|
| 1 | +# this file currently only tests the pear v3 loader |
| 2 | +import os |
| 3 | +import argparse |
| 4 | +import multiprocessing as mp |
| 5 | +import cupy as cp |
| 6 | + |
| 7 | +import matplotlib.pyplot as plt |
| 8 | +import pyxalign |
| 9 | +from pyxalign import options as opts |
| 10 | +from pyxalign.api import enums |
| 11 | +from pyxalign.api.types import r_type |
| 12 | +from pyxalign.io.load import load_task |
| 13 | +from pyxalign.io.loaders.enums import LoaderType |
| 14 | +from pyxalign import gpu_utils |
| 15 | +from pyxalign.io.loaders.lamni.options import BaseLoadOptions, Beamline2IDELoadOptions |
| 16 | +from pyxalign.test_utils_2 import CITestArgumentParser, CITestHelper |
| 17 | +from pyxalign.api.options_utils import set_all_device_options |
| 18 | +import pyxalign.io.loaders |
| 19 | +from pyxalign.io.loaders.utils import convert_projection_dict_to_array |
| 20 | + |
| 21 | + |
| 22 | +def run_full_test_xrf_ptycho_1( |
| 23 | + update_tester_results: bool = False, |
| 24 | + save_temp_files: bool = False, |
| 25 | + test_start_point: enums.TestStartPoints = enums.TestStartPoints.BEGINNING, |
| 26 | +): |
| 27 | + |
| 28 | + # Setup the test |
| 29 | + ci_options = opts.CITestOptions( |
| 30 | + test_data_name=os.path.join("2ide", "2025-1_Lamni-6"), |
| 31 | + update_tester_results=update_tester_results, |
| 32 | + proj_idx=list(range(0, 750, 150)), |
| 33 | + save_temp_files=save_temp_files, |
| 34 | + ) |
| 35 | + ci_test_helper = CITestHelper(options=ci_options) |
| 36 | + # define a downscaling value for when volumes are saved to prevent |
| 37 | + # saving files large files |
| 38 | + # define a downscaling value for when volumes are saved to prevent |
| 39 | + # saving files large files |
| 40 | + s = 16 |
| 41 | + |
| 42 | + # Setup default gpu options |
| 43 | + n_gpus = cp.cuda.runtime.getDeviceCount() |
| 44 | + gpu_list = list(range(0, n_gpus)) |
| 45 | + single_gpu_device_options = opts.DeviceOptions() |
| 46 | + multi_gpu_device_options = opts.DeviceOptions( |
| 47 | + gpu=opts.GPUOptions( |
| 48 | + n_gpus=n_gpus, |
| 49 | + gpu_indices=gpu_list, |
| 50 | + chunk_length=20, |
| 51 | + ) |
| 52 | + ) |
| 53 | + |
| 54 | + checkpoint_list = [enums.TestStartPoints.BEGINNING] |
| 55 | + if test_start_point in checkpoint_list: |
| 56 | + ### Load ptycho input data ### |
| 57 | + |
| 58 | + # Define options for loading ptycho reconstructions |
| 59 | + base_load_options = BaseLoadOptions( |
| 60 | + loader_type=LoaderType.PEAR_V1, |
| 61 | + selected_experiment_name="", |
| 62 | + selected_sequences=[0], |
| 63 | + selected_ptycho_strings=[ |
| 64 | + "Ndp64_LSQML_c12556_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 65 | + "Ndp64_LSQML_c7687_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 66 | + "Ndp64_LSQML_c7867_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 67 | + "Ndp64_LSQML_c12474_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 68 | + "Ndp64_LSQML_c7484_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 69 | + "Ndp64_LSQML_c12461_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 70 | + "Ndp64_LSQML_c12507_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 71 | + "Ndp64_LSQML_c12479_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 72 | + "Ndp64_LSQML_c12459_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 73 | + "Ndp64_LSQML_c7449_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 74 | + "Ndp64_LSQML_c8104_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 75 | + "Ndp64_LSQML_c7735_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 76 | + "Ndp64_LSQML_c12482_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 77 | + "Ndp64_LSQML_c7688_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 78 | + "Ndp64_LSQML_c12463_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 79 | + "Ndp64_LSQML_c7885_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 80 | + "Ndp64_LSQML_c7762_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 81 | + "Ndp64_LSQML_c12508_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 82 | + "Ndp64_LSQML_c12518_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 83 | + "Ndp64_LSQML_c12562_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 84 | + "Ndp64_LSQML_c12541_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 85 | + "Ndp64_LSQML_c12561_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 86 | + "Ndp64_LSQML_c7717_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 