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Mobile_NAS_head.yaml
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MODEL:
META_ARCHITECTURE: "SingleStageDetector"
WEIGHT: "models/mbv2-NAS-head.pth"
RPN_ONLY: True
DENSEBOX_ON: True
BACKBONE:
CONV_BODY: "MobileNetV2"
OUT_CHANNELS: 256
ENCODER_OUT_CHANNELS: (24, 32, 96, 320)
RETINANET:
SCALES_PER_OCTAVE: 3
STRADDLE_THRESH: -1
NUM_CLASSES: 81
NMS_TH: 0.6
DATASETS:
TRAIN: ("coco_2017_train",)
TEST: ("coco_2017_val",)
INPUT:
MIN_SIZE_TRAIN: (800,)
MAX_SIZE_TRAIN: 1333
MIN_SIZE_TEST: 800
MAX_SIZE_TEST: 1333
DATALOADER:
SIZE_DIVISIBILITY: 32
NUM_WORKERS: 2
SEARCH:
NAS_DECODER_ON: True
NAS_HEAD_ON: True
DECODER:
VERSION: 2
CONFIG: [[[3, 3, 4, 4, 1]], [[3, 3, 4, 4, 1]], [[4, 3, 4, 3, 1]], [[1, 3, 4, 3, 1]], [[5, 3, 4, 4, 1]], [[4, 7, 4, 4, 1]], [[7, 2, 4, 4, 1]], [0], [5, 1, 5, 0, 4, 4]]
AGG_SIZE: 256
NUM_CELLS: 7
OP_SIZE: 7
HEAD:
NUM_HEAD_LAYERS: 6
OP_SIZE: 6
AGG_OP_SIZE: 2
OUTPUT_CONCAT: False
WEIGHT_SHARE_SEARCH: True
SOLVER:
BASE_LR: 0.01
WEIGHT_DECAY: 0.0001
STEPS: (60000,80000,)
MAX_ITER: 90000
IMS_PER_BATCH: 16
NUM_GPUS: 4
TEST:
IMS_PER_BATCH: 8
OUTPUT_DIR: 'output/coco/mobile-NAS_head'