Inference

Private Preview

This feature is currently in Private Preview.

This feature has the following limitations:

• Must be enabled by Tecton Support.
• Available for Rift-based Feature Views.

If you would like to participate in the preview, please file a support ticket.

Summary

The Inference class describes a model inference feature that is applied to a Batch Feature View via features param.

Example

from tecton import Inference, batch_feature_view
from tecton.types import String, Int64

@batch_feature_view(
    # ...
    features=[
        Inference(
            input_columns=[Field("my_field1", String), Field("my_field2", Int64)],
            model="my_custom_model",
            name="my_inference_feature"
        ),
        Inference(
            input_columns=[Field("my_field3", String), Field("my_field4", Int64)],
            model="my_custom_model",
            name="my_other_inference_feature"m
            description="my inference feature description",
            tags={"tag": "value"}
        )
    ],
)
def my_fv(data_source):
    return data_source

Attributes

Name	Data Type	Description
description	Optional[str]	A human-readable description of the feature
tags	Union[Dict[str, str], NoneType]	Tags associated with the feature (key-value pairs of user-defined metadata).
model	str	The model name that is used to compute the inference feature. The model needs to be registered in advance using tecton model CLI.
input_columns	List[Field]	A list of columns that are used as inputs to the model.
name	Optional[str]	The name of this feature. Defaults to an autogenerated name, e.g. "my_inference_feature".

Methods

Name	Description
__init__(...)	Initialize Inference

__init__(...)

Parameters

• description (Optional[str]) - A human-readable description of the feature Default: None


• tags (Union[Dict[str, str], NoneType]) - Tags associated with the feature (key-value pairs of user-defined metadata). Default: None


• model (str) - The model name that is used to compute the inference feature. The model needs to be registered in advance using tecton model CLI. Default: None


• input_columns (List[Field]) - A list of columns that are used as inputs to the model. Default: None


• name (Optional[str]) - The name of this feature. Defaults to an autogenerated name, e.g. "my_inference_feature". Default: None