This is an improvement to simply checking subdirectories for python files as we can use the entirety of python import logic. It's thus possible to import from other files within the `strategies` folder. Additionally, this allows sharing strategies with more data than just python files (e.g a README.md).
301 lines
11 KiB
Python
301 lines
11 KiB
Python
# pragma pylint: disable=attribute-defined-outside-init
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"""
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This module load custom objects
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"""
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import importlib.util
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import inspect
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import logging
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import sys
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from pathlib import Path
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from types import ModuleType
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from typing import Any, Dict, Iterator, List, Optional, Tuple, Type, Union
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from freqtrade.exceptions import OperationalException
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logger = logging.getLogger(__name__)
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class IResolver:
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"""
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This class contains all the logic to load custom classes
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"""
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# Childclasses need to override this
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object_type: Type[Any]
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object_type_str: str
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user_subdir: Optional[str] = None
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initial_search_path: Optional[Path]
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@classmethod
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def build_search_paths(cls, config: Dict[str, Any], user_subdir: Optional[str] = None,
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extra_dir: Optional[str] = None) -> List[Path]:
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abs_paths: List[Path] = []
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if cls.initial_search_path:
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abs_paths.append(cls.initial_search_path)
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if user_subdir:
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abs_paths.insert(0, config['user_data_dir'].joinpath(user_subdir))
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if extra_dir:
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# Add extra directory to the top of the search paths
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abs_paths.insert(0, Path(extra_dir).resolve())
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return abs_paths
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@classmethod
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def _get_valid_object(cls, module_path: Path, object_name: Optional[str],
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enum_failed: bool = False) -> Iterator[Any]:
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"""
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Generator returning objects with matching object_type and object_name in the path given.
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:param module_path: absolute path to the module
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:param object_name: Class name of the object
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:param enum_failed: If True, will return None for modules which fail.
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Otherwise, failing modules are skipped.
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:return: generator containing tuple of matching objects
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Tuple format: [Object, source]
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"""
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# Generate spec based on absolute path
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# Pass object_name as first argument to have logging print a reasonable name.
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spec = importlib.util.spec_from_file_location(object_name or "", str(module_path))
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if not spec:
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return iter([None])
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module = importlib.util.module_from_spec(spec)
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try:
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spec.loader.exec_module(module) # type: ignore # importlib does not use typehints
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except (ModuleNotFoundError, SyntaxError, ImportError, NameError) as err:
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# Catch errors in case a specific module is not installed
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logger.warning(f"Could not import {module_path} due to '{err}'")
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if enum_failed:
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return iter([None])
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valid_objects_gen = (
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(obj, inspect.getsource(module)) for
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name, obj in inspect.getmembers(
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module, inspect.isclass) if ((object_name is None or object_name == name)
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and issubclass(obj, cls.object_type)
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and obj is not cls.object_type)
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)
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return valid_objects_gen
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@classmethod
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def _search_object(cls, directory: Path, *, object_name: str, add_source: bool = False
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) -> Union[Tuple[Any, Path], Tuple[None, None]]:
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"""
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Import object from the given directory
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..see:: `Importer.import_item`_
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:param directory: relative or absolute directory path
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:param object_name: ClassName or dot separated import path
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:return: object class
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"""
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logger.debug(f"Attempting import of {cls.object_type.__name__} {object_name} "
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f"from '{directory}'")
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try:
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with Importer(directory) as importer:
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item, module = importer.import_item(object_name)
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item.__file__ = module.__file__
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module_path = Path(module.__file__)
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if add_source:
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item.__source__ = module_path.read_text()
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return item, module_path
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except ImportError:
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logger.debug("Falling back to old resolution method")
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return cls._old_search_object(directory, object_name=object_name, add_source=add_source)
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@classmethod
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def _old_search_object(
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cls, directory: Path, *, object_name: str, add_source: bool = False
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) -> Union[Tuple[Any, Path], Tuple[None, None]]:
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"""
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Search for the objectname in the given directory
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:param directory: relative or absolute directory path
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:param object_name: ClassName of the object to load
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:return: object class
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"""
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logger.debug(f"Searching for {cls.object_type.__name__} {object_name} in '{directory}'")
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for entry in directory.iterdir():
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# Only consider python files
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if not str(entry).endswith('.py'):
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logger.debug('Ignoring %s', entry)
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continue
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if entry.is_symlink() and not entry.is_file():
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logger.debug('Ignoring broken symlink %s', entry)
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continue
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module_path = entry.resolve()
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obj = next(cls._get_valid_object(module_path, object_name), None)
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if obj:
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obj[0].__file__ = str(entry)
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if add_source:
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obj[0].__source__ = obj[1]
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return (obj[0], module_path)
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return (None, None)
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@classmethod
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def _load_object(cls, paths: List[Path], *, object_name: str, add_source: bool = False,
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kwargs: dict = {}) -> Optional[Any]:
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"""
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Try to load object from path list.
