cpp/python/helpers.py

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from __future__ import annotations
import pathlib
import re
import subprocess
from itertools import product
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def prepare_rw_parameter(parameter: dict) -> list:
"""
Converts a dictionary of iterables to list of dictionaries
Example:
If Input is {'a': [1, 2, 3], 'b' = [4, 5]}, output is cartesian product of dictionary values, i.e.,
[{'a': 1, 'b': 4}, {'a': 1, 'b': 5}, {'a': 2, 'b': 4}, {'a': 2, 'b': 5}, {'a': 3, 'b': 4}, {'a': 3, 'b': 5}]
:param parameter: dictionary of list values
:return: list of dictionaries
"""
output = {}
for k, v in parameter.items():
if isinstance(v, (float, int)):
v = [v]
output[k] = v
output = list(dict(zip(parameter.keys(), step)) for step in product(*output.values()))
return output
def run_sims(
motion: str,
distribution: str,
ste: bool = True,
spectrum: bool = False,
exec_file: str = './rwsim',
config_file: str = './config.txt',
**kwargs
) -> None:
# set positional arguments
arguments = [exec_file, config_file, motion, distribution]
if ste:
arguments += ['--ste']
if spectrum:
arguments += ['--spectrum']
# add optional parameters that overwrite those given by config file
for k, v in kwargs.items():
arguments += [f'-{k.upper()}', f'{v}']
subprocess.run(arguments)
def find_config_file(config_path: str | pathlib.Path, varied_params: dict[str, float]) -> dict[str, float]:
parameter = read_parameter_file(config_path)
parameter.update(varied_params)
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return parameter
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def read_parameter_file(path: str | pathlib.Path) -> dict[str, float]:
path = pathlib.Path(path)
if not path.exists():
raise ValueError(f"No parameter file found at {path}")
parameter_dict = {}
with path.open('r') as f:
for line in f.readlines():
if line.startswith('#'):
continue
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k, v = line.split('=')
parameter_dict[k] = float(v)
return parameter_dict