Upload artifact.py with huggingface_hub
Browse files- artifact.py +194 -0
artifact.py
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| 1 |
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from dataclasses import dataclass, asdict, fields, field
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| 2 |
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from abc import ABC, abstractmethod
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| 3 |
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from typing import final
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| 4 |
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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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| 8 |
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import inspect
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| 9 |
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class AbstractField:
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| 12 |
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pass
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| 13 |
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| 14 |
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| 15 |
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from .text_utils import camel_to_snake_case, is_camel_case
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| 16 |
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| 17 |
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artifactories = []
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| 18 |
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| 19 |
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| 20 |
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class BaseArtifact(ABC):
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| 21 |
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_class_register = {}
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| 22 |
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| 23 |
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@classmethod
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| 24 |
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def is_artifact_dict(cls, d):
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| 25 |
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return isinstance(d, dict) and "type" in d and d["type"] in cls._class_register
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| 26 |
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| 27 |
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@classmethod
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| 28 |
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def register_class(cls, artifact_class):
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| 29 |
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assert issubclass(artifact_class, BaseArtifact), "Artifact class must be a subclass of BaseArtifact"
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| 30 |
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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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| 33 |
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| 34 |
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snake_case_key = camel_to_snake_case(artifact_class.__name__)
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| 35 |
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| 36 |
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if snake_case_key in cls._class_register:
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| 37 |
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assert (
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| 38 |
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cls._class_register[snake_case_key] == artifact_class
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| 39 |
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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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| 40 |
+
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cls._class_register[snake_case_key] = artifact_class
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| 42 |
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| 43 |
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return snake_case_key
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| 44 |
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| 45 |
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@classmethod
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| 46 |
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def is_artifact_file(cls, path):
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| 47 |
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if not os.path.exists(path) or not os.path.isfile(path):
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| 48 |
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return False
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| 49 |
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with open(path, "r") as f:
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| 50 |
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d = json.load(f)
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| 51 |
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return cls.is_artifact_dict(d)
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| 52 |
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| 53 |
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@final
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| 54 |
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def __init__(self, *args, **kwargs):
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| 55 |
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super().__init__(*args, **kwargs)
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| 56 |
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| 57 |
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@final
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| 58 |
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def __init_subclass__(cls, **kwargs):
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| 59 |
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super().__init_subclass__(**kwargs)
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| 60 |
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cls = dataclass(cls)
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| 61 |
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| 62 |
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def prepare(self):
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| 63 |
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pass
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| 64 |
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| 65 |
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def verify(self):
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| 66 |
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pass
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| 67 |
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| 68 |
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@final
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| 69 |
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def __post_init__(self):
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| 70 |
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self.type = self.register_class(self.__class__)
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| 71 |
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| 72 |
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self._args_dict = asdict(self)
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| 73 |
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| 74 |
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for field in fields(self):
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| 75 |
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# check if field.type is class and if it is subclass of BaseArtifact
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| 76 |
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if isinstance(field.type, type) and issubclass(field.type, BaseArtifact):
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| 77 |
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value = getattr(self, field.name)
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| 78 |
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if isinstance(value, str):
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| 79 |
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artifact, artifactory = fetch_artifact(value)
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| 80 |
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assert artifact is not None, f"Artifact {value} does not exist, in {artifactories}"
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| 81 |
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print(f"Artifact {value} is fetched from {artifactory}")
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| 82 |
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setattr(self, field.name, artifact)
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| 83 |
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| 84 |
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self.prepare()
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| 85 |
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self.verify()
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| 86 |
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| 87 |
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def to_dict(self):
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| 88 |
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return self._args_dict
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| 89 |
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| 90 |
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def save(self, path):
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| 91 |
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with open(path, "w") as f:
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| 92 |
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json.dump(self.to_dict(), f, indent=4)
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| 93 |
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| 94 |
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# def __getstate__(self):
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| 95 |
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# print('getstate', self.__dict__)
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| 96 |
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# return self.to_dict()
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| 97 |
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| 98 |
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@classmethod
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| 99 |
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def _recursive_load(cls, d):
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| 100 |
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if isinstance(d, dict):
