import os import sys import shutil import subprocess import re from typing import Any from scipy.io import loadmat import numpy as np from ptycho.ptycho_base import PtychoEngine class FoldSlicePtychoEngine(PtychoEngine): def __init__(self, config): super().__init__(config) self._output_dir = os.path.join(config['io']['result_dir'], 'fold_slice') self._fold_slice_path = self.config['ptycho']['path'] self._setup_txt_path = os.path.join(self._output_dir, 'setup.txt') self._verbosity = self.config['io'].get('verbosity', 0) def run(self, run_id="") -> None: fold_slice_dict = {} fold_slice_dict['raw_data'] = self.config['io']['input_data_path'] fold_slice_dict['result_dir'] = os.path.join(self._output_dir, '') fold_slice_dict.update(self.config['ptycho']['params']) for key, value in fold_slice_dict.items(): if type(value) == bool: fold_slice_dict[key] = str(value).lower() if os.path.exists(os.path.join(self._output_dir)): shutil.rmtree(os.path.join(self._output_dir)) os.makedirs(os.path.join(self._output_dir)) with open(os.path.join(self._output_dir, 'setup.txt'), 'w') as f: f.write('\n\n') for key, value in fold_slice_dict.items(): f.write(f"{key} {value}\n") matlab_commands = [ f"cd('{self._fold_slice_path}');", "cd('ptycho');", f"prepare_data('{self._setup_txt_path}');", f"run_multislice_new('{self._setup_txt_path}');" ] p = subprocess.Popen( ['matlab', '-batch', ' '.join(matlab_commands)], stdout=subprocess.PIPE if self._verbosity > 0 else subprocess.DEVNULL, stderr=subprocess.STDOUT if self._verbosity > 0 else subprocess.DEVNULL, text=True ) if self._verbosity > 0: for line in p.stdout: # type: ignore sys.stdout.write(f'[{run_id}] [fold_slice] {line}') p.stdout.close() # type: ignore else: print(f"fold_slice running. Set verbosity > 0 for full fold_slice output.") p.wait() roi_dir = os.path.join( self._output_dir, f"{self.config['ptycho']['params']['scan_number']}", f"roi{self.config['ptycho']['params']['roi_label']}" ) output_dir = os.path.join(roi_dir, next(os.walk(roi_dir))[1][0]) mat_path = os.path.join(output_dir, f"Niter{self.config['ptycho']['params']['Niter']}.mat") image_path = os.path.join(output_dir, 'obj_phase_roi_sum', f"obj_phase_roi_sum_Niter{self.config['ptycho']['params']['Niter']}.tiff") if not os.path.exists(mat_path): raise FileNotFoundError(f"{mat_path} does not exist. Please check the fold_slice output.") if not os.path.exists(image_path): raise FileNotFoundError(f"{image_path} does not exist. Please check the fold_slice output.") self._output = loadmat(mat_path) self._metric = -np.log(float(self._output['outputs']['fourier_error_out'][0][0].squeeze()[-1])) os.makedirs(os.path.join(self.config['io']['result_dir'], "mat"), exist_ok=True) os.makedirs(os.path.join(self.config['io']['result_dir'], "tiff"), exist_ok=True) shutil.copy(mat_path, os.path.join(self.config['io']['result_dir'], "mat", f"{self._metric:.4f}_{run_id}.mat")) shutil.copy(image_path, os.path.join(self.config['io']['result_dir'], "tiff", f"{self._metric:.4f}_{run_id}.tiff"))