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from dataclasses import dataclass, asdict, fields, field |
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from abc import ABC, abstractmethod |
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from typing import final |
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import re |
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import json |
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import os |
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import pkgutil |
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import inspect |
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class AbstractField: |
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pass |
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from .text_utils import camel_to_snake_case, is_camel_case |
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artifactories = [] |
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class BaseArtifact(ABC): |
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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 and d["type"] in cls._class_register |
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@classmethod |
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def register_class(cls, artifact_class): |
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assert issubclass(artifact_class, BaseArtifact), "Artifact class must be a subclass of BaseArtifact" |
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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 snake_case_key in cls._class_register: |
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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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cls._class_register[snake_case_key] = artifact_class |
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return snake_case_key |
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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, "r") as f: |
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d = json.load(f) |
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return cls.is_artifact_dict(d) |
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@final |
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def __init__(self, *args, **kwargs): |
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super().__init__(*args, **kwargs) |
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@final |
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def __init_subclass__(cls, **kwargs): |
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super().__init_subclass__(**kwargs) |
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cls = dataclass(cls) |
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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 __post_init__(self): |
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self.type = self.register_class(self.__class__) |
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self._args_dict = asdict(self) |
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for field in fields(self): |
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if isinstance(field.type, type) and issubclass(field.type, BaseArtifact): |
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value = getattr(self, field.name) |
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if isinstance(value, str): |
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artifact, artifactory = fetch_artifact(value) |
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assert artifact is not None, f"Artifact {value} does not exist, in {artifactories}" |
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print(f"Artifact {value} is fetched from {artifactory}") |
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setattr(self, field.name, artifact) |
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self.prepare() |
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self.verify() |
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def to_dict(self): |
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return self._args_dict |
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def save(self, path): |
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with open(path, "w") as f: |
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json.dump(self.to_dict(), f, indent=4) |
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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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instance = cls._class_register[d.pop("type")](**d) |
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return instance |
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else: |
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return d |
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@classmethod |
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def from_dict(cls, d): |
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assert cls.is_artifact_dict(d), "Input must be a dict with type field" |
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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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with open(path, "r") as f: |
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d = json.load(f) |
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assert "type" in d, "Saved artifact must have a type field" |
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return cls._recursive_load(d) |
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class Artifact(BaseArtifact): |
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type: str = field(init=False) |
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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, ABC): |
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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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else: |
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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) |
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def register_atrifactory(artifactory): |
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assert isinstance(artifactory, Artifactory), "Artifactory must be an instance of Artifactory" |
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assert hasattr(artifactory, "__contains__"), "Artifactory must have __contains__ method" |
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assert hasattr(artifactory, "__getitem__"), "Artifactory must have __getitem__ method" |
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artifactories.append(artifactory) |
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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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print(__name__) |
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if module_name == __name__: |
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continue |
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print(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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print(obj) |
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