diff --git a/.binder/requirements.txt b/.binder/requirements.txt index 23b291b..5d59e8c 100644 --- a/.binder/requirements.txt +++ b/.binder/requirements.txt @@ -1 +1 @@ -cipher-parse==0.5.0 +cipher-parse==0.6.0a1 diff --git a/CHANGELOG-dev.md b/CHANGELOG-dev.md index 147a996..b34aae7 100644 --- a/CHANGELOG-dev.md +++ b/CHANGELOG-dev.md @@ -1,4 +1,75 @@ + +## [v0.6.0a1](https://github.com/LightForm-group/cipher-parse/compare/v0.6.0a0...v0.6.0a1) - 2024.03.28 + +### 🐛 Bug Fixes + +* use pyvista to resample VTU files onto a grid + + + +## [v0.6.0a0](https://github.com/LightForm-group/cipher-parse/compare/v0.5.1a4...v0.6.0a0) - 2024.03.28 + +### ✨ Features + +* add to/from_zarr (without CIPHERGeometry support for now + + + +## [v0.5.1a4](https://github.com/LightForm-group/cipher-parse/compare/v0.5.1a3...v0.5.1a4) - 2024.01.08 + +### 🐛 Bug Fixes + +* more reasonable time in notebook examples + + + +## [v0.5.1a3](https://github.com/LightForm-group/cipher-parse/compare/v0.5.1a2...v0.5.1a3) - 2024.01.08 + +### 🐛 Bug Fixes + +* clear notebook outputs +* interface width is now expected within the interface definitions + + + +## [v0.5.1a2](https://github.com/LightForm-group/cipher-parse/compare/v0.5.1a1...v0.5.1a2) - 2023.09.05 + +### ✨ Features + +* support separate text files for mappings + +### 🐛 Bug Fixes + +* DefDAP uses P=+1 for quat ops where we were assuming P=-1 +* tests +* try indenting +* func args +* func args + + + +## [v0.5.1a1](https://github.com/LightForm-group/cipher-parse/compare/v0.5.1a0...v0.5.1a1) - 2023.07.21 + +### ✨ Features + +* use DefDAP to compute CIPHERGeometry.misorientation_matrix - much faster + + + +## [v0.5.1a0](https://github.com/LightForm-group/cipher-parse/compare/v0.5.0...v0.5.1a0) - 2023.06.01 + +### 🐛 Bug Fixes + +* cast pyvista_ndarray to numpy ndarray +* get_time_linear_subset_indices should return primitive types +* get_incremental_data if original_viz dir exists + + + +## [v0.5.0](https://github.com/LightForm-group/cipher-parse/compare/v0.5.0a3...v0.5.0) - 2023.05.15 + + ## [v0.5.0a3](https://github.com/LightForm-group/cipher-parse/compare/v0.5.0a2...v0.5.0a3) - 2023.05.15 diff --git a/cipher_parse/_version.py b/cipher_parse/_version.py index 3d18726..c6422df 100644 --- a/cipher_parse/_version.py +++ b/cipher_parse/_version.py @@ -1 +1 @@ -__version__ = "0.5.0" +__version__ = "0.6.0a1" diff --git a/cipher_parse/cipher_input.py b/cipher_parse/cipher_input.py index f1e17fa..9639dbc 100644 --- a/cipher_parse/cipher_input.py +++ b/cipher_parse/cipher_input.py @@ -2,6 +2,7 @@ import json from pathlib import Path from dataclasses import dataclass +from textwrap import indent from typing import Optional, List, Union, Tuple, Dict import numpy as np @@ -17,11 +18,9 @@ def compress_1D_array(arr): - vals = [] nums = [] for idx, i in enumerate(arr): - if idx == 0: vals.append(i) nums.append(1) @@ -129,6 +128,52 @@ def from_JSON(cls, data, quiet=True): } return cls(**data, quiet=quiet) + @classmethod + def get_input_maps_from_files( + cls, + inp_file_str, + directory, + get_voxel_phase=True, + get_phase_material=True, + get_interface=True, + ): + directory = Path(directory) + voxel_phase_file = Path(directory / "voxel_phase_mapping.txt") + phase_material_file = Path(directory / "phase_material_mapping.txt") + interface_file = Path(directory / "interface_mapping.txt") + + inp_dat = None + voxel_phase = None + phase_material = None + interface_map = None + if any( + i.exists() for i in (voxel_phase_file, phase_material_file, interface_file) + ): + inp_dat = cls.read_input_YAML_string( + file_str=inp_file_str, + parse_interface_map=False, + ) + if get_voxel_phase and voxel_phase_file.exists(): + with voxel_phase_file.open("rt") as fp: + voxel_phase_str = "".join(fp.readlines()) + voxel_phase = decompress_1D_array_string(voxel_phase_str) + voxel_phase = voxel_phase.reshape(inp_dat["grid_size"], order="F") - 1 + + if get_phase_material and phase_material_file.exists(): + with phase_material_file.open("rt") as fp: + phase_material_str = "".join(fp.readlines()) + phase_material = decompress_1D_array_string(phase_material_str) - 1 + + if get_interface and interface_file.exists(): + num_phases = inp_dat["num_phases"] + with interface_file.open("rt") as fp: + interface_str = "".join(fp.readlines()) + interface_map = decompress_1D_array_string(interface_str) + interface_map = interface_map.reshape((num_phases, num_phases)) - 1 + interface_map[np.tril_indices(num_phases)] = -1 # only need one half + + return (voxel_phase, phase_material, interface_map) + @classmethod def from_input_YAML_file(cls, path): """Generate a CIPHERInput object from a CIPHER input YAML file.""" @@ -136,19 +181,31 @@ def from_input_YAML_file(cls, path): with Path(path).open("rt") as fp: file_str = "".join(fp.readlines()) - return cls.from_input_YAML_str(file_str) + ( + voxel_phase, + phase_material, + interface_map, + ) = CIPHERInput.get_input_maps_from_files( + inp_file_str=file_str, + directory=path.parent, + ) + + return cls.from_input_YAML_str( + file_str=file_str, + input_map_voxel_phase=voxel_phase, + input_map_phase_material=phase_material, + input_map_interface=interface_map, + ) @classmethod def read_input_YAML_file(cls, path): - with Path(path).open("rt") as fp: file_str = "".join(fp.readlines()) - return cls.read_input_YAML_string(file_str) + return cls.read_input_YAML_string(file_str=file_str) @staticmethod def read_input_YAML_string(file_str, parse_interface_map=True): - yaml = YAML(typ="safe") data = yaml.load(file_str) @@ -157,23 +214,30 @@ def read_input_YAML_string(file_str, parse_interface_map=True): size = header["size"] num_phases = header["n_phases"] - voxel_phase = decompress_1D_array_string(data["mappings"]["voxel_phase_mapping"]) - voxel_phase = voxel_phase.reshape(grid_size, order="F") - 1 - - unique_phase_IDs = np.unique(voxel_phase) - assert len(unique_phase_IDs) == num_phases + voxel_phase = None + unique_phase_IDs = None + if data["mappings"]["voxel_phase_mapping"] != "voxel_phase_mapping.txt": + voxel_phase = decompress_1D_array_string( + data["mappings"]["voxel_phase_mapping"] + ) + voxel_phase = voxel_phase.reshape(grid_size, order="F") - 1 + unique_phase_IDs = np.unique(voxel_phase) + assert len(unique_phase_IDs) == num_phases interface_map = None - if parse_interface_map: - interface_map = decompress_1D_array_string( - data["mappings"]["interface_mapping"] - ) - interface_map = interface_map.reshape((num_phases, num_phases)) - 1 - interface_map[np.tril_indices(num_phases)] = -1 # only need one half + if data["mappings"]["interface_mapping"] != "interface_mapping.txt": + if parse_interface_map: + interface_map = decompress_1D_array_string( + data["mappings"]["interface_mapping"] + ) + interface_map = interface_map.reshape((num_phases, num_phases)) - 1 + interface_map[np.tril_indices(num_phases)] = -1 # only need one half - phase_material = ( - decompress_1D_array_string(data["mappings"]["phase_material_mapping"]) - 1 - ) + phase_material = None + if data["mappings"]["phase_material_mapping"] != "phase_material_mapping.txt": + phase_material = ( + decompress_1D_array_string(data["mappings"]["phase_material_mapping"]) - 1 + ) return { "header": header, @@ -190,10 +254,27 @@ def read_input_YAML_string(file_str, parse_interface_map=True): } @classmethod - def from_input_YAML_str(cls, file_str, quiet=False): + def from_input_YAML_str( + cls, + file_str, + input_map_voxel_phase=None, + input_map_phase_material=None, + input_map_interface=None, + quiet=False, + ): """Generate a CIPHERInput object from a CIPHER input YAML file string.""" yaml_dat = cls.read_input_YAML_string(file_str) + if input_map_voxel_phase is not None: + yaml_dat["voxel_phase"] = input_map_voxel_phase + yaml_dat["unique_phase_IDs"] = np.unique(input_map_voxel_phase) + + if input_map_phase_material is not None: + yaml_dat["phase_material"] = input_map_phase_material + + if input_map_interface is not None: + yaml_dat["interface_map"] = input_map_interface + materials = [ MaterialDefinition( name=name, @@ -252,8 +333,8 @@ def from_voronoi( num_phases=None, random_seed=None, is_periodic=False, + combine_phases=None, ): - geometry = CIPHERGeometry.from_voronoi( num_phases=num_phases, seeds=seeds, @@ -263,6 +344,7 @@ def from_voronoi( size=size, random_seed=random_seed, is_periodic=is_periodic, + combine_phases=combine_phases, ) inp = cls( @@ -286,8 +368,8 @@ def from_seed_voronoi( solution_parameters, random_seed=None, is_periodic=False, + combine_phases=None, ): - return cls.from_voronoi( seeds=seeds, grid_size=grid_size, @@ -299,6 +381,7 @@ def from_seed_voronoi( solution_parameters=solution_parameters, random_seed=random_seed, is_periodic=is_periodic, + combine_phases=combine_phases, ) @classmethod @@ -314,8 +397,8 @@ def from_random_voronoi( solution_parameters, random_seed=None, is_periodic=False, + combine_phases=None, ): - return cls.from_voronoi( num_phases=num_phases, grid_size=grid_size, @@ -327,6 +410,7 @@ def from_random_voronoi( solution_parameters=solution_parameters, random_seed=random_seed, is_periodic=is_periodic, + combine_phases=combine_phases, ) @classmethod @@ -340,14 +424,15 @@ def from_voxel_phase_map( outputs, solution_parameters, random_seed=None, + combine_phases=None, ): - geometry = CIPHERGeometry( voxel_phase=voxel_phase, materials=materials, interfaces=interfaces, size=size, random_seed=random_seed, + combine_phases=combine_phases, ) inp = cls( geometry=geometry, @@ -368,8 +453,8 @@ def from_dream3D( solution_parameters, container_labels=None, phase_type_map=None, + combine_phases=None, ): - default_container_labels = { "SyntheticVolumeDataContainer": "SyntheticVolumeDataContainer", "CellData": "CellData", @@ -389,7 +474,6 @@ def from_dream3D( container_labels = {**default_container_labels, **container_labels} with h5py.File(path, "r") as fp: - voxel_phase_path = "/".join( ( "DataContainers", @@ -484,6 +568,7 @@ def from_dream3D( components=components, outputs=outputs, solution_parameters=solution_parameters, + combine_phases=combine_phases, ) @property @@ -517,11 +602,48 @@ def get_header(self): def get_interfaces(self): return {i.name: i.properties for i in self.geometry.interfaces} - def write_yaml(self, path): - """Write the CIPHER input YAML file.""" + def write_yaml(self, path, separate_mappings=False): + """Write the CIPHER input YAML file. + + Parameters + ---------- + separate_mappings + If True, write separate text files for the mappings. + + """ self.geometry._validate_interface_map() + phase_mat_str = compress_1D_array_string(self.geometry.phase_material + 1) + vox_phase_str = compress_1D_array_string( + self.geometry.voxel_phase.flatten(order="F") + 1 + ) + int_str = compress_1D_array_string(self.geometry.interface_map_int.flatten() + 1) + + if not separate_mappings: + # CIPHER does not like trailing new lines in the mapping text files: + phase_mat_str += "\n" + vox_phase_str += "\n" + int_str += "\n" + + if separate_mappings: + phase_mat_map = "phase_material_mapping.txt" + vox_phase_map = "voxel_phase_mapping.txt" + int_map = "interface_mapping.txt" + with Path(phase_mat_map).open("wt") as fh: + fh.write(indent(phase_mat_str, " ")) + + with Path(vox_phase_map).open("wt") as fh: + fh.write(indent(vox_phase_str, " ")) + + with Path(int_map).open("wt") as fh: + fh.write(indent(int_str, " ")) + + else: + phase_mat_map = LiteralScalarString(phase_mat_str) + vox_phase_map = LiteralScalarString(vox_phase_str) + int_map = LiteralScalarString(int_str) + cipher_input_data = { "header": self.get_header(), "solution_parameters": dict(sorted(self.solution_parameters.items())), @@ -530,21 +652,9 @@ def write_yaml(self, path): }, "interface": {k: copy.deepcopy(v) for k, v in self.get_interfaces().items()}, "mappings": { - "phase_material_mapping": LiteralScalarString( - compress_1D_array_string(self.geometry.phase_material + 1) + "\n" - ), - "voxel_phase_mapping": LiteralScalarString( - compress_1D_array_string( - self.geometry.voxel_phase.flatten(order="F") + 1 - ) - + "\n" - ), - "interface_mapping": LiteralScalarString( - compress_1D_array_string( - self.geometry.interface_map_int.flatten() + 1 - ) - + "\n" - ), + "phase_material_mapping": phase_mat_map, + "voxel_phase_mapping": vox_phase_map, + "interface_mapping": int_map, }, } @@ -565,6 +675,7 @@ def bin_interfaces_by_misorientation_angle( B=5, bin_width=5, degrees=True, + **kwargs, ): if energy_range is None and mobility_range is None: raise ValueError( @@ -572,7 +683,7 @@ def bin_interfaces_by_misorientation_angle( ) if self.geometry.misorientation_matrix is None: - misori_matrix = self.geometry.get_misorientation_matrix() + misori_matrix = self.geometry.get_misorientation_matrix(**kwargs) else: misori_matrix = self.geometry.misorientation_matrix @@ -619,7 +730,6 @@ def bin_interfaces_by_misorientation_angle( ) for int_name in base_interface_name: - base_defn, phase_pairs = self.geometry.remove_interface(int_name) phase_pairs_bin_idx = bin_idx[phase_pairs[0], phase_pairs[1]] @@ -630,7 +740,6 @@ def bin_interfaces_by_misorientation_angle( print("Preparing new interface defintions...") new_int_idx = 0 for bin_idx_i, bin_i in enumerate(misori_bins, start=1): - phase_pairs_bin_i_idx = np.where(phase_pairs_bin_idx == bin_idx_i)[0] if not phase_pairs_bin_i_idx.size: continue @@ -789,7 +898,6 @@ def apply_interface_property( num_existing_int_defns = len(self.geometry.interfaces) print("Preparing new interface defintions...", end="") for idx, i in enumerate(new_interfaces_data): - props = copy.deepcopy(base_defn.properties) for name, val in zip(property_name, i["values"]): new_value = val.item() # convert from numpy to native diff --git a/cipher_parse/cipher_output.py b/cipher_parse/cipher_output.py index 7a37e0d..86aa1f2 100644 --- a/cipher_parse/cipher_output.py +++ b/cipher_parse/cipher_output.py @@ -1,3 +1,4 @@ +import copy import json import shutil from subprocess import run, PIPE @@ -10,8 +11,9 @@ import pyvista as pv import pandas as pd import plotly.express as px +import zarr -from cipher_parse.cipher_input import CIPHERInput +from cipher_parse.cipher_input import CIPHERInput, decompress_1D_array_string from cipher_parse.geometry import CIPHERGeometry from cipher_parse.utilities import ( get_subset_indices, @@ -20,7 +22,6 @@ ) from cipher_parse.derived_outputs import num_voxels_per_phase -DEFAULT_PARAVIEW_EXE = "pvbatch" INC_DATA_NON_ARRAYS = ( "increment", "time", @@ -107,53 +108,6 @@ def parse_cipher_stdout(path_or_string, is_string=False): return out -def generate_VTI_files_from_VTU_files( - sampling_dimensions, - paraview_exe=DEFAULT_PARAVIEW_EXE, -): - """Generate a 'ParaView-python' script for generating VTI files from VTU files and - execute that script.""" - - script_name = "vtu2vti.py" - if len(sampling_dimensions) == 2: - sampling_dimensions += [1] - - with Path(script_name).open("wt") as fp: - fp.write( - dedent( - f""" - import os - - from paraview.simple import * - - vtu_files = [] - for root, dirs, files in os.walk("."): - for f in files: - if f.endswith(".vtu"): - vtu_files.append(f) - - for file_i_path in vtu_files: - file_i_base_name = file_i_path.split(".")[0] - vtu_data_i = XMLUnstructuredGridReader( - FileName=[os.getcwd() + os.path.sep + file_i_path] - ) - resampleToImage1 = ResampleToImage(Input=vtu_data_i) - resampleToImage1.SamplingDimensions = {sampling_dimensions!r} - SetActiveSource(resampleToImage1) - SaveData(file_i_base_name + ".vti", resampleToImage1) - """ - ) - ) - - proc = run(f"{paraview_exe} {script_name}", shell=True, stdout=PIPE, stderr=PIPE) - stdout = proc.stdout.decode() - stderr = proc.stderr.decode() - if stdout: - print(stdout) - if stderr: - print(stderr) - - class CIPHEROutput: """Class to hold output information from a CIPHER simulation.""" @@ -166,17 +120,13 @@ def __init__( input_YAML_file_str, stdout_file_str, incremental_data, + input_map_voxel_phase=None, + input_map_phase_material=None, + input_map_interface=None, quiet=False, cipher_input=None, ): - default_options = { - "paraview_exe": DEFAULT_PARAVIEW_EXE, - "delete_VTIs": True, - "delete_VTUs": False, - "use_existing_VTIs": False, - "num_VTU_files": None, - "VTU_files_time_interval": None, "derive_outputs": None, "save_outputs": None, } @@ -185,6 +135,9 @@ def __init__( self.options = {**default_options, **options} self.input_YAML_file_name = input_YAML_file_name self.input_YAML_file_str = input_YAML_file_str + self.input_map_voxel_phase = input_map_voxel_phase + self.input_map_phase_material = input_map_phase_material + self.input_map_interface = input_map_interface self.stdout_file_name = stdout_file_name self.stdout_file_str = stdout_file_str self.incremental_data = incremental_data @@ -194,15 +147,7 @@ def __init__( self._cipher_stdout = None self._geometries = None # assigned by set_geometries - if ( - options.get("VTU_files_time_interval") is not None - and options.get("num_VTU_files") is not None - ): - raise ValueError( - "Specify at most one of 'num_VTU_files' and 'VTU_files_time_interval'." - ) - - for idx, i in enumerate(options["save_outputs"]): + for