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Automatic generation of crystal structure descriptions

Project description

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Robocrystallographer is a tool to generate text descriptions of crystal structures. Similar to how a real-life crystallographer would analyse a structure, robocrystallographer looks at the symmetry, local environment, and extended connectivity when generating a description. The package includes utilities for identifying molecule names, component orientations, heterostructure information, and more...

Usage

Robocrystallographer can be used from the command-line or from a python API. The package integrates with the Materials Project to for allow generation of structure descriptions directly from Materials Project ids. For example, to generate the description of SnO2 (mp-856), one can simply run:

robocrys mp-856

Alternatively, a structure file can be specified in place of a Materials Project id. Robocrystallographer supports the same file formats as pymatgen, including the Crystallographic Information Format (CIF), and common electronic structure package formats such as POSCAR files. More information can be found on the command-line interface page.

Python interface

The two core classes in robocrystallographer are:

  • StructureCondenser: to condense the structure into an descriptive JSON representation.
  • StructureDescriber: to turn the condensed structure into a text description.

A minimal working example for generating text descriptions is simply:

from pymatgen import Structure
from robocrys import StructureCondenser, StructureDescriber

structure = Structure.from_file("my_structure.cif") # other file formats also supported

# alternatively, uncomment the lines below to use the MPRester object
# to fetch structures from the Materials Project database
# from pymatgen import MPRester
# structure = MPRester(API_KEY=None).get_structure_by_material_id("mp-856")

condenser = StructureCondenser()
describer = StructureDescriber()

condensed_structure = condenser.condense_structure(structure)
description = describer.describe(condensed_structure)

Where structure is a pymatgen Structure object. Both classes have many options for customising the output of the structure descriptions. More information is provided in the module documentation.

Intermediate JSON format

The format of the intermediate JSON representation is detailed on the condensed structure format page.

Example output

An example of the output generated by robocrystallographer for SnO2 (mp-856) is given below:

SnO2 crystal structure

 SnO2 is Rutile structured and crystallizes in the tetragonal P4_2/mnm space
 group. The structure is three-dimensional. Sn(1) is bonded to six equivalent
 O(1) atoms to form a mixture of edge and corner-sharing SnO6 octahedra. The
 corner-sharing octahedral tilt angles are 51°. All Sn(1)–O(1) bond lengths
 are 2.09 Å. O(1) is bonded in a trigonal planar geometry to three equivalent
 Sn(1) atoms.

How to cite robocrystallographer

Please considering citing the following publication if using robocrystallographer in your work:

Ganose, A., & Jain, A. (2019). Robocrystallographer: Automated crystal structure text descriptions and analysis. MRS Communications, 9(3), 874-881. https://doi.org/10.1557/mrc.2019.94

Installation

Robocrystallographer can be installed using pip:

pip install robocrys

Robocrystallographer requires Python 3.6+. The OpenBabel package is required to determine molecule names. This is an optional requirement but its use is recommended for best results. If you are using the Conda package management system, OpenBabel can be installed using:

conda install -c conda-forge openbabel

What’s new?

Track changes to robocrystallographer through the Changelog.

Contributing

Robocrystallographer is in early development but we still welcome your contributions. Please read our contribution guidelines for more information. We maintain a list of all contributors here.

License

Robocrystallographer is released under a modified BSD license; the full text can be found here.

Acknowledgements

Logo by Somewan from the Noun Project.

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