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import difflib |
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import inspect |
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import json |
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import os |
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import pkgutil |
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from abc import abstractmethod |
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from copy import deepcopy |
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from typing import Dict, List, Union, final |
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from .dataclass import Dataclass, Field, fields |
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from .logging_utils import get_logger |
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from .text_utils import camel_to_snake_case, is_camel_case |
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from .type_utils import issubtype |
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from .utils import load_json, save_json |
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logger = get_logger() |
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class Artifactories: |
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def __new__(cls): |
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if not hasattr(cls, "instance"): |
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cls.instance = super().__new__(cls) |
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cls.instance.artifactories = [] |
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return cls.instance |
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def __iter__(self): |
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return iter(self.artifactories) |
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def __next__(self): |
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return next(self.artifactories) |
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def register(self, artifactory): |
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assert isinstance( |
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artifactory, Artifactory |
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), "Artifactory must be an instance of Artifactory" |
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assert hasattr( |
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artifactory, "__contains__" |
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), "Artifactory must have __contains__ method" |
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assert hasattr( |
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artifactory, "__getitem__" |
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), "Artifactory must have __getitem__ method" |
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self.artifactories = [artifactory, *self.artifactories] |
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def unregister(self, artifactory): |
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assert isinstance( |
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artifactory, Artifactory |
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), "Artifactory must be an instance of Artifactory" |
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assert hasattr( |
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artifactory, "__contains__" |
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), "Artifactory must have __contains__ method" |
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assert hasattr( |
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artifactory, "__getitem__" |
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), "Artifactory must have __getitem__ method" |
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self.artifactories.remove(artifactory) |
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def reset(self): |
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self.artifactories = [] |
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def map_values_in_place(object, mapper): |
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if isinstance(object, dict): |
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for key, value in object.items(): |
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object[key] = mapper(value) |
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return object |
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if isinstance(object, list): |
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for i in range(len(object)): |
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object[i] = mapper(object[i]) |
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return object |
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return mapper(object) |
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def get_closest_artifact_type(type): |
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artifact_type_options = list(Artifact._class_register.keys()) |
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matches = difflib.get_close_matches(type, artifact_type_options) |
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if matches: |
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return matches[0] |
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return None |
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class UnrecognizedArtifactTypeError(ValueError): |
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def __init__(self, type) -> None: |
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maybe_class = "".join(word.capitalize() for word in type.split("_")) |
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message = f"'{type}' is not a recognized artifact 'type'. Make sure a the class defined this type (Probably called '{maybe_class}' or similar) is defined and/or imported anywhere in the code executed." |
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closest_artifact_type = get_closest_artifact_type(type) |
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if closest_artifact_type is not None: |
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message += "\n\n" f"Did you mean '{closest_artifact_type}'?" |
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super().__init__(message) |
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class MissingArtifactTypeError(ValueError): |
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def __init__(self, dic) -> None: |
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message = ( |
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f"Missing 'type' parameter. Expected 'type' in artifact dict, got {dic}" |
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) |
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super().__init__(message) |
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class Artifact(Dataclass): |
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type: str = Field(default=None, final=True, init=False) |
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_class_register = {} |
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@classmethod |
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def is_artifact_dict(cls, d): |
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return isinstance(d, dict) and "type" in d |
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@classmethod |
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def verify_artifact_dict(cls, d): |
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if not isinstance(d, dict): |
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raise ValueError( |
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f"Artifact dict <{d}> must be of type 'dict', got '{type(d)}'." |
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) |
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if "type" not in d: |
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raise MissingArtifactTypeError(d) |
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if not cls.is_registered_type(d["type"]): |
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raise UnrecognizedArtifactTypeError(d["type"]) |
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@classmethod |
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def get_artifact_type(cls): |
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return camel_to_snake_case(cls.__name__) |
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@classmethod |
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def register_class(cls, artifact_class): |
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assert issubclass( |
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artifact_class, Artifact |
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), f"Artifact class must be a subclass of Artifact, got '{artifact_class}'" |
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assert is_camel_case( |
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artifact_class.__name__ |
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), f"Artifact class name must be legal camel case, got '{artifact_class.__name__}'" |
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snake_case_key = camel_to_snake_case(artifact_class.__name__) |
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if cls.is_registered_type(snake_case_key): |
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assert ( |
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cls._class_register[snake_case_key] == artifact_class |