idx, i in enumerate(options["save_outputs"] or ()): if i.get("number") is not None and i.get("time_interval") is not None: raise ValueError( f"Specify at most one of 'number' and 'time_interval' for save " @@ -216,6 +161,9 @@ def parse( options=None, input_YAML_file_name="cipher_input.yaml", stdout_file_name="stdout.log", + get_voxel_phase=True, + get_phase_material=True, + get_interface=True, ): directory = Path(directory) @@ -227,11 +175,26 @@ def parse( with stdout_path.open("rt") as fp: stdout_file_str = "".join(fp.readlines()) + ( + voxel_phase, + phase_material, + interface_map, + ) = CIPHERInput.get_input_maps_from_files( + inp_file_str=input_YAML_file_str, + directory=directory, + get_voxel_phase=get_voxel_phase, + get_phase_material=get_phase_material, + get_interface=get_interface, + ) + obj = cls( directory=directory, options=options, input_YAML_file_name=input_YAML_file_name, input_YAML_file_str=input_YAML_file_str, + input_map_voxel_phase=voxel_phase, + input_map_phase_material=phase_material, + input_map_interface=interface_map, stdout_file_name=stdout_file_name, stdout_file_str=stdout_file_str, incremental_data=None, @@ -254,131 +217,130 @@ def get_incremental_data(self): """Generate temporary VTI files to parse requested cipher outputs on a uniform grid.""" - cipher_input = self.cipher_input - - if not self.options["use_existing_VTIs"]: - generate_VTI_files_from_VTU_files( - sampling_dimensions=cipher_input.geometry.grid_size.tolist(), - paraview_exe=self.options["paraview_exe"], - ) + inp_dat = self.get_input_YAML_data() + grid_size = inp_dat["grid_size"] + grid_size_3D = grid_size if len(grid_size) == 3 else [*grid_size, 1] - outfile_base = cipher_input.solution_parameters["outfile"] + outfile_base = inp_dat["solution_parameters"]["outfile"] output_lookup = { i: f"{outfile_base} output.{idx}" - for idx, i in enumerate(self.cipher_input.outputs) + for idx, i in enumerate(inp_dat["header"]["outputs"]) } vtu_file_list = sorted( list(self.directory.glob(f"{outfile_base}_*.vtu")), key=lambda x: int(re.search(r"\d+", x.name).group()), ) - vti_file_list = sorted( - list(self.directory.glob(f"{outfile_base}_*.vti")), - key=lambda x: int(re.search(r"\d+", x.name).group()), - ) - - # Move all VTU files to a sub-directory: - viz_dir = Path("original_viz") - viz_dir.mkdir() - vtu_orig_file_list = [] - for viz_file_i in vtu_file_list: - dst_i = viz_dir.joinpath(viz_file_i.name).with_suffix( - ".viz" + viz_file_i.suffix - ) - shutil.move(viz_file_i, dst_i) - vtu_orig_file_list.append(dst_i) - - # Copy back to the root directory VTU files that we want to keep: - if self.options["num_VTU_files"]: - viz_files_keep_idx = get_subset_indices( - len(vti_file_list), - self.options["num_VTU_files"], - ) - elif self.options["VTU_files_time_interval"]: - viz_files_keep_idx = self._get_time_linear_subset_indices( - time_interval=self.options["VTU_files_time_interval"] - ) - else: - viz_files_keep_idx = [] - - for i in viz_files_keep_idx: - viz_file_i = vtu_orig_file_list[i] - dst_i = Path("").joinpath(viz_file_i.name).with_suffix("").with_suffix(".vtu") - shutil.copy(viz_file_i, dst_i) - - if self.options["delete_VTUs"]: - print(f"Deleting original VTU files in directory: {viz_dir}") - shutil.rmtree(viz_dir) # get which files to include for each output/derived output outputs_keep_idx = {} - for save_out_i in self.options["save_outputs"]: + for save_out_i in self.options["save_outputs"] or (): if "number" in save_out_i: - keep_idx = get_subset_indices(len(vti_file_list), save_out_i["number"]) + keep_idx = get_subset_indices(len(vtu_file_list), save_out_i["number"]) elif "time_interval" in save_out_i: keep_idx = self._get_time_linear_subset_indices( time_interval=save_out_i["time_interval"] ) else: - keep_idx = list(range(len(vti_file_list))) + keep_idx = list(range(len(vtu_file_list))) outputs_keep_idx[save_out_i["name"]] = keep_idx incremental_data = [] - for file_i_idx, file_i in enumerate(vti_file_list): + for file_i_idx, file_i in enumerate(vtu_file_list): + print(f"Reading VTU file {file_i.name}...", flush=True) + try: + mesh = pv.get_reader(file_i).read() + except Exception: + print(f"Failed to read VTU file {file_i.name}.", flush=True) + continue + vtu_file_name = file_i.name + + img_data = pv.ImageData(dimensions=grid_size_3D) + + print( + f"Resampling VTU file {file_i.name} onto an image-data mesh...", + flush=True, + ) + try: + img_mesh = img_data.sample(mesh) + except Exception: + print( + f"Failed to re-sample VTU file {file_i.name} onto an image " + f"data grid.", + flush=True, + ) + continue - mesh = pv.get_reader(file_i).read() - vtu_file_name = file_i.name.replace("vti", "vtu") inc_data_i = { - "increment": int(re.search(r"\d+", file_i.name).group()), + "increment": int(re.search(r"\d+", vtu_file_name).group()), "time": self.cipher_stdout["outputs"][vtu_file_name], - "dimensions": list(mesh.dimensions), - "spacing": list(mesh.spacing), - "number_VTI_cells": mesh.number_of_cells, - "number_VTI_points": mesh.number_of_points, + "dimensions": list(img_mesh.dimensions), + "spacing": list(img_mesh.spacing), + "number_VTI_cells": img_mesh.number_of_cells, + "number_VTI_points": img_mesh.number_of_points, } standard_outputs = {} for name in output_lookup: - arr_flat = mesh.get_array(output_lookup[name]) - arr = arr_flat.reshape(mesh.dimensions, order="F") + try: + arr_flat = img_mesh.get_array(output_lookup[name]) + except KeyError: + print( + f"Failed to get array {output_lookup[name]} from file " + f"{file_i.name}", + flush=True, + ) + continue + arr = arr_flat.reshape(img_mesh.dimensions, order="F") if name in STANDARD_OUTPUTS_TYPES: arr = arr.astype(STANDARD_OUTPUTS_TYPES[name]) - standard_outputs[name] = arr + standard_outputs[name] = np.array(arr) # convert from pyvista_ndarray derived_outputs = {} - for derive_out_i in self.options["derive_outputs"]: + for derive_out_i in self.options["derive_outputs"] or (): name_i = derive_out_i["name"] func = DERIVED_OUTPUTS_FUNCS[name_i] - func_args = {"cipher_input": cipher_input} - func_args.update( - {i: standard_outputs[i] for i in DERIVED_OUTPUTS_REQUIREMENTS[name_i]} - ) + func_args = {"input_data": inp_dat} + try: + func_args.update( + { + i: standard_outputs[i] + for i in DERIVED_OUTPUTS_REQUIREMENTS[name_i] + } + ) + except KeyError: + print( + f"Failed to prepare arguments for derived output function " + f"{func.