satvision-toa-giant-patch8-window8-128 / frontier_mim_pretrain_swinv2_satvision_giant_128_window08_50ep.yaml
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MODEL:
TYPE: swinv2
NAME: mim_satvision_pretrain-giant
DROP_PATH_RATE: 0.1
SWINV2:
IN_CHANS: 14
EMBED_DIM: 512
DEPTHS: [ 2, 2, 42, 2 ]
NUM_HEADS: [ 16, 32, 64, 128 ]
WINDOW_SIZE: 8
NORM_PERIOD: 6
DATA:
IMG_SIZE: 128
MASK_PATCH_SIZE: 8
MASK_RATIO: 0.6
TRAIN:
USE_CHECKPOINT: True
EPOCHS: 50
WARMUP_EPOCHS: 1
BASE_LR: 3e-4
MIN_LR: 2e-4
WARMUP_LR: 1e-4
WEIGHT_DECAY: 0.05
LR_SCHEDULER:
NAME: 'multistep'
GAMMA: 0.1
MULTISTEPS: [700,]
PRINT_FREQ: 100
SAVE_FREQ: 1000
VALIDATION_FREQ: 200
TAG: mim_pretrain_3b_26m_32nodes_128_window8_onecycle_50ep