This repository contains a minimal set of resources that are necessary to get started with defining your own Data Product Definitions.
- ./src - Definition sources in python format
- ./DataProducts - Final Definitions as OpenAPI 3.x specs
- .github/workflows - Pre-configured CI workflows for validating and converting definitions from sources
Press Use this template
to create a new repo from this template and define your data
products there.
Please check the Contribution guidelines to learn how to submit new data product definitions in this repo.
Each python file located in the src
folder is treated as a Data Product definition.
For example, src/AirQuality/Current_v1.0.py
defines the AirQuality/Current_v1.0
data
product.
These files are then converted to OpenAPI 3.x specs, which are final forms of definitions. To make the converter work correctly, each file must follow the same structure:
from pydantic import Field
from definition_tooling.converter import CamelCaseModel, DataProductDefinition, ErrorResponse
class Request(CamelCaseModel):
...
class Response(CamelCaseModel):
...
@ErrorResponse(description="...")
class Error418(CamelCaseModel):
...
DEFINITION = DataProductDefinition(
version="1.0.0",
title="...",
description="...",
request=Request,
response=Response,
requires_authorization=False,
requires_consent=False,
error_responses={
418: Error418,
},
deprecated=False,
tags=["Foo"],
)
Considering CamelCaseModel
is a subclass of pydantic
's BaseModel
, it's better to
understand how to use this library. Please read
pydantic's documentation if you're not familiar with
it yet.
Each data product definition represented as python file must define a DEFINITION
variable which is an instance of DataProductDefinition
class.
DataProductDefinition is a structure consisting of:
-
version
Version is used in the info block of the OpenAPI spec. The data product definitions use Semantic Versioning of the form
MAJOR.MINOR.PATCH
, for example1.0.0
. Definitions in thetest
folder must have versions of the form0.0.z
and the version number should not exist in the filename of the definition. In all other definitions the version number needs to be>= 0.1.0
and the corresponding short version number needs to be included in the filename. For example the version0.1.0
of theFoo/Bar
definition would correspond to the filesrc/Foo/Bar_v0.1.py
. For more details about versions and filenames see the Versioning of definitions section in the contribution guidelines. -
title
Title used in the info block of OpenAPI spec and the summary for the POST route
-
description
Data product description, used in the top of OpenAPI spec and in the POST route
-
request
pydantic model describing body of POST request
-
response
pydantic model describing expected response from data source
-
requires_authorization
Marks the Authorization header as required
-
requires_consent
Marks the X-Consent-Token header as required
-
error_responses
A mapping from HTTP error status codes to pydantic models, wrapped in the
ErrorResponse
decorator, describing expected error responses from the data source -
deprecated
Marks the route as deprecated
-
tags
A list (or other iterable) of strings to use as tags for the POST route. The tags should be in
Title Case
.
There's an example of Data Product Definition for current weather:
from pydantic import Field
from definition_tooling.converter import CamelCaseModel, DataProductDefinition
class CurrentWeatherMetricRequest(CamelCaseModel):
lat: float = Field(
...,
title="Latitude",
description="The latitude coordinate of the desired location",
ge=-90.0,
le=90.0,
examples=[60.192059],
)
lon: float = Field(
...,
title="Longitude",
description="The longitude coordinate of the desired location",
ge=-180.0,
le=180.0,
examples=[24.945831],
)
class CurrentWeatherMetricResponse(CamelCaseModel):
humidity: float = Field(..., title="Current relative air humidity in %", examples=[72])
pressure: float = Field(..., title="Current air pressure in hPa", examples=[1007])
rain: bool = Field(
..., title="Rain status", description="If it's currently raining or not."
)
temp: float = Field(
..., title="Current temperature in Celsius", examples=[17.3], ge=-273.15
)
wind_speed: float = Field(..., title="Current wind speed in m/s", examples=[2.1], ge=0)
wind_direction: float = Field(
...,
title="Current wind direction in meteorological wind direction degrees",
ge=0,
le=360,
examples=[220.0],
)
DEFINITION = DataProductDefinition(
version="1.0.0",
title="Current weather in a given location",
description="Current weather in a given location with metric units",
request=CurrentWeatherMetricRequest,
response=CurrentWeatherMetricResponse,
tags=["Weather"],
)
Written guide for how to create data definitions
You can also check out our YouTube tutorial:
Also join our IOXIO Community Slack