mirror of
https://github.com/OpenBB-finance/OpenBB.git
synced 2026-10-27 12:40:35 +00:00
625 lines
23 KiB
Python
625 lines
23 KiB
Python
import argparse
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import inspect
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import re
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from copy import deepcopy
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from enum import Enum
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from typing import (
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Any,
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Callable,
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Dict,
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List,
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Literal,
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Optional,
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Tuple,
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Type,
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Union,
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get_args,
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get_origin,
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get_type_hints,
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)
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from openbb_core.app.model.field import OpenBBField
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from pydantic import BaseModel, model_validator
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from typing_extensions import Annotated
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# pylint: disable=protected-access
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SEP = "__"
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class ArgparseActionType(Enum):
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store = "store"
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store_true = "store_true"
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class CustomArgument(BaseModel):
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name: str
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type: Optional[Any]
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dest: str
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default: Any
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required: bool
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action: Literal["store_true", "store"]
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help: str
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nargs: Optional[Literal["+"]]
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choices: Optional[Tuple]
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@model_validator(mode="after") # type: ignore
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@classmethod
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def validate_action(cls, values: "CustomArgument"):
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if values.type is bool and values.action != "store_true":
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raise ValueError('If type is bool, action must be "store_true"')
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return values
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@model_validator(mode="after") # type: ignore
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@classmethod
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def remove_props_on_store_true(cls, values: "CustomArgument"):
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if values.action == "store_true":
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values.type = None
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values.nargs = None
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values.choices = None
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return values
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# override
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def model_dump(self, **kwargs):
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res = super().model_dump(**kwargs)
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# Check if choices is present and if it's an empty tuple remove it
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if "choices" in res and not res["choices"]:
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del res["choices"]
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return res
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class CustomArgumentGroup(BaseModel):
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name: str
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arguments: List[CustomArgument]
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class ReferenceToCustomArgumentsProcessor:
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def __init__(self, reference: Dict[str, Dict]):
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"""Initializes the ReferenceToCustomArgumentsProcessor."""
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self.reference = reference
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self.custom_groups: Dict[str, List[CustomArgumentGroup]] = {}
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self.build_custom_groups()
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@staticmethod
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def _make_type_parsable(type_: str) -> type:
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"""Make the type parsable by removing the annotations."""
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if "Union" in type_ and "str" in type_:
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return str
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if "Union" in type_ and "int" in type_:
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return int
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if type_ in ["date", "datetime.time", "time"]:
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return str
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if any(x in type_ for x in ["gt=", "ge=", "lt=", "le="]):
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if "Annotated" in type_:
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type_ = type_.replace("Annotated[", "").replace("]", "")
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type_ = type_.split(",")[0]
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return eval(type_) # noqa: S307, E501 pylint: disable=eval-used
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def _parse_type(self, type_: str) -> type:
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"""Parse the type from the string representation."""
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type_ = self._make_type_parsable(type_) # type: ignore
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if get_origin(type_) is Literal:
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type_ = type(get_args(type_)[0]) # type: ignore
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return type_ # type: ignore
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def _get_nargs(self, type_: type) -> Optional[Union[int, str]]:
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"""Get the nargs for the given type."""
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if get_origin(type_) is list:
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return "+"
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return None
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def _get_choices(self, type_: str, custom_choices: Any) -> Tuple:
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"""Get the choices for the given type."""
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type_ = self._make_type_parsable(type_) # type: ignore
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type_origin = get_origin(type_)
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choices = ()
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if type_origin is Literal:
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choices = get_args(type_)
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if type_origin is list:
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type_ = get_args(type_)[0]
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if get_origin(type_) is Literal:
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choices = get_args(type_)
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if type_origin is Union and type(None) in get_args(type_):
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# remove NoneType from the args
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args = [arg for arg in get_args(type_) if arg != type(None)]
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# if there is only one arg left, use it
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if len(args) > 1:
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raise ValueError("Union with NoneType should have only one type left")
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type_ = args[0]
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if get_origin(type_) is Literal:
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choices = get_args(type_)
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if custom_choices:
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return tuple(custom_choices)
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return choices
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def build_custom_groups(self):
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"""Build the custom groups from the reference."""
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for route, v in self.reference.items():
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for provider, args in v["parameters"].items():
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if provider == "standard":
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continue
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custom_arguments = []
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for arg in args:
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if arg.get("standard"):
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continue
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type_ = self._parse_type(arg["type"])
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custom_arguments.append(
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CustomArgument(
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name=arg["name"],
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type=type_,
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dest=arg["name"],
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default=arg["default"],
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required=not (arg["optional"]),
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action="store" if type_ != bool else "store_true",
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help=arg["description"],
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nargs=self._get_nargs(type_), # type: ignore
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choices=self._get_choices(
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arg["type"], custom_choices=arg["choices"]
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),
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)
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)
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group = CustomArgumentGroup(name=provider, arguments=custom_arguments)
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if route not in self.custom_groups:
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self.custom_groups[route] = []
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self.custom_groups[route].append(group)
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class ArgparseTranslator:
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def __init__(
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self,
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func: Callable,
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custom_argument_groups: Optional[List[CustomArgumentGroup]] = None,
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add_help: Optional[bool] = True,
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):
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"""
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Initializes the ArgparseTranslator.
