chess_tomo: workflow/run_tomo.py annotate

annotate workflow/run_tomo.py @ 32:98eee43a8c8c draft

planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty

author	rv43
date	Wed, 22 Mar 2023 12:56:22 +0000
parents	3342c0518d4c
children	50923144fb56

rev	line source
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1 #!/usr/bin/env python3
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	2
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	3 import logging
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	4 logger = logging.getLogger(__name__)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	5
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	6 import numpy as np
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	7 try:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	8 import numexpr as ne
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	9 except:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	10 pass
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	11 try:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	12 import scipy.ndimage as spi
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	13 except:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	14 pass
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	15
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	16 from multiprocessing import cpu_count
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	17 from nexusformat.nexus import *
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	18 from os import mkdir
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	19 from os import path as os_path
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	20 try:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	21 from skimage.transform import iradon
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	22 except:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	23 pass
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	24 try:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	25 from skimage.restoration import denoise_tv_chambolle
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	26 except:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	27 pass
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	28 from time import time
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	29 try:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	30 import tomopy
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	31 except:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	32 pass
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	33 from yaml import safe_load, safe_dump
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	34
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	35 try:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	36 from msnctools.fit import Fit
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	37 except:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	38 from fit import Fit
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	39 try:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	40 from msnctools.general import illegal_value, is_int, is_int_pair, is_num, is_index_range, \
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	41 input_int, input_num, input_yesno, input_menu, draw_mask_1d, select_image_bounds, \
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	42 select_one_image_bound, clear_imshow, quick_imshow, clear_plot, quick_plot
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	43 except:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	44 from general import illegal_value, is_int, is_int_pair, is_num, is_index_range, \
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	45 input_int, input_num, input_yesno, input_menu, draw_mask_1d, select_image_bounds, \
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	46 select_one_image_bound, clear_imshow, quick_imshow, clear_plot, quick_plot
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	47
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	48 try:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	49 from workflow.models import import_scanparser, FlatField, TomoField, TomoWorkflow
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	50 from workflow.__version__ import __version__
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	51 except:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	52 pass
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	53
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	54 num_core_tomopy_limit = 24
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	55
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	56 def nxcopy(nxobject:NXobject, exclude_nxpaths:list[str]=[], nxpath_prefix:str='') -> NXobject:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	57 '''Function that returns a copy of a nexus object, optionally exluding certain child items.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	58
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	59 :param nxobject: the original nexus object to return a "copy" of
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	60 :type nxobject: nexusformat.nexus.NXobject
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	61 :param exlude_nxpaths: a list of paths to child nexus objects that
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	62 should be exluded from the returned "copy", defaults to `[]`
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	63 :type exclude_nxpaths: list[str], optional
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	64 :param nxpath_prefix: For use in recursive calls from inside this
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	65 function only!
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	66 :type nxpath_prefix: str
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	67 :return: a copy of `nxobject` with some children optionally exluded.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	68 :rtype: NXobject
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	69 '''
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	70
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	71 nxobject_copy = nxobject.__class__()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	72 if not len(nxpath_prefix):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	73 if 'default' in nxobject.attrs:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	74 nxobject_copy.attrs['default'] = nxobject.attrs['default']
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	75 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	76 for k, v in nxobject.attrs.items():
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	77 nxobject_copy.attrs[k] = v
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	78
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	79 for k, v in nxobject.items():
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	80 nxpath = os_path.join(nxpath_prefix, k)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	81
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	82 if nxpath in exclude_nxpaths:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	83 continue
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	84
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	85 if isinstance(v, NXgroup):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	86 nxobject_copy[k] = nxcopy(v, exclude_nxpaths=exclude_nxpaths,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	87 nxpath_prefix=os_path.join(nxpath_prefix, k))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	88 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	89 nxobject_copy[k] = v
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	90
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	91 return(nxobject_copy)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	92
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	93 class set_numexpr_threads:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	94
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	95 def __init__(self, num_core):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	96 if num_core is None or num_core < 1 or num_core > cpu_count():
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	97 self.num_core = cpu_count()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	98 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	99 self.num_core = num_core
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	100
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	101 def __enter__(self):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	102 self.num_core_org = ne.set_num_threads(self.num_core)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	103
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	104 def __exit__(self, exc_type, exc_value, traceback):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	105 ne.set_num_threads(self.num_core_org)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	106
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	107 class Tomo:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	108 """Processing tomography data with misalignment.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	109 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	110 def __init__(self, galaxy_flag=False, num_core=-1, output_folder='.', save_figs=None,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	111 test_mode=False):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	112 """Initialize with optional config input file or dictionary
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	113 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	114 if not isinstance(galaxy_flag, bool):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	115 raise ValueError(f'Invalid parameter galaxy_flag ({galaxy_flag})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	116 self.galaxy_flag = galaxy_flag
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	117 self.num_core = num_core
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	118 if self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	119 if output_folder != '.':
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	120 logger.warning('Ignoring output_folder in galaxy mode')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	121 self.output_folder = '.'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	122 if test_mode != False:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	123 logger.warning('Ignoring test_mode in galaxy mode')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	124 self.test_mode = False
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	125 if save_figs is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	126 logger.warning('Ignoring save_figs in galaxy mode')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	127 save_figs = 'only'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	128 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	129 self.output_folder = os_path.abspath(output_folder)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	130 if not os_path.isdir(output_folder):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	131 mkdir(os_path.abspath(output_folder))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	132 if not isinstance(test_mode, bool):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	133 raise ValueError(f'Invalid parameter test_mode ({test_mode})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	134 self.test_mode = test_mode
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	135 if save_figs is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	136 save_figs = 'no'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	137 self.test_config = {}
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	138 if self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	139 if save_figs != 'only':
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	140 logger.warning('Ignoring save_figs in test mode')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	141 save_figs = 'only'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	142 if save_figs == 'only':
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	143 self.save_only = True
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	144 self.save_figs = True
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	145 elif save_figs == 'yes':
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	146 self.save_only = False
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	147 self.save_figs = True
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	148 elif save_figs == 'no':
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	149 self.save_only = False
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	150 self.save_figs = False
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	151 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	152 raise ValueError(f'Invalid parameter save_figs ({save_figs})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	153 if self.save_only:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	154 self.block = False
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	155 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	156 self.block = True
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	157 if self.num_core == -1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	158 self.num_core = cpu_count()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	159 if not is_int(self.num_core, gt=0, log=False):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	160 raise ValueError(f'Invalid parameter num_core ({num_core})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	161 if self.num_core > cpu_count():
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	162 logger.warning(f'num_core = {self.num_core} is larger than the number of available '
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	163 f'processors and reduced to {cpu_count()}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	164 self.num_core= cpu_count()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	165
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	166 def read(self, filename):
9 1dbb29320ce8 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 8 diff changeset	167 logger.info(f'looking for {filename}')
11 9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	168 if self.galaxy_flag:
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	169 try:
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	170 with open(filename, 'r') as f:
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	171 config = safe_load(f)
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	172 return(config)
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	173 except:
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	174 try:
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	175 with NXFile(filename, mode='r') as nxfile:
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	176 nxroot = nxfile.readfile()
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	177 return(nxroot)
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	178 except:
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	179 raise ValueError(f'Unable to open ({filename})')
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	180 else:
11 9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	181 extension = os_path.splitext(filename)[1]
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	182 if extension == '.yml' or extension == '.yaml':
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	183 with open(filename, 'r') as f:
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	184 config = safe_load(f)
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	185 # if len(config) > 1:
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	186 # raise ValueError(f'Multiple root entries in {filename} not yet implemented')
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	187 # if len(list(config.values())[0]) > 1:
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	188 # raise ValueError(f'Multiple sample maps in {filename} not yet implemented')
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	189 return(config)
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	190 elif extension == '.nxs':
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	191 with NXFile(filename, mode='r') as nxfile:
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	192 nxroot = nxfile.readfile()
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	193 return(nxroot)
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	194 else:
9c48ef48c604 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c rv43 parents: 9 diff changeset	195 raise ValueError(f'Invalid filename extension ({extension})')
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	196
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	197 def write(self, data, filename):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	198 extension = os_path.splitext(filename)[1]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	199 if extension == '.yml' or extension == '.yaml':
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	200 with open(filename, 'w') as f:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	201 safe_dump(data, f)
16 c7a1d5d1471c planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 15 diff changeset	202 elif extension == '.nxs' or extension == '.nex':
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	203 data.save(filename, mode='w')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	204 elif extension == '.nc':
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	205 data.to_netcdf(os_path=filename)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	206 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	207 raise ValueError(f'Invalid filename extension ({extension})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	208
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	209 def gen_reduced_data(self, data, img_x_bounds=None):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	210 """Generate the reduced tomography images.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	211 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	212 logger.info('Generate the reduced tomography images')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	213
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	214 # Create plot galaxy path directory if needed
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	215 if self.galaxy_flag and not os_path.exists('tomo_reduce_plots'):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	216 mkdir('tomo_reduce_plots')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	217
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	218 if isinstance(data, dict):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	219 # Create Nexus format object from input dictionary
