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architecture: "Unet"
model_params:
encoder_name: "resnet50"
encoder_weights: "swsl"
in_channels: 11
classes: 11
device: "cuda"
seed: 0
save_path: "./checkpoints/"
training:
dataloader_params:
landsat:
root: "./Megacity2035/train"
filename_glob: "**/landsat8_2021.tif"
exclude: null
esa:
root: "./Megacity2035/train"
filename_glob: "**/ESAv200_.tif"
exclude: null
sensor_type: "OLITIRS"
tile_per_loader: 24
length: 50000
batch_size: 128
num_workers: 8
trainer_params:
epoch: 100
gradient_accumulation_factor: null
loss_fn_params:
weights: [1.0, 1.0]
FocalLoss:
mode: "multiclass"
alpha: null
gamma: 2.0
normalized: False
TverskyLoss:
mode: "multiclass"
alpha: 0.3
beta: 0.7
gamma: 2.0
optimizer_params:
lr: 5.0e-4
weight_decay: 1.0e-5
scheduler_params:
step_size: 30
gamma: 0.5
last_epoch: -1
validate_params:
root: "./Megacity2035/val"
img_glob: "**/landsat8_2021.tif"
gt_glob: "**/ESAv200_.tif"
logger_params:
PROJECT: "GUC_master"
NAME: "dummy" |