streamlit_app / tomato.yaml
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!!python/object/new:detectron2.config.config.CfgNode
dictitems:
CUDNN_BENCHMARK: false
DATALOADER: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
ASPECT_RATIO_GROUPING: true
FILTER_EMPTY_ANNOTATIONS: true
NUM_WORKERS: 2
REPEAT_SQRT: true
REPEAT_THRESHOLD: 0.0
SAMPLER_TRAIN: TrainingSampler
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
DATASETS: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
PRECOMPUTED_PROPOSAL_TOPK_TEST: 1000
PRECOMPUTED_PROPOSAL_TOPK_TRAIN: 2000
PROPOSAL_FILES_TEST: !!python/tuple []
PROPOSAL_FILES_TRAIN: !!python/tuple []
TEST: !!python/tuple []
TRAIN: !!python/tuple
- my_dataset_train
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
FLOAT32_PRECISION: ''
GLOBAL: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
HACK: 1.0
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
INPUT: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
CROP: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
ENABLED: false
SIZE:
- 0.9
- 0.9
TYPE: relative_range
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
FORMAT: BGR
MASK_FORMAT: polygon
MAX_SIZE_TEST: 1333
MAX_SIZE_TRAIN: 1333
MIN_SIZE_TEST: 800
MIN_SIZE_TRAIN: !!python/tuple
- 640
- 672
- 704
- 736
- 768
- 800
MIN_SIZE_TRAIN_SAMPLING: choice
RANDOM_FLIP: horizontal
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
MODEL: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
ANCHOR_GENERATOR: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
ANGLES:
- - -90
- 0
- 90
ASPECT_RATIOS:
- - 0.5
- 1.0
- 2.0
NAME: DefaultAnchorGenerator
OFFSET: 0.0
SIZES:
- - 32
- - 64
- - 128
- - 256
- - 512
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
BACKBONE: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
FREEZE_AT: 2
NAME: build_resnet_fpn_backbone
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
DEVICE: cuda
FPN: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
FUSE_TYPE: sum
IN_FEATURES:
- res2
- res3
- res4
- res5
NORM: ''
OUT_CHANNELS: 256
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
KEYPOINT_ON: false
LOAD_PROPOSALS: false
MASK_ON: true
META_ARCHITECTURE: GeneralizedRCNN
PANOPTIC_FPN: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
COMBINE: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
ENABLED: true
INSTANCES_CONFIDENCE_THRESH: 0.5
OVERLAP_THRESH: 0.5
STUFF_AREA_LIMIT: 4096
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
INSTANCE_LOSS_WEIGHT: 1.0
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
PIXEL_MEAN:
- 103.53
- 116.28
- 123.675
PIXEL_STD:
- 1.0
- 1.0
- 1.0
PROPOSAL_GENERATOR: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
MIN_SIZE: 0
NAME: RPN
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
RESNETS: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
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
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
RETINANET: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
BBOX_REG_LOSS_TYPE: smooth_l1
BBOX_REG_WEIGHTS: &id002 !!python/tuple
- 1.0
- 1.0
- 1.0
- 1.0
FOCAL_LOSS_ALPHA: 0.25
FOCAL_LOSS_GAMMA: 2.0
IN_FEATURES:
- p3
- p4
- p5
- p6
- p7
IOU_LABELS:
- 0
- -1
- 1
IOU_THRESHOLDS:
- 0.4
- 0.5
NMS_THRESH_TEST: 0.5
NORM: ''
NUM_CLASSES: 80
NUM_CONVS: 4
PRIOR_PROB: 0.01
SCORE_THRESH_TEST: 0.05
SMOOTH_L1_LOSS_BETA: 0.1
TOPK_CANDIDATES_TEST: 1000
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
ROI_BOX_CASCADE_HEAD: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
BBOX_REG_WEIGHTS: !!python/tuple
- &id001 !!python/tuple
- 10.0
- 10.0
- 5.0
- 5.0
- !!python/tuple
- 20.0
- 20.0
- 10.0
- 10.0
- !!python/tuple
- 30.0
- 30.0
- 15.0