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	220 wf = TomoWorkflow(**data)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	221 if len(wf.sample_maps) > 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	222 raise ValueError(f'Multiple sample maps not yet implemented')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	223 # print(f'\nwf:\n{wf}\n')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	224 nxroot = NXroot()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	225 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	226 for sample_map in wf.sample_maps:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	227 logger.info(f'Start constructing the {sample_map.title} map.')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	228 import_scanparser(sample_map.station)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	229 sample_map.construct_nxentry(nxroot, include_raw_data=False)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	230 logger.info(f'Constructed all sample maps in {time()-t0:.2f} seconds.')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	231 nxentry = nxroot[nxroot.attrs['default']]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	232 # Get test mode configuration info
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	233 if self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	234 self.test_config = data['sample_maps'][0]['test_mode']
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	235 elif isinstance(data, NXroot):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	236 nxentry = data[data.attrs['default']]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	237 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	238 raise ValueError(f'Invalid parameter data ({data})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	239
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	240 # Create an NXprocess to store data reduction (meta)data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	241 reduced_data = NXprocess()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	242
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	243 # Generate dark field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	244 if 'dark_field' in nxentry['spec_scans']:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	245 reduced_data = self._gen_dark(nxentry, reduced_data)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	246
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	247 # Generate bright field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	248 reduced_data = self._gen_bright(nxentry, reduced_data)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	249
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	250 # Set vertical detector bounds for image stack
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	251 img_x_bounds = self._set_detector_bounds(nxentry, reduced_data, img_x_bounds=img_x_bounds)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	252 logger.info(f'img_x_bounds = {img_x_bounds}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	253 reduced_data['img_x_bounds'] = img_x_bounds
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	254
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	255 # Set zoom and/or theta skip to reduce memory the requirement
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	256 zoom_perc, num_theta_skip = self._set_zoom_or_skip()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	257 if zoom_perc is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	258 reduced_data.attrs['zoom_perc'] = zoom_perc
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	259 if num_theta_skip is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	260 reduced_data.attrs['num_theta_skip'] = num_theta_skip
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	261
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	262 # Generate reduced tomography fields
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	263 reduced_data = self._gen_tomo(nxentry, reduced_data)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	264
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	265 # Create a copy of the input Nexus object and remove raw and any existing reduced data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	266 if isinstance(data, NXroot):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	267 exclude_items = [f'{nxentry._name}/reduced_data/data',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	268 f'{nxentry._name}/instrument/detector/data',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	269 f'{nxentry._name}/instrument/detector/image_key',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	270 f'{nxentry._name}/instrument/detector/sequence_number',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	271 f'{nxentry._name}/sample/rotation_angle',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	272 f'{nxentry._name}/sample/x_translation',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	273 f'{nxentry._name}/sample/z_translation',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	274 f'{nxentry._name}/data/data',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	275 f'{nxentry._name}/data/image_key',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	276 f'{nxentry._name}/data/rotation_angle',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	277 f'{nxentry._name}/data/x_translation',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	278 f'{nxentry._name}/data/z_translation']
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	279 nxroot = nxcopy(data, exclude_nxpaths=exclude_items)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	280 nxentry = nxroot[nxroot.attrs['default']]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	281
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	282 # Add the reduced data NXprocess
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	283 nxentry.reduced_data = reduced_data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	284
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	285 if 'data' not in nxentry:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	286 nxentry.data = NXdata()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	287 nxentry.attrs['default'] = 'data'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	288 nxentry.data.makelink(nxentry.reduced_data.data.tomo_fields, name='reduced_data')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	289 nxentry.data.makelink(nxentry.reduced_data.rotation_angle, name='rotation_angle')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	290 nxentry.data.attrs['signal'] = 'reduced_data'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	291
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	292 return(nxroot)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	293
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	294 def find_centers(self, nxroot, center_rows=None, center_stack_index=None):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	295 """Find the calibrated center axis info
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	296 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	297 logger.info('Find the calibrated center axis info')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	298
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	299 if not isinstance(nxroot, NXroot):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	300 raise ValueError(f'Invalid parameter nxroot ({nxroot})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	301 nxentry = nxroot[nxroot.attrs['default']]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	302 if not isinstance(nxentry, NXentry):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	303 raise ValueError(f'Invalid nxentry ({nxentry})')
29 551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	304 if center_rows is not None:
30 3342c0518d4c planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 29 diff changeset	305 if self.galaxy_flag:
32 98eee43a8c8c planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 30 diff changeset	306 if not is_int_pair(center_rows, ge=-1):
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	307 raise ValueError(f'Invalid parameter center_rows ({center_rows})')
29 551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	308 if (center_rows[0] != -1 and center_rows[1] != -1 and
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	309 center_rows[0] > center_rows[1]):
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	310 center_rows = (center_rows[1], center_rows[0])
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	311 else:
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	312 center_rows = tuple(center_rows)
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	313 else:
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	314 logger.warning(f'Ignoring parameter center_rows ({center_rows})')
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	315 center_rows = None
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	316 if self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	317 if center_stack_index is not None and not is_int(center_stack_index, ge=0):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	318 raise ValueError(f'Invalid parameter center_stack_index ({center_stack_index})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	319 elif center_stack_index is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	320 logger.warning(f'Ignoring parameter center_stack_index ({center_stack_index})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	321 center_stack_index = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	322
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	323 # Create plot galaxy path directory and path if needed
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	324 if self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	325 if not os_path.exists('tomo_find_centers_plots'):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	326 mkdir('tomo_find_centers_plots')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	327 path = 'tomo_find_centers_plots'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	328 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	329 path = self.output_folder
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	330
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	331 # Check if reduced data is available
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	332 if ('reduced_data' not in nxentry or 'reduced_data' not in nxentry.data):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	333 raise KeyError(f'Unable to find valid reduced data in {nxentry}.')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	334
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	335 # Select the image stack to calibrate the center axis
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	336 # reduced data axes order: stack,theta,row,column
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	337 # Note: Nexus cannot follow a link if the data it points to is too big,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	338 # so get the data from the actual place, not from nxentry.data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	339 tomo_fields_shape = nxentry.reduced_data.data.tomo_fields.shape
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	340 if len(tomo_fields_shape) != 4 or any(True for dim in tomo_fields_shape if not dim):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	341 raise KeyError('Unable to load the required reduced tomography stack')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	342 num_tomo_stacks = tomo_fields_shape[0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	343 if num_tomo_stacks == 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	344 center_stack_index = 0
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	345 default = 'n'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	346 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	347 if self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	348 center_stack_index = self.test_config['center_stack_index']-1 # make offset 0
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	349 elif self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	350 if center_stack_index is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	351 center_stack_index = int(num_tomo_stacks/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	352 if center_stack_index >= num_tomo_stacks:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	353 raise ValueError(f'Invalid parameter center_stack_index ({center_stack_index})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	354 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	355 center_stack_index = input_int('\nEnter tomography stack index to calibrate the '
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	356 'center axis', ge=1, le=num_tomo_stacks, default=int(1+num_tomo_stacks/2))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	357 center_stack_index -= 1
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	358 default = 'y'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	359
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	360 # Get thetas (in degrees)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	361 thetas = np.asarray(nxentry.reduced_data.rotation_angle)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	362
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	363 # Get effective pixel_size
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	364 if 'zoom_perc' in nxentry.reduced_data:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	365 eff_pixel_size = 100.*(nxentry.instrument.detector.x_pixel_size/
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	366 nxentry.reduced_data.attrs['zoom_perc'])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	367 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	368 eff_pixel_size = nxentry.instrument.detector.x_pixel_size
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	369
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	370 # Get cross sectional diameter
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	371 cross_sectional_dim = tomo_fields_shape[3]*eff_pixel_size
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	372 logger.debug(f'cross_sectional_dim = {cross_sectional_dim}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	373
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	374 # Determine center offset at sample row boundaries
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	375 logger.info('Determine center offset at sample row boundaries')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	376
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	377 # Lower row center
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	378 if self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	379 lower_row = self.test_config['lower_row']
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	380 elif self.galaxy_flag:
15 b1c2b7d26149 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 14 diff changeset	381 if center_rows is None or center_rows[0] == -1:
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	382 lower_row = 0
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	383 else:
29 551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	384 lower_row = center_rows[0]
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	385 if not 0 <= lower_row < tomo_fields_shape[2]-1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	386 raise ValueError(f'Invalid parameter center_rows ({center_rows})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	387 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	388 lower_row = select_one_image_bound(
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	389 nxentry.reduced_data.data.tomo_fields[center_stack_index,0,:,:], 0, bound=0,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	390 title=f'theta={round(thetas[0], 2)+0}',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	391 bound_name='row index to find lower center', default=default, raise_error=True)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	392 logger.debug('Finding center...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	393 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	394 lower_center_offset = self._find_center_one_plane(
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	395 nxentry.reduced_data.data.tomo_fields[center_stack_index,:,lower_row,:],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	396 lower_row, thetas, eff_pixel_size, cross_sectional_dim, path=path,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	397 num_core=self.num_core)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	398 logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	399 logger.debug(f'lower_row = {lower_row:.2f}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	400 logger.debug(f'lower_center_offset = {lower_center_offset:.2f}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	401
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	402 # Upper row center
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	403 if self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	404 upper_row = self.test_config['upper_row']
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	405 elif self.galaxy_flag:
15 b1c2b7d26149 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 14 diff changeset	406 if center_rows is None or center_rows[1] == -1:
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	407 upper_row = tomo_fields_shape[2]-1
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	408 else:
29 551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	409 upper_row = center_rows[1]
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	410 if not lower_row < upper_row < tomo_fields_shape[2]:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	411 raise ValueError(f'Invalid parameter center_rows ({center_rows})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	412 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	413 upper_row = select_one_image_bound(
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	414 nxentry.reduced_data.data.tomo_fields[center_stack_index,0,:,:], 0,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	415 bound=tomo_fields_shape[2]-1, title=f'theta={round(thetas[0], 2)+0}',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	416 bound_name='row index to find upper center', default=default, raise_error=True)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	417 logger.debug('Finding center...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	418 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	419 upper_center_offset = self._find_center_one_plane(
