Generating Scoring Code from the Formula Depot Platform

Scoring code generation is intended to facilitate using models built in JMP in a production environment or other framework of your choice. Many platforms publish prediction formulas to the Formula Depot, however; not all prediction formulas generate complete code. Code can be complete, it can be a code fragment, or the code can include unsupported functions that require additional programming for implementation.

For example, you can perform the following tasks:

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Deploy your model to SAS Model Manager using the generated SAS code.

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Augment your ETL process with in-database scoring using the generated SQL code.

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Create a node for a data transformation pipeline with an application built with the generated C code.

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Create a Jupyter notebook to show live scoring results using the generated Python code.

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Enable customers to score their own data with a web application that includes the generated JavaScript.

For the C, Python, and JavaScript languages, you must include supporting code such as .h files and utility libraries when deploying or compiling the generated code. These files are available in your JMP installation folder inside the Scoring folder

C Code

The C scoring code that is generated must be compiled into a library and then linked into an application. You might use either a static or a dynamic link approach. The files jmp_lib.h, jmp_parms.h, and jmp_score.h needed for compiling and linking can be found in the Scoring/C folder in your JMP installation folder.

Python Code

The file jmp_score.py that is needed to run your Python scoring application can be found in the Scoring/Python folder in your JMP installation folder.

JavaScript Code

The file jmp_score.js that is needed to run your JavaScript scoring application can be found in Scoring/JavaScript folder.

SAS Code

The generated code fragment that once wrapped by PROC DS2 statements can be used in SAS applications including the SAS In-Database Code Accelerator.

Tip: For models with an ifmax call, such as logistic or neural models for a categorical response, move temporary variable declarations before the method run() statement. Rename variable names to conform to SAS naming conventions.

SQL Code

The SQL code fragment that once wrapped in a select statement can be used in SQL queries against most major database servers.

Note: Code that contains “placeholder” or “ERROR” indicates an unsupported function call.