Source code for PVGeo.base

__all__ = [
    'AlgorithmBase',
    'ReaderBaseBase',
    'ReaderBase',
    'FilterBase',
    'FilterPreserveTypeBase',
    'TwoFileReaderBase',
    'WriterBase',
    'InterfacedBaseReader',
]


__displayname__ = 'Base Classes'

import warnings

import pyvista as pv

# Outside Imports:
import vtk  # NOTE: This is the first import executed in the package! Keep here!!
import vtk.util.vtkAlgorithm as valg  # import VTKPythonAlgorithmBase

from . import _helpers

###############################################################################


[docs] class AlgorithmBase(valg.VTKPythonAlgorithmBase): """This is a base class to add coconvenience methods to the ``VTKPythonAlgorithmBase`` for all algorithms implemented in ``PVGeo``. We implement our algorithms in this manner to harness all of the backend support that the ``VTKPythonAlgorithmBase`` class provides for integrating custom algorithms on a VTK pipeline. All of the pipeline methods for setting inputs, getting outputs, making requests are handled by the super classes. For more information on what functionality is available, check out the VTK Docs for the `vtkAlgorithm`_ and then check out the following blog posts: * `vtkPythonAlgorithm is great`_ * A VTK pipeline primer `(part 1)`_, `(part 2)`_, and `(part 3)`_ * `ParaView Python Docs`_ .. _vtkAlgorithm: https://www.vtk.org/doc/nightly/html/classvtkAlgorithm.html .. _vtkPythonAlgorithm is great: https://blog.kitware.com/vtkpythonalgorithm-is-great/ .. _(part 1): https://blog.kitware.com/a-vtk-pipeline-primer-part-1/ .. _(part 2): https://blog.kitware.com/a-vtk-pipeline-primer-part-2/ .. _(part 3): https://blog.kitware.com/a-vtk-pipeline-primer-part-3/ .. _ParaView Python Docs: https://www.paraview.org/ParaView/Doc/Nightly/www/py-doc/paraview.util.vtkAlgorithm.html """ __displayname__ = 'Algorithm Base' __category__ = 'base' def __init__( self, nInputPorts=1, inputType='vtkDataSet', nOutputPorts=1, outputType='vtkTable', **kwargs ): valg.VTKPythonAlgorithmBase.__init__( self, nInputPorts=nInputPorts, inputType=inputType, nOutputPorts=nOutputPorts, outputType=outputType, ) # Add error handler to make errors easier to deal with self.__error_observer = _helpers.ErrorObserver() self.__error_observer.make_observer(self)
[docs] def GetOutput(self, port=0): """A convenience method to get the output data object of this ``PVGeo`` algorithm. """ output = pv.wrap(self.GetOutputDataObject(port)) if hasattr(output, 'active_scalars') and not output.active_scalars is not None and output.n_arrays: if len(output.point_data): output.set_active_scalars(output.point_data.keys()[0]) elif len(output.cell_data): output.set_active_scalars(output.cell_data.keys()[0]) return output
[docs] def error_occurred(self): """A convenience method for handling errors on the VTK pipeline Return: bool: true if an error has occurred since last checked """ return self.__error_observer.error_occurred()
[docs] def get_error_message(self): """A convenience method to print the error message.""" return self.__error_observer.get_error_message()
[docs] def apply(self): """Update the algorithm and get the output data object""" self.Update() return pv.wrap(self.GetOutput())
[docs] def update(self): """Alias for self.Update()""" return self.Update()
[docs] def get_output(self, port=0): """Alias for self.GetOutput()""" return self.GetOutput(port=port)
############################################################################### # Base Base Reader
[docs] class ReaderBaseBase(AlgorithmBase): """A base class for inherited functionality common to all reader algorithms""" __displayname__ = 'Reader Base Base' __category__ = 'base' def __init__(self, nOutputPorts=1, outputType='vtkTable', **kwargs): AlgorithmBase.__init__( self, nInputPorts=0, nOutputPorts=nOutputPorts, outputType=outputType, **kwargs ) # Attributes are namemangled to ensure proper setters/getters are used # For the reader self.__filenames = kwargs.get('filenames', []) # To know whether or not the read needs to perform self.__need_to_read = True
