| 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" |