Challenges of real-time AI/ML computations

We will start from the examples that we faced as Data Science practice at InterSystems:

  • A “high-load” customer portal is integrated with an online recommendation system. The plan is to reconfigure promo campaigns at the level of the entire retail network (we will assume that instead of a “flat” promo campaign master there will be used a “segment-tactic” matrix). What will happen to the recommender mechanisms? What will happen to data feeds and updates into the recommender mechanisms (the volume of input data having increased 25000 times)? What will happen to recommendation rule generation setup (the need to reduce 1000 times the recommendation rule filtering threshold due to a thousandfold increase of the volume and “assortment” of the rules generated)?
  • An equipment health monitoring system uses “manual” data sample feeds. Now it is connected to a SCADA system that transmits thousands of process parameter readings each second. What will happen to the monitoring system (will it be able to handle equipment health monitoring on a second-by-second basis)? What will happen once the input data receives a new bloc of several hundreds of columns with data sensor readings recently implemented in the SCADA system (will it be necessary, and for how long, to shut down the monitoring system to integrate the new sensor data in the analysis)?
  • A complex of AI/ML mechanisms (recommendation, monitoring, forecasting) depend on each other’s results. How many man-hours will it take every month to adapt those AI/ML mechanisms’ functioning to changes in the input data? What is the overall “delay” in supporting business decision making by the AI/ML mechanisms (the refresh frequency of supporting information against the feed frequency of new input data)?

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Fixing the terminology

A robot is not expected to be either huge or humanoid, or even material (in disagreement with Wikipedia, although the latter softens the initial definition in one paragraph and admits virtual form of a robot). A robot is an automate, from an algorithmic viewpoint, an automate for autonomous (algorithmic) execution of concrete tasks. A light detector that triggers street lights at night is a robot. An email software separating e-mails into “external” and “internal” is also a robot. Artificial intelligence (in an applied and narrow sense, Wikipedia interpreting it differently again) is algorithms for extracting dependencies from data. It will not execute any tasks on its own, for that one would need to implement it as concrete analytic processes (input data, plus models, plus output data, plus process control). The analytic process acting as an “artificial intelligence carrier” can be launched by a human or by a robot. It can be stopped by either of the two as well. And managed by any of them too.

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Apologies if this isn't the correct forum but here goes..

I'm accessing an Intersystems database from MS SQL Server using Intersystems ODBC driver and using OPENQUERY statement to read metadata of tables using

SELECT * FROM OPENQUERY([<linked server name>], 'SELECT * FROM INFORMATION_SCHEMA.COLUMNS')

but I get an error message saying INFORMATION_SCHEMA.COLUMNS cannot be found.

Intersystems SQL documentation does reference this table so is there some other way to access this table or is it maybe a permissions issue?

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When I'm asked questions about SQL, I like Intersystems staff at the WRC, generally ask about the Query Plan. My feeling is that even before you run a query you should examine the results of Show Plan to confirm that the code is going to give me the results in the manner I would expect. If I expect it to leverage an index and I see that it is not then I go back and look at what I might have done incorrectly and try to re-write the query to get the index behavior I'm looking for. To that end, there's a poll below to ask you if think moving the Show Plan button as the first button would be

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In a DTL to transform from HL7v2 to FHIR; select the code for the attending provider within a for each statement

<foreach property='source.AttendingClinicians()' key='st' >

<if condition='source.AttendingClinicians.(st).Code&apos;=""' >

<true>

<if condition='..In(source.AttendingClinicians.(st).IdentifierTypeCode ,"NPI","PNPI")' >

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Announcement
· Jul 16, 2021
Looking for a consultant???

Hello fellow community members,

I would like to offer my services as an Intersystems Professional and am available to work on projects.

I have more than a decade experience into Intersystems stack of technologies including IRIS, Ensemble, Healthshare, Healthconnect, Cache Objectscript, Mumps, Zen, Analytics etc. with companies spread over US and UK involved in multiple domains.

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Hi Community,

Please welcome the new video on InterSystems Developers YouTube:

Best Practices for In-Platform AI

https://www.youtube.com/embed/K2xm6LIVA6U
[This is an embedded link, but you cannot view embedded content directly on the site because you have declined the cookies necessary to access it. To view embedded content, you would need to accept all cookies in your Cookies Settings]

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Native API , IRIS 2019 regression vs Cache .Net provider

1. checking the native API, with .net provider, from IS docs, I realize,

that it is not possible to wrap objectSricpt Class with .NET (C# for example) pure Class with it's methods/properties

and make pure instance syntax of: new myNetClass - as wrapper of irisClass.

as I realize, you can run .Net Class , only with .Invoke or iris.ClassMethodVoid("class.name","method")

such syntax, cannot execute event driven on proprety change, let say, with it's build in mechanizm in .Net

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I successfully installed IRIS Community edition on my new RYZEN7 desktop. However when I try to start IRIS I get an error event that states IRIS cannot start due to too many cores. (I have 15 on this CPU).

So how do I resolve this? I do have to install the image onto a single core? Or how many cores can this version run on?

Any comments/suggestions or hysterical laughter will be very much appreciated.

Thanks,
Gary Marston

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Hello All

I'm running into an issue performing UPDATES that I'm not getting on INSERTS. It's probably obvious, but I'm just not seeing it and could use a little help.