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Args:
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func (Callable): The function to translate into an argparse program.
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add_help (Optional[bool], optional): Whether to add the help argument. Defaults to False.
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"""
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self.func = func
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self.signature = inspect.signature(func)
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self.type_hints = get_type_hints(func)
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self.provider_parameters: Dict[str, List[str]] = {}
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self._parser = argparse.ArgumentParser(
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prog=func.__name__,
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description=self._build_description(func.__doc__), # type: ignore
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formatter_class=argparse.RawTextHelpFormatter,
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add_help=add_help if add_help else False,
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)
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self._required = self._parser.add_argument_group("required arguments")
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if any(param in self.type_hints for param in self.signature.parameters):
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self._generate_argparse_arguments(self.signature.parameters)
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if custom_argument_groups:
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for group in custom_argument_groups:
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self.provider_parameters[group.name] = []
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argparse_group = self._parser.add_argument_group(group.name)
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for argument in group.arguments:
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self._handle_argument_in_groups(argument, argparse_group)
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def _handle_argument_in_groups(self, argument, group):
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"""Handle the argument and add it to the parser."""
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def _in_group(arg, group_title):
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for action_group in self._parser._action_groups:
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if action_group.title == group_title:
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for action in action_group._group_actions:
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opts = action.option_strings
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if (opts and opts[0] == arg) or action.dest == arg:
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return True
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return False
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def _remove_argument(arg) -> List[Optional[str]]:
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groups_w_arg = []
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# remove the argument from the parser
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for action in self._parser._actions:
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opts = action.option_strings
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if (opts and opts[0] == arg) or action.dest == arg:
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self._parser._remove_action(action)
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break
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# remove from all groups
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for action_group in self._parser._action_groups:
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for action in action_group._group_actions:
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opts = action.option_strings
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if (opts and opts[0] == arg) or action.dest == arg:
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action_group._group_actions.remove(action)
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groups_w_arg.append(action_group.title)
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# remove from _action_groups dict
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self._parser._option_string_actions.pop(f"--{arg}", None)
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return groups_w_arg
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def _get_arg_choices(arg) -> Tuple:
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for action in self._parser._actions:
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opts = action.option_strings
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if (opts and opts[0] == arg) or action.dest == arg:
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return tuple(action.choices or ())
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return ()
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def _update_providers(
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input_string: str, new_provider: List[Optional[str]]
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) -> str:
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pattern = r"\(provider:\s*(.*?)\)"
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providers = re.findall(pattern, input_string)
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providers.extend(new_provider)
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# remove pattern from help and add with new providers
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input_string = re.sub(pattern, "", input_string).strip()
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return f"{input_string} (provider: {', '.join(providers)})"
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# check if the argument is already in use, if not, add it
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if f"--{argument.name}" not in self._parser._option_string_actions:
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kwargs = argument.model_dump(exclude={"name"}, exclude_none=True)
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group.add_argument(f"--{argument.name}", **kwargs)
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if group.title in self.provider_parameters:
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self.provider_parameters[group.title].append(argument.name)
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else:
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kwargs = argument.model_dump(exclude={"name"}, exclude_none=True)
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model_choices = kwargs.get("choices", ()) or ()
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# extend choices
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choices = tuple(set(_get_arg_choices(argument.name) + model_choices))
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# check if the argument is in the required arguments
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if _in_group(argument.name, group_title="required arguments"):
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for action in self._required._group_actions:
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if action.dest == argument.name and choices:
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# update choices
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action.choices = choices
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return
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# check if the argument is in the optional arguments
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if _in_group(argument.name, group_title="optional arguments"):
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for action in self._parser._actions:
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if action.dest == argument.name:
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# update choices
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if choices:
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action.choices = choices
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if argument.name not in self.signature.parameters:
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# update help
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action.help = _update_providers(
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action.help or "", [group.title]
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)
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return
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# if the argument is in use, remove it from all groups
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# and return the groups that had the argument
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groups_w_arg = _remove_argument(argument.name)
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groups_w_arg.append(group.title) # add current group
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# add it to the optional arguments group instead
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if choices:
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kwargs["choices"] = choices # update choices
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# add provider info to the help
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kwargs["help"] = _update_providers(argument.help or "", groups_w_arg)
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self._parser.add_argument(f"--{argument.name}", **kwargs)
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@property
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def parser(self) -> argparse.ArgumentParser:
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return deepcopy(self._parser)
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@staticmethod
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def _build_description(func_doc: str) -> str:
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"""Builds the description of the argparse program from the function docstring."""