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	420 #np.asarray(nxentry.reduced_data.data.tomo_fields[center_stack_index,:,upper_row,:]),
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	421 nxentry.reduced_data.data.tomo_fields[center_stack_index,:,upper_row,:],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	422 upper_row, thetas, eff_pixel_size, cross_sectional_dim, path=path,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	423 num_core=self.num_core)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	424 logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	425 logger.debug(f'upper_row = {upper_row:.2f}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	426 logger.debug(f'upper_center_offset = {upper_center_offset:.2f}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	427
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	428 center_config = {'lower_row': lower_row, 'lower_center_offset': lower_center_offset,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	429 'upper_row': upper_row, 'upper_center_offset': upper_center_offset}
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	430 if num_tomo_stacks > 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	431 center_config['center_stack_index'] = center_stack_index+1 # save as offset 1
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	432
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	433 # Save test data to file
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	434 if self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	435 with open(f'{self.output_folder}/center_config.yaml', 'w') as f:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	436 safe_dump(center_config, f)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	437
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	438 return(center_config)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	439
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	440 def reconstruct_data(self, nxroot, center_info, x_bounds=None, y_bounds=None):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	441 """Reconstruct the tomography data.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	442 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	443 logger.info('Reconstruct the tomography data')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	444
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	445 if not isinstance(nxroot, NXroot):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	446 raise ValueError(f'Invalid parameter nxroot ({nxroot})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	447 nxentry = nxroot[nxroot.attrs['default']]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	448 if not isinstance(nxentry, NXentry):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	449 raise ValueError(f'Invalid nxentry ({nxentry})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	450 if not isinstance(center_info, dict):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	451 raise ValueError(f'Invalid parameter center_info ({center_info})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	452
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	453 # Create plot galaxy path directory and path if needed
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	454 if self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	455 if not os_path.exists('tomo_reconstruct_plots'):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	456 mkdir('tomo_reconstruct_plots')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	457 path = 'tomo_reconstruct_plots'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	458 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	459 path = self.output_folder
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	460
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	461 # Check if reduced data is available
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	462 if ('reduced_data' not in nxentry or 'reduced_data' not in nxentry.data):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	463 raise KeyError(f'Unable to find valid reduced data in {nxentry}.')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	464
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	465 # Create an NXprocess to store image reconstruction (meta)data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	466 nxprocess = NXprocess()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	467
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	468 # Get rotation axis rows and centers
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	469 lower_row = center_info.get('lower_row')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	470 lower_center_offset = center_info.get('lower_center_offset')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	471 upper_row = center_info.get('upper_row')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	472 upper_center_offset = center_info.get('upper_center_offset')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	473 if (lower_row is None or lower_center_offset is None or upper_row is None or
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	474 upper_center_offset is None):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	475 raise KeyError(f'Unable to find valid calibrated center axis info in {center_info}.')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	476 center_slope = (upper_center_offset-lower_center_offset)/(upper_row-lower_row)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	477
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	478 # Get thetas (in degrees)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	479 thetas = np.asarray(nxentry.reduced_data.rotation_angle)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	480
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	481 # Reconstruct tomography data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	482 # reduced data axes order: stack,theta,row,column
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	483 # reconstructed data order in each stack: row/z,x,y
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	484 # Note: Nexus cannot follow a link if the data it points to is too big,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	485 # so get the data from the actual place, not from nxentry.data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	486 if 'zoom_perc' in nxentry.reduced_data:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	487 res_title = f'{nxentry.reduced_data.attrs["zoom_perc"]}p'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	488 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	489 res_title = 'fullres'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	490 load_error = False
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	491 num_tomo_stacks = nxentry.reduced_data.data.tomo_fields.shape[0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	492 tomo_recon_stacks = num_tomo_stacks*[np.array([])]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	493 for i in range(num_tomo_stacks):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	494 # Convert reduced data stack from theta,row,column to row,theta,column
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	495 logger.debug(f'Reading reduced data stack {i+1}...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	496 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	497 tomo_stack = np.asarray(nxentry.reduced_data.data.tomo_fields[i])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	498 logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	499 if len(tomo_stack.shape) != 3 or any(True for dim in tomo_stack.shape if not dim):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	500 raise ValueError(f'Unable to load tomography stack {i+1} for reconstruction')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	501 tomo_stack = np.swapaxes(tomo_stack, 0, 1)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	502 assert(len(thetas) == tomo_stack.shape[1])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	503 assert(0 <= lower_row < upper_row < tomo_stack.shape[0])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	504 center_offsets = [lower_center_offset-lower_row*center_slope,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	505 upper_center_offset+(tomo_stack.shape[0]-1-upper_row)*center_slope]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	506 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	507 logger.debug(f'Running _reconstruct_one_tomo_stack on {self.num_core} cores ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	508 tomo_recon_stack = self._reconstruct_one_tomo_stack(tomo_stack, thetas,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	509 center_offsets=center_offsets, num_core=self.num_core, algorithm='gridrec')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	510 logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	511 logger.info(f'Reconstruction of stack {i+1} took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	512
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	513 # Combine stacks
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	514 tomo_recon_stacks[i] = tomo_recon_stack
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	515
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	516 # Resize the reconstructed tomography data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	517 # reconstructed data order in each stack: row/z,x,y
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	518 if self.test_mode:
29 551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	519 x_bounds = tuple(self.test_config.get('x_bounds'))
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	520 y_bounds = tuple(self.test_config.get('y_bounds'))
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	521 z_bounds = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	522 elif self.galaxy_flag:
29 551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	523 x_max = tomo_recon_stacks[0].shape[1]
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	524 if x_bounds is None:
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	525 x_bounds = (0, x_max)
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	526 elif is_int_pair(x_bounds, ge=-1, le=x_max):
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	527 x_bounds = tuple(x_bounds)
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	528 if x_bounds[0] == -1:
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	529 x_bounds = (0, x_bounds[1])
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	530 if x_bounds[1] == -1:
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	531 x_bounds = (x_bounds[0], x_max)
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	532 if not is_index_range(x_bounds, ge=0, le=x_max):
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	533 raise ValueError(f'Invalid parameter x_bounds ({x_bounds})')
29 551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	534 y_max = tomo_recon_stacks[0].shape[1]
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	535 if y_bounds is None:
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	536 y_bounds = (0, y_max)
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	537 elif is_int_pair(y_bounds, ge=-1, le=y_max):
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	538 y_bounds = tuple(y_bounds)
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	539 if y_bounds[0] == -1:
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	540 y_bounds = (0, y_bounds[1])
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	541 if y_bounds[1] == -1:
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	542 y_bounds = (y_bounds[0], y_max)
551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	543 if not is_index_range(y_bounds, ge=0, le=y_max):
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	544 raise ValueError(f'Invalid parameter y_bounds ({y_bounds})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	545 z_bounds = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	546 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	547 x_bounds, y_bounds, z_bounds = self._resize_reconstructed_data(tomo_recon_stacks)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	548 if x_bounds is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	549 x_range = (0, tomo_recon_stacks[0].shape[1])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	550 x_slice = int(x_range[1]/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	551 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	552 x_range = (min(x_bounds), max(x_bounds))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	553 x_slice = int((x_bounds[0]+x_bounds[1])/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	554 if y_bounds is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	555 y_range = (0, tomo_recon_stacks[0].shape[2])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	556 y_slice = int(y_range[1]/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	557 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	558 y_range = (min(y_bounds), max(y_bounds))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	559 y_slice = int((y_bounds[0]+y_bounds[1])/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	560 if z_bounds is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	561 z_range = (0, tomo_recon_stacks[0].shape[0])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	562 z_slice = int(z_range[1]/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	563 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	564 z_range = (min(z_bounds), max(z_bounds))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	565 z_slice = int((z_bounds[0]+z_bounds[1])/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	566
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	567 # Plot a few reconstructed image slices
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	568 if num_tomo_stacks == 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	569 basetitle = 'recon'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	570 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	571 basetitle = f'recon stack {i+1}'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	572 for i, stack in enumerate(tomo_recon_stacks):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	573 title = f'{basetitle} {res_title} xslice{x_slice}'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	574 quick_imshow(stack[z_range[0]:z_range[1],x_slice,y_range[0]:y_range[1]],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	575 title=title, path=path, save_fig=self.save_figs, save_only=self.save_only,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	576 block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	577 title = f'{basetitle} {res_title} yslice{y_slice}'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	578 quick_imshow(stack[z_range[0]:z_range[1],x_range[0]:x_range[1],y_slice],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	579 title=title, path=path, save_fig=self.save_figs, save_only=self.save_only,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	580 block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	581 title = f'{basetitle} {res_title} zslice{z_slice}'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	582 quick_imshow(stack[z_slice,x_range[0]:x_range[1],y_range[0]:y_range[1]],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	583 title=title, path=path, save_fig=self.save_figs, save_only=self.save_only,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	584 block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	585
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	586 # Save test data to file
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	587 # reconstructed data order in each stack: row/z,x,y
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	588 if self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	589 for i, stack in enumerate(tomo_recon_stacks):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	590 np.savetxt(f'{self.output_folder}/recon_stack_{i+1}.txt',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	591 stack[z_slice,x_range[0]:x_range[1],y_range[0]:y_range[1]], fmt='%.6e')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	592
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	593 # Add image reconstruction to reconstructed data NXprocess
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	594 # reconstructed data order in each stack: row/z,x,y
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	595 nxprocess.data = NXdata()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	596 nxprocess.attrs['default'] = 'data'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	597 for k, v in center_info.items():
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	598 nxprocess[k] = v
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	599 if x_bounds is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	600 nxprocess.x_bounds = x_bounds
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	601 if y_bounds is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	602 nxprocess.y_bounds = y_bounds
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	603 if z_bounds is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	604 nxprocess.z_bounds = z_bounds
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	605 nxprocess.data['reconstructed_data'] = np.asarray([stack[z_range[0]:z_range[1],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	606 x_range[0]:x_range[1],y_range[0]:y_range[1]] for stack in tomo_recon_stacks])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	607 nxprocess.data.attrs['signal'] = 'reconstructed_data'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	608
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	609 # Create a copy of the input Nexus object and remove reduced data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	610 exclude_items = [f'{nxentry._name}/reduced_data/data', f'{nxentry._name}/data/reduced_data']
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	611 nxroot_copy = nxcopy(nxroot, exclude_nxpaths=exclude_items)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	612
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	613 # Add the reconstructed data NXprocess to the new Nexus object
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	614 nxentry_copy = nxroot_copy[nxroot_copy.attrs['default']]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	615 nxentry_copy.reconstructed_data = nxprocess
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	616 if 'data' not in nxentry_copy:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	617 nxentry_copy.data = NXdata()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	618 nxentry_copy.attrs['default'] = 'data'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	619 nxentry_copy.data.makelink(nxprocess.data.reconstructed_data, name='reconstructed_data')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	620 nxentry_copy.data.attrs['signal'] = 'reconstructed_data'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	621
