_stage2: 0.070 loss_box_reg_stage2: 0.667 loss_rpn_cls: 0.011 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:49:09 d2.utils.events]: [0m eta: N/A iter: 5100 total_loss: 1.782 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.275 loss_cls_stage1: 0.089 loss_box_reg_stage1: 0.499 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.668 loss_rpn_cls: 0.012 loss_rpn_loc: 0.060 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:49:49 d2.utils.events]: [0m eta: N/A iter: 5120 total_loss: 1.719 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.278 loss_cls_stage1: 0.092 loss_box_reg_stage1: 0.502 loss_cls_stage2: 0.085 loss_box_reg_stage2: 0.616 loss_rpn_cls: 0.012 loss_rpn_loc: 0.059 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:50:28 d2.utils.events]: [0m eta: N/A iter: 5140 total_loss: 1.611 loss_cls_stage0: 0.084 loss_box_reg_stage0: 0.240 loss_cls_stage1: 0.077 loss_box_reg_stage1: 0.445 loss_cls_stage2: 0.076 loss_box_reg_stage2: 0.611 loss_rpn_cls: 0.012 loss_rpn_loc: 0.058 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:51:06 d2.utils.events]: [0m eta: N/A iter: 5160 total_loss: 1.806 loss_cls_stage0: 0.095 loss_box_reg_stage0: 0.269 loss_cls_stage1: 0.077 loss_box_reg_stage1: 0.514 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.638 loss_rpn_cls: 0.011 loss_rpn_loc: 0.062 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:51:46 d2.utils.events]: [0m eta: N/A iter: 5180 total_loss: 1.934 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.294 loss_cls_stage1: 0.101 loss_box_reg_stage1: 0.534 loss_cls_stage2: 0.095 loss_box_reg_stage2: 0.672 loss_rpn_cls: 0.015 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:52:26 d2.utils.events]: [0m eta: N/A iter: 5200 total_loss: 1.770 loss_cls_stage0: 0.094 loss_box_reg_stage0: 0.280 loss_cls_stage1: 0.072 loss_box_reg_stage1: 0.507 loss_cls_stage2: 0.080 loss_box_reg_stage2: 0.667 loss_rpn_cls: 0.013 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:53:04 d2.utils.events]: [0m eta: N/A iter: 5220 total_loss: 1.873 loss_cls_stage0: 0.109 loss_box_reg_stage0: 0.282 loss_cls_stage1: 0.090 loss_box_reg_stage1: 0.525 loss_cls_stage2: 0.088 loss_box_reg_stage2: 0.679 loss_rpn_cls: 0.015 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:53:43 d2.utils.events]: [0m eta: N/A iter: 5240 total_loss: 1.864 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.289 loss_cls_stage1: 0.094 loss_box_reg_stage1: 0.528 loss_cls_stage2: 0.092 loss_box_reg_stage2: 0.681 loss_rpn_cls: 0.013 loss_rpn_loc: 0.053 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:54:21 d2.utils.events]: [0m eta: N/A iter: 5260 total_loss: 1.621 loss_cls_stage0: 0.092 loss_box_reg_stage0: 0.272 loss_cls_stage1: 0.076 loss_box_reg_stage1: 0.465 loss_cls_stage2: 0.072 loss_box_reg_stage2: 0.590 loss_rpn_cls: 0.010 loss_rpn_loc: 0.051 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:55:00 d2.utils.events]: [0m eta: N/A iter: 5280 total_loss: 1.845 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.298 loss_cls_stage1: 0.081 loss_box_reg_stage1: 0.546 loss_cls_stage2: 0.085 loss_box_reg_stage2: 0.690 loss_rpn_cls: 0.015 loss_rpn_loc: 0.076 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:55:39 d2.utils.events]: [0m eta: N/A iter: 5300 total_loss: 1.767 loss_cls_stage0: 0.094 loss_box_reg_stage0: 0.276 loss_cls_stage1: 0.078 loss_box_reg_stage1: 0.477 loss_cls_stage2: 0.080 loss_box_reg_stage2: 0.660 loss_rpn_cls: 0.015 loss_rpn_loc: 0.060 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:56:17 d2.utils.events]: [0m eta: N/A iter: 