__name__!r}.", + flush=True, + ) + continue derived_outputs[name_i] = func(**func_args) for out_name, keep_idx in outputs_keep_idx.items(): if file_i_idx in keep_idx: - if out_name in DERIVED_OUTPUTS_REQUIREMENTS: - # a derived output: - inc_data_i[out_name] = derived_outputs[out_name] - else: - # a standard output: - inc_data_i[out_name] = standard_outputs[out_name] + try: + if out_name in DERIVED_OUTPUTS_REQUIREMENTS: + # a derived output: + inc_data_i[out_name] = derived_outputs[out_name] + else: + # a standard output: + inc_data_i[out_name] = standard_outputs[out_name] + except KeyError: + continue incremental_data.append(inc_data_i) - if self.options["delete_VTIs"] and not self.options["use_existing_VTIs"]: - for file_i in vti_file_list: - print(f"Deleting temporary VTI file: {file_i}") - os.remove(file_i) - - outputs_keep_idx["VTU_files"] = viz_files_keep_idx - return incremental_data, outputs_keep_idx @property def cipher_input(self): if not self._cipher_input: self._cipher_input = CIPHERInput.from_input_YAML_str( - self.input_YAML_file_str, quiet=self.quiet + file_str=self.input_YAML_file_str, + quiet=self.quiet, + input_map_voxel_phase=self.input_map_voxel_phase, + input_map_phase_material=self.input_map_phase_material, + input_map_interface=self.input_map_interface, ) return self._cipher_input @@ -399,9 +361,21 @@ def cipher_stdout(self): def get_input_YAML_data(self, parse_interface_map=False): """Get some basic input details (using the YAML input file) without initialising the CIPHERInput object, which can take a while depending on the grid size.""" - return CIPHERInput.read_input_YAML_string( - self.input_YAML_file_str, parse_interface_map=parse_interface_map + dat = CIPHERInput.read_input_YAML_string( + file_str=self.input_YAML_file_str, + parse_interface_map=parse_interface_map, ) + if self.input_map_voxel_phase is not None: + dat["voxel_phase"] = self.input_map_voxel_phase + dat["unique_phase_IDs"] = np.unique(self.input_map_voxel_phase) + + if self.input_map_phase_material is not None: + dat["phase_material"] = self.input_map_phase_material + + if self.input_map_interface is not None: + dat["interface_map"] = self.input_map_interface + + return dat def to_JSON(self, keep_arrays=False): data = { @@ -409,6 +383,9 @@ def to_JSON(self, keep_arrays=False): "options": self.options, "input_YAML_file_name": self.input_YAML_file_name, "input_YAML_file_str": self.input_YAML_file_str, + "input_map_voxel_phase": self.input_map_voxel_phase, + "input_map_phase_material": self.input_map_phase_material, + "input_map_interface": self.input_map_interface, "stdout_file_name": self.stdout_file_name, "stdout_file_str": self.stdout_file_str, "incremental_data": self.incremental_data, @@ -418,24 +395,54 @@ def to_JSON(self, keep_arrays=False): for inc_idx, inc_i in enumerate(data["incremental_data"] or []): for key in inc_i: if key not in INC_DATA_NON_ARRAYS: - as_list_val = data["incremental_data"][inc_idx][key].tolist() + as_list_val = np.copy( + data["incremental_data"][inc_idx][key] + ).tolist() data["incremental_data"][inc_idx][key] = as_list_val + if data["input_map_voxel_phase"] is not None: + data["input_map_voxel_phase"] = np.copy( + data["input_map_voxel_phase"] + ).tolist() + + if data["input_map_phase_material"] is not None: + data["input_map_phase_material"] = np.copy( + data["input_map_phase_material"] + ).tolist() + + if data["input_map_interface"] is not None: + data["input_map_interface"] = np.copy( + data["input_map_interface"] + ).tolist() + return data @classmethod def from_JSON(cls, data, cipher_input=None, quiet=True): - attrs = { "directory": data["directory"], "options": data["options"], "input_YAML_file_name": data["input_YAML_file_name"], "input_YAML_file_str": data["input_YAML_file_str"], + "input_map_voxel_phase": data.get("input_map_voxel_phase"), + "input_map_phase_material": data.get("input_map_phase_material"), + "input_map_interface": data.get("input_map_interface"), "stdout_file_name": data["stdout_file_name"], "stdout_file_str": data["stdout_file_str"], "incremental_data": data["incremental_data"], } + if attrs["input_map_voxel_phase"]: + attrs["input_map_voxel_phase"] = np.array(attrs["input_map_voxel_phase"]) + + if attrs["input_map_phase_material"]: + attrs["input_map_phase_material"] = np.array( + attrs["input_map_phase_material"] + ) + + if attrs["input_map_interface"]: + attrs["input_map_interface"] = np.array(attrs["input_map_interface"]) + for inc_idx, inc_i in enumerate(attrs["incremental_data"] or []): for key, val in inc_i.items(): if key not in INC_DATA_NON_ARRAYS and not isinstance(val, np.ndarray): @@ -463,6 +470,84 @@ def from_JSON_file(cls, path): data = json.load(fp) return cls.from_JSON(data) + def to_zarr(self, path, overwrite=False, close_store=None): + """Save to a persistent zarr store. + + This does not yet save `geometries`. + + """ + out_group = zarr.open_group(store=path) + out_group.attrs.put( + { + "directory": str(self.directory), + "options": self.options, + "input_YAML_file_name": self.input_YAML_file_name, + "input_map_voxel_phase": self.input_map_voxel_phase, + "input_map_phase_material": self.input_map_phase_material, + "input_map_interface": self.input_map_interface, + "stdout_file_name": self.stdout_file_name, + } + ) + out_group.create_dataset( + name="stdout_file_str", + data=self.stdout_file_str.splitlines(), + overwrite=overwrite, + ) + out_group.create_dataset( + name="input_YAML_file_str", + data=self.input_YAML_file_str.splitlines(), + overwrite=overwrite, + ) + inc_dat_group = out_group.create_group("incremental_data", overwrite=True) + for idx, inc_dat_i in enumerate(self.incremental_data): + inc_dat_i_group = inc_dat_group.create_group(f"{idx}") + inc_dat_i_group.attrs.put({k: inc_dat_i[k] for k in INC_DATA_NON_ARRAYS}) + for k in inc_dat_i: + if k not in INC_DATA_NON_ARRAYS: + inc_dat_i_group.create_dataset( + name=k, data=inc_dat_i[k], overwrite=overwrite + ) + + if path.endswith(".zip") and close_store is None: + close_store = True + + if close_store: + out_group.store.close() + + return out_group + + @classmethod + def from_zarr(cls, path, cipher_input=None, quiet=True): + """Load from a persistent zarr store. + + This does not yet load `geometries`. + + """ + group = zarr.open_group(store=path, mode="r") + attrs = group.attrs.asdict() + kwargs = { + "directory": attrs["directory"], + "options": attrs["options"], + "input_YAML_file_name": attrs["input_YAML_file_name"], + "input_map_voxel_phase": attrs["input_map_voxel_phase"], + "input_map_phase_material": attrs["input_map_phase_material"], + "input_map_interface": attrs["input_map_interface"], + "stdout_file_name": attrs["stdout_file_name"], + "stdout_file_str": "\n".join(group.get("stdout_file_str")[:]), + "input_YAML_file_str": "\n".join(group.get("input_YAML_file_str")[:]), + } + inc_data = [] + for inc_dat_i_group in group.get("incremental_data").values(): + inc_dat_i_group_attrs = inc_dat_i_group.attrs.asdict() + inc_data_i = {k: inc_dat_i_group_attrs[k] for k in INC_DATA_NON_ARRAYS} + for name, dataset in inc_dat_i_group.items(): + inc_data_i[name] = dataset[:] + inc_data.append(inc_data_i) + kwargs["incremental_data"] = inc_data + + obj = cls(**kwargs, cipher_input=cipher_input, quiet=quiet) + return obj + @classmethod def compare_phase_size_dist_evolution( cls, @@ -480,7 +565,6 @@ def compare_phase_size_dist_evolution( label_name=None, layout_args=None, ): - if len(cipher_outputs) > 1 and not (row_labels or col_labels or labels): raise TypeError( "Multiple cipher outputs but not labels/row_labels/col_labels " @@ -712,7 +796,6 @@ def _prepare_phase_size_dist_evolution_dataframe( } ) else: - if inc_idx == 0: initial_bins = bins[bin_indices_i - 1] @@ -831,7 +914,6 @@ def show_misorientation_dist_evolution( bin_size=None, layout_args=None, ): - all_misori_vox = [] inc_dat_indices = [] incs = [] @@ -1014,21 +1096,28 @@ def show_slice_evolution( def get_average_radius_evolution(self, exclude=None): """Get an evolution proportional to the average radius across all phases.""" + + inp_dat = self.get_input_YAML_data() + num_phases = inp_dat["num_phases"] + dimension = len(inp_dat["grid_size"]) exclude = exclude or [] - all_phases_num_voxels = [[] for _ in range(self.geometries[0].num_phases)] + + num_voxel_inc_idx = [] times = [] - for dat_i in self.incremental_data: - if "num_voxels_per_phase" in dat_i: - for idx, i in enumerate(dat_i["num_voxels_per_phase"]): - if idx in exclude: - i = 0 - all_phases_num_voxels[idx].append(i) - times.append(dat_i["time"]) - - power = 1 / self.geometries[0].dimension - all_phases_prop_radius = np.array( - [np.power(i, power) for i in all_phases_num_voxels] - ) + for idx, i in enumerate(self.incremental_data): + if "num_voxels_per_phase" in i: + num_voxel_inc_idx.append(idx) + times.append(i["time"]) + + all_phases_num_voxels = np.ones((num_phases, len(num_voxel_inc_idx))) * np.nan + for idx, inc_i_idx in enumerate(num_voxel_inc_idx): + num_voxels = np.copy(self.incremental_data[inc_i_idx]["num_voxels_per_phase"]) + if exclude: + num_voxels[exclude] = 0 + all_phases_num_voxels[:, idx] = num_voxels + + power = 1 / dimension + all_phases_prop_radius = np.power(all_phases_num_voxels, power) all_phases_prop_radius[np.isclose(all_phases_prop_radius, 0)] = np.nan prop_avg_radius = np.nanmean(all_phases_prop_radius, axis=0) diff --git a/cipher_parse/derived_outputs.py b/cipher_parse/derived_outputs.py index f6a4e29..c60a176 100644 --- a/cipher_parse/derived_outputs.py +++ b/cipher_parse/derived_outputs.py @@ -1,9 +1,8 @@ import numpy as np -def num_voxels_per_phase(cipher_input, phaseid): - voxel_phase = cipher_input.geometry.voxel_phase - num_initial_phases = len(np.unique(voxel_phase)) +def num_voxels_per_phase(input_data, phaseid): + num_initial_phases = input_data["num_phases"] num_voxels_per_phase = np.zeros(num_initial_phases, dtype=int) uniq, counts = np.unique(phaseid.astype(int), return_counts=True) num_voxels_per_phase[uniq] = counts diff --git a/cipher_parse/geometry.py b/cipher_parse/geometry.py index 5b29f22..5f1b035 100644 --- a/cipher_parse/geometry.py +++ b/cipher_parse/geometry.py @@ -1,3 +1,5 @@ +import random + from damask import Orientation import pyvista as pv import numpy as np @@ -16,7 +18,11 @@ GeometryVoxelPhaseError, ) from cipher_parse.utilities import generate_interface_energies_plot -from cipher_parse.quats import quat_angle_between +from cipher_parse.quats import ( + compute_misorientation_matrix, + quat_angle_between, + compute_misorientation_matrix_damask, +) class CIPHERGeometry: @@ -35,6 +41,7 @@ def __init__( time=None, increment=None, incremental_data_idx=None, + combine_phases=None, ): """ Parameters @@ -103,6 +110,22 @@ def __init__( self._ensure_phase_assignment(random_seed) + if combine_phases: + # combine multiple phases into the same phase to reduce the computational cost + self.voxel_phase = self.combine_phases_per_phase_type( + voxel_map, + materials, + combine_phases, + ) + self.voxel_map = VoxelMap( + region_ID=voxel_phase, + size=size, + is_periodic=is_periodic, + quiet=quiet, + ) + all_phases = self.present_phases + self._num_phases = all_phases.size + self._phase_material = self._get_phase_material() self._validate_interfaces() self._check_interface_phase_pairs() @@ -127,6 +150,93 @@ def __init__( self._misorientation_matrix = None self._misorientation_matrix_is_degrees = None + @staticmethod + def combine_phases_per_phase_type(voxel_map, materials, combine_phases): + + print(f"combining phases according to {combine_phases}") + + voxel_phase_new = voxel_map.region_ID + neighbours = voxel_map.neighbour_list + + for mat in materials: + for pt_i in mat.phase_types: + print(f"{pt_i.name=}") + max_phases_i = combine_phases.get(pt_i.name) + if max_phases_i: + + n_phases = pt_i.phases.size + group_size = int(np.ceil(n_phases / max_phases_i)) + + print(f" n_phases: {n_phases}") + print(f" max_phases_i: {max_phases_i}") + print(f" group_size: {group_size}") + + voxel_phase_new = np.copy(voxel_phase_new) + + reassignment = {} + reassignment_inv = {} + possible_IDs_idx = set(range(max_phases_i, n_phases)) + possible_IDs = set(pt_i.phases[list(possible_IDs_idx)]) + count = 0 + kept_IDs = [] + for root_ID_idx in range(int(np.ceil(n_phases / group_size))): + + root_ID = pt_i.phases[root_ID_idx] + kept_IDs.append(root_ID) + + neighbours_i = set(neighbours[:, neighbours[0] == root_ID][1]) + possible_IDs -= {root_ID} + possible_IDs_i = possible_IDs - neighbours_i + shared_IDs = [root_ID] + count += 1 + + for _ in range(1, group_size): + if count >= n_phases: + break + try: + sampled_ID = random.sample(possible_IDs_i, 1)[0] + except ValueError: + print( + f"No non-neighbouring samples left for root_ID: {root_ID}." + ) + # allow touching phase IDs within this group: + possible_IDs_i = possible_IDs - set(shared_IDs) + + if possible_IDs_i: + sampled_ID = random.sample(possible_IDs_i, 1)[0] + else: + raise ValueError( + f"Cannot find non-neighbouring root IDs" + ) from None + + neighbours_sampled = set( + neighbours[:, neighbours[0] == sampled_ID][1] + ) + possible_IDs_i -= neighbours_sampled + possible_IDs_i -= {sampled_ID} + possible_IDs -= {sampled_ID} + shared_IDs.append(sampled_ID) + count += 1 + + for i in shared_IDs: + reassignment[i] = root_ID + voxel_phase_new[voxel_phase_new == i] = root_ID + + reassignment_inv[root_ID] = shared_IDs + + pt_i.phases = kept_IDs # modify phase type phases + + # reindex phases across all materials to maintain consecutive phase IDs: + voxel_phase_new_flat = voxel_phase_new.reshape(-1) + uniq, inv = np.unique(voxel_phase_new_flat, return_inverse=True) + reindex = dict(zip(uniq, range(len(uniq)))) + voxel_phase_new = inv.reshape(voxel_phase_new.shape) + for mat_j in materials: + for pt_j in mat_j.phase_types: + pt_j.phases = np.array([reindex[i] for i in pt_j.phases]) + + return voxel_phase_new + def __eq__(self, other): # Note we don't check seeds (not stored in YAML file) if not isinstance(other, self.__class__): @@ -379,7 +489,6 @@ def _check_interface_phase_pairs(self): the specified phases of associated material.""" for i in self.interfaces: - # assign materials as well as phase_types if materials not assigned to # interface: if not i.materials: @@ -453,7 +562,7 @@ def _get_phase_material(self): "Not all phases are accounted for in the phase type definitions." ) # TODO: test raise - # check all phase indices form a consequtive range: + # check all phase indices form a consecutive range: num_phases_range = set(np.arange(self.num_phases)) known_phases = set(np.hstack(all_phase_idx)) miss_phase_idx = num_phases_range - known_phases @@ -522,7 +631,6 @@ def _get_interface_map(self, upper_tri_only=False, quiet=False): ints_by_phase_type_pair[int_def.phase_types].append(int_def) for pt_pair, int_defs in ints_by_phase_type_pair.items(): - names = [i.name for i in int_defs] if len(set(names)) < len(names): raise ValueError( @@ -660,7 +768,7 @@ def _validate_interface_map(self): f"definition: {phase_idx_int_is_nan}." ) - def get_misorientation_matrix(self, degrees=True, overwrite=False): + def get_misorientation_matrix(self, degrees=True, overwrite=False, method="defdap"): """Given phase type definitions that include orientation lists, get the misorientation matrix between all pairs.""" @@ -670,7 +778,6 @@ def get_misorientation_matrix(self, degrees=True, overwrite=False): ) return - misori_matrix = np.zeros((self.num_phases, self.num_phases), dtype=float) all_oris = np.ones((self.num_phases, 4)) * np.nan for i in self.phase_types: all_oris[i.phases] = i.orientations @@ -680,23 +787,10 @@ def get_misorientation_matrix(self, degrees=True, overwrite=False): "Not all orientations are accounted for in the phase type definitions." ) - all_oris = Orientation(all_oris, family="cubic") # TODO: generalise symmetry - - misori_matrix = np.zeros((self.num_phases, self.num_phases), dtype=float) - for idx in range(self.num_phases): - print( - f"Finding misorientation for orientation {idx + 1}/{len(all_oris)}", - flush=True, - ) - ori_i = all_oris[idx : idx + 1] - other_oris = all_oris[idx + 1 :] - if other_oris.size: - disori_i = ori_i.disorientation(other_oris).as_axis_angle()[..., -1] - misori_matrix[idx, idx + 1 :] = disori_i - misori_matrix[idx + 1 :, idx] = disori_i - - if degrees: - misori_matrix = np.rad2deg(misori_matrix) + if