Source code for janus_core.cli.descriptors

"""Set up MLIP descriptors commandline interface."""

from __future__ import annotations

from pathlib import Path
from typing import Annotated

from typer import Context, Option, Typer
from typer_config import use_config

from janus_core.cli.types import (
    Architecture,
    CalcKwargs,
    Device,
    LogPath,
    ModelPath,
    ReadKwargsAll,
    StructPath,
    Summary,
    WriteKwargs,
)
from janus_core.cli.utils import yaml_converter_callback

app = Typer()


[docs] @app.command() @use_config(yaml_converter_callback) def descriptors( # numpydoc ignore=PR02 ctx: Context, struct: StructPath, invariants_only: Annotated[ bool, Option(help="Only calculate invariant descriptors."), ] = True, calc_per_element: Annotated[ bool, Option(help="Calculate mean descriptors for each element."), ] = False, calc_per_atom: Annotated[ bool, Option(help="Calculate descriptors for each atom."), ] = False, arch: Architecture = "mace_mp", device: Device = "cpu", model_path: ModelPath = None, out: Annotated[ Path | None, Option( help=( "Path to save structure with calculated descriptors. Default is " "inferred from name of structure file." ), ), ] = None, read_kwargs: ReadKwargsAll = None, calc_kwargs: CalcKwargs = None, write_kwargs: WriteKwargs = None, log: LogPath = None, tracker: Annotated[ bool, Option(help="Whether to save carbon emissions of calculation") ] = True, summary: Summary = None, ) -> None: """ Calculate MLIP descriptors for the given structure(s). Parameters ---------- ctx Typer (Click) Context. Automatically set. struct Path of structure to simulate. invariants_only Whether only the invariant descriptors should be returned. Default is True. calc_per_element Whether to calculate mean descriptors for each element. Default is False. calc_per_atom Whether to calculate descriptors for each atom. Default is False. arch MLIP architecture to use for single point calculations. Default is "mace_mp". device Device to run model on. Default is "cpu". model_path Path to MLIP model. Default is `None`. out Path to save structure with calculated results. Default is inferred from name of the structure file. read_kwargs Keyword arguments to pass to ase.io.read. By default, read_kwargs["index"] is ":". calc_kwargs Keyword arguments to pass to the selected calculator. Default is {}. write_kwargs Keyword arguments to pass to ase.io.write when saving results. Default is {}. log Path to write logs to. Default is inferred from the name of the structure file. tracker Whether to save carbon emissions of calculation in log file and summary. Default is True. summary Path to save summary of inputs, start/end time, and carbon emissions. Default is inferred from the name of the structure file. config Path to yaml configuration file to define the above options. Default is None. """ from janus_core.calculations.descriptors import Descriptors from janus_core.cli.utils import ( carbon_summary, check_config, end_summary, parse_typer_dicts, save_struct_calc, start_summary, ) # Check options from configuration file are all valid check_config(ctx) [read_kwargs, calc_kwargs, write_kwargs] = parse_typer_dicts( [read_kwargs, calc_kwargs, write_kwargs] ) # Check optimized structure path not duplicated if "filename" in write_kwargs: raise ValueError("'filename' must be passed through the --out option") # Set default filname for writing structure with descriptors if not specified if out: write_kwargs["filename"] = out log_kwargs = {"filemode": "w"} if log: log_kwargs["filename"] = log # Dictionary of inputs for Descriptors class descriptors_kwargs = { "struct_path": struct, "arch": arch, "device": device, "model_path": model_path, "read_kwargs": read_kwargs, "calc_kwargs": calc_kwargs, "attach_logger": True, "log_kwargs": log_kwargs, "track_carbon": tracker, "invariants_only": invariants_only, "calc_per_element": calc_per_element, "calc_per_atom": calc_per_atom, "write_results": True, "write_kwargs": write_kwargs, } # Initialise descriptors descript = Descriptors(**descriptors_kwargs) # Set summary and log files summary = descript._build_filename( "descriptors-summary.yml", filename=summary ).absolute() log = descript.log_kwargs["filename"] # Store inputs for yaml summary inputs = descriptors_kwargs.copy() # Add structure, MLIP information, and log to inputs save_struct_calc( inputs=inputs, struct=descript.struct, struct_path=struct, arch=arch, device=device, model_path=model_path, read_kwargs=read_kwargs, calc_kwargs=calc_kwargs, log=log, ) # Save summary information before calculation begins start_summary(command="descriptors", summary=summary, inputs=inputs) # Calculate descriptors descript.run() # Save carbon summary if tracker: carbon_summary(summary=summary, log=log) # Time after calculation has finished end_summary(summary)