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	622 return(nxroot_copy)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	623
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	624 def combine_data(self, nxroot, x_bounds=None, y_bounds=None):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	625 """Combine the reconstructed tomography stacks.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	626 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	627 logger.info('Combine the reconstructed tomography stacks')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	628
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	629 if not isinstance(nxroot, NXroot):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	630 raise ValueError(f'Invalid parameter nxroot ({nxroot})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	631 nxentry = nxroot[nxroot.attrs['default']]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	632 if not isinstance(nxentry, NXentry):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	633 raise ValueError(f'Invalid nxentry ({nxentry})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	634
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	635 # Create plot galaxy path directory and path if needed
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	636 if self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	637 if not os_path.exists('tomo_combine_plots'):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	638 mkdir('tomo_combine_plots')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	639 path = 'tomo_combine_plots'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	640 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	641 path = self.output_folder
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	642
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	643 # Check if reconstructed image data is available
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	644 if ('reconstructed_data' not in nxentry or 'reconstructed_data' not in nxentry.data):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	645 raise KeyError(f'Unable to find valid reconstructed image data in {nxentry}.')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	646
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	647 # Create an NXprocess to store combined image reconstruction (meta)data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	648 nxprocess = NXprocess()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	649
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	650 # Get the reconstructed data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	651 # reconstructed data order: stack,row(z),x,y
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	652 # Note: Nexus cannot follow a link if the data it points to is too big,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	653 # so get the data from the actual place, not from nxentry.data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	654 num_tomo_stacks = nxentry.reconstructed_data.data.reconstructed_data.shape[0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	655 if num_tomo_stacks == 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	656 logger.info('Only one stack available: leaving combine_data')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	657 return(None)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	658
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	659 # Combine the reconstructed stacks
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	660 # (load one stack at a time to reduce risk of hitting Nexus data access limit)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	661 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	662 logger.debug(f'Combining the reconstructed stacks ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	663 tomo_recon_combined = np.asarray(nxentry.reconstructed_data.data.reconstructed_data[0])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	664 if num_tomo_stacks > 2:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	665 tomo_recon_combined = np.concatenate([tomo_recon_combined]+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	666 [nxentry.reconstructed_data.data.reconstructed_data[i]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	667 for i in range(1, num_tomo_stacks-1)])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	668 if num_tomo_stacks > 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	669 tomo_recon_combined = np.concatenate([tomo_recon_combined]+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	670 [nxentry.reconstructed_data.data.reconstructed_data[num_tomo_stacks-1]])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	671 logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	672 logger.info(f'Combining the reconstructed stacks took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	673
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	674 # Resize the combined tomography data stacks
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	675 # combined data order: row/z,x,y
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	676 if self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	677 x_bounds = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	678 y_bounds = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	679 z_bounds = self.test_config.get('z_bounds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	680 elif self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	681 if x_bounds is not None and not is_int_pair(x_bounds, ge=0,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	682 lt=tomo_recon_stacks[0].shape[1]):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	683 raise ValueError(f'Invalid parameter x_bounds ({x_bounds})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	684 if y_bounds is not None and not is_int_pair(y_bounds, ge=0,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	685 lt=tomo_recon_stacks[0].shape[1]):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	686 raise ValueError(f'Invalid parameter y_bounds ({y_bounds})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	687 z_bounds = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	688 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	689 x_bounds, y_bounds, z_bounds = self._resize_reconstructed_data(tomo_recon_combined,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	690 z_only=True)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	691 if x_bounds is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	692 x_range = (0, tomo_recon_combined.shape[1])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	693 x_slice = int(x_range[1]/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	694 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	695 x_range = x_bounds
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	696 x_slice = int((x_bounds[0]+x_bounds[1])/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	697 if y_bounds is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	698 y_range = (0, tomo_recon_combined.shape[2])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	699 y_slice = int(y_range[1]/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	700 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	701 y_range = y_bounds
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	702 y_slice = int((y_bounds[0]+y_bounds[1])/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	703 if z_bounds is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	704 z_range = (0, tomo_recon_combined.shape[0])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	705 z_slice = int(z_range[1]/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	706 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	707 z_range = z_bounds
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	708 z_slice = int((z_bounds[0]+z_bounds[1])/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	709
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	710 # Plot a few combined image slices
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	711 quick_imshow(tomo_recon_combined[z_range[0]:z_range[1],x_slice,y_range[0]:y_range[1]],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	712 title=f'recon combined xslice{x_slice}', path=path,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	713 save_fig=self.save_figs, save_only=self.save_only, block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	714 quick_imshow(tomo_recon_combined[z_range[0]:z_range[1],x_range[0]:x_range[1],y_slice],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	715 title=f'recon combined yslice{y_slice}', path=path,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	716 save_fig=self.save_figs, save_only=self.save_only, block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	717 quick_imshow(tomo_recon_combined[z_slice,x_range[0]:x_range[1],y_range[0]:y_range[1]],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	718 title=f'recon combined zslice{z_slice}', path=path,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	719 save_fig=self.save_figs, save_only=self.save_only, block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	720
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	721 # Save test data to file
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	722 # combined data order: row/z,x,y
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	723 if self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	724 np.savetxt(f'{self.output_folder}/recon_combined.txt', tomo_recon_combined[
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	725 z_slice,x_range[0]:x_range[1],y_range[0]:y_range[1]], fmt='%.6e')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	726
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	727 # Add image reconstruction to reconstructed data NXprocess
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	728 # combined data order: row/z,x,y
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	729 nxprocess.data = NXdata()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	730 nxprocess.attrs['default'] = 'data'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	731 if x_bounds is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	732 nxprocess.x_bounds = x_bounds
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	733 if y_bounds is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	734 nxprocess.y_bounds = y_bounds
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	735 if z_bounds is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	736 nxprocess.z_bounds = z_bounds
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	737 nxprocess.data['combined_data'] = tomo_recon_combined
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	738 nxprocess.data.attrs['signal'] = 'combined_data'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	739
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	740 # Create a copy of the input Nexus object and remove reconstructed data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	741 exclude_items = [f'{nxentry._name}/reconstructed_data/data',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	742 f'{nxentry._name}/data/reconstructed_data']
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	743 nxroot_copy = nxcopy(nxroot, exclude_nxpaths=exclude_items)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	744
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	745 # Add the combined data NXprocess to the new Nexus object
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	746 nxentry_copy = nxroot_copy[nxroot_copy.attrs['default']]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	747 nxentry_copy.combined_data = nxprocess
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	748 if 'data' not in nxentry_copy:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	749 nxentry_copy.data = NXdata()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	750 nxentry_copy.attrs['default'] = 'data'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	751 nxentry_copy.data.makelink(nxprocess.data.combined_data, name='combined_data')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	752 nxentry_copy.data.attrs['signal'] = 'combined_data'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	753
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	754 return(nxroot_copy)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	755
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	756 def _gen_dark(self, nxentry, reduced_data):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	757 """Generate dark field.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	758 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	759 # Get the dark field images
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	760 image_key = nxentry.instrument.detector.get('image_key', None)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	761 if image_key and 'data' in nxentry.instrument.detector:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	762 field_indices = [index for index, key in enumerate(image_key) if key == 2]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	763 tdf_stack = nxentry.instrument.detector.data[field_indices,:,:]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	764 # RV the default NXtomo form does not accomodate bright or dark field stacks
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	765 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	766 dark_field_scans = nxentry.spec_scans.dark_field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	767 dark_field = FlatField.construct_from_nxcollection(dark_field_scans)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	768 prefix = str(nxentry.instrument.detector.local_name)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	769 tdf_stack = dark_field.get_detector_data(prefix)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	770 if isinstance(tdf_stack, list):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	771 assert(len(tdf_stack) == 1) # TODO
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	772 tdf_stack = tdf_stack[0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	773
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	774 # Take median
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	775 if tdf_stack.ndim == 2:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	776 tdf = tdf_stack
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	777 elif tdf_stack.ndim == 3:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	778 tdf = np.median(tdf_stack, axis=0)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	779 del tdf_stack
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	780 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	781 raise ValueError(f'Invalid tdf_stack shape ({tdf_stack.shape})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	782
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	783 # Remove dark field intensities above the cutoff
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	784 #RV tdf_cutoff = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	785 tdf_cutoff = tdf.min()+2*(np.median(tdf)-tdf.min())
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	786 logger.debug(f'tdf_cutoff = {tdf_cutoff}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	787 if tdf_cutoff is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	788 if not is_num(tdf_cutoff, ge=0):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	789 logger.warning(f'Ignoring illegal value of tdf_cutoff {tdf_cutoff}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	790 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	791 tdf[tdf > tdf_cutoff] = np.nan
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	792 logger.debug(f'tdf_cutoff = {tdf_cutoff}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	793
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	794 # Remove nans
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	795 tdf_mean = np.nanmean(tdf)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	796 logger.debug(f'tdf_mean = {tdf_mean}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	797 np.nan_to_num(tdf, copy=False, nan=tdf_mean, posinf=tdf_mean, neginf=0.)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	798
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	799 # Plot dark field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	800 if self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	801 quick_imshow(tdf, title='dark field', path='tomo_reduce_plots', save_fig=self.save_figs,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	802 save_only=self.save_only)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	803 elif not self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	804 quick_imshow(tdf, title='dark field', path=self.output_folder, save_fig=self.save_figs,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	805 save_only=self.save_only)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	806 clear_imshow('dark field')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	807 # quick_imshow(tdf, title='dark field', block=True)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	808
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	809 # Add dark field to reduced data NXprocess
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	810 reduced_data.data = NXdata()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	811 reduced_data.data['dark_field'] = tdf
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	812
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	813 return(reduced_data)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	814
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	815 def _gen_bright(self, nxentry, reduced_data):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	816 """Generate bright field.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	817 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	818 # Get the bright field images
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	819 image_key = nxentry.instrument.detector.get('image_key', None)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	820 if image_key and 'data' in nxentry.instrument.detector:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	821 field_indices = [index for index, key in enumerate(image_key) if key == 1]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	822 tbf_stack = nxentry.instrument.detector.data[field_indices,:,:]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	823 # RV the default NXtomo form does not accomodate bright or dark field stacks
