trait SparkRunnable extends AnyRef
Make ai.eto.rikai.sql.model.Model runnable on Spark.
For a ML_PREDICT expression in Spark SQL,
SELECT ML_PREDICT(model_zoo, col1, col2, col3) FROM t1
It generates a LogicalPlan equivalent to
SELECT <Model{model_zoo}.asSpark(col1, col2, col3)> FROM t1To implement a ai.eto.rikai.sql.model.Model for
RegistryFoo:class FooModel(name, uri) extends Model with SparkRunnable { /** Use a Spark UDF with the same name to run RegistryFoo's model */ def asSpark(args: Seq[Expression]) : Expression = { UnresolvedFunction( new FunctionIdentifier(s"${name}"), arguments, isDistinct = false, Option.empty ) }
- Note
It is the ai.eto.rikai.sql.model.Registry's responsibility to implement a Model that runs with Spark SQL.
Example:
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abstract
def
asSpark(args: Seq[Expression]): Expression
Convert a ai.eto.rikai.sql.model.Model to a Spark Expression in Spark SQL's logical plan.
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