5320 total_loss: 1.808 loss_cls_stage0: 0.095 loss_box_reg_stage0: 0.286 loss_cls_stage1: 0.081 loss_box_reg_stage1: 0.526 loss_cls_stage2: 0.083 loss_box_reg_stage2: 0.682 loss_rpn_cls: 0.010 loss_rpn_loc: 0.054 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:56:56 d2.utils.events]: [0m eta: N/A iter: 5340 total_loss: 1.781 loss_cls_stage0: 0.097 loss_box_reg_stage0: 0.278 loss_cls_stage1: 0.076 loss_box_reg_stage1: 0.484 loss_cls_stage2: 0.075 loss_box_reg_stage2: 0.714 loss_rpn_cls: 0.015 loss_rpn_loc: 0.059 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:57:35 d2.utils.events]: [0m eta: N/A iter: 5360 total_loss: 1.651 loss_cls_stage0: 0.087 loss_box_reg_stage0: 0.260 loss_cls_stage1: 0.081 loss_box_reg_stage1: 0.462 loss_cls_stage2: 0.074 loss_box_reg_stage2: 0.594 loss_rpn_cls: 0.011 loss_rpn_loc: 0.042 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:58:13 d2.utils.events]: [0m eta: N/A iter: 5380 total_loss: 1.694 loss_cls_stage0: 0.084 loss_box_reg_stage0: 0.262 loss_cls_stage1: 0.068 loss_box_reg_stage1: 0.478 loss_cls_stage2: 0.072 loss_box_reg_stage2: 0.651 loss_rpn_cls: 0.009 loss_rpn_loc: 0.047 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:58:51 d2.utils.events]: [0m eta: N/A iter: 5400 total_loss: 1.834 loss_cls_stage0: 0.105 loss_box_reg_stage0: 0.301 loss_cls_stage1: 0.093 loss_box_reg_stage1: 0.515 loss_cls_stage2: 0.091 loss_box_reg_stage2: 0.644 loss_rpn_cls: 0.012 loss_rpn_loc: 0.072 lr: 0.015000 max_mem: 8878M
[32m[03/01 23:59:30 d2.utils.events]: [0m eta: N/A iter: 5420 total_loss: 1.652 loss_cls_stage0: 0.086 loss_box_reg_stage0: 0.254 loss_cls_stage1: 0.079 loss_box_reg_stage1: 0.478 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.617 loss_rpn_cls: 0.010 loss_rpn_loc: 0.049 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:00:08 d2.utils.events]: [0m eta: N/A iter: 5440 total_loss: 1.730 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.272 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.485 loss_cls_stage2: 0.089 loss_box_reg_stage2: 0.634 loss_rpn_cls: 0.013 loss_rpn_loc: 0.067 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:00:48 d2.utils.events]: [0m eta: N/A iter: 5460 total_loss: 1.792 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.274 loss_cls_stage1: 0.082 loss_box_reg_stage1: 0.497 loss_cls_stage2: 0.077 loss_box_reg_stage2: 0.633 loss_rpn_cls: 0.012 loss_rpn_loc: 0.074 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:01:27 d2.utils.events]: [0m eta: N/A iter: 5480 total_loss: 1.782 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.285 loss_cls_stage1: 0.083 loss_box_reg_stage1: 0.490 loss_cls_stage2: 0.082 loss_box_reg_stage2: 0.616 loss_rpn_cls: 0.014 loss_rpn_loc: 0.064 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:02:07 d2.utils.events]: [0m eta: N/A iter: 5500 total_loss: 1.653 loss_cls_stage0: 0.096 loss_box_reg_stage0: 0.259 loss_cls_stage1: 0.073 loss_box_reg_stage1: 0.456 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.584 loss_rpn_cls: 0.010 loss_rpn_loc: 0.051 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:02:45 d2.utils.events]: [0m eta: N/A iter: 5520 total_loss: 1.654 loss_cls_stage0: 0.086 loss_box_reg_stage0: 0.273 loss_cls_stage1: 0.069 loss_box_reg_stage1: 0.470 loss_cls_stage2: 0.085 loss_box_reg_stage2: 0.593 loss_rpn_cls: 0.011 loss_rpn_loc: 0.050 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:03:25 d2.utils.events]: [0m eta: N/A iter: 5540 total_loss: 1.817 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.290 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.522 