Datasets:

ArXiv:
data / artifact.py
Elron's picture
Upload artifact.py with huggingface_hub
b5d568b
raw
history blame
8.63 kB
import difflib
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(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 UnrecognizedArtifactType(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 MissingArtifactType(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 = {}
@classmethod
def is_artifact_dict(cls, d):
return isinstance(d, dict) and "type" in d
@classmethod
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 MissingArtifactType(d)
if not cls.is_registered_type(d["type"]):
raise UnrecognizedArtifactType(d["type"])
@classmethod
def get_artifact_type(cls):
return camel_to_snake_case(cls.__name__)
@classmethod
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)
@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)
@classmethod
def is_registered_type(cls, type: str):
return type in cls._class_register
@classmethod
def is_registered_class(cls, clz: object):
return clz in set(cls._class_register.values())
@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):
cls.verify_artifact_dict(d)
instance = cls._class_register[d.pop("type")](**d)
return instance
else:
return d
@classmethod
def from_dict(cls, d):
cls.verify_artifact_dict(d)
return cls._recursive_load(d)
@classmethod
def load(cls, path):
with open(path, "r") as f:
d = json.load(f)
return cls.from_dict(d)
def prepare(self):
pass
def verify(self):
pass
@final
def __pre_init__(self, **kwargs):
self._init_dict = deepcopy(kwargs)
@final
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):
with open(path, "w") as f:
init_dict = self.to_dict()
json.dump(init_dict, f, indent=4)
class ArtifactList(list, Artifact):
def prepare(self):
for artifact in self:
artifact.prepare()
class Artifactory(Artifact):
@abstractmethod
def __contains__(self, name: str) -> bool:
pass
@abstractmethod
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)