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	824 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	825 bright_field_scans = nxentry.spec_scans.bright_field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	826 bright_field = FlatField.construct_from_nxcollection(bright_field_scans)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	827 prefix = str(nxentry.instrument.detector.local_name)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	828 tbf_stack = bright_field.get_detector_data(prefix)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	829 if isinstance(tbf_stack, list):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	830 assert(len(tbf_stack) == 1) # TODO
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	831 tbf_stack = tbf_stack[0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	832
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	833 # Take median if more than one image
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	834 """Median or mean: It may be best to try the median because of some image
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	835 artifacts that arise due to crinkles in the upstream kapton tape windows
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	836 causing some phase contrast images to appear on the detector.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	837 One thing that also may be useful in a future implementation is to do a
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	838 brightfield adjustment on EACH frame of the tomo based on a ROI in the
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	839 corner of the frame where there is no sample but there is the direct X-ray
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	840 beam because there is frame to frame fluctuations from the incoming beam.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	841 We don’t typically account for them but potentially could.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	842 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	843 if tbf_stack.ndim == 2:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	844 tbf = tbf_stack
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	845 elif tbf_stack.ndim == 3:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	846 tbf = np.median(tbf_stack, axis=0)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	847 del tbf_stack
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	848 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	849 raise ValueError(f'Invalid tbf_stack shape ({tbf_stacks.shape})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	850
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	851 # Subtract dark field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	852 if 'data' in reduced_data and 'dark_field' in reduced_data.data:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	853 tbf -= reduced_data.data.dark_field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	854 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	855 logger.warning('Dark field unavailable')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	856
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	857 # Set any non-positive values to one
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	858 # (avoid negative bright field values for spikes in dark field)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	859 tbf[tbf < 1] = 1
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	860
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	861 # Plot bright field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	862 if self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	863 quick_imshow(tbf, title='bright field', path='tomo_reduce_plots',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	864 save_fig=self.save_figs, save_only=self.save_only)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	865 elif not self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	866 quick_imshow(tbf, title='bright field', path=self.output_folder,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	867 save_fig=self.save_figs, save_only=self.save_only)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	868 clear_imshow('bright field')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	869 # quick_imshow(tbf, title='bright field', block=True)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	870
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	871 # Add bright field to reduced data NXprocess
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	872 if 'data' not in reduced_data:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	873 reduced_data.data = NXdata()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	874 reduced_data.data['bright_field'] = tbf
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	875
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	876 return(reduced_data)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	877
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	878 def _set_detector_bounds(self, nxentry, reduced_data, img_x_bounds=None):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	879 """Set vertical detector bounds for each image stack.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	880 Right now the range is the same for each set in the image stack.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	881 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	882 if self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	883 return(tuple(self.test_config['img_x_bounds']))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	884
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	885 # Get the first tomography image and the reference heights
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	886 image_key = nxentry.instrument.detector.get('image_key', None)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	887 if image_key and 'data' in nxentry.instrument.detector:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	888 field_indices = [index for index, key in enumerate(image_key) if key == 0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	889 first_image = np.asarray(nxentry.instrument.detector.data[field_indices[0],:,:])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	890 theta = float(nxentry.sample.rotation_angle[field_indices[0]])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	891 z_translation_all = nxentry.sample.z_translation[field_indices]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	892 vertical_shifts = sorted(list(set(z_translation_all)))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	893 num_tomo_stacks = len(vertical_shifts)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	894 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	895 tomo_field_scans = nxentry.spec_scans.tomo_fields
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	896 tomo_fields = TomoField.construct_from_nxcollection(tomo_field_scans)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	897 vertical_shifts = tomo_fields.get_vertical_shifts()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	898 if not isinstance(vertical_shifts, list):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	899 vertical_shifts = [vertical_shifts]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	900 prefix = str(nxentry.instrument.detector.local_name)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	901 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	902 first_image = tomo_fields.get_detector_data(prefix, tomo_fields.scan_numbers[0], 0)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	903 logger.debug(f'Getting first image took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	904 num_tomo_stacks = len(tomo_fields.scan_numbers)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	905 theta = tomo_fields.theta_range['start']
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	906
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	907 # Select image bounds
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	908 title = f'tomography image at theta={round(theta, 2)+0}'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	909 if nxentry.instrument.source.attrs['station'] in ('id1a3', 'id3a'):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	910 pixel_size = nxentry.instrument.detector.x_pixel_size
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	911 # Try to get a fit from the bright field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	912 tbf = np.asarray(reduced_data.data.bright_field)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	913 tbf_shape = tbf.shape
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	914 x_sum = np.sum(tbf, 1)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	915 x_sum_min = x_sum.min()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	916 x_sum_max = x_sum.max()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	917 fit = Fit.fit_data(x_sum, 'rectangle', x=np.array(range(len(x_sum))), form='atan',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	918 guess=True)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	919 parameters = fit.best_values
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	920 x_low_fit = parameters.get('center1', None)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	921 x_upp_fit = parameters.get('center2', None)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	922 sig_low = parameters.get('sigma1', None)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	923 sig_upp = parameters.get('sigma2', None)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	924 have_fit = fit.success and x_low_fit is not None and x_upp_fit is not None and \
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	925 sig_low is not None and sig_upp is not None and \
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	926 0 <= x_low_fit < x_upp_fit <= x_sum.size and \
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	927 (sig_low+sig_upp)/(x_upp_fit-x_low_fit) < 0.1
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	928 if have_fit:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	929 # Set a 5% margin on each side
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	930 margin = 0.05*(x_upp_fit-x_low_fit)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	931 x_low_fit = max(0, x_low_fit-margin)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	932 x_upp_fit = min(tbf_shape[0], x_upp_fit+margin)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	933 if num_tomo_stacks == 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	934 if have_fit:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	935 # Set the default range to enclose the full fitted window
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	936 x_low = int(x_low_fit)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	937 x_upp = int(x_upp_fit)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	938 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	939 # Center a default range of 1 mm (RV: can we get this from the slits?)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	940 num_x_min = int((1.0-0.5*pixel_size)/pixel_size)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	941 x_low = int(0.5*(tbf_shape[0]-num_x_min))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	942 x_upp = x_low+num_x_min
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	943 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	944 # Get the default range from the reference heights
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	945 delta_z = vertical_shifts[1]-vertical_shifts[0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	946 for i in range(2, num_tomo_stacks):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	947 delta_z = min(delta_z, vertical_shifts[i]-vertical_shifts[i-1])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	948 logger.debug(f'delta_z = {delta_z}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	949 num_x_min = int((delta_z-0.5*pixel_size)/pixel_size)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	950 logger.debug(f'num_x_min = {num_x_min}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	951 if num_x_min > tbf_shape[0]:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	952 logger.warning('Image bounds and pixel size prevent seamless stacking')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	953 if have_fit:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	954 # Center the default range relative to the fitted window
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	955 x_low = int(0.5*(x_low_fit+x_upp_fit-num_x_min))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	956 x_upp = x_low+num_x_min
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	957 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	958 # Center the default range
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	959 x_low = int(0.5*(tbf_shape[0]-num_x_min))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	960 x_upp = x_low+num_x_min
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	961 if self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	962 img_x_bounds = (x_low, x_upp)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	963 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	964 tmp = np.copy(tbf)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	965 tmp_max = tmp.max()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	966 tmp[x_low,:] = tmp_max
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	967 tmp[x_upp-1,:] = tmp_max
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	968 quick_imshow(tmp, title='bright field')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	969 tmp = np.copy(first_image)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	970 tmp_max = tmp.max()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	971 tmp[x_low,:] = tmp_max
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	972 tmp[x_upp-1,:] = tmp_max
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	973 quick_imshow(tmp, title=title)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	974 del tmp
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	975 quick_plot((range(x_sum.size), x_sum),
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	976 ([x_low, x_low], [x_sum_min, x_sum_max], 'r-'),
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	977 ([x_upp, x_upp], [x_sum_min, x_sum_max], 'r-'),
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	978 title='sum over theta and y')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	979 print(f'lower bound = {x_low} (inclusive)')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	980 print(f'upper bound = {x_upp} (exclusive)]')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	981 accept = input_yesno('Accept these bounds (y/n)?', 'y')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	982 clear_imshow('bright field')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	983 clear_imshow(title)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	984 clear_plot('sum over theta and y')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	985 if accept:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	986 img_x_bounds = (x_low, x_upp)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	987 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	988 while True:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	989 mask, img_x_bounds = draw_mask_1d(x_sum, title='select x data range',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	990 legend='sum over theta and y')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	991 if len(img_x_bounds) == 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	992 break
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	993 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	994 print(f'Choose a single connected data range')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	995 img_x_bounds = tuple(img_x_bounds[0])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	996 if (num_tomo_stacks > 1 and img_x_bounds[1]-img_x_bounds[0]+1 <
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	997 int((delta_z-0.5*pixel_size)/pixel_size)):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	998 logger.warning('Image bounds and pixel size prevent seamless stacking')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	999 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1000 if num_tomo_stacks > 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1001 raise NotImplementedError('Selecting image bounds for multiple stacks on FMB')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1002 # For FMB: use the first tomography image to select range
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1003 # RV: revisit if they do tomography with multiple stacks
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1004 x_sum = np.sum(first_image, 1)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1005 x_sum_min = x_sum.min()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1006 x_sum_max = x_sum.max()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1007 if self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1008 if img_x_bounds is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1009 img_x_bounds = (0, first_image.shape[0])
27 7d9cf7592ad1 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 24 diff changeset	1010 elif is_int_pair(img_x_bounds, ge=-1, le=first_image.shape[0]):
29 551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	1011 img_x_bounds = tuple(img_x_bounds)
27 7d9cf7592ad1 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 24 diff changeset	1012 if img_x_bounds[0] == -1:
29 551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	1013 img_x_bounds = (0, img_x_bounds[1])
27 7d9cf7592ad1 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 24 diff changeset	1014 if img_x_bounds[1] == -1:
29 551d1ea2416d planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 28 diff changeset	1015 img_x_bounds = (img_x_bounds[0], first_image.shape[0])
28 562fc79de827 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 27 diff changeset	1016 if not is_index_range(img_x_bounds, ge=0, le=first_image.shape[0]):
24 0891477bcb16 planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: 16 diff changeset	1017 raise ValueError(f'Invalid parameter img_x_bounds ({img_x_bounds})')
4 9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1018 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1019 quick_imshow(first_image, title=title)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1020 print('Select vertical data reduction range from first tomography image')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1021 img_x_bounds = select_image_bounds(first_image, 0, title=title)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1022 clear_imshow(title)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1023 if img_x_bounds is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1024 raise ValueError('Unable to select image bounds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1025