[docs] def need_to_read(self, flag=None): """Ask self if the reader needs to read the files again. Args: flag (bool): Set the read status Return: bool: the status of the reader. """ if flag is not None and isinstance(flag, (bool, int)): self.__need_to_read = flag return self.__need_to_read
[docs] def Modified(self, read_again=True): """Call modified if the files needs to be read again again""" if read_again: self.__need_to_read = read_again AlgorithmBase.Modified(self)
[docs] def modified(self, read_again=True): return self.Modified(read_again=read_again)
#### Methods for performing the read #### # These are meant to be overwritten by child classes
[docs] def _get_file_contents(self, idx=None): raise NotImplementedError()
[docs] def _read_up_front(self): raise NotImplementedError()
[docs] def _get_raw_data(self, idx=0): raise NotImplementedError()
#### Setters and Getters ####
[docs] def clear_file_names(self): """Use to clear file names of the reader. Note: This does not set the reader to need to read again as there are no files to read. """ self.__filenames = []
[docs] def AddFileName(self, filename): """Use to set the file names for the reader. Handles singlt string or list of strings. Args: filename (str): The absolute file name with path to read. """ if filename is None: return # do nothing if None is passed by a constructor on accident if isinstance(filename, list): for f in filename: self.AddFileName(f) elif filename not in self.__filenames: self.__filenames.append(filename) self.Modified()
[docs] def add_file_name(self, filename): """Use to set the file names for the reader. Handles singlt string or list of strings. Args: filename (str): The absolute file name with path to read. """ return self.AddFileName(filename)
[docs] def get_file_names(self, idx=None): """Returns the list of file names or given and index returns a specified timestep's filename. """ if self.__filenames is None or len(self.__filenames) < 1: raise _helpers.PVGeoError('File names are not set.') if idx is None: return self.__filenames return self.__filenames[idx]
[docs] def apply(self, filename): """Given a file name (or list of file names), perform the read""" self.AddFileName(filename) self.Update() return pv.wrap(self.GetOutput())
############################################################################### # Base filter to preserve input data type
[docs] class FilterBase(AlgorithmBase): """A base class for implementing filters which holds several conveience methods""" __displayname__ = 'Filter Base' __category__ = 'base' def __init__( self, nInputPorts=1, inputType='vtkDataSet', nOutputPorts=1, outputType='vtkPolyData', **kwargs ): AlgorithmBase.__init__( self, nInputPorts=nInputPorts, inputType=inputType, nOutputPorts=nOutputPorts, outputType=outputType, **kwargs )
[docs] def apply(self, input_data_object): """Run this algorithm on the given input dataset""" self.SetInputDataObject(input_data_object) self.Update() return pv.wrap(self.GetOutput())
############################################################################### # Base Reader
[docs] class ReaderBase(ReaderBaseBase): """A base class for inherited functionality common to all reader algorithms that need to handle a time series. """ __displayname__ = 'Reader Base: Time Varying' __category__ = 'base' def __init__(self, nOutputPorts=1, outputType='vtkTable', **kwargs): ReaderBaseBase.__init__( self, nOutputPorts=nOutputPorts, outputType=outputType, **kwargs ) # Attributes are namemangled to ensure proper setters/getters are used # For the VTK/ParaView pipeline self.__dt = kwargs.get('dt', 1.0) self.__timesteps = None
[docs] def _update_time_steps(self): """For internal use only: appropriately sets the timesteps.""" if len(self.get_file_names()) > 1: self.__timesteps = _helpers.update_time_steps( self, self.get_file_names(), self.__dt ) return 1
#### Algorithm Methods ####
[docs] def RequestInformation(self, request, inInfo, outInfo): """This is a convenience method that should be overwritten when needed. This will handle setting the timesteps appropriately based on the number of file names when the pipeline needs to know the time information. """ self._update_time_steps() return 1