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patterns = ["openbb\n ======", "Parameters\n ----------"]
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if func_doc:
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for pattern in patterns:
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if pattern in func_doc:
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func_doc = func_doc[: func_doc.index(pattern)].strip()
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break
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return func_doc
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@staticmethod
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def _param_is_default(param: inspect.Parameter) -> bool:
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"""Returns True if the parameter has a default value."""
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return param.default != inspect.Parameter.empty
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def _get_action_type(self, param: inspect.Parameter) -> str:
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"""Returns the argparse action type for the given parameter."""
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param_type = self.type_hints[param.name]
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if param_type == bool:
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return ArgparseActionType.store_true.value
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return ArgparseActionType.store.value
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def _get_type_and_choices(
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self, param: inspect.Parameter
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) -> Tuple[Type[Any], Tuple[Any, ...]]:
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"""Returns the type and choices for the given parameter."""
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param_type = self.type_hints[param.name]
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type_origin = get_origin(param_type)
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choices = ()
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if type_origin is Literal:
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choices = get_args(param_type)
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param_type = type(choices[0]) # type: ignore
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if type_origin is list: # TODO: dict should also go here
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param_type = get_args(param_type)[0]
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if get_origin(param_type) is Literal:
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choices = get_args(param_type)
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param_type = type(choices[0]) # type: ignore
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if type_origin is Union:
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union_args = get_args(param_type)
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if str in union_args:
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param_type = str
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# check if it's an Optional, which would be a Union with NoneType
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if type(None) in get_args(param_type):
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# remove NoneType from the args
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args = [arg for arg in get_args(param_type) if arg != type(None)]
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# if there is only one arg left, use it
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if len(args) > 1:
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raise ValueError(
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"Union with NoneType should have only one type left"
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)
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param_type = args[0]
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if get_origin(param_type) is Literal:
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choices = get_args(param_type)
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param_type = type(choices[0]) # type: ignore
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# if there are custom choices, override
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choices = self._get_argument_custom_choices(param) or choices # type: ignore
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return param_type, choices
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@staticmethod
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def _split_annotation(
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base_annotation: Type[Any], custom_annotation_type: Type
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) -> Tuple[Type[Any], List[Any]]:
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"""Find the base annotation and the custom annotations, namely the OpenBBField."""
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if get_origin(base_annotation) is not Annotated:
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return base_annotation, []
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base_annotation, *maybe_custom_annotations = get_args(base_annotation)
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return base_annotation, [
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annotation
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for annotation in maybe_custom_annotations
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if isinstance(annotation, custom_annotation_type)
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]
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@classmethod
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def _get_argument_custom_help(cls, param: inspect.Parameter) -> Optional[str]:
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"""Returns the help annotation for the given parameter."""
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base_annotation = param.annotation
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_, custom_annotations = cls._split_annotation(base_annotation, OpenBBField)
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help_annotation = (
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custom_annotations[0].description if custom_annotations else None
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)
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if not help_annotation:
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# try to get it from the docstring
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pass
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return help_annotation
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@classmethod
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def _get_argument_custom_choices(cls, param: inspect.Parameter) -> Optional[str]:
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"""Returns the help annotation for the given parameter."""
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base_annotation = param.annotation
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_, custom_annotations = cls._split_annotation(base_annotation, OpenBBField)
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choices_annotation = (
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custom_annotations[0].choices if custom_annotations else None
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)
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if not choices_annotation:
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# try to get it from the docstring
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pass
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return choices_annotation
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def _get_nargs(self, param: inspect.Parameter) -> Optional[str]:
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"""Returns the nargs annotation for the given parameter."""
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param_type = self.type_hints[param.name]
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origin = get_origin(param_type)
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if origin is list:
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return "+"
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if origin is Union and any(
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get_origin(arg) is list for arg in get_args(param_type)
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):
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return "+"
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return None
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def _generate_argparse_arguments(self, parameters) -> None:
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"""Generates the argparse arguments from the function parameters."""
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for param in parameters.values():
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# TODO : how to handle kwargs?
