0

What is a CAS-enabled procedure?

 2 years ago
source link: http://saslist.com/blog/2021/11/22/what-is-a-cas-enabled-procedure/
Go to the source link to view the article. You can view the picture content, updated content and better typesetting reading experience. If the link is broken, please click the button below to view the snapshot at that time.
neoserver,ios ssh client

What is a CAS-enabled procedure? » SAS博客列表

 

I attended a seminar last week whose purpose was to inform SAS 9 programmers about SAS Viya. I could tell from the programmer's questions that some programmers were confused about three basic topics:

  • What are the computing environments in Viya, and how should a programmer think about them?
  • What procedures do you get when you order a programming-oriented Viya product such as SAS Visual Statistics or SAS Econometrics? Of these procedures, which are CAS-enabled?
  • If you have legacy SAS programs, can you still run them if your company migrates from SAS 9 to SAS Viya?

I am a programmer, so I thought it might be helpful for me to discuss these topics programmer-to-programmer. In a series of articles, I am going to discuss issues that a SAS statistical programmer might face when migrating to Viya from SAS 9. I use the term "SAS 9" to refer to the SAS Workspace Server that runs procedures in traditional products such as Base SAS, SAS/STAT, and SAS/ETS. So "SAS 9" refers to the most recent version of the "classic" SAS programming environment. It is the version of SAS that existed before SAS Viya was created.

Clients and servers: Where do computations occur in SAS Viya?

In SAS 9, a procedure runs on the SAS Workspace Server. In SAS 9, the word "client," refers to a program such as Enterprise Guide (EG) or SAS Studio, which runs on a PC and submits code to the SAS Workspace Server. The server computes the results and sends tables and graphs back to the client, which displays them. Typically, the input and output data sets remain on the server.

You can think of SAS Viya as having two main components: the CAS server where the data are stored and the computations are performed, and support for several client languages. A client language enable you to connect to the CAS server and tell it what analyses you want to perform. So, in the world of Viya, "client" no longer refers to a GUI like EG, but to an entire programming environment such as SAS, Python, or R. The purpose of the client software is to connect to CAS, submit actions, and get back results. You then use the capabilities of the client language to display the results as a table or graph. For example, the SAS client uses ODS to display tables and graphs. In Python, you might use matplotlib to graph the results. In R, you might use ggplot. In all cases, you can also use the native capabilities of the client language (DATA step, Pandas, the tidyverse,....) to modify, aggregate, or enhance the output.

I use the SAS client to connect to and communicate with the CAS server. By using a SAS client to communicate with CAS, I can leverage my 25 years of SAS programming knowledge and skills. Others have written about how to use other clients (such as a Python client) to connect to CAS and to call CAS actions.

What procedures do you get when you order a programming-oriented Viya product?

When you purchase a product in SAS Viya, you get three kinds of computational capabilities:

  • Actions, which run on the CAS server. You can call an action from any client language.
  • CAS-enabled procedures, which are parsed on the SAS client but call CAS actions "under the covers."
  • Legacy SAS procedures that run on the SAS client, just as they do in SAS 9.

Obviously, the CAS-enabled and legacy procedures are only available on the SAS client.

To give an example, SAS Visual Statistic contains action sets (which contain actions), CAS-enabled procedures, and all the procedures in SAS/STAT. All procedures run on the SAS compute server, which is also called the SAS client. However, the CAS-enabled procedures call one or more actions that run on the CAS server, then display the results as ODS tables and graphics.

A CAS-enabled procedure performs very few computations on the client. In contrast, a legacy procedure that is not CAS-enabled performs all of its computations on the SAS client. It does not call any CAS actions. An example of a CAS-enabled procedure is the REGSELECT procedure, which performs linear regression with feature selection. It contains many of the features of the GLMSELECT procedure, which is a traditional regression procedure in SAS/STAT.

Can you run legacy programs in SAS Viya?

Naturally, SAS 9 statistical programmers want to make sure that their existing programs will run in Viya. That is why SAS Visual Statistics comes with the legacy SAS/STAT procedures. The same is true for SAS/ETS proceduires, which are shipped as part of SAS Econometrics. And the SAS IML product in Viya contains PROC IML, which runs on the SAS client, as well as the newer iml action, which runs in CAS.

So what happens if, for example, you call PROC REG in SAS and ask it to perform a regression on a SAS data set in the WORK libref? PROC REG will do what it has always done. It will run in the SAS environment. It will not run on the CAS server. It will not magically run faster than it used to in SAS 9. The performance of most legacy programs should be comparable to their performance in SAS 9.

There are some exceptions to that rule. Some SAS procedures have been enhanced and now perform better than their SAS 9 counterparts. For example, the SAS IML team has enhanced certain functions in PROC IML in SAS Viya so that they have better performance in SAS Viya than the SAS 9 version of the procedure. The SAS IML development team is focused exclusively on improving performance and adding features in SAS Viya, both PROC IML and the iml action.

Another exception is that some Base SAS procedures were enhanced so that they behave differently depending on the location of the data. Many Base SAS procedures are now hybrid procedures. If you tell them to analyze a CAS table, they will call an action, which runs in CAS, and retrieve the results. If you tell them to analyze a SAS data set, they will run on the SAS client, just like they do in SAS 9.

To make the situation more complicated, some of the legacy Base SAS procedures support features that are not supported in CAS. When you request an option that is not supported in CAS, the procedure will download the data from CAS into SAS and perform the computation on the client. This can be inefficient, so check the documentation before you start using legacy procedures to analyze CAS tables. As a rule, I prefer to use legacy procedures to analyze SAS data sets on the client; I use newer CAS-enabled procedures for analyzing CAS tables.

Summary

At a recent seminar for SAS 9 programmers, there were lots of questions about SAS Viya and what it means to for a SAS programmer to start programming in Viya. This article is the first of several articles that I intend to write for SAS programmers. I don't know everything, but I hope that other SAS programmers will join me in sharing what they have learned about the process of migrating from SAS 9 to SAS Viya.

If you are a SAS programmer who has general questions about SAS Viya, let me know what you are thinking by leaving a comment. I might not know the answer, but I'll try to find someone who does. For programming questions ("How do I do XYZ in Viya?"), post your question and sample data to the SAS Support Communities. There is a dedicated community for SAS Viya questions, so take advantage of the experts there.

The post What is a CAS-enabled procedure? appeared first on The DO Loop.

 Posted by rick wicklin at 6:29 下午

 Leave a Reply Cancel reply

Your Comment

You may use these HTML tags and attributes: <a href="" title=""> <abbr title=""> <acronym title=""> <b> <blockquote cite=""> <cite> <code> <del datetime=""> <em> <i> <q cite=""> <s> <strike> <strong>

Name (required)

E-mail (required)

URI

在此浏览器中保存我的姓名、电子邮件和站点地址。


About Joyk


Aggregate valuable and interesting links.
Joyk means Joy of geeK