#### Seters and Geters ####
[docs] def get_time_step_values(self): """Use this in ParaView decorator to register timesteps on the pipeline.""" return self.__timesteps.tolist() if self.__timesteps is not None else None
[docs] def set_time_delta(self, dt): """An advanced property to set the time step in seconds.""" if dt != self.__dt: self.__dt = dt self.Modified()
############################################################################### # Base filter to preserve input data type
[docs] class FilterPreserveTypeBase(FilterBase): """A Base class for implementing filters that preserve the data type of their arbitrary input. """ __displayname__ = 'Filter Preserve Type Base' __category__ = 'base' def __init__(self, nInputPorts=1, **kwargs): FilterBase.__init__( self, nInputPorts=nInputPorts, inputType=kwargs.pop('inputType', 'vtkDataObject'), nOutputPorts=1, **kwargs ) self._preserve_port = 0 # This is the port to preserve data object type # THIS IS CRUCIAL to preserve data type through filter
[docs] def RequestDataObject(self, request, inInfo, outInfo): """There is no need to overwrite this. This method lets the pipeline know that the algorithm will dynamically decide the output data type based in the input data type. """ self.OutputType = self.GetInputData( inInfo, self._preserve_port, 0 ).GetClassName() self.FillOutputPortInformation(0, outInfo.GetInformationObject(0)) return 1
############################################################################### # Two File Reader Base
[docs] class TwoFileReaderBase(AlgorithmBase): """A base clase for readers that need to handle two input files. One meta-data file and a series of data files. """ __displayname__ = 'Two File Reader Base' __category__ = 'base' def __init__(self, nOutputPorts=1, outputType='vtkUnstructuredGrid', **kwargs): AlgorithmBase.__init__( self, nInputPorts=0, nOutputPorts=nOutputPorts, outputType=outputType ) self.__dt = kwargs.get('dt', 1.0) self.__timesteps = None self.__mesh_filename = kwargs.get('meshfile', None) # Can only be one! modfiles = kwargs.get( 'model_files', [] ) # Can be many (single attribute, manytimesteps) if isinstance(modfiles, str): modfiles = [modfiles] self.__model_filenames = modfiles self.__need_to_read_mesh = True self.__need_to_read_models = True def __update_time_steps(self): """For internal use only""" if len(self.__model_filenames) > 0: self.__timesteps = _helpers.update_time_steps( self, self.__model_filenames, self.__dt ) return 1
[docs] def need_to_readMesh(self, flag=None): """Ask self if the reader needs to read the mesh file again. Args: flag (bool): set the status of the reader for mesh files. """ if flag is not None and isinstance(flag, (bool, int)): self.__need_to_read_mesh = flag return self.__need_to_read_mesh
[docs] def need_to_readModels(self, flag=None): """Ask self if the reader needs to read the model files again. Args: flag (bool): set the status of the reader for model files. """ if flag is not None and isinstance(flag, (bool, int)): self.__need_to_read_models = flag return self.__need_to_read_models
[docs] def Modified(self, read_again_mesh=True, read_again_models=True): """Call modified if the files needs to be read again again Args: read_again_mesh (bool): set the status of the reader for mesh files. read_again_models (bool): set the status of the reader for model files. """ if read_again_mesh: self.need_to_readMesh(flag=read_again_mesh) if read_again_models: self.need_to_readModels(flag=read_again_models) return AlgorithmBase.Modified(self)
[docs] def modified(self, read_again_mesh=True, read_again_models=True): return self.Modified( read_again_mesh=read_again_mesh, read_again_models=read_again_models )
[docs] def RequestInformation(self, request, inInfo, outInfo): """Used by pipeline to handle setting up time variance""" self.__update_time_steps() return 1
#### Setters and Getters ####
[docs] @staticmethod def has_models(model_files): """A convenience ethod to see if a list contatins models filenames.""" if isinstance(model_files, list): return len(model_files) > 0 return model_files is not None
