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10.1 kB
| import inspect | |
| import json | |
| import os | |
| import pkgutil | |
| from abc import ABC, abstractmethod | |
| from copy import deepcopy | |
| from typing import Any, Dict, List, Union, final | |
| from .dataclass import Dataclass, Field, asdict, fields | |
| from .text_utils import camel_to_snake_case, is_camel_case | |
| from .type_utils import issubtype | |
| class Artifactories(object): | |
| def __new__(cls): | |
| if not hasattr(cls, "instance"): | |
| cls.instance = super(Artifactories, cls).__new__(cls) | |
| cls.instance.artifactories = [] | |
| return cls.instance | |
| def __iter__(self): | |
| return iter(self.artifactories) | |
| def __next__(self): | |
| return next(self.artifactories) | |
| def register_atrifactory(self, artifactory): | |
| assert isinstance(artifactory, Artifactory), "Artifactory must be an instance of Artifactory" | |
| assert hasattr(artifactory, "__contains__"), "Artifactory must have __contains__ method" | |
| assert hasattr(artifactory, "__getitem__"), "Artifactory must have __getitem__ method" | |
| self.artifactories = [artifactory] + self.artifactories | |
| # class BaseArtifact(ABC): | |
| # _class_register = {} | |
| # @classmethod | |
| # def is_artifact_dict(cls, d): | |
| # return isinstance(d, dict) and "type" in d and d["type"] in cls._class_register | |
| # @classmethod | |
| # def register_class(cls, artifact_class): | |
| # assert issubclass(artifact_class, BaseArtifact), "Artifact class must be a subclass of BaseArtifact" | |
| # assert is_camel_case( | |
| # artifact_class.__name__ | |
| # ), f"Artifact class name must be legal camel case, got {artifact_class.__name__}" | |
| # snake_case_key = camel_to_snake_case(artifact_class.__name__) | |
| # if snake_case_key in cls._class_register: | |
| # assert ( | |
| # cls._class_register[snake_case_key] == artifact_class | |
| # ), f"Artifact class name must be unique, {snake_case_key} already exists for {cls._class_register[snake_case_key]}" | |
| # cls._class_register[snake_case_key] = artifact_class | |
| # return snake_case_key | |
| # @classmethod | |
| # def is_artifact_file(cls, path): | |
| # if not os.path.exists(path) or not os.path.isfile(path): | |
| # return False | |
| # with open(path, "r") as f: | |
| # d = json.load(f) | |
| # return cls.is_artifact_dict(d) | |
| # @final | |
| # def __init__(self, *args, **kwargs): | |
| # super().__init__(*args, **kwargs) | |
| # @final | |
| # def __init_subclass__(cls, **kwargs): | |
| # super().__init_subclass__(**kwargs) | |
| # cls = dataclass(cls) | |
| # def prepare(self): | |
| # pass | |
| # def verify(self): | |
| # pass | |
| # @final | |
| # def __post_init__(self): | |
| # self.type = self.register_class(self.__class__) | |
| # self._args_dict = asdict(self) | |
| # for field in fields(self): | |
| # if getattr(self, field.name) == "cards.wnli": | |
| # print("cards.wnli") | |
| # if issubtype(field.type, Union[BaseArtifact, List[BaseArtifact], Dict[str, BaseArtifact]]): | |
| # value = getattr(self, field.name) | |
| # value = map_values_in_place(value, maybe_recover_artifact) | |
| # setattr(self, field.name, value) | |
| # self.prepare() | |
| # self.verify() | |
| # def to_dict(self): | |
| # return self._args_dict | |
| # def save(self, path): | |
| # with open(path, "w") as f: | |
| # json.dump(self.to_dict(), f, indent=4) | |
| # # def __getstate__(self): | |
| # # print('getstate', self.__dict__) | |
| # # return self.to_dict() | |
| # @classmethod | |
| # def _recursive_load(cls, d): | |
| # if isinstance(d, dict): | |
| # new_d = {} | |
| # for key, value in d.items(): | |
| # new_d[key] = cls._recursive_load(value) | |
| # d = new_d | |
| # elif isinstance(d, list): | |
| # d = [cls._recursive_load(value) for value in d] | |
| # else: | |
| # pass | |
| # if cls.is_artifact_dict(d): | |
| # instance = cls._class_register[d.pop("type")](**d) | |
| # return instance | |
| # else: | |
| # return d | |
| # @classmethod | |
| # def from_dict(cls, d): | |
| # assert cls.is_artifact_dict(d), "Input must be a dict with type field" | |
| # return cls._recursive_load(d) | |
| # @classmethod | |
| # def load(cls, path): | |
| # with open(path, "r") as f: | |
| # d = json.load(f) | |
| # assert "type" in d, "Saved artifact must have a type field" | |
| # return cls._recursive_load(d) | |
| # # assert d['type'] in cls._class_register, f'Artifact type "{d["type"]}" is not registered' | |
| # # cls = cls._class_register[d.pop('type')] | |
| # # return cls(**d) | |
| def map_values_in_place(object, mapper): | |
| if isinstance(object, dict): | |
| for key, value in object.items(): | |
| object[key] = mapper(value) | |
| return object | |
