This is the culmination of work fixes #75.
Also, this goes a long way towards addressing #25.
advanced_image_processing: Updates to use ArrayRecorder dictionary style of storage. Also, removed the array_debug_recorder from parameters and added a decorator instead, which provides access to the array_debug_recorder through a static variable. Configures functions beneath it to use an array_debug_recorder of the same kind in a subgroup.
nanshe_learner: Modified construction of resume_logger and array_debug_recorder to follow new constraints from HDF5_recorder. Updates to use ArrayRecorder dictionary style of storage. Also, removed the array_debug_recorder from parameters and added a decorator instead, which provides access to the array_debug_recorder through a static variable. Configures functions beneath it to use an array_debug_recorder of the same kind in a subgroup.
wavelet_transform: Updates to use ArrayRecorder dictionary style of storage. Also, removed the array_debug_recorder from parameters and added a decorator instead, which provides access to the array_debug_recorder through a static variable. Configures functions beneath it to use an array_debug_recorder of the same kind in a subgroup.
random_dictionary_learning_data: WIP. Fixing up to run.