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1026 # Plot results
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1027 if self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1028 path = 'tomo_reduce_plots'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1029 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1030 path = self.output_folder
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1031 x_low = img_x_bounds[0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1032 x_upp = img_x_bounds[1]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1033 tmp = np.copy(first_image)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1034 tmp_max = tmp.max()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1035 tmp[x_low,:] = tmp_max
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1036 tmp[x_upp-1,:] = tmp_max
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1037 quick_imshow(tmp, title=title, path=path, save_fig=self.save_figs, save_only=self.save_only,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1038 block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1039 del tmp
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1040 quick_plot((range(x_sum.size), x_sum),
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1041 ([x_low, x_low], [x_sum_min, x_sum_max], 'r-'),
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1042 ([x_upp, x_upp], [x_sum_min, x_sum_max], 'r-'),
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1043 title='sum over theta and y', path=path, save_fig=self.save_figs,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1044 save_only=self.save_only, block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1045
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1046 return(img_x_bounds)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1047
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1048 def _set_zoom_or_skip(self):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1049 """Set zoom and/or theta skip to reduce memory the requirement for the analysis.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1050 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1051 # if input_yesno('\nDo you want to zoom in to reduce memory requirement (y/n)?', 'n'):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1052 # zoom_perc = input_int(' Enter zoom percentage', ge=1, le=100)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1053 # else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1054 # zoom_perc = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1055 zoom_perc = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1056 # if input_yesno('Do you want to skip thetas to reduce memory requirement (y/n)?', 'n'):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1057 # num_theta_skip = input_int(' Enter the number skip theta interval', ge=0,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1058 # lt=num_theta)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1059 # else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1060 # num_theta_skip = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1061 num_theta_skip = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1062 logger.debug(f'zoom_perc = {zoom_perc}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1063 logger.debug(f'num_theta_skip = {num_theta_skip}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1064
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1065 return(zoom_perc, num_theta_skip)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1066
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1067 def _gen_tomo(self, nxentry, reduced_data):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1068 """Generate tomography fields.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1069 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1070 # Get full bright field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1071 tbf = np.asarray(reduced_data.data.bright_field)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1072 tbf_shape = tbf.shape
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1073
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1074 # Get image bounds
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1075 img_x_bounds = tuple(reduced_data.get('img_x_bounds', (0, tbf_shape[0])))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1076 img_y_bounds = tuple(reduced_data.get('img_y_bounds', (0, tbf_shape[1])))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1077
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1078 # Get resized dark field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1079 # if 'dark_field' in data:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1080 # tbf = np.asarray(reduced_data.data.dark_field[
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1081 # img_x_bounds[0]:img_x_bounds[1],img_y_bounds[0]:img_y_bounds[1]])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1082 # else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1083 # logger.warning('Dark field unavailable')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1084 # tdf = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1085 tdf = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1086
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1087 # Resize bright field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1088 if img_x_bounds != (0, tbf.shape[0]) or img_y_bounds != (0, tbf.shape[1]):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1089 tbf = tbf[img_x_bounds[0]:img_x_bounds[1],img_y_bounds[0]:img_y_bounds[1]]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1090
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1091 # Get the tomography images
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1092 image_key = nxentry.instrument.detector.get('image_key', None)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1093 if image_key and 'data' in nxentry.instrument.detector:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1094 field_indices_all = [index for index, key in enumerate(image_key) if key == 0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1095 z_translation_all = nxentry.sample.z_translation[field_indices_all]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1096 z_translation_levels = sorted(list(set(z_translation_all)))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1097 num_tomo_stacks = len(z_translation_levels)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1098 tomo_stacks = num_tomo_stacks*[np.array([])]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1099 horizontal_shifts = []
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1100 vertical_shifts = []
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1101 thetas = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1102 tomo_stacks = []
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1103 for i, z_translation in enumerate(z_translation_levels):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1104 field_indices = [field_indices_all[index]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1105 for index, z in enumerate(z_translation_all) if z == z_translation]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1106 horizontal_shift = list(set(nxentry.sample.x_translation[field_indices]))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1107 assert(len(horizontal_shift) == 1)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1108 horizontal_shifts += horizontal_shift
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1109 vertical_shift = list(set(nxentry.sample.z_translation[field_indices]))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1110 assert(len(vertical_shift) == 1)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1111 vertical_shifts += vertical_shift
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1112 sequence_numbers = nxentry.instrument.detector.sequence_number[field_indices]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1113 if thetas is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1114 thetas = np.asarray(nxentry.sample.rotation_angle[field_indices]) \
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1115 [sequence_numbers]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1116 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1117 assert(all(thetas[i] == nxentry.sample.rotation_angle[field_indices[index]]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1118 for i, index in enumerate(sequence_numbers)))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1119 assert(list(set(sequence_numbers)) == [i for i in range(len(sequence_numbers))])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1120 if list(sequence_numbers) == [i for i in range(len(sequence_numbers))]:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1121 tomo_stack = np.asarray(nxentry.instrument.detector.data[field_indices])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1122 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1123 raise ValueError('Unable to load the tomography images')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1124 tomo_stacks.append(tomo_stack)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1125 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1126 tomo_field_scans = nxentry.spec_scans.tomo_fields
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1127 tomo_fields = TomoField.construct_from_nxcollection(tomo_field_scans)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1128 horizontal_shifts = tomo_fields.get_horizontal_shifts()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1129 vertical_shifts = tomo_fields.get_vertical_shifts()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1130 prefix = str(nxentry.instrument.detector.local_name)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1131 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1132 tomo_stacks = tomo_fields.get_detector_data(prefix)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1133 logger.debug(f'Getting tomography images took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1134 logger.debug(f'Getting all images took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1135 thetas = np.linspace(tomo_fields.theta_range['start'], tomo_fields.theta_range['end'],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1136 tomo_fields.theta_range['num'])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1137 if not isinstance(tomo_stacks, list):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1138 horizontal_shifts = [horizontal_shifts]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1139 vertical_shifts = [vertical_shifts]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1140 tomo_stacks = [tomo_stacks]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1141
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1142 reduced_tomo_stacks = []
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1143 if self.galaxy_flag:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1144 path = 'tomo_reduce_plots'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1145 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1146 path = self.output_folder
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1147 for i, tomo_stack in enumerate(tomo_stacks):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1148 # Resize the tomography images
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1149 # Right now the range is the same for each set in the image stack.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1150 if img_x_bounds != (0, tbf.shape[0]) or img_y_bounds != (0, tbf.shape[1]):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1151 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1152 tomo_stack = tomo_stack[:,img_x_bounds[0]:img_x_bounds[1],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1153 img_y_bounds[0]:img_y_bounds[1]].astype('float64')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1154 logger.debug(f'Resizing tomography images took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1155
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1156 # Subtract dark field
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1157 if tdf is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1158 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1159 with set_numexpr_threads(self.num_core):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1160 ne.evaluate('tomo_stack-tdf', out=tomo_stack)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1161 logger.debug(f'Subtracting dark field took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1162
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1163 # Normalize
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1164 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1165 with set_numexpr_threads(self.num_core):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1166 ne.evaluate('tomo_stack/tbf', out=tomo_stack, truediv=True)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1167 logger.debug(f'Normalizing took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1168
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1169 # Remove non-positive values and linearize data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1170 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1171 cutoff = 1.e-6
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1172 with set_numexpr_threads(self.num_core):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1173 ne.evaluate('where(tomo_stack<cutoff, cutoff, tomo_stack)', out=tomo_stack)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1174 with set_numexpr_threads(self.num_core):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1175 ne.evaluate('-log(tomo_stack)', out=tomo_stack)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1176 logger.debug('Removing non-positive values and linearizing data took '+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1177 f'{time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1178
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1179 # Get rid of nans/infs that may be introduced by normalization
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1180 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1181 np.where(np.isfinite(tomo_stack), tomo_stack, 0.)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1182 logger.debug(f'Remove nans/infs took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1183
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1184 # Downsize tomography stack to smaller size
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1185 # TODO use theta_skip as well
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1186 tomo_stack = tomo_stack.astype('float32')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1187 if not self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1188 if len(tomo_stacks) == 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1189 title = f'red fullres theta {round(thetas[0], 2)+0}'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1190 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1191 title = f'red stack {i+1} fullres theta {round(thetas[0], 2)+0}'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1192 quick_imshow(tomo_stack[0,:,:], title=title, path=path, save_fig=self.save_figs,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1193 save_only=self.save_only, block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1194 # if not self.block:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1195 # clear_imshow(title)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1196 if False and zoom_perc != 100:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1197 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1198 logger.debug(f'Zooming in ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1199 tomo_zoom_list = []
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1200 for j in range(tomo_stack.shape[0]):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1201 tomo_zoom = spi.zoom(tomo_stack[j,:,:], 0.01*zoom_perc)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1202 tomo_zoom_list.append(tomo_zoom)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1203 tomo_stack = np.stack([tomo_zoom for tomo_zoom in tomo_zoom_list])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1204 logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1205 logger.info(f'Zooming in took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1206 del tomo_zoom_list
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1207 if not self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1208 title = f'red stack {zoom_perc}p theta {round(thetas[0], 2)+0}'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1209 quick_imshow(tomo_stack[0,:,:], title=title, path=path, save_fig=self.save_figs,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1210 save_only=self.save_only, block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1211 # if not self.block:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1212 # clear_imshow(title)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1213
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1214 # Save test data to file
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1215 if self.test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1216 # row_index = int(tomo_stack.shape[0]/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1217 # np.savetxt(f'{self.output_folder}/red_stack_{i+1}.txt', tomo_stack[row_index,:,:],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1218 # fmt='%.6e')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1219 row_index = int(tomo_stack.shape[1]/2)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1220 np.savetxt(f'{self.output_folder}/red_stack_{i+1}.txt', tomo_stack[:,row_index,:],
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1221 fmt='%.6e')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1222
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1223 # Combine resized stacks
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1224 reduced_tomo_stacks.append(tomo_stack)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1225
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1226 # Add tomo field info to reduced data NXprocess
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1227 reduced_data['rotation_angle'] = thetas
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1228 reduced_data['x_translation'] = np.asarray(horizontal_shifts)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1229 reduced_data['z_translation'] = np.asarray(vertical_shifts)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1230 reduced_data.data['tomo_fields'] = np.asarray(reduced_tomo_stacks)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1231