87 | + "Ndp64_LSQML_c7707_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 88 | + "Ndp64_LSQML_c12331_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 89 | + "Ndp64_LSQML_c12545_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 90 | + "Ndp64_LSQML_c12435_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 91 | + "Ndp64_LSQML_c12504_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 92 | + "Ndp64_LSQML_c12488_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 93 | + "Ndp64_LSQML_c12468_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 94 | + "Ndp64_LSQML_c12493_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 95 | + "Ndp64_LSQML_c7256_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 96 | + "Ndp64_LSQML_c7743_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 97 | + "Ndp64_LSQML_c12559_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 98 | + "Ndp64_LSQML_c12476_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 99 | + "Ndp64_LSQML_c12531_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 100 | + "Ndp64_LSQML_c7946_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 101 | + "Ndp64_LSQML_c12488_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 102 | + "Ndp64_LSQML_c7808_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 103 | + "Ndp64_LSQML_c12484_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 104 | + "Ndp64_LSQML_c12554_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 105 | + "Ndp64_LSQML_c12479_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 106 | + "Ndp64_LSQML_c12469_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 107 | + "Ndp64_LSQML_c7842_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 108 | + "Ndp64_LSQML_c12460_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 109 | + "Ndp64_LSQML_c7849_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 110 | + "Ndp64_LSQML_c12186_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 111 | + "Ndp64_LSQML_c12523_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 112 | + "Ndp64_LSQML_c12502_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 113 | + "Ndp64_LSQML_c12487_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 114 | + "Ndp64_LSQML_c12314_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 115 | + "Ndp64_LSQML_c12544_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 116 | + "Ndp64_LSQML_c12525_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 117 | + "Ndp64_LSQML_c7381_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 118 | + "Ndp64_LSQML_c7608_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 119 | + "Ndp64_LSQML_c12480_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 120 | + "Ndp64_LSQML_c7804_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 121 | + "Ndp64_LSQML_c7773_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 122 | + "Ndp64_LSQML_c12515_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 123 | + "Ndp64_LSQML_c7561_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 124 | + "Ndp64_LSQML_c7716_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 125 | + "Ndp64_LSQML_c8035_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 126 | + "Ndp64_LSQML_c12561_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 127 | + "Ndp64_LSQML_c12512_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 128 | + "Ndp64_LSQML_c12490_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 129 | + "Ndp64_LSQML_c12527_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 130 | + "Ndp64_LSQML_c7684_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 131 | + "Ndp64_LSQML_c12442_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 132 | + "Ndp64_LSQML_c12533_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 133 | + "Ndp64_LSQML_c12562_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 134 | + "Ndp64_LSQML_c7933_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 135 | + "Ndp64_LSQML_c7828_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 136 | + "Ndp64_LSQML_c12471_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 137 | + "Ndp64_LSQML_c12528_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 138 | + "Ndp64_LSQML_c12505_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 139 | + "Ndp64_LSQML_c12467_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 140 | + "Ndp64_LSQML_c7908_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 141 | + "Ndp64_LSQML_c12553_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 