aligned.exposed_model.interface.ShadowModel

class documentation

class ShadowModel(ExposedModel): (source)

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Undocumented

Async Method needed_entities Undocumented
Async Method needed_features Undocumented
Async Method run_polars Undocumented
Class Variable model Undocumented
Class Variable model_type Undocumented
Class Variable shadow_model Undocumented
Property as_markdown Undocumented
Property exposed_at_url Undocumented

Inherited from ExposedModel:

Static Method in_memory_mlflow Undocumented
Static Method mlflow_server Undocumented
Static Method ollama_embedding Undocumented
Static Method ollama_generate Undocumented
Static Method polars_predictor Undocumented
Async Method depends_on The data artefacts that the model depends on. Which is not the input features. This is useful for e.g. RAG systems, as we can describe which documents a model depends on Or something like a vector database that we assume to be up to date.
Method needed_configs Returns the config variables to set in order to use the model.
Async Method potential_drift_from_model Undocumented
Method with_contract Undocumented
Method with_shadow Undocumented
Class Method _deserialize Undocumented
Method _serialize Undocumented
async def needed_entities(self, store: ModelFeatureStore) -> set[Feature]: (source)
overrides aligned.exposed_model.ExposedModel.needed_entities

Undocumented

async def needed_features(self, store: ModelFeatureStore) -> list[FeatureReference]: (source)
overrides aligned.exposed_model.ExposedModel.needed_features

Undocumented

async def run_polars(self, values: RetrievalJob, store: ModelFeatureStore) -> pl.DataFrame: (source)
overrides aligned.exposed_model.ExposedModel.run_polars

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model: ExposedModel = (source)

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model_type: str = (source)
overrides aligned.exposed_model.ExposedModel.model_type

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shadow_model: ExposedModel = (source)

Undocumented

as_markdown: str = (source)
overrides aligned.exposed_model.ExposedModel.as_markdown

Undocumented

exposed_at_url: str | None = (source)
overrides aligned.exposed_model.ExposedModel.exposed_at_url

Undocumented