dataspecs 1.0.0

Data specifications by data classes

dataspecs

Data specifications by data classes

Installation

pip install dataspecs==1.0.0

Usage

from dataclasses import dataclass
from dataspecs import TagBase, from_dataclass
from enum import auto
from typing import Annotated as Ann

Simple specifications

class Tag(TagBase):
    ATTR = auto()
    DATA = auto()


@dataclass
class Weather:
    temp: Ann[list[float], Tag.DATA]
    humid: Ann[list[float], Tag.DATA]
    location: Ann[str, Tag.ATTR]


simple_specs = from_dataclass(Weather([20.0, 25.0], [50.0, 55.0], "Tokyo"))
simple_specs

Specs([Spec(id=ID('/temp'), tags=(<Tag.DATA: 2>,), type=list[float], data=[20.0, 25.0]),
       Spec(id=ID('/humid'), tags=(<Tag.DATA: 2>,), type=list[float], data=[50.0, 55.0]),
       Spec(id=ID('/location'), tags=(<Tag.ATTR: 1>,), type=<class 'str'>, data='Tokyo')])

Nested specifications

class Tag(TagBase):
    ATTR = auto()
    DATA = auto()
    DTYPE = auto()
    NAME = auto()
    UNITS = auto()


@dataclass
class Meta:
    name: Ann[str, Tag.NAME]
    units: Ann[str, Tag.UNITS]


@dataclass
class Weather:
    temp: Ann[list[Ann[float, Tag.DTYPE]], Tag.DATA, Meta("Ground temperature", "K")]
    humid: Ann[list[Ann[float, Tag.DTYPE]], Tag.DATA, Meta("Relative humidity", "%")]
    location: Ann[str, Tag.ATTR]


nested_specs = from_dataclass(Weather([20.0, 25.0], [50.0, 55.0], "Tokyo"))
nested_specs

Specs([Spec(id=ID('/temp'), tags=(<Tag.DATA: 2>,), type=list[float], data=[20.0, 25.0]),
       Spec(id=ID('/temp/0'), tags=(<Tag.DTYPE: 3>,), type=<class 'float'>, data=None),
       Spec(id=ID('/temp/name'), tags=(<Tag.NAME: 4>,), type=<class 'str'>, data='Ground temperature'),
       Spec(id=ID('/temp/units'), tags=(<Tag.UNITS: 5>,), type=<class 'str'>, data='K'),
       Spec(id=ID('/humid'), tags=(<Tag.DATA: 2>,), type=list[float], data=[50.0, 55.0]),
       Spec(id=ID('/humid/0'), tags=(<Tag.DTYPE: 3>,), type=<class 'float'>, data=None),
       Spec(id=ID('/humid/name'), tags=(<Tag.NAME: 4>,), type=<class 'str'>, data='Relative humidity'),
       Spec(id=ID('/humid/units'), tags=(<Tag.UNITS: 5>,), type=<class 'str'>, data='%'),
       Spec(id=ID('/location'), tags=(<Tag.ATTR: 1>,), type=<class 'str'>, data='Tokyo')])

Selecting specifications

nested_specs[Tag.DATA]

Specs([Spec(id=ID('/temp'), tags=(<Tag.DATA: 2>,), type=list[float], data=[20.0, 25.0]),
       Spec(id=ID('/humid'), tags=(<Tag.DATA: 2>,), type=list[float], data=[50.0, 55.0])])

nested_specs["/temp/[a-z]+"]

Specs([Spec(id=ID('/temp/name'), tags=(<Tag.NAME: 4>,), type=<class 'str'>, data='Ground temperature'),
       Spec(id=ID('/temp/units'), tags=(<Tag.UNITS: 5>,), type=<class 'str'>, data='K')])

Grouping specification

nested_specs.groups()

[Specs([Spec(id=ID('/temp'), tags=(<Tag.DATA: 2>,), type=list[float], data=[20.0, 25.0]),
        Spec(id=ID('/temp/0'), tags=(<Tag.DTYPE: 3>,), type=<class 'float'>, data=None),
        Spec(id=ID('/temp/name'), tags=(<Tag.NAME: 4>,), type=<class 'str'>, data='Ground temperature'),
        Spec(id=ID('/temp/units'), tags=(<Tag.UNITS: 5>,), type=<class 'str'>, data='K')]),
 Specs([Spec(id=ID('/humid'), tags=(<Tag.DATA: 2>,), type=list[float], data=[50.0, 55.0]),
        Spec(id=ID('/humid/0'), tags=(<Tag.DTYPE: 3>,), type=<class 'float'>, data=None),
        Spec(id=ID('/humid/name'), tags=(<Tag.NAME: 4>,), type=<class 'str'>, data='Relative humidity'),
        Spec(id=ID('/humid/units'), tags=(<Tag.UNITS: 5>,), type=<class 'str'>, data='%')]),
 Specs([Spec(id=ID('/location'), tags=(<Tag.ATTR: 1>,), type=<class 'str'>, data='Tokyo')])]