QuAcc/quacc/environment.py

119 lines
3.0 KiB
Python

import collections as C
import copy
from typing import Any
import yaml
class environ:
_instance = None
_default_env = {
"DATASET_NAME": None,
"DATASET_TARGET": None,
"METRICS": [],
"COMP_ESTIMATORS": [],
"DATASET_N_PREVS": 9,
"DATASET_PREVS": None,
"OUT_DIR_NAME": "output",
"OUT_DIR": None,
"PLOT_DIR_NAME": "plot",
"PLOT_OUT_DIR": None,
"DATASET_DIR_UPDATE": False,
"PROTOCOL_N_PREVS": 21,
"PROTOCOL_REPEATS": 100,
"SAMPLE_SIZE": 1000,
"PLOT_ESTIMATORS": [],
"PLOT_STDEV": False,
}
_keys = list(_default_env.keys())
def __init__(self):
self.exec = []
self.confs = []
self.load_conf()
self._stack = C.deque([self.__getdict()])
def __setdict(self, d):
for k, v in d.items():
super().__setattr__(k, v)
def __getdict(self):
return {k: self.__getattribute__(k) for k in environ._keys}
def __setattr__(self, __name: str, __value: Any) -> None:
if __name in environ._keys:
self._stack[-1][__name] = __value
super().__setattr__(__name, __value)
def load_conf(self):
self.__setdict(environ._default_env)
with open("conf.yaml", "r") as f:
confs = yaml.safe_load(f)["exec"]
_global = confs["global"]
_estimators = set()
for pc in confs["plot_confs"].values():
_estimators = _estimators.union(set(pc["PLOT_ESTIMATORS"]))
_global["COMP_ESTIMATORS"] = list(_estimators)
self.__setdict(_global)
self.confs = confs["confs"]
self.plot_confs = confs["plot_confs"]
def get_confs(self):
self._stack.append(None)
for _conf in self.confs:
self._stack.pop()
self.__setdict(self._stack[-1])
self.__setdict(_conf)
self._stack.append(self.__getdict())
yield copy.deepcopy(self._stack[-1])
self._stack.pop()
def get_plot_confs(self):
self._stack.append(None)
for k, pc in self.plot_confs.items():
self._stack.pop()
self.__setdict(self._stack[-1])
self.__setdict(pc)
self._stack.append(self.__getdict())
name = self.DATASET_NAME
if self.DATASET_TARGET is not None:
name += f"_{self.DATASET_TARGET}"
name += f"_{k}"
yield name
self._stack.pop()
@property
def current(self):
return copy.deepcopy(self.__getdict())
env = environ()
if __name__ == "__main__":
stack = C.deque()
stack.append(-1)
def __gen(stack: C.deque):
stack.append(None)
for i in range(5):
stack.pop()
stack.append(i)
yield stack[-1]
stack.pop()
print(stack)
for i in __gen(stack):
print(stack, i)
print(stack)