[docs] def this_has_models(self): """Ask self if the reader has model filenames set.""" return TwoFileReaderBase.has_models(self.__model_filenames)
[docs] def get_time_step_values(self): """Use this in ParaView decorator to register timesteps""" return self.__timesteps.tolist() if self.__timesteps is not None else None
[docs] def set_time_delta(self, dt): """An advanced property for the time step in seconds.""" if dt != self.__dt: self.__dt = dt self.Modified(read_again_mesh=False, read_again_models=False)
[docs] def clear_mesh(self): """Use to clear mesh file name""" self.__mesh_filename = None self.Modified(read_again_mesh=True, read_again_models=False)
[docs] def clear_models(self): """Use to clear data file names""" self.__model_filenames = [] self.Modified(read_again_mesh=False, read_again_models=True)
[docs] def set_mesh_filename(self, filename): """Set the mesh file name.""" if self.__mesh_filename != filename: self.__mesh_filename = filename self.Modified(read_again_mesh=True, read_again_models=False)
[docs] def add_model_file_name(self, filename): """Use to set the file names for the reader. Handles single string or list of strings. Args: filename (str or list(str)): the file name(s) to use for the model data. """ if filename is None: return # do nothing if None is passed by a constructor on accident if isinstance(filename, list): for f in filename: self.add_model_file_name(f) self.Modified(read_again_mesh=False, read_again_models=True) elif filename not in self.__model_filenames: self.__model_filenames.append(filename) self.Modified(read_again_mesh=False, read_again_models=True) return 1
[docs] def get_model_filenames(self, idx=None): """Returns the list of file names or given and index returns a specified timestep's filename. """ if idx is None or not self.this_has_models(): return self.__model_filenames return self.__model_filenames[idx]
[docs] def get_mesh_filename(self): """Get the mesh filename""" return self.__mesh_filename
[docs] def apply(self): """Perform the read with parameters/file names set during init or by setters""" self.Update() return pv.wrap(self.GetOutput())
###############################################################################
[docs] class WriterBase(AlgorithmBase): __displayname__ = 'Writer Base' __category__ = 'base' def __init__(self, nInputPorts=1, inputType='vtkPolyData', **kwargs): AlgorithmBase.__init__( self, nInputPorts=nInputPorts, inputType=inputType, nOutputPorts=0 ) self.__filename = kwargs.get('filename', None) self.__fmt = '%.9e' # For composite datasets: not always used self.__blockfilenames = None self.__composite = False
[docs] def FillInputPortInformation(self, port, info): """Allows us to save composite datasets as well. Note: I only care about ``vtkMultiBlockDataSet`` """ info.Set(self.INPUT_REQUIRED_DATA_TYPE(), self.InputType) info.Append( self.INPUT_REQUIRED_DATA_TYPE(), 'vtkMultiBlockDataSet' ) # vtkCompositeDataSet return 1
[docs] def SetFileName(self, filename): """Specify the filename for the output. Writer can only handle a single output data object/time step.""" if not isinstance(filename, str): raise RuntimeError( 'File name must be string. Only single file is supported.' ) if self.__filename != filename: self.__filename = filename self.Modified()
[docs] def set_file_name(self, filename): """Specify the filename for the output. Writer can only handle a single output data object/time step.""" return self.SetFileName(filename)
[docs] def get_file_name(self): """Get the set filename.""" return self.__filename
[docs] def Write(self, input_data_object=None): """Perform the write out.""" if input_data_object: self.SetInputDataObject(input_data_object) self.Modified() self.Update()
[docs] def write(self, input_data_object=None): return self.write(input_data_object=input_data_object)
[docs] def perform_write_out(self, input_data_object, filename, object_name): """This method must be implemented. This is automatically called by ``RequestData`` for single inputs or composite inputs.""" raise NotImplementedError('perform_write_out must be implemented!')