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| 101 |
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new_d = {}
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| 102 |
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for key, value in d.items():
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| 103 |
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new_d[key] = cls._recursive_load(value)
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| 104 |
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d = new_d
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| 105 |
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elif isinstance(d, list):
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| 106 |
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d = [cls._recursive_load(value) for value in d]
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| 107 |
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else:
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| 108 |
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pass
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| 109 |
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if cls.is_artifact_dict(d):
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| 110 |
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instance = cls._class_register[d.pop("type")](**d)
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| 111 |
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return instance
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| 112 |
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else:
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| 113 |
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return d
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| 114 |
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| 115 |
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@classmethod
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| 116 |
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def from_dict(cls, d):
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| 117 |
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assert cls.is_artifact_dict(d), "Input must be a dict with type field"
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| 118 |
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return cls._recursive_load(d)
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| 119 |
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| 120 |
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@classmethod
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| 121 |
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def load(cls, path):
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| 122 |
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with open(path, "r") as f:
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| 123 |
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d = json.load(f)
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| 124 |
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| 125 |
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assert "type" in d, "Saved artifact must have a type field"
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| 126 |
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return cls._recursive_load(d)
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| 127 |
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# assert d['type'] in cls._class_register, f'Artifact type "{d["type"]}" is not registered'
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| 128 |
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# cls = cls._class_register[d.pop('type')]
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| 129 |
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# return cls(**d)
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| 130 |
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| 131 |
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| 132 |
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class Artifact(BaseArtifact):
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| 133 |
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type: str = field(init=False)
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| 134 |
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| 135 |
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| 136 |
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class ArtifactList(list, Artifact):
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| 137 |
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def prepare(self):
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| 138 |
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for artifact in self:
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| 139 |
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artifact.prepare()
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| 140 |
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| 141 |
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| 142 |
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class Artifactory(Artifact, ABC):
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| 143 |
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@abstractmethod
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| 144 |
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def __contains__(self, name: str) -> bool:
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| 145 |
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pass
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| 146 |
+
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| 147 |
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@abstractmethod
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| 148 |
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def __getitem__(self, name) -> Artifact:
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| 149 |
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pass
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| 150 |
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| 151 |
+
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| 152 |
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class UnitxtArtifactNotFoundError(Exception):
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| 153 |
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def __init__(self, name, artifactories):
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| 154 |
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self.name = name
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| 155 |
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self.artifactories = artifactories
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| 156 |
+
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| 157 |
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def __str__(self):
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| 158 |
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return f"Artifact {self.name} does not exist, in artifactories:{self.artifactories}"
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| 159 |
+
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| 160 |
+
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| 161 |
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def fetch_artifact(name):
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| 162 |
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if Artifact.is_artifact_file(name):
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| 163 |
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return Artifact.load(name), None
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| 164 |
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else:
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| 165 |
+
for artifactory in artifactories:
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| 166 |
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if name in artifactory:
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| 167 |
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return artifactory[name], artifactory
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| 168 |
+
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| 169 |
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raise UnitxtArtifactNotFoundError(name, artifactories)
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| 170 |
+
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| 171 |
+
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| 172 |
+
def register_atrifactory(artifactory):
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| 173 |
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assert isinstance(artifactory, Artifactory), "Artifactory must be an instance of Artifactory"
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| 174 |
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assert hasattr(artifactory, "__contains__"), "Artifactory must have __contains__ method"
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| 175 |
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assert hasattr(artifactory, "__getitem__"), "Artifactory must have __getitem__ method"
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| 176 |
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artifactories.append(artifactory)
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| 177 |
+
|
| 178 |
+
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| 179 |
+
def register_all_artifacts(path):
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| 180 |
+
for loader, module_name, is_pkg in pkgutil.walk_packages(path):
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| 181 |
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print(__name__)
|
| 182 |
+
if module_name == __name__:
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| 183 |
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continue
|
| 184 |
+
print(f"Loading {module_name}")
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| 185 |
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# Import the module
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| 186 |
+
module = loader.find_module(module_name).load_module(module_name)
|
| 187 |
+
|
| 188 |
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# Iterate over every object in the module
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| 189 |
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for name, obj in inspect.getmembers(module):
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| 190 |
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# Make sure the object is a class
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| 191 |
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if inspect.isclass(obj):
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| 192 |
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# Make sure the class is a subclass of Artifact (but not Artifact itself)
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| 193 |
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if issubclass(obj, Artifact) and obj is not Artifact:
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| 194 |
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print(obj)
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