prediction_batch_service
========================

.. py:module:: prediction_batch_service

.. autoapi-nested-parse::

   Pure positional planning for prediction engine batches.

   The planner is deliberately free of database, cache, model, and progress side
   effects.  Both the request-time ReconXKG preflight and the worker use these
   objects, so a cache hit is proved against the exact units that execution will
   consume.







Module Contents
---------------

.. py:class:: SequenceBatchPlan

   Position-safe sequence handling shared by all selected targets.


.. py:class:: TargetBatchPlan

   One method/target engine call after input-schema adaptation.


.. py:function:: build_target_batch_plan(descriptor: Any, target: str, dataframe: pandas.DataFrame, sequence_plan: SequenceBatchPlan) -> TargetBatchPlan

   Build the exact positional engine batch for one selected target.