[docs] def apply(self, input_data_object): """Run this writer algorithm on the given input data object""" self.SetInputDataObject(input_data_object) self.Modified() self.Update()
[docs] def set_format(self, fmt): """Use to set the ASCII format for the writer default is ``'%.9e'``""" if self.__fmt != fmt and isinstance(fmt, str): self.__fmt = fmt self.Modified()
[docs] def get_format(self): """Get the ASCII format used for floats""" return self.__fmt
#### Following methods are for composite datasets ####
[docs] def use_composite(self): """True if input dataset is a composite dataset""" return self.__composite
[docs] def set_block_filenames(self, n): """Gets a list of filenames based on user input filename and creates a numbered list of filenames for the reader to save out. Assumes the filename has an extension set already. """ number = n count = 0 while number > 0: number = number // 10 count = count + 1 count = '%d' % count identifier = '_%.' + count + 'd' blocknum = [identifier % i for i in range(n)] # Check the file extension: ext = self.get_file_name().split('.')[-1] basename = self.get_file_name().replace('.%s' % ext, '') self.__blockfilenames = [ basename + '%s.%s' % (blocknum[i], ext) for i in range(n) ] return self.__blockfilenames
[docs] def get_block_filename(self, idx): """Get filename for component of a multi block dataset""" return self.__blockfilenames[idx]
[docs] def RequestData(self, request, inInfo, outInfo): """Subclasses must implement a ``perform_write_out`` method that takes an input data object and a filename. This method will automatically handle composite data sets. """ inp = self.GetInputData(inInfo, 0, 0) if isinstance(inp, vtk.vtkMultiBlockDataSet): self.__composite = True # Handle composite datasets. NOTE: This only handles vtkMultiBlockDataSet if self.__composite: num = inp.GetNumberOfBlocks() self.set_block_filenames(num) for i in range(num): data = inp.GetBlock(i) name = inp.GetMetaData(i).Get(vtk.vtkCompositeDataSet.NAME()) if data.IsTypeOf(self.InputType): self.perform_write_out(data, self.get_block_filename(i), name) else: warnings.warn( 'Input block %d of type(%s) not saveable by writer.' % (i, type(data)) ) # Handle single input dataset else: self.perform_write_out(inp, self.get_file_name(), None) return 1
###############################################################################
[docs] class InterfacedBaseReader(ReaderBase): """A general base reader for all interfacing with libraries that already have file I/O methods and VTK data object interfaces. This provides a routine for using an external library to handle all I/O and produce the VTK data objects.""" __displayname__ = 'Interfaced Base Reader' def __init__(self, **kwargs): ReaderBase.__init__(self, **kwargs) self.__objects = [] # THIS IS CRUCIAL to dynamically decided output type
[docs] def RequestDataObject(self, request, inInfo, outInfo): """Do not override. This method lets the user dynamically decide the output data type based in the read meshes. Note: they all have to be the same VTK type. """ self._read_up_front() self.FillOutputPortInformation(0, outInfo.GetInformationObject(0)) return 1
[docs] @staticmethod def _read_file(filename): """OVERRIDE: Reads from the the libraries format and returns an object in the given library's format.""" raise NotImplementedError()
[docs] @staticmethod def _get_vtk_object(obj): """OVERRIDE: Given an object in the interfaced library's type, return a converted VTK data object.""" raise NotImplementedError()
[docs] def _read_up_front(self): """Do not override. A predifiened routine for reading the files up front.""" filenames = self.get_file_names() self.__objects = [] for f in filenames: mesh = self._read_file(f) obj = self._get_vtk_object(mesh) self.__objects.append(obj) # Now check that all objects in list are same type and set output type typ = type(self.__objects[0]) if not all(isinstance(x, typ) for x in self.__objects): raise _helpers.PVGeoError('Input VTK objects are not all of the same type.') self.OutputType = self.__objects[0].GetClassName()
[docs] def _get_object_at_index(self, idx=None): """Internal helper to get the data object at the specified index""" if idx is not None: return self.__objects[idx] return self.__objects[0]
[docs] def RequestData(self, request, inInfo, outInfo): """Do not override. Used by pipeline to get data for current timestep and populate the output data object. """ # Get requested time index i = _helpers.get_requested_time(self, outInfo) # Get output: output = self.GetOutputData(outInfo, 0) output.ShallowCopy(self._get_object_at_index(idx=i)) return 1
[docs] def RequestInformation(self, request, inInfo, outInfo): """Do not override. Used by pipeline to set extents and time info.""" # Call parent to handle time stuff ReaderBase.RequestInformation(self, request, inInfo, outInfo) # Now set whole output extent info = outInfo.GetInformationObject(0) obj = self.__objects[0] # Get first grid to set output extents # Set WHOLE_EXTENT: This is absolutely necessary ext = obj.GetExtent() info.Set(vtk.vtkStreamingDemandDrivenPipeline.WHOLE_EXTENT(), ext, 6) return 1
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