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1232 if tdf is not None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1233 del tdf
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1234 del tbf
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1235
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1236 return(reduced_data)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1237
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1238 def _find_center_one_plane(self, sinogram, row, thetas, eff_pixel_size, cross_sectional_dim,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1239 path=None, tol=0.1, num_core=1):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1240 """Find center for a single tomography plane.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1241 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1242 # Try automatic center finding routines for initial value
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1243 # sinogram index order: theta,column
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1244 # need column,theta for iradon, so take transpose
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1245 sinogram = np.asarray(sinogram)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1246 sinogram_T = sinogram.T
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1247 center = sinogram.shape[1]/2
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1248
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1249 # Try using Nghia Vo’s method
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1250 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1251 if num_core > num_core_tomopy_limit:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1252 logger.debug(f'Running find_center_vo on {num_core_tomopy_limit} cores ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1253 tomo_center = tomopy.find_center_vo(sinogram, ncore=num_core_tomopy_limit)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1254 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1255 logger.debug(f'Running find_center_vo on {num_core} cores ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1256 tomo_center = tomopy.find_center_vo(sinogram, ncore=num_core)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1257 logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1258 logger.info(f'Finding the center using Nghia Vo’s method took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1259 center_offset_vo = tomo_center-center
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1260 logger.info(f'Center at row {row} using Nghia Vo’s method = {center_offset_vo:.2f}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1261 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1262 logger.debug(f'Running _reconstruct_one_plane on {self.num_core} cores ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1263 recon_plane = self._reconstruct_one_plane(sinogram_T, tomo_center, thetas,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1264 eff_pixel_size, cross_sectional_dim, False, num_core)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1265 logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1266 logger.info(f'Reconstructing row {row} took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1267
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1268 title = f'edges row{row} center offset{center_offset_vo:.2f} Vo'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1269 self._plot_edges_one_plane(recon_plane, title, path=path)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1270
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1271 # Try using phase correlation method
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1272 # if input_yesno('Try finding center using phase correlation (y/n)?', 'n'):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1273 # t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1274 # logger.debug(f'Running find_center_pc ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1275 # tomo_center = tomopy.find_center_pc(sinogram, sinogram, tol=0.1, rotc_guess=tomo_center)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1276 # error = 1.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1277 # while error > tol:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1278 # prev = tomo_center
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1279 # tomo_center = tomopy.find_center_pc(sinogram, sinogram, tol=tol,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1280 # rotc_guess=tomo_center)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1281 # error = np.abs(tomo_center-prev)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1282 # logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1283 # logger.info('Finding the center using the phase correlation method took '+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1284 # f'{time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1285 # center_offset = tomo_center-center
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1286 # print(f'Center at row {row} using phase correlation = {center_offset:.2f}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1287 # t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1288 # logger.debug(f'Running _reconstruct_one_plane on {self.num_core} cores ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1289 # recon_plane = self._reconstruct_one_plane(sinogram_T, tomo_center, thetas,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1290 # eff_pixel_size, cross_sectional_dim, False, num_core)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1291 # logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1292 # logger.info(f'Reconstructing row {row} took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1293 #
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1294 # title = f'edges row{row} center_offset{center_offset:.2f} PC'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1295 # self._plot_edges_one_plane(recon_plane, title, path=path)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1296
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1297 # Select center location
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1298 # if input_yesno('Accept a center location (y) or continue search (n)?', 'y'):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1299 if True:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1300 # center_offset = input_num(' Enter chosen center offset', ge=-center, le=center,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1301 # default=center_offset_vo)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1302 center_offset = center_offset_vo
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1303 del sinogram_T
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1304 del recon_plane
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1305 return float(center_offset)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1306
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1307 # perform center finding search
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1308 while True:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1309 center_offset_low = input_int('\nEnter lower bound for center offset', ge=-center,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1310 le=center)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1311 center_offset_upp = input_int('Enter upper bound for center offset',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1312 ge=center_offset_low, le=center)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1313 if center_offset_upp == center_offset_low:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1314 center_offset_step = 1
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1315 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1316 center_offset_step = input_int('Enter step size for center offset search', ge=1,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1317 le=center_offset_upp-center_offset_low)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1318 num_center_offset = 1+int((center_offset_upp-center_offset_low)/center_offset_step)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1319 center_offsets = np.linspace(center_offset_low, center_offset_upp, num_center_offset)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1320 for center_offset in center_offsets:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1321 if center_offset == center_offset_vo:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1322 continue
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1323 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1324 logger.debug(f'Running _reconstruct_one_plane on {num_core} cores ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1325 recon_plane = self._reconstruct_one_plane(sinogram_T, center_offset+center, thetas,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1326 eff_pixel_size, cross_sectional_dim, False, num_core)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1327 logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1328 logger.info(f'Reconstructing center_offset {center_offset} took '+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1329 f'{time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1330 title = f'edges row{row} center_offset{center_offset:.2f}'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1331 self._plot_edges_one_plane(recon_plane, title, path=path)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1332 if input_int('\nContinue (0) or end the search (1)', ge=0, le=1):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1333 break
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1334
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1335 del sinogram_T
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1336 del recon_plane
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1337 center_offset = input_num(' Enter chosen center offset', ge=-center, le=center)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1338 return float(center_offset)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1339
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1340 def _reconstruct_one_plane(self, tomo_plane_T, center, thetas, eff_pixel_size,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1341 cross_sectional_dim, plot_sinogram=True, num_core=1):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1342 """Invert the sinogram for a single tomography plane.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1343 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1344 # tomo_plane_T index order: column,theta
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1345 assert(0 <= center < tomo_plane_T.shape[0])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1346 center_offset = center-tomo_plane_T.shape[0]/2
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1347 two_offset = 2*int(np.round(center_offset))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1348 two_offset_abs = np.abs(two_offset)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1349 max_rad = int(0.55*(cross_sectional_dim/eff_pixel_size)) # 10% slack to avoid edge effects
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1350 if max_rad > 0.5*tomo_plane_T.shape[0]:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1351 max_rad = 0.5*tomo_plane_T.shape[0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1352 dist_from_edge = max(1, int(np.floor((tomo_plane_T.shape[0]-two_offset_abs)/2.)-max_rad))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1353 if two_offset >= 0:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1354 logger.debug(f'sinogram range = [{two_offset+dist_from_edge}, {-dist_from_edge}]')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1355 sinogram = tomo_plane_T[two_offset+dist_from_edge:-dist_from_edge,:]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1356 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1357 logger.debug(f'sinogram range = [{dist_from_edge}, {two_offset-dist_from_edge}]')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1358 sinogram = tomo_plane_T[dist_from_edge:two_offset-dist_from_edge,:]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1359 if not self.galaxy_flag and plot_sinogram:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1360 quick_imshow(sinogram.T, f'sinogram center offset{center_offset:.2f}', aspect='auto',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1361 path=self.output_folder, save_fig=self.save_figs, save_only=self.save_only,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1362 block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1363
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1364 # Inverting sinogram
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1365 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1366 recon_sinogram = iradon(sinogram, theta=thetas, circle=True)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1367 logger.debug(f'Inverting sinogram took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1368 del sinogram
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1369
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1370 # Performing Gaussian filtering and removing ring artifacts
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1371 recon_parameters = None#self.config.get('recon_parameters')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1372 if recon_parameters is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1373 sigma = 1.0
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1374 ring_width = 15
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1375 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1376 sigma = recon_parameters.get('gaussian_sigma', 1.0)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1377 if not is_num(sigma, ge=0.0):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1378 logger.warning(f'Invalid gaussian_sigma ({sigma}) in _reconstruct_one_plane, '+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1379 'set to a default value of 1.0')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1380 sigma = 1.0
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1381 ring_width = recon_parameters.get('ring_width', 15)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1382 if not is_int(ring_width, ge=0):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1383 logger.warning(f'Invalid ring_width ({ring_width}) in _reconstruct_one_plane, '+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1384 'set to a default value of 15')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1385 ring_width = 15
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1386 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1387 recon_sinogram = spi.gaussian_filter(recon_sinogram, sigma, mode='nearest')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1388 recon_clean = np.expand_dims(recon_sinogram, axis=0)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1389 del recon_sinogram
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1390 recon_clean = tomopy.misc.corr.remove_ring(recon_clean, rwidth=ring_width, ncore=num_core)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1391 logger.debug(f'Filtering and removing ring artifacts took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1392
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1393 return recon_clean
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1394
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1395 def _plot_edges_one_plane(self, recon_plane, title, path=None):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1396 vis_parameters = None#self.config.get('vis_parameters')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1397 if vis_parameters is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1398 weight = 0.1
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1399 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1400 weight = vis_parameters.get('denoise_weight', 0.1)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1401 if not is_num(weight, ge=0.0):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1402 logger.warning(f'Invalid weight ({weight}) in _plot_edges_one_plane, '+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1403 'set to a default value of 0.1')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1404 weight = 0.1
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1405 edges = denoise_tv_chambolle(recon_plane, weight=weight)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1406 vmax = np.max(edges[0,:,:])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1407 vmin = -vmax
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1408 if path is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1409 path = self.output_folder
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1410 quick_imshow(edges[0,:,:], f'{title} coolwarm', path=path, cmap='coolwarm',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1411 save_fig=self.save_figs, save_only=self.save_only, block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1412 quick_imshow(edges[0,:,:], f'{title} gray', path=path, cmap='gray', vmin=vmin, vmax=vmax,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1413 save_fig=self.save_figs, save_only=self.save_only, block=self.block)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1414 del edges
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1415
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1416 def _reconstruct_one_tomo_stack(self, tomo_stack, thetas, center_offsets=[], num_core=1,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1417 algorithm='gridrec'):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1418 """Reconstruct a single tomography stack.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1419 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1420 # tomo_stack order: row,theta,column
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1421 # input thetas must be in degrees
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1422 # centers_offset: tomography axis shift in pixels relative to column center
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1423 # RV should we remove stripes?
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1424 # https://tomopy.readthedocs.io/en/latest/api/tomopy.prep.stripe.html
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1425 # RV should we remove rings?
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1426 # https://tomopy.readthedocs.io/en/latest/api/tomopy.misc.corr.html
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1427 # RV: Add an option to do (extra) secondary iterations later or to do some sort of convergence test?
