import configparser import logging import os import shutil def run_model( input_path: str, model_path: str, verbose: str = "info", task: str = "CT_Airways", name: str = "Airways", ): logging.basicConfig() logging.getLogger().setLevel(logging.WARNING) if verbose == "debug": logging.getLogger().setLevel(logging.DEBUG) elif verbose == "info": logging.getLogger().setLevel(logging.INFO) elif verbose == "error": logging.getLogger().setLevel(logging.ERROR) else: raise ValueError("Unsupported verbose value provided:", verbose) # delete patient/result folder if they exist if os.path.exists("./patient/"): shutil.rmtree("./patient/") if os.path.exists("./result/"): shutil.rmtree("./result/") try: # setup temporary patient directory filename = input_path.split("/")[-1] splits = filename.split(".") extension = ".".join(splits[1:]) patient_directory = "./patient/" os.makedirs(patient_directory + "T0/", exist_ok=True) shutil.copy( input_path, patient_directory + "T0/" + splits[0] + "-t1gd." + extension, ) # define output directory to save results output_path = "./result/prediction-" + splits[0] + "/" os.makedirs(output_path, exist_ok=True) # Setting up the configuration file rads_config = configparser.ConfigParser() rads_config.add_section("Default") rads_config.set("Default", "task", "mediastinum_diagnosis") rads_config.set("Default", "caller", "") rads_config.add_section("System") rads_config.set("System", "gpu_id", "-1") rads_config.set("System", "input_folder", patient_directory) rads_config.set("System", "output_folder", output_path) rads_config.set("System", "model_folder", model_path) rads_config.set( "System", "pipeline_filename", os.path.join(model_path, task, "pipeline.json"), ) rads_config.add_section("Runtime") rads_config.set( "Runtime", "reconstruction_method", "thresholding" ) # thresholding, probabilities rads_config.set("Runtime", "reconstruction_order", "resample_first") rads_config.set("Runtime", "use_preprocessed_data", "False") with open("rads_config.ini", "w") as f: rads_config.write(f) # finally, run inference from raidionicsrads.compute import run_rads run_rads(config_filename="rads_config.ini") # rename and move final result os.rename( "./result/prediction-" + splits[0] + "/T0/" + splits[0] + "-t1gd_annotation-" + name + ".nii.gz", "./prediction.nii.gz", ) except Exception as e: print(e) # Clean-up if os.path.exists(patient_directory): shutil.rmtree(patient_directory) if os.path.exists(output_path): shutil.rmtree(output_path)