Download artifact.py from unitxt/data: direct link, hf CLI and curl.
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https://huggingface.co/datasets/unitxt/data/resolve/c5dfd57b4e6d1eef1483348bf44cf5bf0f48dcb0/artifact.py
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9.15 kB
| import difflib | |
| import inspect | |
| import json | |
| import os | |
| import pkgutil | |
| from abc import abstractmethod | |
| from copy import deepcopy | |
| from functools import lru_cache | |
| from typing import Dict, List, Union, final | |
| from .dataclass import Dataclass, Field, fields | |
| from .logging_utils import get_logger | |
| from .text_utils import camel_to_snake_case, is_camel_case | |
| from .type_utils import issubtype | |
| from .utils import load_json, save_json | |
| logger = get_logger() | |
| class Artifactories: | |
| def __new__(cls): | |
| if not hasattr(cls, "instance"): | |
| cls.instance = super().__new__(cls) | |
| cls.instance.artifactories = [] | |
| return cls.instance | |
| def __iter__(self): | |
| return iter(self.artifactories) | |
| def __next__(self): | |
| return next(self.artifactories) | |
| def register(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] | |
| def unregister(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.remove(artifactory) | |
| def reset(self): | |
| self.artifactories = [] | |
| 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) | |
| def get_closest_artifact_type(type): | |
| artifact_type_options = list(Artifact._class_register.keys()) | |
| matches = difflib.get_close_matches(type, artifact_type_options) | |
| if matches: | |
| return matches[0] # Return the closest match | |
| return None | |
| class UnrecognizedArtifactTypeError(ValueError): | |
| def __init__(self, type) -> None: | |
| maybe_class = "".join(word.capitalize() for word in type.split("_")) | |
| 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." | |
| closest_artifact_type = get_closest_artifact_type(type) | |
| if closest_artifact_type is not None: | |
| message += "\n\n" f"Did you mean '{closest_artifact_type}'?" | |
| super().__init__(message) | |
| class MissingArtifactTypeError(ValueError): | |
| def __init__(self, dic) -> None: | |
| message = ( | |
| f"Missing 'type' parameter. Expected 'type' in artifact dict, got {dic}" | |
| ) | |
| super().__init__(message) | |
| 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 | |
| def verify_artifact_dict(cls, d): | |
| if not isinstance(d, dict): | |
| raise ValueError( | |
| f"Artifact dict <{d}> must be of type 'dict', got '{type(d)}'." | |
| ) | |
| if "type" not in d: | |
| raise MissingArtifactTypeError(d) | |
| if not cls.is_registered_type(d["type"]): | |
| raise UnrecognizedArtifactTypeError(d["type"]) | |
| def get_artifact_type(cls): | |
| return camel_to_snake_case(cls.__name__) | |
| 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 cls.is_registered_type(snake_case_key): | |
| 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]}'" | |
| return snake_case_key | |
| cls._class_register[snake_case_key] = artifact_class | |
| return snake_case_key | |
| def __init_subclass__(cls, **kwargs): | |
| super().__init_subclass__(**kwargs) | |
| cls.register_class(cls) | |
| def is_artifact_file(cls, path): | |
| if not os.path.exists(path) or not os.path.isfile(path): | |
| return False | |
| with open(path) as f: | |
| d = json.load(f) | |
| return cls.is_artifact_dict(d) | |
| def is_registered_type(cls, type: str): | |
| return type in cls._class_register | |
| def is_registered_class_name(cls, class_name: str): | |
| snake_case_key = camel_to_snake_case(class_name) | |
| return cls.is_registered_type(snake_case_key) | |
| def is_registered_class(cls, clz: object): | |
| return clz in set(cls._class_register.values()) | |
| 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): | |
| cls.verify_artifact_dict(d) | |
| return cls._class_register[d.pop("type")](**d) | |
| return d | |
| def from_dict(cls, d): | |
| cls.verify_artifact_dict(d) | |
| return cls._recursive_load(d) | |
| def load(cls, path): | |
| d = load_json(path) | |
| return cls.from_dict(d) | |
| def prepare(self): | |
| pass | |
| def verify(self): | |
| pass | |
| def __pre_init__(self, **kwargs): | |
| self._init_dict = deepcopy(kwargs) | |
| def __post_init__(self): | |
| self.type = self.register_class(self.__class__) | |
| 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 _to_raw_dict(self): | |
| return {"type": self.type, **self._init_dict} | |
| def save(self, path): | |
| data = self.to_dict() | |
| save_json(path, data) | |
| 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 | |
| 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) | |
| logger.info(f"Artifact {identifer} is fetched from {artifactory}") | |
| return artifact | |
| def reset_artifacts_cache(): | |
| fetch_artifact.cache_clear() | |
| verbosed_fetch_artifact.cache_clear() | |
| def maybe_recover_artifact(artifact): | |
| if isinstance(artifact, str): | |
| return verbosed_fetch_artifact(artifact) | |
| return artifact | |
| def register_all_artifacts(path): | |
| for loader, module_name, _is_pkg in pkgutil.walk_packages(path): | |
| logger.info(__name__) | |
| if module_name == __name__: | |
| continue | |
| logger.info(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: | |
| logger.info(obj) | |