- 15.0
IOUS: !!python/tuple
- 0.5
- 0.6
- 0.7
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
ROI_BOX_HEAD: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
BBOX_REG_LOSS_TYPE: smooth_l1
BBOX_REG_LOSS_WEIGHT: 1.0
BBOX_REG_WEIGHTS: *id001
CLS_AGNOSTIC_BBOX_REG: false
CONV_DIM: 256
FC_DIM: 1024
FED_LOSS_FREQ_WEIGHT_POWER: 0.5
FED_LOSS_NUM_CLASSES: 50
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
USE_FED_LOSS: false
USE_SIGMOID_CE: false
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
ROI_HEADS: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
BATCH_SIZE_PER_IMAGE: 256
IN_FEATURES:
- p2
- p3
- p4
- p5
IOU_LABELS:
- 0
- 1
IOU_THRESHOLDS:
- 0.5
NAME: StandardROIHeads
NMS_THRESH_TEST: 0.5
NUM_CLASSES: 4
POSITIVE_FRACTION: 0.25
PROPOSAL_APPEND_GT: true
SCORE_THRESH_TEST: 0.05
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
ROI_KEYPOINT_HEAD: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
CONV_DIMS: !!python/tuple
- 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
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
ROI_MASK_HEAD: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
CLS_AGNOSTIC_MASK: false
CONV_DIM: 256
NAME: MaskRCNNConvUpsampleHead
NORM: ''
NUM_CONV: 4
POOLER_RESOLUTION: 14
POOLER_SAMPLING_RATIO: 0
POOLER_TYPE: ROIAlignV2
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
RPN: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
BATCH_SIZE_PER_IMAGE: 256
BBOX_REG_LOSS_TYPE: smooth_l1
BBOX_REG_LOSS_WEIGHT: 1.0
BBOX_REG_WEIGHTS: *id002
BOUNDARY_THRESH: -1
CONV_DIMS:
- -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: 1000
PRE_NMS_TOPK_TEST: 1000
PRE_NMS_TOPK_TRAIN: 2000
SMOOTH_L1_BETA: 0.0
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
SEM_SEG_HEAD: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
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
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
WEIGHTS: https://dl.fbaipublicfiles.com/detectron2/COCO-InstanceSegmentation/mask_rcnn_R_50_FPN_3x/137849600/model_final_f10217.pkl
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
OUTPUT_DIR: /content/drive/MyDrive/ComputerVisionEngineer/tomato/models/Detectron2_Models
SEED: -1
SOLVER: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
AMP: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
ENABLED: false
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
BASE_LR: 0.00025
BASE_LR_END: 0.0
BIAS_LR_FACTOR: 1.0
CHECKPOINT_PERIOD: 5000
CLIP_GRADIENTS: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
CLIP_TYPE: value
CLIP_VALUE: 1.0
ENABLED: false
NORM_TYPE: 2.0
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
GAMMA: 0.1
IMS_PER_BATCH: 2
LR_SCHEDULER_NAME: WarmupMultiStepLR
MAX_ITER: 1000
MOMENTUM: 0.9
NESTEROV: false
NUM_DECAYS: 3
REFERENCE_WORLD_SIZE: 0
RESCALE_INTERVAL: false
STEPS: []
WARMUP_FACTOR: 0.001
WARMUP_ITERS: 1000
WARMUP_METHOD: linear
WEIGHT_DECAY: 0.0001
WEIGHT_DECAY_BIAS: null
WEIGHT_DECAY_NORM: 0.0
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
TEST: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
AUG: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
ENABLED: false
FLIP: true
MAX_SIZE: 4000
MIN_SIZES: !!python/tuple
- 400
- 500
- 600
- 700
- 800
- 900
- 1000
- 1100
- 1200
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
DETECTIONS_PER_IMAGE: 100
EVAL_PERIOD: 0
EXPECTED_RESULTS: []
KEYPOINT_OKS_SIGMAS: []
PRECISE_BN: !!python/object/new:detectron2.config.config.CfgNode
dictitems:
ENABLED: false
NUM_ITER: 200
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}
VERSION: 2
VIS_PERIOD: 0
state:
__deprecated_keys__: !!set {}
__immutable__: false
__new_allowed__: false
__renamed_keys__: {}