dataset_config { augment: true dataset: "custom" input_image_type: "color" train_images_path: "/bdd100k/images/10k/train" train_masks_path: "/bdd100k/labels/sem_seg/masks/train_255to19" val_images_path: "/bdd100k/images/10k/val" val_masks_path: "/bdd100k/labels/sem_seg/masks/val_255to19" test_images_path: "/bdd100k/images/10k/val" data_class_config { target_classes { name: "road" mapping_class: "road" } target_classes { name: "sidewalk" label_id: 1 mapping_class: "sidewalk" } target_classes { name: "building" label_id: 2 mapping_class: "building" } target_classes { name: "wall" label_id: 3 mapping_class: "wall" } target_classes { name: "fence" label_id: 4 mapping_class: "fence" } target_classes { name: "pole" label_id: 5 mapping_class: "pole" } target_classes { name: "traffic light" label_id: 6 mapping_class: "traffic light" } target_classes { name: "traffic sign" label_id: 7 mapping_class: "traffic sign" } target_classes { name: "vegetation" label_id: 8 mapping_class: "vegetation" } target_classes { name: "terrain" label_id: 9 mapping_class: "terrain" } target_classes { name: "sky" label_id: 10 mapping_class: "sky" } target_classes { name: "person" label_id: 11 mapping_class: "person" } target_classes { name: "rider" label_id: 12 mapping_class: "rider" } target_classes { name: "car" label_id: 13 mapping_class: "car" } target_classes { name: "truck" label_id: 14 mapping_class: "truck" } target_classes { name: "bus" label_id: 15 mapping_class: "bus" } target_classes { name: "train" label_id: 16 mapping_class: "train" } target_classes { name: "motorcycle" label_id: 17 mapping_class: "motorcycle" } target_classes { name: "bicycle" label_id: 18 mapping_class: "bicycle" } target_classes { name: "unknown" label_id: 19 mapping_class: "unknown" } } } model_config { num_layers: 18 use_batch_norm: true training_precision { backend_floatx: FLOAT32 } arch: "resnet" model_input_height: 512 model_input_width: 512 model_input_channels: 3 } training_config { batch_size: 4 regularizer { type: L2 } optimizer { adam { epsilon: 9.99999993922529e-09 beta1: 0.8999999761581421 beta2: 0.9990000128746033 } } checkpoint_interval: 5 log_summary_steps: 175 learning_rate: 0.0010000000474974513 loss: "cross_entropy" epochs: 240 }