Files
meow_base/core/base_pattern.py

142 lines
5.4 KiB
Python

"""
This file contains the base MEOW pattern defintion. This should be inherited
from for all pattern instances.
Author(s): David Marchant
"""
import itertools
from typing import Any, Union, Tuple, Dict, List
from core.correctness.vars import get_drt_imp_msg, \
VALID_PATTERN_NAME_CHARS, SWEEP_JUMP, SWEEP_START, SWEEP_STOP
from core.correctness.validation import valid_string, check_type, \
check_implementation, valid_dict
class BasePattern:
# A unique identifier for the pattern
name:str
# An identifier of a recipe
recipe:str
# Parameters to be overridden in the recipe
parameters:Dict[str,Any]
# Parameters showing the potential outputs of a recipe
outputs:Dict[str,Any]
# A collection of variables to be swept over for job scheduling
sweep:Dict[str,Any]
def __init__(self, name:str, recipe:str, parameters:Dict[str,Any]={},
outputs:Dict[str,Any]={}, sweep:Dict[str,Any]={}):
"""BasePattern Constructor. This will check that any class inheriting
from it implements its validation functions. It will then call these on
the input parameters."""
check_implementation(type(self)._is_valid_recipe, BasePattern)
check_implementation(type(self)._is_valid_parameters, BasePattern)
check_implementation(type(self)._is_valid_output, BasePattern)
self._is_valid_name(name)
self.name = name
self._is_valid_recipe(recipe)
self.recipe = recipe
self._is_valid_parameters(parameters)
self.parameters = parameters
self._is_valid_output(outputs)
self.outputs = outputs
self._is_valid_sweep(sweep)
self.sweep = sweep
def __new__(cls, *args, **kwargs):
"""A check that this base class is not instantiated itself, only
inherited from"""
if cls is BasePattern:
msg = get_drt_imp_msg(BasePattern)
raise TypeError(msg)
return object.__new__(cls)
def _is_valid_name(self, name:str)->None:
"""Validation check for 'name' variable from main constructor. Is
automatically called during initialisation. This does not need to be
overridden by child classes."""
valid_string(name, VALID_PATTERN_NAME_CHARS)
def _is_valid_recipe(self, recipe:Any)->None:
"""Validation check for 'recipe' variable from main constructor. Must
be implemented by any child class."""
pass
def _is_valid_parameters(self, parameters:Any)->None:
"""Validation check for 'parameters' variable from main constructor.
Must be implemented by any child class."""
pass
def _is_valid_output(self, outputs:Any)->None:
"""Validation check for 'outputs' variable from main constructor. Must
be implemented by any child class."""
pass
def _is_valid_sweep(self, sweep:Dict[str,Union[int,float,complex]])->None:
"""Validation check for 'sweep' variable from main constructor. This
function is implemented to check for the types given in the signature,
and must be overridden if these differ."""
check_type(sweep, Dict, hint="BasePattern.sweep")
if not sweep:
return
for _, v in sweep.items():
valid_dict(
v, str, Any, [
SWEEP_START, SWEEP_STOP, SWEEP_JUMP
], strict=True)
check_type(
v[SWEEP_START],
expected_type=int,
alt_types=[float, complex],
hint=f"BasePattern.sweep[{SWEEP_START}]"
)
check_type(
v[SWEEP_STOP],
expected_type=int,
alt_types=[float, complex],
hint=f"BasePattern.sweep[{SWEEP_STOP}]"
)
check_type(
v[SWEEP_JUMP],
expected_type=int,
alt_types=[float, complex],
hint=f"BasePattern.sweep[{SWEEP_JUMP}]"
)
# Try to check that this loop is not infinite
if v[SWEEP_JUMP] == 0:
raise ValueError(
f"Cannot create sweep with a '{SWEEP_JUMP}' value of zero"
)
elif v[SWEEP_JUMP] > 0:
if not v[SWEEP_STOP] > v[SWEEP_START]:
raise ValueError(
f"Cannot create sweep with a positive '{SWEEP_JUMP}' "
"value where the end point is smaller than the start."
)
elif v[SWEEP_JUMP] < 0:
if not v[SWEEP_STOP] < v[SWEEP_START]:
raise ValueError(
f"Cannot create sweep with a negative '{SWEEP_JUMP}' "
"value where the end point is smaller than the start."
)
def expand_sweeps(self)->List[Tuple[str,Any]]:
"""Function to get all combinations of sweep parameters"""
values_dict = {}
# get a collection of a individual sweep values
for var, val in self.sweep.items():
values_dict[var] = []
par_val = val[SWEEP_START]
while par_val <= val[SWEEP_STOP]:
values_dict[var].append((var, par_val))
par_val += val[SWEEP_JUMP]
# combine all combinations of sweep values
return list(itertools.product(
*[v for v in values_dict.values()]))