| { | |
| "imports": [ | |
| "$import glob", | |
| "$import os" | |
| ], | |
| "bundle_root": "/models/renalStructures_UNEST_segmentation", | |
| "output_dir": "$@bundle_root + '/eval'", | |
| "dataset_dir": "$@bundle_root + './dataset/spleen'", | |
| "datalist": "$list(sorted(glob.glob(@dataset_dir + '/*.nii.gz')))", | |
| "device": "$torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')", | |
| "network_def": { | |
| "_target_": "scripts.networks.unest.UNesT", | |
| "in_channels": 1, | |
| "out_channels": 4 | |
| }, | |
| "network": "$@network_def.to(@device)", | |
| "preprocessing": { | |
| "_target_": "Compose", | |
| "transforms": [ | |
| { | |
| "_target_": "LoadImaged", | |
| "keys": "image" | |
| }, | |
| { | |
| "_target_": "AddChanneld", | |
| "keys": "image" | |
| }, | |
| { | |
| "_target_": "Orientationd", | |
| "keys": "image", | |
| "axcodes": "RAS" | |
| }, | |
| { | |
| "_target_": "Spacingd", | |
| "keys": "image", | |
| "pixdim": [ | |
| 1.0, | |
| 1.0, | |
| 1.0 | |
| ], | |
| "mode": "bilinear" | |
| }, | |
| { | |
| "_target_": "ScaleIntensityRanged", | |
| "keys": "image", | |
| "a_min": -175, | |
| "a_max": 250, | |
| "b_min": 0.0, | |
| "b_max": 1.0, | |
| "clip": true | |
| }, | |
| { | |
| "_target_": "EnsureTyped", | |
| "keys": "image" | |
| } | |
| ] | |
| }, | |
| "dataset": { | |
| "_target_": "Dataset", | |
| "data": "$[{'image': i} for i in @datalist]", | |
| "transform": "@preprocessing" | |
| }, | |
| "dataloader": { | |
| "_target_": "DataLoader", | |
| "dataset": "@dataset", | |
| "batch_size": 1, | |
| "shuffle": false, | |
| "num_workers": 4 | |
| }, | |
| "inferer": { | |
| "_target_": "SlidingWindowInferer", | |
| "roi_size": [ | |
| 96, | |
| 96, | |
| 96 | |
| ], | |
| "sw_batch_size": 4, | |
| "overlap": 0.5 | |
| }, | |
| "postprocessing": { | |
| "_target_": "Compose", | |
| "transforms": [ | |
| { | |
| "_target_": "Activationsd", | |
| "keys": "pred", | |
| "softmax": true | |
| }, | |
| { | |
| "_target_": "Invertd", | |
| "keys": "pred", | |
| "transform": "@preprocessing", | |
| "orig_keys": "image", | |
| "meta_key_postfix": "meta_dict", | |
| "nearest_interp": false, | |
| "to_tensor": true | |
| }, | |
| { | |
| "_target_": "AsDiscreted", | |
| "keys": "pred", | |
| "argmax": true | |
| }, | |
| { | |
| "_target_": "SaveImaged", | |
| "keys": "pred", | |
| "meta_keys": "pred_meta_dict", | |
| "output_dir": "@output_dir" | |
| } | |
| ] | |
| }, | |
| "handlers": [ | |
| { | |
| "_target_": "CheckpointLoader", | |
| "load_path": "$@bundle_root + '/models/model.pt'", | |
| "load_dict": { | |
| "model": "@network" | |
| }, | |
| "strict": "True" | |
| }, | |
| { | |
| "_target_": "StatsHandler", | |
| "iteration_log": false | |
| } | |
| ], | |
| "evaluator": { | |
| "_target_": "SupervisedEvaluator", | |
| "device": "@device", | |
| "val_data_loader": "@dataloader", | |
| "network": "@network", | |
| "inferer": "@inferer", | |
| "postprocessing": "@postprocessing", | |
| "val_handlers": "@handlers", | |
| "amp": false | |
| }, | |
| "evaluating": [ | |
| "$setattr(torch.backends.cudnn, 'benchmark', True)", | |
| "$@evaluator.run()" | |
| ] | |
| } | |