loss_cls_stage2: 0.086 loss_box_reg_stage2: 0.643 loss_rpn_cls: 0.012 loss_rpn_loc: 0.065 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:04:04 d2.utils.events]: [0m eta: N/A iter: 5560 total_loss: 1.773 loss_cls_stage0: 0.095 loss_box_reg_stage0: 0.274 loss_cls_stage1: 0.074 loss_box_reg_stage1: 0.511 loss_cls_stage2: 0.074 loss_box_reg_stage2: 0.667 loss_rpn_cls: 0.011 loss_rpn_loc: 0.065 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:04:42 d2.utils.events]: [0m eta: N/A iter: 5580 total_loss: 1.774 loss_cls_stage0: 0.102 loss_box_reg_stage0: 0.267 loss_cls_stage1: 0.084 loss_box_reg_stage1: 0.491 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.650 loss_rpn_cls: 0.015 loss_rpn_loc: 0.074 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:05:21 d2.utils.events]: [0m eta: N/A iter: 5600 total_loss: 1.841 loss_cls_stage0: 0.097 loss_box_reg_stage0: 0.281 loss_cls_stage1: 0.078 loss_box_reg_stage1: 0.535 loss_cls_stage2: 0.088 loss_box_reg_stage2: 0.674 loss_rpn_cls: 0.012 loss_rpn_loc: 0.058 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:06:00 d2.utils.events]: [0m eta: N/A iter: 5620 total_loss: 1.709 loss_cls_stage0: 0.097 loss_box_reg_stage0: 0.271 loss_cls_stage1: 0.073 loss_box_reg_stage1: 0.497 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.633 loss_rpn_cls: 0.013 loss_rpn_loc: 0.061 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:06:39 d2.utils.events]: [0m eta: N/A iter: 5640 total_loss: 1.749 loss_cls_stage0: 0.090 loss_box_reg_stage0: 0.281 loss_cls_stage1: 0.077 loss_box_reg_stage1: 0.510 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.622 loss_rpn_cls: 0.011 loss_rpn_loc: 0.061 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:07:17 d2.utils.events]: [0m eta: N/A iter: 5660 total_loss: 1.889 loss_cls_stage0: 0.113 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.096 loss_box_reg_stage1: 0.539 loss_cls_stage2: 0.107 loss_box_reg_stage2: 0.660 loss_rpn_cls: 0.010 loss_rpn_loc: 0.065 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:07:55 d2.utils.events]: [0m eta: N/A iter: 5680 total_loss: 1.730 loss_cls_stage0: 0.088 loss_box_reg_stage0: 0.280 loss_cls_stage1: 0.078 loss_box_reg_stage1: 0.491 loss_cls_stage2: 0.083 loss_box_reg_stage2: 0.630 loss_rpn_cls: 0.013 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:08:35 d2.utils.events]: [0m eta: N/A iter: 5700 total_loss: 1.844 loss_cls_stage0: 0.090 loss_box_reg_stage0: 0.289 loss_cls_stage1: 0.077 loss_box_reg_stage1: 0.518 loss_cls_stage2: 0.080 loss_box_reg_stage2: 0.675 loss_rpn_cls: 0.011 loss_rpn_loc: 0.061 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:09:14 d2.utils.events]: [0m eta: N/A iter: 5720 total_loss: 1.789 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.279 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.494 loss_cls_stage2: 0.092 loss_box_reg_stage2: 0.698 loss_rpn_cls: 0.010 loss_rpn_loc: 0.058 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:09:52 d2.utils.events]: [0m eta: N/A iter: 5740 total_loss: 1.687 loss_cls_stage0: 0.094 loss_box_reg_stage0: 0.268 loss_cls_stage1: 0.071 loss_box_reg_stage1: 0.482 loss_cls_stage2: 0.079 loss_box_reg_stage2: 0.631 loss_rpn_cls: 0.010 loss_rpn_loc: 0.044 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:10:31 d2.utils.events]: [0m eta: N/A iter: 5760 total_loss: 1.855 loss_cls_stage0: 0.104 loss_box_reg_stage0: 0.298 loss_cls_stage1: 0.083 loss_box_reg_stage1: 0.542 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.677 loss_rpn_cls: 0.011 loss_rpn_loc: 0.052 