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# it's possible to add unknown arguments when parsing as follows:
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# args, unknown_args = parser.parse_known_args()
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if param.name == "kwargs":
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continue
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param_type, choices = self._get_type_and_choices(param)
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# if the param is a custom type, we need to flatten it
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if inspect.isclass(param_type) and issubclass(param_type, BaseModel):
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# update type hints with the custom type fields
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type_hints = get_type_hints(param_type)
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# prefix the type hints keys with the param name
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type_hints = {
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f"{param.name}{SEP}{key}": value
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for key, value in type_hints.items()
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}
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self.type_hints.update(type_hints)
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# create a signature from the custom type
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sig = inspect.signature(param_type)
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# add help to the annotation
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annotated_parameters: List[inspect.Parameter] = []
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for child_param in sig.parameters.values():
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new_child_param = child_param.replace(
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name=f"{param.name}{SEP}{child_param.name}",
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annotation=Annotated[
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child_param.annotation,
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OpenBBField(
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description=param_type.model_json_schema()[
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"properties"
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][child_param.name].get("description", None)
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),
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],
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kind=inspect.Parameter.KEYWORD_ONLY,
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)
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annotated_parameters.append(new_child_param)
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# replacing with the annotated parameters
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new_signature = inspect.Signature(
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parameters=annotated_parameters,
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return_annotation=sig.return_annotation,
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)
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self._generate_argparse_arguments(new_signature.parameters)
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# the custom type itself should not be added as an argument
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continue
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required = not self._param_is_default(param)
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kwargs = {
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"type": param_type,
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"dest": param.name,
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"default": param.default,
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"required": required,
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"action": self._get_action_type(param),
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"help": self._get_argument_custom_help(param),
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"nargs": self._get_nargs(param),
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}
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if choices:
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kwargs["choices"] = choices
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if param_type == bool:
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# store_true action does not accept the below kwargs
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kwargs.pop("type")
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kwargs.pop("nargs")
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if required:
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self._required.add_argument(
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f"--{param.name}",
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**kwargs,
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)
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|
else:
|
|
self._parser.add_argument(
|
|
f"--{param.name}",
|
|
**kwargs,
|
|
)
|
|
|
|
@staticmethod
|
|
def _unflatten_args(args: dict) -> Dict[str, Any]:
|
|
"""Unflatten the args that were flattened by the custom types."""
|
|
result: Dict[str, Any] = {}
|
|
for key, value in args.items():
|
|
if SEP in key:
|
|
parts = key.split(SEP)
|
|
nested_dict = result
|
|
for part in parts[:-1]:
|
|
if part not in nested_dict:
|
|
nested_dict[part] = {}
|
|
nested_dict = nested_dict[part]
|
|
nested_dict[parts[-1]] = value
|
|
else:
|
|
result[key] = value
|
|
return result
|
|
|
|
def _update_with_custom_types(self, kwargs: Dict[str, Any]) -> Dict[str, Any]:
|
|
"""Update the kwargs with the custom types."""
|
|
# for each argument in the signature that is a custom type, we need to
|
|
# update the kwargs with the custom type kwargs
|
|
for param in self.signature.parameters.values():
|
|
# TODO : how to handle kwargs?
|
|
if param.name == "kwargs":
|
|
continue
|
|
param_type, _ = self._get_type_and_choices(param)
|
|
if inspect.isclass(param_type) and issubclass(param_type, BaseModel):
|
|
custom_type_kwargs = kwargs[param.name]
|
|
kwargs[param.name] = param_type(**custom_type_kwargs)
|
|
|
|
return kwargs
|
|
|
|
def execute_func(
|
|
self,
|
|
parsed_args: Optional[argparse.Namespace] = None,
|
|
) -> Any:
|
|
"""
|
|
Executes the original function with the parsed arguments.
|
|
|
|
Args:
|
|
parsed_args (Optional[argparse.Namespace], optional): The parsed arguments. Defaults to None.
|
|
|
|
Returns:
|
|
Any: The return value of the original function.
|
|
|
|
"""
|
|
kwargs = self._unflatten_args(vars(parsed_args))
|
|
kwargs = self._update_with_custom_types(kwargs)
|
|
|
|
provider = kwargs.get("provider")
|
|
provider_args = []
|
|
if provider and provider in self.provider_parameters:
|
|
provider_args = self.provider_parameters[provider]
|
|
else:
|
|
for args in self.provider_parameters.values():
|
|
provider_args.extend(args)
|
|
|
|
# remove kwargs that doesn't match the signature or provider parameters
|
|
kwargs = {
|
|
key: value
|
|
for key, value in kwargs.items()
|
|
if key in self.signature.parameters or key in provider_args
|
|
}
|
|
|
|
return self.func(**kwargs)
|
|
|
|
def parse_args_and_execute(self) -> Any:
|
|
"""
|
|
Parses the arguments and executes the original function.
|
|
|
|
Returns:
|
|
Any: The return value of the original function.
|
|
"""
|
|
parsed_args = self._parser.parse_args()
|
|
return self.execute_func(parsed_args)
|
|
|
|
def translate(self) -> Callable:
|
|
"""
|
|
Wraps the original function with an argparse program.
|
|
|
|
Returns:
|
|
Callable: The original function wrapped with an argparse program.
|
|
"""
|
|
|
|
def wrapper_func():
|
|
return self.parse_args_and_execute()
|
|
|
|
return wrapper_func
|