random_seed: 42 dataset_config { augment: true dataset: "custom" input_image_type: "color" train_images_path: "/workspace/computer_vision_master_datastore/InstanceSegmentation/HNT/572/data/images/train" train_masks_path: "/workspace/computer_vision_master_datastore/InstanceSegmentation/HNT/572/data/masks/train" val_images_path: "/workspace/computer_vision_master_datastore/InstanceSegmentation/HNT/572/data/images/train" val_masks_path: "/workspace/computer_vision_master_datastore/InstanceSegmentation/HNT/572/data/masks/train" test_images_path: "/workspace/computer_vision_master_datastore/InstanceSegmentation/HNT/572/data/images/train" data_class_config { target_classes { name: "buildings" mapping_class: "buildings" } target_classes { name: "manmade structure" label_id: 1 mapping_class: "manmade structure" } target_classes { name: "road" label_id: 2 mapping_class: "road" } target_classes { name: "tracks" label_id: 3 mapping_class: "tracks" } target_classes { name: "trees" label_id: 4 mapping_class: "trees" } target_classes { name: "crops" label_id: 5 mapping_class: "crops" } target_classes { name: "waterway" label_id: 6 mapping_class: "waterway" } target_classes { name: "standing water" label_id: 7 mapping_class: "standing water" } target_classes { name: "vehicle large" label_id: 8 mapping_class: "vehicle large" } target_classes { name: "vehicle small" label_id: 9 mapping_class: "vehicle small" } target_classes { name: "background" label_id: 10 mapping_class: "background" } } augmentation_config { spatial_augmentation { hflip_probability: 0.5 vflip_probability: 0.5 crop_and_resize_prob: 0.5 } brightness_augmentation { delta: 0.20000000298023224 } } resize_padding: true resize_method: "BILINEAR" } model_config { training_precision { backend_floatx: FLOAT32 } arch: "vanilla_unet" all_projections: true model_input_height: 572 model_input_width: 572 model_input_channels: 3 } training_config { batch_size: 8 regularizer { type: L2 weight: 1.9999999949504854e-06 } optimizer { adam { epsilon: 9.99999993922529e-09 beta1: 0.8999999761581421 beta2: 0.9990000128746033 } } checkpoint_interval: 10 log_summary_steps: 10 learning_rate: 0.004999999888241291 loss: "cross_dice_sum" epochs: 5000 }