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"""Flow for electrode analysis.""" | ||
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from __future__ import annotations | ||
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import logging | ||
from abc import ABC, abstractmethod | ||
from dataclasses import dataclass, field | ||
from typing import TYPE_CHECKING | ||
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from jobflow import Flow, Maker | ||
from pymatgen.analysis.structure_matcher import ElementComparator, StructureMatcher | ||
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from atomate2.common.jobs.electrode import ( | ||
RelaxJobSummary, | ||
get_computed_entries, | ||
get_insertion_electrode_doc, | ||
get_stable_inserted_results, | ||
get_structure_group_doc, | ||
) | ||
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if TYPE_CHECKING: | ||
from pathlib import Path | ||
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from pymatgen.alchemy import ElementLike | ||
from pymatgen.core.structure import Structure | ||
from pymatgen.entries.computed_entries import ComputedEntry | ||
from pymatgen.io.vasp.outputs import VolumetricData | ||
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logger = logging.getLogger(__name__) | ||
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__author__ = "Jimmy Shen" | ||
__email__ = "jmmshn@gmail.com" | ||
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@dataclass | ||
class ElectrodeInsertionMaker(Maker, ABC): | ||
"""Attempt ion insertion into a structure. | ||
The basic unit for cation insertion is: | ||
[get_stable_inserted_structure]: | ||
(static) -> (chgcar analysis) -> | ||
N x (relax) -> (return best structure) | ||
The workflow is: | ||
[relax structure] | ||
[get_stable_inserted_structure] | ||
[get_stable_inserted_structure] | ||
[get_stable_inserted_structure] | ||
... until the insertion is no longer topotactic. | ||
This workflow requires the users to provide the following functions: | ||
self.get_charge_density(task_doc: TaskDoc): | ||
Get the charge density of a TaskDoc output from a calculation. | ||
self.update_static_maker(): | ||
Ensure that the static maker will store the desired data. | ||
If you use this workflow please cite the following paper: | ||
Shen, J.-X., Horton, M., & Persson, K. A. (2020). | ||
A charge-density-based general cation insertion algorithm for | ||
generating new Li-ion cathode materials. | ||
npj Computational Materials, 6(161), 1—7. | ||
doi: 10.1038/s41524-020-00422-3 | ||
Attributes | ||
---------- | ||
name: str | ||
The name of the flow created by this maker. | ||
relax_maker: RelaxMaker | ||
A maker to perform relaxation calculations. | ||
bulk_relax_maker: Maker | ||
A separate maker to perform the first bulk relaxation calculation. | ||
If None, the relax_maker will be used. | ||
static_maker: Maker | ||
A maker to perform static calculations. | ||
structure_matcher: StructureMatcher | ||
The structure matcher to use to determine if additional insertion is needed. | ||
""" | ||
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relax_maker: Maker | ||
static_maker: Maker | ||
bulk_relax_maker: Maker | None = None | ||
name: str = "ion insertion" | ||
structure_matcher: StructureMatcher = field( | ||
default_factory=lambda: StructureMatcher( | ||
comparator=ElementComparator(), | ||
) | ||
) | ||
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def __post_init__(self) -> None: | ||
"""Ensure that the static maker will store the desired data.""" | ||
self.update_static_maker() | ||
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def make( | ||
self, | ||
structure: Structure, | ||
inserted_element: ElementLike, | ||
n_steps: int | None, | ||
insertions_per_step: int = 4, | ||
working_ion_entry: ComputedEntry | None = None, | ||
) -> Flow: | ||
"""Make the flow. | ||
Parameters | ||
---------- | ||
structure: | ||
Structure to insert ion into. | ||
inserted_species: | ||
Species to insert. | ||
n_steps: int | ||
The maximum number of sequential insertion steps to attempt. | ||
insertions_per_step: int | ||
The maximum number of ion insertion sites to attempt. | ||
Returns | ||
------- | ||
Flow for ion insertion. | ||
""" | ||
# First relax the structure | ||
if self.bulk_relax_maker: | ||
relax = self.bulk_relax_maker.make(structure) | ||
else: | ||
relax = self.relax_maker.make(structure) | ||
# add ignored_species to the structure matcher | ||
sm = _add_ignored_species(self.structure_matcher, inserted_element) | ||
# Get the inserted structure | ||
new_entries_job = get_stable_inserted_results( | ||
structure=relax.output.structure, | ||
inserted_element=inserted_element, | ||
structure_matcher=sm, | ||
static_maker=self.static_maker, | ||
relax_maker=self.relax_maker, | ||
get_charge_density=self.get_charge_density, | ||
n_steps=n_steps, | ||
insertions_per_step=insertions_per_step, | ||
) | ||
relaxed_summary = RelaxJobSummary( | ||
structure=relax.output.structure, | ||
entry=relax.output.entry, | ||
dir_name=relax.output.dir_name, | ||
uuid=relax.output.uuid, | ||
) | ||
get_entries_job = get_computed_entries(new_entries_job.output, relaxed_summary) | ||
structure_group_job = get_structure_group_doc( | ||
get_entries_job.output, ignored_species=str(inserted_element) | ||
) | ||
jobs = [relax, new_entries_job, get_entries_job, structure_group_job] | ||
output = structure_group_job.output | ||
if working_ion_entry: | ||
insertion_electrode_job = get_insertion_electrode_doc( | ||
get_entries_job.output, working_ion_entry | ||
) | ||
jobs.append(insertion_electrode_job) | ||
output = insertion_electrode_job.output | ||
return Flow(jobs=jobs, output=output) | ||
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@abstractmethod | ||
def get_charge_density(self, prev_dir: Path | str) -> VolumetricData: | ||
"""Get the charge density of a structure. | ||
Parameters | ||
---------- | ||
prev_dir: | ||
The previous directory where the static calculation was performed. | ||
Returns | ||
------- | ||
The charge density. | ||
""" | ||
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@abstractmethod | ||
def update_static_maker(self) -> None: | ||
"""Ensure that the static maker will store the desired data.""" | ||
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def _add_ignored_species( | ||
structure_matcher: StructureMatcher, species: ElementLike | ||
) -> StructureMatcher: | ||
"""Add an ignored species to a structure matcher.""" | ||
sm_dict = structure_matcher.as_dict() | ||
ignored_species = set(sm_dict.get("ignored_species", set())) | ||
ignored_species.add(str(species)) | ||
sm_dict["ignored_species"] = list(ignored_species) | ||
return StructureMatcher.from_dict(sm_dict) |
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