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:11:10 d2.utils.events]: [0m eta: N/A iter: 5780 total_loss: 1.745 loss_cls_stage0: 0.092 loss_box_reg_stage0: 0.276 loss_cls_stage1: 0.077 loss_box_reg_stage1: 0.461 loss_cls_stage2: 0.084 loss_box_reg_stage2: 0.613 loss_rpn_cls: 0.013 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:11:48 d2.utils.events]: [0m eta: N/A iter: 5800 total_loss: 1.814 loss_cls_stage0: 0.100 loss_box_reg_stage0: 0.280 loss_cls_stage1: 0.082 loss_box_reg_stage1: 0.517 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.675 loss_rpn_cls: 0.012 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:12:26 d2.utils.events]: [0m eta: N/A iter: 5820 total_loss: 1.668 loss_cls_stage0: 0.092 loss_box_reg_stage0: 0.261 loss_cls_stage1: 0.072 loss_box_reg_stage1: 0.469 loss_cls_stage2: 0.071 loss_box_reg_stage2: 0.624 loss_rpn_cls: 0.012 loss_rpn_loc: 0.044 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:13:05 d2.utils.events]: [0m eta: N/A iter: 5840 total_loss: 1.680 loss_cls_stage0: 0.092 loss_box_reg_stage0: 0.269 loss_cls_stage1: 0.080 loss_box_reg_stage1: 0.484 loss_cls_stage2: 0.076 loss_box_reg_stage2: 0.617 loss_rpn_cls: 0.011 loss_rpn_loc: 0.051 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:13:44 d2.utils.events]: [0m eta: N/A iter: 5860 total_loss: 1.646 loss_cls_stage0: 0.089 loss_box_reg_stage0: 0.267 loss_cls_stage1: 0.068 loss_box_reg_stage1: 0.474 loss_cls_stage2: 0.079 loss_box_reg_stage2: 0.578 loss_rpn_cls: 0.013 loss_rpn_loc: 0.066 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:14:23 d2.utils.events]: [0m eta: N/A iter: 5880 total_loss: 1.755 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.285 loss_cls_stage1: 0.085 loss_box_reg_stage1: 0.493 loss_cls_stage2: 0.072 loss_box_reg_stage2: 0.621 loss_rpn_cls: 0.013 loss_rpn_loc: 0.061 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:15:02 d2.utils.events]: [0m eta: N/A iter: 5900 total_loss: 1.721 loss_cls_stage0: 0.089 loss_box_reg_stage0: 0.258 loss_cls_stage1: 0.068 loss_box_reg_stage1: 0.475 loss_cls_stage2: 0.066 loss_box_reg_stage2: 0.640 loss_rpn_cls: 0.012 loss_rpn_loc: 0.054 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:15:40 d2.utils.events]: [0m eta: N/A iter: 5920 total_loss: 1.673 loss_cls_stage0: 0.086 loss_box_reg_stage0: 0.266 loss_cls_stage1: 0.069 loss_box_reg_stage1: 0.479 loss_cls_stage2: 0.071 loss_box_reg_stage2: 0.620 loss_rpn_cls: 0.014 loss_rpn_loc: 0.050 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:16:20 d2.utils.events]: [0m eta: N/A iter: 5940 total_loss: 1.763 loss_cls_stage0: 0.106 loss_box_reg_stage0: 0.282 loss_cls_stage1: 0.077 loss_box_reg_stage1: 0.495 loss_cls_stage2: 0.081 loss_box_reg_stage2: 0.617 loss_rpn_cls: 0.012 loss_rpn_loc: 0.073 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:16:58 d2.utils.events]: [0m eta: N/A iter: 5960 total_loss: 1.631 loss_cls_stage0: 0.086 loss_box_reg_stage0: 0.271 loss_cls_stage1: 0.072 loss_box_reg_stage1: 0.472 loss_cls_stage2: 0.070 loss_box_reg_stage2: 0.601 loss_rpn_cls: 0.011 loss_rpn_loc: 0.055 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:17:37 d2.utils.events]: [0m eta: N/A iter: 5980 total_loss: 1.680 loss_cls_stage0: 0.103 loss_box_reg_stage0: 0.267 loss_cls_stage1: 0.081 loss_box_reg_stage1: 0.471 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.613 loss_rpn_cls: 0.011 loss_rpn_loc: 0.059 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:18:16 d2.utils.events]: [0m eta: N/A iter: 6000 total_loss: 1.648 loss_cls_stage0: 0.090 loss_box_reg_stage0: 0.269 