Source code for plugins.loaders.full_field_loaders.mrc_loader

# Copyright 2014 Diamond Light Source Ltd.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

"""
.. module:: mrc_loader
   :platform: Unix
   :synopsis: A class for MRC data.

.. moduleauthor:: Nicola Wadeson <scientificsoftware@diamond.ac.uk>

"""

import h5py
import tempfile
import numpy as np

from savu.plugins.loaders.base_loader import BaseLoader
from savu.plugins.utils import register_plugin
from savu.data.data_structures.data_types.mrc import MRC as MrcType


[docs]@register_plugin class MrcLoader(BaseLoader): def __init__(self, name='MrcLoader'): super(MrcLoader, self).__init__(name)
[docs] def setup(self): exp = self.exp data_obj = exp.create_data_object('in_data', self.parameters['name']) filename = exp.meta_data.get("data_file") data_obj.data = MrcType(data_obj, filename) # dummy file path = exp.meta_data.get("data_file") filename = path.split('/')[-1] + '.h5' data_obj.backing_file = \ h5py.File(tempfile.mkdtemp() + '/' + filename, 'a') self._set_rotation_angles(data_obj) nDims = len(data_obj.data.get_shape()) if nDims == 3: rot = 0 detY = 1 detX = 2 data_obj.set_axis_labels('rotation_angle.degrees', 'detector_y.pixel', 'detector_x.pixel') data_obj.add_pattern('PROJECTION', core_dims=(detX, detY), slice_dims=(rot,)) data_obj.add_pattern('SINOGRAM', core_dims=(detX, rot), slice_dims=(detY,)) elif nDims == 4: # 4D patterns need to be set here pass else: raise Exception('Incorrect number of data dimensions found in ' 'mrc loader') data_obj.set_shape(data_obj.data.get_shape()) return data_obj
def _set_rotation_angles(self, data_obj): angles = self.parameters['angles'] if isinstance(angles, str): try: angles = eval(angles) except: try: angles = np.loadtxt(angles) except: raise Exception('Cannot set angles in loader!!!') else: msg = "Please provide angles by using a numpy command " \ "(e.g np.linspace(-60.0, 60.0, 41)) or a path to a txt file" raise ValueError(msg) n_angles = len(angles) data_angles = data_obj.data.get_shape()[0] if data_angles != n_angles: raise Exception("The number of angles %s does not match the data " "dimension length %s", n_angles, data_angles) data_obj.meta_data.set("rotation_angle", angles)