I'm going over an HL7 message and depending upon varying criteria, the relevent variables will get items added to them like the following:

Set patientId = pRequest.GetValueAt("PID:3")
Set sqlColumns = sqlColumns_",patient_id"
Set sqlValues = sqlValues_",?"
Set par($i(p)) = patientId

After compiling the variables, I check to see if accession number is found in the table.

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I'm close with this but I'm not sure how to grab JUST the GT1.3 data. I know I can do a substring but finding the 3rd | is a tad tricky. I've not been this deep in SQL for 15 years.

SELECT SUBSTRING(hm.RawContent, (CHARINDEX('GT1',hm.RawContent)), 50) as NameDesc
FROM Ens.MessageHeader as em, EnsLib_HL7.Message as hm
where em.Status = 'Suspended'
and em.MessageBodyId = hm.id

I expect it should flow like this...

SELECT UNIQUE SUBSTRING(RawContent, (FIND 3RD PIPE),(FIND 4TH PIPE) as NameDesc ....

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Question
· Jul 10, 2021
JSONExport

Hi.

How can I deserialize in C# JSON string created with %JSONExport - exported class includes property of type array of %String? Which type of property should I use in C# class to deserialize it properly (List<> doesn't work)?

Regards,

Matjaž

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Article
· Nov 18, 2020 7m read
Creating a PEX Business Operation

PEX is a new InterSystems IRIS feature to allows extends IRIS with existent features from Java or .NET.

It is possible create interoperability inbound and outbound adapters, business services (integrate from external to internal) and operations (integrate internal to external).

To create a PEX component it is necessary import .NET (InterSystems.EnsLib.PEX.*) or Java (com.intersystems.enslib.pex.*) packages and extends or implements the properly class.

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Newly created routines aren't showing up in the list for a namespace, even using the refresh button.

I checked the ^ROUTINE global and the newly created routine is there. Also, I can zload it and zprint it in the namespace.

Is there another global that is not being populated that vscode uses to build the list?

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I am attempting to prevent ADT merge messages from coming into Healthshare if the MRN being merged does not exist. To my mind, the best way to do this would be to check the PriorPatientIdentifierList.IDNumber against the HS.SDAStreamletMRN global. However, I'm not able to get it to work in Business Rule classes.

Something like:

<when condition="$G(^HS.SDAStreamletMRN('MRN','Facility^AssigningAuthority^'_(Document.{MRG:PriorPatientIdentifierList(1).IDNumber}))=(&quot;&quot;))">

<return></return>

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Hey guys,

I have a problem when creating a remote database (via ECP), when I select the remote directory field it presents the error below:
"There was an error on the server:
ERROR # 179: An unexpected error has occurred:
<DIRECTORY>zRemoteDatabaseListExecute+52^SYS.Database.1.*:ds:IRISTEMP
ORIGIN ELEMENT:% CSP.UI.Component.remoteDatabaseSelect (DirectororySelect)
"

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Hi Community,

Did you know about OWASP and Top Ten Web Application security risks to your Web API or Web Apps?

OWASP is a community foundation created to help us to improve the security of web apps/web APIs. OWASP do the web apps more secure through its community-led open source software projects, hundreds of chapters worldwide, tens of thousands of members, and by hosting local and global conferences.

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Hi Developers!

Here're the technology bonuses for the InterSystems IRIS AI contest that will give you extra points in the voting.

IntegratedML usage - 4 points

Use InterSystems IntegratedML in you AI/ML solution. Here is the template that uses it.

Be sure that the IRIS version is not less than 2021. The latest ML images with ZPM are:

intersystemsdc/iris-ml-community:2021.1.0.215.0-zpm
intersystemsdc/irishealth-ml-community:2021.1.0.215.0-zpm

R Gateway and Python gateway usage - 4 points

InterSystems IRIS 2021 release contains two new features - R gateway and Python gateway. Here is the template on how to use the R gateway. Here is a short demo of how to use it.

Embedded Python usage - 4 points

Embedded Python is a very new feature of InterSystems IRIS that gives you the option to use python as a "first-class citizen" in backend business logic development with InterSystems classes. Short demo of Embedded Python.

Embedded python could be used in "on-demand" images that could be delivered via InterSystems Early Access Program (EAP) if you refer to python-interest@intersystems.com.

Here is the template package on how to use Embedded Python deployable with ZPM. Don't forget to change the image to the one you get from the Early Access program.

PMML usage - 4 points

PMML - Predictive Modelling Markup Language - can be used to build AI/ML solutions with InterSystems IRIS. Check with documentation.

There is an example in Open Exchange on how to use PMML.

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Hey Developers,

We have some good news for you:

💥 InterSystems AI contest participants can use Embedded Python in their solutions! So if you are not yet a member of the Embedded Python Early Access Program (EAP), now is the time!

Refer to python-interest@intersystems.com and you'll get FREE access to the InterSystems IRIS Embedded Python features.

In addition, we invite all EAP participants to the special Embedded Python kick-off webinar tomorrow, July 6 at 10:00 AM EDT – an easy start on how to use Embedded Python! Demonstration of the new features of the data platform, examples applications, and of course rewards.

After you become an EAP member, you will receive a special link to join the kick-off webinar:

➡️ RSVP: python-interest@intersystems.com

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Discussion
· Jul 6, 2021
Vunerability Scan

Hi All,

I have to do intersystems iris objectscript code vulnerability scan. I tried in synck vulnerabilities but it's not supported for the xml file. Can someone guide me? Anyother tools are there to do this?

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