method == "defdap": + misori_matrix = compute_misorientation_matrix(all_oris, degrees) + elif method == "damask": + misori_matrix = compute_misorientation_matrix_damask(all_oris, degrees) self._misorientation_matrix = misori_matrix self._misorientation_matrix_is_degrees = degrees @@ -706,7 +800,7 @@ def get_misorientation_matrix(self, degrees=True, overwrite=False): def get_pyvista_grid(self): """Experimental!""" - grid = pv.UniformGrid() + grid = pv.ImageData() grid.dimensions = self.grid_size_3D + 1 # +1 to inject values on cell data grid.spacing = self.size_3D / self.grid_size_3D @@ -728,7 +822,6 @@ def assign_phase_material_randomly( volume_fractions, random_seed=None, ): - print( "Randomly assigning phases to materials according to volume_fractions...", end="", @@ -753,8 +846,8 @@ def from_voronoi( num_phases=None, random_seed=None, is_periodic=False, + combine_phases=None, ): - if sum(i is not None for i in (seeds, num_phases)) != 1: raise ValueError(f"Specify exactly one of `seeds` and `num_phases`") @@ -783,6 +876,7 @@ def from_voronoi( size=size, seeds=seeds, random_seed=random_seed, + combine_phases=combine_phases, ) @classmethod @@ -880,7 +974,6 @@ def get_slice( include=None, misorientation_matrix=None, ): - allowed_data = [ "phase", "material", @@ -939,7 +1032,6 @@ def show_slice( layout_args=None, **kwargs, ): - if "misorientation_matrix" in kwargs: slice_dat = self.get_slice( slice_index, @@ -996,7 +1088,6 @@ def show(self): pl.show() def write_VTK(self, path): - grid = self.get_pyvista_grid() grid.cell_data["interface_idx"] = self.voxel_interface_idx_3D.flatten(order="F") diff --git a/cipher_parse/quats.py b/cipher_parse/quats.py index 946c627..4a4bce2 100644 --- a/cipher_parse/quats.py +++ b/cipher_parse/quats.py @@ -1,5 +1,8 @@ import numpy as np +from defdap.quat import Quat +from damask import Orientation + def quat_conjugate(quats_arr): quats_copy = np.copy(quats_arr) @@ -264,3 +267,73 @@ def quat_sample_random(number): ).T return quats + + +def compute_misorientation_matrix(quat_comps, degrees=False, quiet=False): + """Use DefDAP to calculate an N-by-N symmetric matrix of disorientation angles between + an array of N quaternions. + + Parameter + --------- + degrees + If True, return the misorientation array in degrees rather than radians. + + """ + + # DefDAP uses P=+1, but we assume P=-1 for now (same as DAMASK): + quat_comps[:, 1:] *= -1 + num_quats = len(quat_comps) + quat_objs = np.empty(num_quats, dtype=Quat) + + for i in range(len(quat_comps)): + quat_objs[i] = Quat(quat_comps[i]) + + quat_comps_sym = Quat.calcSymEqvs(quat_objs, "cubic") + + misori_matrix = np.zeros((num_quats, num_quats)) + for idx, ref_ori in enumerate(quat_objs): + if not quiet and idx % 100 == 0: + print(f"Finding misorientations {idx}/{num_quats}", flush=True) + misori, _ = Quat.calcMisOri(quat_comps_sym, ref_ori) + misori_matrix[:, idx] = 2 * np.arccos(misori) + + # make precisely symmetric + misori_matrix = np.triu(misori_matrix) + misori_matrix = misori_matrix + misori_matrix.T - np.diag(np.diag(misori_matrix)) + + if degrees: + misori_matrix = np.rad2deg(misori_matrix) + + return misori_matrix + + +def compute_misorientation_matrix_damask(quat_comps, degrees=False, quiet=False): + """Use DefDAP to calculate an N-by-N symmetric matrix of disorientation angles between + an array of N quaternions. + + Parameter + --------- + degrees + If True, return the misorientation array in degrees rather than radians. + + """ + num_quats = len(quat_comps) + all_oris = Orientation(quat_comps, family="cubic") + + misori_matrix = np.zeros((num_quats, num_quats), dtype=float) + for idx in range(num_quats): + print( + f"Finding misorientation for orientation {idx + 1}/{len(all_oris)}", + flush=True, + ) + ori_i = all_oris[idx : idx + 1] + other_oris = all_oris[idx + 1 :] + if other_oris.size: + disori_i = ori_i.disorientation(other_oris).as_axis_angle()[..., -1] + misori_matrix[idx, idx + 1 :] = disori_i + misori_matrix[idx + 1 :, idx] = disori_i + + if degrees: + misori_matrix = np.rad2deg(misori_matrix) + + return misori_matrix diff --git a/cipher_parse/utilities.py b/cipher_parse/utilities.py index 031e55a..6340ae2 100644 --- a/cipher_parse/utilities.py +++ b/cipher_parse/utilities.py @@ -538,7 +538,7 @@ def get_time_linear_subset_indices(time_interval, max_time, times): num=int(((max_time + time_interval) / time_interval)), endpoint=True, ) - return list(set(np.argmin(np.abs(times - intervals[:, None]), axis=1))) + return list(set(np.argmin(np.abs(times - intervals[:, None]), axis=1).tolist())) def sample_from_orientations_gradient(phase_centroids, max_misorientation_deg): diff --git a/cipher_parse/voxel_map.py b/cipher_parse/voxel_map.py index dcdd61a..b16518c 100644 --- a/cipher_parse/voxel_map.py +++ b/cipher_parse/voxel_map.py @@ -353,7 +353,7 @@ def size_3D(self): def get_pyvista_grid(self, include_region_ID=False): """Experimental!""" - grid = pv.UniformGrid() + grid = pv.ImageData() grid.dimensions = self.grid_size_3D + 1 # +1 to inject values on cell data grid.spacing = self.spacing_3D diff --git a/notebooks/demo_cipher_inputs.ipynb b/notebooks/demo_cipher_inputs.ipynb index 978c7f2..8e9e4ae 100644 --- a/notebooks/demo_cipher_inputs.ipynb +++ b/notebooks/demo_cipher_inputs.ipynb @@ -51,10 +51,12 @@ "}\n", "\n", "int_props_1 = {\n", + " 'width': 4,\n", " 'energy': {'e0': 5e+8},\n", " 'mobility': {'m0': 1e-11},\n", "}\n", "int_props_2 = {\n", + " 'width': 4,\n", " 'energy': {'e0': 5e+8},\n", " 'mobility': {'m0': 1e-11},\n", "}\n", @@ -65,7 +67,6 @@ " 'initblocksize': [1, 1, 1],\n", " 'initcoarsen': 6,\n", " 'initrefine': 7,\n", - 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