8cfa5934db
closes #8023
256 lines
10 KiB
Python
256 lines
10 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 typing import Any, Dict, Iterator, List, Optional, Tuple, Type, Union
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from freqtrade.constants import Config
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from freqtrade.exceptions import OperationalException
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logger = logging.getLogger(__name__)
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class PathModifier:
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def __init__(self, path: Path):
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self.path = path
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def __enter__(self):
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"""Inject path to allow importing with relative imports."""
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sys.path.insert(0, str(self.path))
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return self
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def __exit__(self, exc_type, exc_val, exc_tb):
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"""Undo insertion of local path."""
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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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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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# Optional config setting containing a path (strategy_path, freqaimodel_path)
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extra_path: Optional[str] = None
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@classmethod
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def build_search_paths(cls, config: Config, user_subdir: Optional[str] = None,
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extra_dirs: List[str] = []) -> 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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# Add extra directory to the top of the search paths
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for dir in extra_dirs:
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abs_paths.insert(0, Path(dir).resolve())
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if cls.extra_path and (extra := config.get(cls.extra_path)):
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abs_paths.insert(0, Path(extra).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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with PathModifier(module_path.parent):
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module_name = module_path.stem or ""
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spec = importlib.util.spec_from_file_location(module_name, 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 (AttributeError, ModuleNotFoundError, SyntaxError,
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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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and obj.__module__ == module_name
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)
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)
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# The __module__ check ensures we only use strategies that are defined in this folder.
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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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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 entry.suffix != '.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: Config, *, 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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extra_dirs: List[str] = []
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if extra_dir:
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extra_dirs.append(extra_dir)
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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_dirs=extra_dirs)
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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, config: Config, enum_failed: bool,
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recursive: bool = False) -> List[Dict[str, Any]]:
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"""
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Searches for valid objects
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:param config: Config 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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:param recursive: Recursively walk directory tree searching for strategies
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:return: List of dicts containing 'name', 'class' and 'location' entries
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"""
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result = []
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abs_paths = cls.build_search_paths(config, user_subdir=cls.user_subdir)
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for path in abs_paths:
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result.extend(cls._search_all_objects(path, enum_failed, recursive))
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return result
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@classmethod
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def _build_rel_location(cls, directory: Path, entry: Path) -> str:
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builtin = cls.initial_search_path == directory
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return f"<builtin>/{entry.relative_to(directory)}" if builtin else str(
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entry.relative_to(directory))
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@classmethod
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def _search_all_objects(
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cls, directory: Path, enum_failed: bool, recursive: bool = False,
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basedir: Optional[Path] = None) -> 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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:param recursive: Recursively walk directory tree searching for strategies
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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: List[Dict[str, Any]] = []
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if not directory.is_dir():
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logger.info(f"'{directory}' is not a directory, skipping.")
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return objects
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for entry in directory.iterdir():
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if (
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recursive and entry.is_dir()
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and not entry.name.startswith('__')
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and not entry.name.startswith('.')
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):
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objects.extend(cls._search_all_objects(
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entry, enum_failed, recursive, basedir or directory))
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# Only consider python files
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if entry.suffix != '.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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'location_rel': cls._build_rel_location(basedir or directory, entry),
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})
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return objects
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