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"""
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for _path in paths:
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try:
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(module, module_path) = cls._search_object(directory=_path,
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object_name=object_name,
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add_source=add_source)
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if module:
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logger.info(
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f"Using resolved {cls.object_type.__name__.lower()[1:]} {object_name} "
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f"from '{module_path}'...")
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return module(**kwargs)
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except FileNotFoundError:
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logger.warning('Path "%s" does not exist.', _path.resolve())
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return None
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@classmethod
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def load_object(cls, object_name: str, config: dict, *, kwargs: dict,
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extra_dir: Optional[str] = None) -> Any:
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"""
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Search and loads the specified object as configured in hte child class.
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:param object_name: name of the module to import
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:param config: configuration dictionary
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:param extra_dir: additional directory to search for the given pairlist
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:raises: OperationalException if the class is invalid or does not exist.
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:return: Object instance or None
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"""
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abs_paths = cls.build_search_paths(config,
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user_subdir=cls.user_subdir,
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extra_dir=extra_dir)
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found_object = cls._load_object(paths=abs_paths, object_name=object_name,
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kwargs=kwargs)
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if found_object:
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return found_object
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raise OperationalException(
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f"Impossible to load {cls.object_type_str} '{object_name}'. This class does not exist "
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"or contains Python code errors."
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)
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@classmethod
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def search_all_objects(cls, directory: Path,
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enum_failed: bool) -> List[Dict[str, Any]]:
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"""
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Searches a directory for valid objects
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:param directory: Path to search
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:param enum_failed: If True, will return None for modules which fail.
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Otherwise, failing modules are skipped.
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:return: List of dicts containing 'name', 'class' and 'location' entries
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"""
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logger.debug(f"Searching for {cls.object_type.__name__} '{directory}'")
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objects = []
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for entry in directory.iterdir():
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# Only consider python files
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if not str(entry).endswith('.py'):
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logger.debug('Ignoring %s', entry)
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continue
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module_path = entry.resolve()
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logger.debug(f"Path {module_path}")
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for obj in cls._get_valid_object(module_path, object_name=None,
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enum_failed=enum_failed):
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objects.append(
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{'name': obj[0].__name__ if obj is not None else '',
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'class': obj[0] if obj is not None else None,
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'location': entry,
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})
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return objects
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class Importer:
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"""
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A context manager to help with importing files objects from modules/packages in a given path
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This is necessary as sys.path is modified and the changes shouldn't persist
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"""
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def __init__(self, path: Path):
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"""
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:param path: Where to search from
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"""
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self.path = path
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def __enter__(self):
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"""Modifies sys.path in order to import items using the python import logic"""
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sys.path.insert(0, str(self.path))
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return self
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def import_item(self, name: str) -> Tuple[type, ModuleType]:
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"""
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Tries to import an item from a module
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..Examples::
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import_item("MyClass") --> from MyClass import MyClass
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import_item("path.to.MyClass") --> from path.to import MyClass
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Two approaches will be attempted with two variants
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For a simple name (no dots) the equivalent of `from <name> import <name>`:
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- <name>.py containing `class <name>`
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- <name>/__init.py containing `class <name>`
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For a dot-separated name the equivalent of
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`from <name before last dot> import <name after last dot>`
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- <name1>/<name2>/<nameX>.py containing `class <name>
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- <name1/<name2>/<nameX>/__init.py containing `class <name>`
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:param name: A valid python module and import path or name
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:return: The item to import
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:throws: ImportError
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"""
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module = self.import_module(name)
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try:
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item = getattr(module, name.rpartition(".")[2])
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except AttributeError:
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raise ImportError(name=name, path=str(self.path))
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return item, module
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@staticmethod
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def import_module(name: str) -> ModuleType:
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"""
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Interprets the given string as a path to import a module
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:param: name: the simple name of a module, or a path to a module or class within a module
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"some_module" --> import some_module
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"path.to.some_module.SomeClass" --> from path.to.some_module import Someclass
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:returns: A module or throws an ImportError.
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..see: https://docs.python.org/3/library/functions.html#__import__
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"""
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import_path, _, from_item = name.rpartition(".")
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kwargs: Dict[str, Any] = {}
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if import_path:
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kwargs["name"] = import_path
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kwargs["fromlist"] = [from_item]
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else:
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kwargs["name"] = from_item
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kwargs.update(
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{
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"globals": globals(),
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"locals": locals(),
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}
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)
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# We need to reload here as we are dynamically importing and want to ignore the module cache
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return importlib.reload(importlib.__import__(**kwargs))
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def __exit__(self, exc_type, exc_val, exc_tb):
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"""Undo up change to sys.path after all is said and done"""
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str_path = str(self.path)
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if str_path in sys.path:
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sys.path.remove(str_path)
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