142 | + "Ndp64_LSQML_c8061_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 143 | + "Ndp64_LSQML_c12509_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 144 | + "Ndp64_LSQML_c12555_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 145 | + "Ndp64_LSQML_c7572_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 146 | + "Ndp64_LSQML_c12535_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 147 | + "Ndp64_LSQML_c7942_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 148 | + "Ndp64_LSQML_c12511_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 149 | + "Ndp64_LSQML_c12401_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 150 | + "Ndp64_LSQML_c12557_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 151 | + "Ndp64_LSQML_c12474_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 152 | + "Ndp64_LSQML_c7473_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 153 | + "Ndp64_LSQML_c12526_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 154 | + "Ndp64_LSQML_c8003_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 155 | + "Ndp64_LSQML_c7870_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 156 | + "Ndp64_LSQML_c12056_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 157 | + "Ndp64_LSQML_c8067_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 158 | + "Ndp64_LSQML_c8082_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 159 | + "Ndp64_LSQML_c12540_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 160 | + "Ndp64_LSQML_c12524_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 161 | + "Ndp64_LSQML_c8044_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 162 | + "Ndp64_LSQML_c12500_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 163 | + "Ndp64_LSQML_c12560_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 164 | + "Ndp64_LSQML_c12457_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 165 | + "Ndp64_LSQML_c12481_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 166 | + "Ndp64_LSQML_c12558_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 167 | + "Ndp64_LSQML_c12552_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 168 | + "Ndp64_LSQML_c7916_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 169 | + "Ndp64_LSQML_c12485_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 170 | + "Ndp64_LSQML_c12516_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 171 | + "Ndp64_LSQML_c7865_m0.5_gaussian_p10_mm_ic_pc_g_ul0.1/recon_Niter5000", |
| 172 | + "Ndp64_LSQML_c12492_m0.5_gaussian_p10_mm_ic_pc_ul0.1/recon_Niter5000", |
| 173 | + ], |
| 174 | + scan_start=115, |
| 175 | + scan_end=264, |
| 176 | + ) |
| 177 | + options = Beamline2IDELoadOptions( |
| 178 | + mda_folder=os.path.join(ci_test_helper.inputs_folder, "mda"), |
| 179 | + base=base_load_options, |
| 180 | + ) |
| 181 | + |
| 182 | + # Load data |
| 183 | + standard_data = pyxalign.io.loaders.load_data_from_lamni_format( |
| 184 | + parent_projections_folder=os.path.join(ci_test_helper.inputs_folder, "ptychi_recons"), |
| 185 | + n_processes=int(mp.cpu_count() * 0.8), |
| 186 | + options=options, |
| 187 | + ) |
| 188 | + |
| 189 | + w = 256 |
| 190 | + new_shape = 576 + w, 832 + w |
| 191 | + projection_array = convert_projection_dict_to_array( |
| 192 | + standard_data.projections, |
| 193 | + delete_projection_dict=False, |
| 194 | + pad_with_mode=True, |
| 195 | + new_shape=new_shape, |
| 196 | + ) |
| 197 | + |
| 198 | + |
| 199 | + scan_10 = standard_data.scan_numbers[10] |
| 200 | + ci_test_helper.save_or_compare_results(standard_data.probe, "standard_data_probe") |
| 201 | + ci_test_helper.save_or_compare_results(standard_data.scan_numbers, "standard_data_scan_numbers") |
| 202 | + ci_test_helper.save_or_compare_results(standard_data.angles, "standard_data_angles") |
| 203 | + ci_test_helper.save_or_compare_results(projection_array[10], "projection_array_10") |
| 204 | + ci_test_helper.save_or_compare_results( |
| 205 | + standard_data.probe_positions[scan_10], "probe_positions_10" |
| 206 | + ) |
| 207 | + |
| 208 | + ci_test_helper.finish_test() |
| 209 | + |
| 210 | + |
| 211 | +if __name__ == "__main__": |
| 212 | + ci_parser = CITestArgumentParser() |
| 213 | + args = ci_parser.parser.parse_args() |
| 214 | + run_full_test_xrf_ptycho_1( |
| 215 | + update_tester_results=args.update_results, |
| 216 | + save_temp_files=args.save_temp_results, |
| 217 | + test_start_point=args.start_point, |
| 218 | + ) |
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