| if isinstance(object, list): | |
| for i in range(len(object)): | |
| object[i] = mapper(object[i]) | |
| return object | |
| return mapper(object) | |
| class Artifact(Dataclass): | |
| type: str = Field(default=None, final=True, init=False) | |
| _class_register = {} | |
| def is_artifact_dict(cls, d): | |
| return isinstance(d, dict) and "type" in d and d["type"] in cls._class_register | |
| def register_class(cls, artifact_class): | |
| assert issubclass( | |
| artifact_class, Artifact | |
| ), f"Artifact class must be a subclass of Artifact, got {artifact_class}" | |
| assert is_camel_case( | |
| artifact_class.__name__ | |
| ), f"Artifact class name must be legal camel case, got {artifact_class.__name__}" | |
| snake_case_key = camel_to_snake_case(artifact_class.__name__) | |
| if snake_case_key in cls._class_register: | |
| assert ( | |
| cls._class_register[snake_case_key] == artifact_class | |
| ), f"Artifact class name must be unique, {snake_case_key} already exists for {cls._class_register[snake_case_key]}" | |
| cls._class_register[snake_case_key] = artifact_class | |
| return snake_case_key | |
| def is_artifact_file(cls, path): | |
| if not os.path.exists(path) or not os.path.isfile(path): | |
| return False | |
| with open(path, "r") as f: | |
| d = json.load(f) | |
| return cls.is_artifact_dict(d) | |
| def _recursive_load(cls, d): | |
| if isinstance(d, dict): | |
| new_d = {} | |
| for key, value in d.items(): | |
| new_d[key] = cls._recursive_load(value) | |
| d = new_d | |
| elif isinstance(d, list): | |
| d = [cls._recursive_load(value) for value in d] | |
| else: | |
| pass | |
| if cls.is_artifact_dict(d): | |
| instance = cls._class_register[d.pop("type")](**d) | |
| return instance | |
| else: | |
| return d | |
| def from_dict(cls, d): | |
| assert cls.is_artifact_dict(d), "Input must be a dict with type field" | |
| return cls._recursive_load(d) | |
| def load(cls, path): | |
| try: | |
| with open(path, "r") as f: | |
| d = json.load(f) | |
| assert "type" in d, "Saved artifact must have a type field" | |
| return cls._recursive_load(d) | |
| except Exception as e: | |
| raise IOError(f"Failed loading {cls.type} from {path}") | |
| def prepare(self): | |
| pass | |
| def verify(self): | |
| pass | |
| def __post_init__(self): | |
| self.type = self.register_class(self.__class__) | |
| self._init_dict = asdict(self) | |
| for field in fields(self): | |
| if issubtype(field.type, Union[Artifact, List[Artifact], Dict[str, Artifact]]): | |
| value = getattr(self, field.name) | |
| value = map_values_in_place(value, maybe_recover_artifact) | |
| setattr(self, field.name, value) | |
| self.prepare() | |
| self.verify() | |
| def get_init_dict(self): | |
| return self._init_dict | |
| def save(self, path): | |
| with open(path, "w") as f: | |
| init_dict = self.get_init_dict() | |
| json.dump(init_dict, f, indent=4) | |
| class ArtifactList(list, Artifact): | |
| def prepare(self): | |
| for artifact in self: | |
| artifact.prepare() | |
| class Artifactory(Artifact): | |
| def __contains__(self, name: str) -> bool: | |
| pass | |
| def __getitem__(self, name) -> Artifact: | |
| pass | |
| class UnitxtArtifactNotFoundError(Exception): | |
| def __init__(self, name, artifactories): | |
| self.name = name | |
| self.artifactories = artifactories | |
| def __str__(self): | |
| return f"Artifact {self.name} does not exist, in artifactories:{self.artifactories}" | |
| def fetch_artifact(name): | |
| if Artifact.is_artifact_file(name): | |
| return Artifact.load(name), None | |
| else: | |
| for artifactory in Artifactories(): | |
| if name in artifactory: | |
| return artifactory[name], artifactory | |
| raise UnitxtArtifactNotFoundError(name, Artifactories().artifactories) | |
| def verbosed_fetch_artifact(identifer): | |
| artifact, artifactory = fetch_artifact(identifer) | |
| print(f"Artifact {identifer} is fetched from {artifactory}") | |
| return artifact | |
| def maybe_recover_artifact(artifact): | |
| if isinstance(artifact, str): | |
| return verbosed_fetch_artifact(artifact) | |
| else: | |
| return artifact | |
| def register_all_artifacts(path): | |
| for loader, module_name, is_pkg in pkgutil.walk_packages(path): | |
| print(__name__) | |
| if module_name == __name__: | |
| continue | |
| print(f"Loading {module_name}") | |
| # Import the module | |
| module = loader.find_module(module_name).load_module(module_name) | |
| # Iterate over every object in the module | |
| for name, obj in inspect.getmembers(module): | |
| # Make sure the object is a class | |
| if inspect.isclass(obj): | |
| # Make sure the class is a subclass of Artifact (but not Artifact itself) | |
| if issubclass(obj, Artifact) and obj is not Artifact: | |
| print(obj) | |