.. _auto_job_predict_solverai_by_config:

*RUN SOLVERAI PREDICTION*
=========================

Runs SolverAI inference using a trained model checkpoint on new simulations. Takes a completed SolverAI training simulation (with best_val_model.pt) and prediction simulation IDs, submits a GPU job that produces d3plot and binout output files identical to a normal LS-DYNA solve.

When to use
-----------

Tagged: ``solverai``, ``gpu``, ``prediction``, ``inference``, ``deep_learning``, ``hpc``, ``d3plot``, ``binout``.

Inputs
------

.. list-table::
   :header-rows: 1
   :widths: 20 20 20 20 20 20

   * - Label
     - ID
     - Type
     - Default
     - Required
     - Description
   * - Prediction Job Name
     - job_name
     - text
     - —
     - ✓
     - Name for the SolverAI prediction simulation record.
   * - Training Simulation
     - training_simulation
     - remote_lookup
     - —
     - ✓
     - Completed SolverAI training simulation that contains best_val_model.pt checkpoint.
   * - Prediction Simulations
     - prediction_simulations
     - remote_lookup
     - —
     - ✓
     - Simulation IDs to run prediction on. Each must have d3plot files in its vault.
   * - Config File
     - config_file
     - file
     - —
     - 
     - Override predict configuration (.yaml). Defaults are generated automatically.
   * - HPC Config
     - hpc_config
     - remote_lookup
     - —
     - ✓
     - Saved HPC configuration with SolverAI solver type and GPU queue.
   * - Run Name
     - run_name
     - text
     - —
     - 
     - Name of the training run subfolder (e.g. default_train, MGN_v2, MGN_Disp_ps). For training: sets the subfolder name. For prediction: must match the training run name to find the correct checkpoint. If empty, auto-detected from the first available checkpoint.

Outputs
-------

.. list-table::
   :header-rows: 1
   :widths: 20 20 20 20

   * - Label
     - ID
     - Type
     - Description
   * - Simulation Id
     - simulation_id
     - integer
     - ID of the SolverAI prediction simulation with d3plot and binout outputs.
   * - Hpcjob Id
     - hpcjob_id
     - integer
     - ID of the HPC job record tracking the GPU prediction run.
   * - Prediction Count
     - prediction_count
     - integer
     - Number of simulations being predicted.
   * - Training Simulation Id
     - training_simulation_id
     - integer
     - ID of the training simulation whose model was used.

Disciplines
-----------

- platform.hpc_config
- platform.job_submission
- solverai.prediction

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   Auto-generated from <code>platform</code> schema. Worker id: <code>job_predict_solverai_by_config</code>. Schema hash: <code>10a80895a6e9</code>. Hand-curated docs in <code>workerexamples/</code> override this page when present.
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