loss_cls_stage1: 0.071 loss_box_reg_stage1: 0.464 loss_cls_stage2: 0.074 loss_box_reg_stage2: 0.631 loss_rpn_cls: 0.011 loss_rpn_loc: 0.058 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:18:55 d2.utils.events]: [0m eta: N/A iter: 6020 total_loss: 1.800 loss_cls_stage0: 0.097 loss_box_reg_stage0: 0.293 loss_cls_stage1: 0.075 loss_box_reg_stage1: 0.519 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.677 loss_rpn_cls: 0.012 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:19:34 d2.utils.events]: [0m eta: N/A iter: 6040 total_loss: 1.727 loss_cls_stage0: 0.083 loss_box_reg_stage0: 0.271 loss_cls_stage1: 0.065 loss_box_reg_stage1: 0.507 loss_cls_stage2: 0.070 loss_box_reg_stage2: 0.662 loss_rpn_cls: 0.010 loss_rpn_loc: 0.060 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:20:12 d2.utils.events]: [0m eta: N/A iter: 6060 total_loss: 1.752 loss_cls_stage0: 0.093 loss_box_reg_stage0: 0.282 loss_cls_stage1: 0.084 loss_box_reg_stage1: 0.509 loss_cls_stage2: 0.083 loss_box_reg_stage2: 0.647 loss_rpn_cls: 0.011 loss_rpn_loc: 0.054 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:20:51 d2.utils.events]: [0m eta: N/A iter: 6080 total_loss: 1.750 loss_cls_stage0: 0.096 loss_box_reg_stage0: 0.265 loss_cls_stage1: 0.086 loss_box_reg_stage1: 0.490 loss_cls_stage2: 0.089 loss_box_reg_stage2: 0.643 loss_rpn_cls: 0.012 loss_rpn_loc: 0.069 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:21:29 d2.utils.events]: [0m eta: N/A iter: 6100 total_loss: 1.660 loss_cls_stage0: 0.091 loss_box_reg_stage0: 0.267 loss_cls_stage1: 0.074 loss_box_reg_stage1: 0.469 loss_cls_stage2: 0.075 loss_box_reg_stage2: 0.609 loss_rpn_cls: 0.008 loss_rpn_loc: 0.060 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:22:08 d2.utils.events]: [0m eta: N/A iter: 6120 total_loss: 1.722 loss_cls_stage0: 0.097 loss_box_reg_stage0: 0.274 loss_cls_stage1: 0.083 loss_box_reg_stage1: 0.486 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.637 loss_rpn_cls: 0.010 loss_rpn_loc: 0.058 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:22:47 d2.utils.events]: [0m eta: N/A iter: 6140 total_loss: 1.669 loss_cls_stage0: 0.093 loss_box_reg_stage0: 0.267 loss_cls_stage1: 0.074 loss_box_reg_stage1: 0.459 loss_cls_stage2: 0.074 loss_box_reg_stage2: 0.589 loss_rpn_cls: 0.011 loss_rpn_loc: 0.053 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:23:25 d2.utils.events]: [0m eta: N/A iter: 6160 total_loss: 1.781 loss_cls_stage0: 0.101 loss_box_reg_stage0: 0.279 loss_cls_stage1: 0.077 loss_box_reg_stage1: 0.511 loss_cls_stage2: 0.085 loss_box_reg_stage2: 0.652 loss_rpn_cls: 0.010 loss_rpn_loc: 0.056 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:24:05 d2.utils.events]: [0m eta: N/A iter: 6180 total_loss: 1.654 loss_cls_stage0: 0.096 loss_box_reg_stage0: 0.262 loss_cls_stage1: 0.072 loss_box_reg_stage1: 0.465 loss_cls_stage2: 0.066 loss_box_reg_stage2: 0.611 loss_rpn_cls: 0.011 loss_rpn_loc: 0.059 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:24:43 d2.utils.events]: [0m eta: N/A iter: 6200 total_loss: 1.771 loss_cls_stage0: 0.101 loss_box_reg_stage0: 0.274 loss_cls_stage1: 0.080 loss_box_reg_stage1: 0.491 loss_cls_stage2: 0.085 loss_box_reg_stage2: 0.656 loss_rpn_cls: 0.011 loss_rpn_loc: 0.071 lr: 0.015000 max_mem: 8878M
[32m[03/02 00:25:23 d2.utils.events]: [0m eta: N/A iter: 6220 total_loss: 1.774 loss_cls_stage0: 0.093 loss_box_reg_stage0: 0.283 loss_cls_stage1: 0.075 loss_box_reg_stage1: 0.504 loss_cls_stage2: 0.078 loss_box_reg_stage2: 0.695 loss_rpn_cls: 0.010 loss_rpn_loc: 0.063 lr: 0.015000 max_mem: 8878M