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), f"Artifact class name must be unique, '{snake_case_key}' already exists for '{cls._class_register[snake_case_key]}'" |
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return snake_case_key |
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cls._class_register[snake_case_key] = artifact_class |
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return snake_case_key |
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def __init_subclass__(cls, **kwargs): |
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super().__init_subclass__(**kwargs) |
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cls.register_class(cls) |
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@classmethod |
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def is_artifact_file(cls, path): |
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if not os.path.exists(path) or not os.path.isfile(path): |
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return False |
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with open(path) as f: |
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d = json.load(f) |
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return cls.is_artifact_dict(d) |
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@classmethod |
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def is_registered_type(cls, type: str): |
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return type in cls._class_register |
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@classmethod |
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def is_registered_class_name(cls, class_name: str): |
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snake_case_key = camel_to_snake_case(class_name) |
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return cls.is_registered_type(snake_case_key) |
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@classmethod |
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def is_registered_class(cls, clz: object): |
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return clz in set(cls._class_register.values()) |
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@classmethod |
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def _recursive_load(cls, d): |
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if isinstance(d, dict): |
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new_d = {} |
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for key, value in d.items(): |
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new_d[key] = cls._recursive_load(value) |
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d = new_d |
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elif isinstance(d, list): |
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d = [cls._recursive_load(value) for value in d] |
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else: |
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pass |
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if cls.is_artifact_dict(d): |
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cls.verify_artifact_dict(d) |
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return cls._class_register[d.pop("type")](**d) |
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return d |
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@classmethod |
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def from_dict(cls, d): |
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cls.verify_artifact_dict(d) |
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return cls._recursive_load(d) |
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@classmethod |
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def load(cls, path): |
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d = load_json(path) |
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return cls.from_dict(d) |
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def prepare(self): |
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pass |
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def verify(self): |
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pass |
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@final |
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def __pre_init__(self, **kwargs): |
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self._init_dict = deepcopy(kwargs) |
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@final |
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def __post_init__(self): |
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self.type = self.register_class(self.__class__) |
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for field in fields(self): |
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if issubtype( |
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field.type, Union[Artifact, List[Artifact], Dict[str, Artifact]] |
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): |
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value = getattr(self, field.name) |
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value = map_values_in_place(value, maybe_recover_artifact) |
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setattr(self, field.name, value) |
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self.prepare() |
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self.verify() |
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def _to_raw_dict(self): |
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return {"type": self.type, **self._init_dict} |
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def save(self, path): |
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data = self.to_dict() |
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save_json(path, data) |
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class ArtifactList(list, Artifact): |
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def prepare(self): |
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for artifact in self: |
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artifact.prepare() |
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class Artifactory(Artifact): |
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@abstractmethod |
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def __contains__(self, name: str) -> bool: |
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pass |
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@abstractmethod |
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def __getitem__(self, name) -> Artifact: |
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pass |
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class UnitxtArtifactNotFoundError(Exception): |
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def __init__(self, name, artifactories): |
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self.name = name |
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self.artifactories = artifactories |
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def __str__(self): |
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return f"Artifact {self.name} does not exist, in artifactories:{self.artifactories}" |
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def fetch_artifact(name): |
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if Artifact.is_artifact_file(name): |
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return Artifact.load(name), None |
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for artifactory in Artifactories(): |
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if name in artifactory: |
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return artifactory[name], artifactory |
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raise UnitxtArtifactNotFoundError(name, Artifactories().artifactories) |
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def verbosed_fetch_artifact(identifer): |
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artifact, artifactory = fetch_artifact(identifer) |
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logger.info(f"Artifact {identifer} is fetched from {artifactory}") |
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return artifact |
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def maybe_recover_artifact(artifact): |
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if isinstance(artifact, str): |
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return verbosed_fetch_artifact(artifact) |
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return artifact |
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def register_all_artifacts(path): |
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for loader, module_name, _is_pkg in pkgutil.walk_packages(path): |
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logger.info(__name__) |
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if module_name == __name__: |
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continue |
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logger.info(f"Loading {module_name}") |
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module = loader.find_module(module_name).load_module(module_name) |
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for _name, obj in inspect.getmembers(module): |
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if inspect.isclass(obj): |
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if issubclass(obj, Artifact) and obj is not Artifact: |
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logger.info(obj) |
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