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1428 if not len(center_offsets):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1429 centers = np.zeros((tomo_stack.shape[0]))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1430 elif len(center_offsets) == 2:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1431 centers = np.linspace(center_offsets[0], center_offsets[1], tomo_stack.shape[0])
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1432 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1433 if center_offsets.size != tomo_stack.shape[0]:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1434 raise ValueError('center_offsets dimension mismatch in reconstruct_one_tomo_stack')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1435 centers = center_offsets
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1436 centers += tomo_stack.shape[2]/2
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1437
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1438 # Get reconstruction parameters
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1439 recon_parameters = None#self.config.get('recon_parameters')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1440 if recon_parameters is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1441 sigma = 2.0
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1442 secondary_iters = 0
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1443 ring_width = 15
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1444 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1445 sigma = recon_parameters.get('stripe_fw_sigma', 2.0)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1446 if not is_num(sigma, ge=0):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1447 logger.warning(f'Invalid stripe_fw_sigma ({sigma}) in '+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1448 '_reconstruct_one_tomo_stack, set to a default value of 2.0')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1449 ring_width = 15
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1450 secondary_iters = recon_parameters.get('secondary_iters', 0)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1451 if not is_int(secondary_iters, ge=0):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1452 logger.warning(f'Invalid secondary_iters ({secondary_iters}) in '+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1453 '_reconstruct_one_tomo_stack, set to a default value of 0 (skip them)')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1454 ring_width = 0
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1455 ring_width = recon_parameters.get('ring_width', 15)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1456 if not is_int(ring_width, ge=0):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1457 logger.warning(f'Invalid ring_width ({ring_width}) in _reconstruct_one_plane, '+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1458 'set to a default value of 15')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1459 ring_width = 15
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1460
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1461 # Remove horizontal stripe
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1462 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1463 if num_core > num_core_tomopy_limit:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1464 logger.debug('Running remove_stripe_fw on {num_core_tomopy_limit} cores ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1465 tomo_stack = tomopy.prep.stripe.remove_stripe_fw(tomo_stack, sigma=sigma,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1466 ncore=num_core_tomopy_limit)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1467 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1468 logger.debug(f'Running remove_stripe_fw on {num_core} cores ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1469 tomo_stack = tomopy.prep.stripe.remove_stripe_fw(tomo_stack, sigma=sigma,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1470 ncore=num_core)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1471 logger.debug(f'... tomopy.prep.stripe.remove_stripe_fw took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1472
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1473 # Perform initial image reconstruction
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1474 logger.debug('Performing initial image reconstruction')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1475 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1476 logger.debug(f'Running recon on {num_core} cores ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1477 tomo_recon_stack = tomopy.recon(tomo_stack, np.radians(thetas), centers,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1478 sinogram_order=True, algorithm=algorithm, ncore=num_core)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1479 logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1480 logger.info(f'Performing initial image reconstruction took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1481
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1482 # Run optional secondary iterations
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1483 if secondary_iters > 0:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1484 logger.debug(f'Running {secondary_iters} secondary iterations')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1485 #options = {'method':'SIRT_CUDA', 'proj_type':'cuda', 'num_iter':secondary_iters}
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1486 #RV: doesn't work for me:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1487 #"Error: CUDA error 803: system has unsupported display driver/cuda driver combination."
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1488 #options = {'method':'SIRT', 'proj_type':'linear', 'MinConstraint': 0, 'num_iter':secondary_iters}
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1489 #SIRT did not finish while running overnight
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1490 #options = {'method':'SART', 'proj_type':'linear', 'num_iter':secondary_iters}
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1491 options = {'method':'SART', 'proj_type':'linear', 'MinConstraint': 0,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1492 'num_iter':secondary_iters}
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1493 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1494 logger.debug(f'Running recon on {num_core} cores ...')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1495 tomo_recon_stack = tomopy.recon(tomo_stack, np.radians(thetas), centers,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1496 init_recon=tomo_recon_stack, options=options, sinogram_order=True,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1497 algorithm=tomopy.astra, ncore=num_core)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1498 logger.debug(f'... done in {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1499 logger.info(f'Performing secondary iterations took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1500
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1501 # Remove ring artifacts
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1502 t0 = time()
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1503 tomopy.misc.corr.remove_ring(tomo_recon_stack, rwidth=ring_width, out=tomo_recon_stack,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1504 ncore=num_core)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1505 logger.debug(f'Removing ring artifacts took {time()-t0:.2f} seconds')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1506
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1507 return tomo_recon_stack
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1508
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1509 def _resize_reconstructed_data(self, data, z_only=False):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1510 """Resize the reconstructed tomography data.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1511 """
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1512 # Data order: row(z),x,y or stack,row(z),x,y
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1513 if isinstance(data, list):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1514 for stack in data:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1515 assert(stack.ndim == 3)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1516 num_tomo_stacks = len(data)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1517 tomo_recon_stacks = data
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1518 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1519 assert(data.ndim == 3)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1520 num_tomo_stacks = 1
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1521 tomo_recon_stacks = [data]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1522
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1523 if z_only:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1524 x_bounds = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1525 y_bounds = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1526 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1527 # Selecting x bounds (in yz-plane)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1528 tomosum = 0
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1529 [tomosum := tomosum+np.sum(tomo_recon_stacks[i], axis=(0,2))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1530 for i in range(num_tomo_stacks)]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1531 select_x_bounds = input_yesno('\nDo you want to change the image x-bounds (y/n)?', 'y')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1532 if not select_x_bounds:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1533 x_bounds = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1534 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1535 accept = False
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1536 index_ranges = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1537 while not accept:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1538 mask, x_bounds = draw_mask_1d(tomosum, current_index_ranges=index_ranges,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1539 title='select x data range', legend='recon stack sum yz')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1540 while len(x_bounds) != 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1541 print('Please select exactly one continuous range')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1542 mask, x_bounds = draw_mask_1d(tomosum, title='select x data range',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1543 legend='recon stack sum yz')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1544 x_bounds = x_bounds[0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1545 # quick_plot(tomosum, vlines=x_bounds, title='recon stack sum yz')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1546 # print(f'x_bounds = {x_bounds} (lower bound inclusive, upper bound '+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1547 # 'exclusive)')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1548 # accept = input_yesno('Accept these bounds (y/n)?', 'y')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1549 accept = True
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1550 logger.debug(f'x_bounds = {x_bounds}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1551
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1552 # Selecting y bounds (in xz-plane)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1553 tomosum = 0
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1554 [tomosum := tomosum+np.sum(tomo_recon_stacks[i], axis=(0,1))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1555 for i in range(num_tomo_stacks)]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1556 select_y_bounds = input_yesno('\nDo you want to change the image y-bounds (y/n)?', 'y')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1557 if not select_y_bounds:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1558 y_bounds = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1559 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1560 accept = False
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1561 index_ranges = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1562 while not accept:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1563 mask, y_bounds = draw_mask_1d(tomosum, current_index_ranges=index_ranges,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1564 title='select x data range', legend='recon stack sum xz')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1565 while len(y_bounds) != 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1566 print('Please select exactly one continuous range')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1567 mask, y_bounds = draw_mask_1d(tomosum, title='select x data range',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1568 legend='recon stack sum xz')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1569 y_bounds = y_bounds[0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1570 # quick_plot(tomosum, vlines=y_bounds, title='recon stack sum xz')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1571 # print(f'y_bounds = {y_bounds} (lower bound inclusive, upper bound '+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1572 # 'exclusive)')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1573 # accept = input_yesno('Accept these bounds (y/n)?', 'y')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1574 accept = True
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1575 logger.debug(f'y_bounds = {y_bounds}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1576
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1577 # Selecting z bounds (in xy-plane) (only valid for a single image stack)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1578 if num_tomo_stacks != 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1579 z_bounds = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1580 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1581 tomosum = 0
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1582 [tomosum := tomosum+np.sum(tomo_recon_stacks[i], axis=(1,2))
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1583 for i in range(num_tomo_stacks)]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1584 select_z_bounds = input_yesno('Do you want to change the image z-bounds (y/n)?', 'n')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1585 if not select_z_bounds:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1586 z_bounds = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1587 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1588 accept = False
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1589 index_ranges = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1590 while not accept:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1591 mask, z_bounds = draw_mask_1d(tomosum, current_index_ranges=index_ranges,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1592 title='select x data range', legend='recon stack sum xy')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1593 while len(z_bounds) != 1:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1594 print('Please select exactly one continuous range')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1595 mask, z_bounds = draw_mask_1d(tomosum, title='select x data range',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1596 legend='recon stack sum xy')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1597 z_bounds = z_bounds[0]
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1598 # quick_plot(tomosum, vlines=z_bounds, title='recon stack sum xy')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1599 # print(f'z_bounds = {z_bounds} (lower bound inclusive, upper bound '+
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1600 # 'exclusive)')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1601 # accept = input_yesno('Accept these bounds (y/n)?', 'y')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1602 accept = True
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1603 logger.debug(f'z_bounds = {z_bounds}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1604
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1605 return(x_bounds, y_bounds, z_bounds)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1606
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1607
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1608 def run_tomo(input_file:str, output_file:str, modes:list[str], center_file=None, num_core=-1,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1609 output_folder='.', save_figs='no', test_mode=False) -> None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1610
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1611 if test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1612 logging_format = '%(asctime)s : %(levelname)s - %(module)s : %(funcName)s - %(message)s'
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1613 level = logging.getLevelName('INFO')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1614 logging.basicConfig(filename=f'{output_folder}/tomo.log', filemode='w',
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1615 format=logging_format, level=level, force=True)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1616 logger.info(f'input_file = {input_file}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1617 logger.info(f'center_file = {center_file}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1618 logger.info(f'output_file = {output_file}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1619 logger.debug(f'modes= {modes}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1620 logger.debug(f'num_core= {num_core}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1621 logger.info(f'output_folder = {output_folder}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1622 logger.info(f'save_figs = {save_figs}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1623 logger.info(f'test_mode = {test_mode}')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1624
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1625 # Check for correction modes
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1626 legal_modes = ['reduce_data', 'find_center', 'reconstruct_data', 'combine_data', 'all']
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1627 if modes is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1628 modes = ['all']
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1629 if not all(True if mode in legal_modes else False for mode in modes):
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1630 raise ValueError(f'Invalid parameter modes ({modes})')
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1631
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1632 # Instantiate Tomo object
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1633 tomo = Tomo(num_core=num_core, output_folder=output_folder, save_figs=save_figs,
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1634 test_mode=test_mode)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1635
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1636 # Read input file
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1637 data = tomo.read(input_file)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1638
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1639 # Generate reduced tomography images
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1640 if 'reduce_data' in modes or 'all' in modes:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1641 data = tomo.gen_reduced_data(data)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1642
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1643 # Find rotation axis centers for the tomography stacks.
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1644 center_data = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1645 if 'find_center' in modes or 'all' in modes:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1646 center_data = tomo.find_centers(data)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1647
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1648 # Reconstruct tomography stacks
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1649 if 'reconstruct_data' in modes or 'all' in modes:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1650 if center_data is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1651 # Read input file
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1652 center_data = tomo.read(center_file)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1653 data = tomo.reconstruct_data(data, center_data)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1654 center_data = None
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1655
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1656 # Combine reconstructed tomography stacks
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1657 if 'combine_data' in modes or 'all' in modes:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1658 data = tomo.combine_data(data)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1659
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1660 # Write output file
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1661 if data is not None and not test_mode:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1662 if center_data is None:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1663 data = tomo.write(data, output_file)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1664 else:
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1665 data = tomo.write(center_data, output_file)
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1666
9aa288729b9a planemo upload for repository https://github.com/rolfverberg/galaxytools commit f8c4bdb31c20c468045ad5e6eb255a293244bc6c-dirty rv43 parents: diff changeset	1667 logger.info(f'Completed modes: {modes}')

Mercurial > repos > rv43 > chess_tomo

annotate workflow/run_tomo.py @ 32:98eee43a8c8c draft