ChatIRIS Health Coach, a GPT-4 based agent that leverages the Health Belief Model (Hochbaum, Rosenstock, & Kegels, 1952) as a psychological framework to craft empathetic replies.

DNA Similarity and Classification was developed as a REST API utilizing InterSystems Vector Search technology to investigate genetic similarities and efficiently classify DNA sequences. This is an application that utilizes artificial intelligence techniques, such as machine learning, enhanced by vector search capabilities, to classify genetic families and identify known similar DNAs from an unknown input DNA.

K-mer Analysis: Fundamentals in DNA Sequence Analysis

Fragmentation of a DNA sequence into k-mers is a fundamental technique in genetic data processing.

TL;DR

This article introduces using the langchain framework supported by IRIS for implementing a Q&A chatbot, focusing on Retrieval Augmented Generation (RAG). It explores how IRIS Vector Search within langchain-iris facilitates storage, retrieval, and semantic search of data, enabling precise and up-to-date responses to user queries. Through seamless integration and processes like indexing and retrieval/generation, RAG applications powered by IRIS enable the capabilities of GenAI systems for InterSystems developers.

A notebook and a complete Q&A chatbot application using the topics discussed

Hello developers, 

Our project was designed to optimize patient clinical outcomes by reducing hospitalization time and supporting the development of resident and novice physicians. Additionally, it contributes to lowering financial waste in the healthcare system by improving the monitoring of pregnant patients, thereby decreasing risks and enhancing their safety.

Using the most accessible tool, the smartphone, was the obvious choice to make patients' lives easier.

Hi Community,

I'm looking for someone who has already made data ingestion into IRIS (or Caché) from Pentaho Data Integration.

Thanks in advance.

The introduction of InterSystems' "Vector Search" marks a paradigm shift in data processing. This cutting-edge technology employs an embedding model to transform unstructured data, such as text, into structured vectors, resulting in significantly enhanced search capabilities. Inspired by this breakthrough, we've developed a specialized search engine tailored to companies.

We harness generative artificial intelligence to generate comprehensive summaries of these companies, delivering users a powerful and informative tool.

Companies Search is a API REST, harnesses InterSystems Vector Search to

Hi Community,

Here is a brief walkthrough on the capabilities of IRIS AI Studio platform. It covers one complete flow from loading data into IRIS DB as vector embeddings and retrieving information through 4 different channels (search, chat, recommender and similarity). In the latest release, added docker support for local installation and live version to explore. 

Hi,

I use the data functions but don't know what they all do.  Is there a dictionary that explains what each function does?

Thanks,

Lai Pham

Hi guys,

I try to make a test of encryption, decryption of a simple text.

I can crypt my text, but I can't decrypt it, do you see somewhere a dummy error of my part ?

Thanks for help

ClassMethod UnitTest()

{

  set inputPlainText = "David"

  // get private key

  set privKeyFileName = "C:\temp\toto.pem"

  set privobjCharFile = ##class(%Stream.FileCharacter).%New()

  set privobjCharFile.Filename = privKeyFileName

  set privKey = privobjCharFile.Read()

  set Inputbase64 = $SYSTEM.Encryption.Base64Encode(inputPlainText)

  // encrypte text using RSA

  set encryptText =

I don't have a current project where I am needing to create a new operation that uses SOAP at the moment but as someone who still has some SOAP connections in her Production, I was curious if VSCode had an equivalent to the SOAP Wizard that helped create all of the SOAP classes needed based on the provided WSDL? Does anyone know? Or has this become a manual process? 
Thanks in advance for help curbing my curiosity! 

InterSystems is pleased to announce the general availability of:

• InterSystems IRIS Data Platform 2024.1.0.267.2
• InterSystems IRIS for Health 2024.1.0.267.2
• HealthShare Health Connect 2024.1.0.267.2

This release adds support for the Ubuntu 24.04 operating system.  Ubuntu 24.04 includes Linux kernel 6.8, security improvements, along with installer and user interface improvements.  InterSystems IRIS IntegratedML is not yet available on Ubuntu 24.04.

Additionally, this release addresses two defects for all platforms:

• A fix for some SQL queries using “NOT %INLIST” returning incorrect results.

Problem

Do you resonate with this - A capability and impact of a technology being truly discovered when it's packaged in a right way to it's audience. Finest example would be, how the Generative AI took off when ChatGPT was put in the public for easy access and not when Transformers/RAG's capabilities were identified. At least a much higher usage came in, when the audience were empowered to explore the possibilities.  

Motivation

Recently I got to participate in MIT Grand Hack, Boston where during my conversation with other participants, I noticed immense interest from physicians and

In the previous article, we saw different modules in IRIS AI Studio and how it could help explore GenAI capabilities out of IRIS DB seamlessly, even for a non-technical stakeholder. In this article, we will deep dive into "Connectors" module, the one that enables users to seamlessly load data from local or cloud sources (AWS S3, Airtable, Azure Blob) into IRIS DB as vector embeddings, by also configuring embedding settings like model and dimensions. 

New Updates  ⛴️ 

• Online Demo of the application is now available at https://iris-ai-studio.vercel.app
• Connectors module can now load data from

Hi

How do I view the .int code of a compiled class in VS Code?

I am trying to use gj::Locate and the setup works, the explanation is all fine but when i paste an error from the Error Logs into the gj::locate it firstly tells me that it can't find the .cls and when I paste in the .int reference in the text box where you can specify the class, method, line+offset it replies that it can't find the item.

This is something to do with the objectscript extension rather than gj::locate

Nigel 

Hi, I need to use some pythonic library from cos.
To use them I need a python dict with some python object in it
Ex in python:

obj = pythonObject("value1")
dict = {object : obj  ,key : "value2"}
result = pythonFunc(dict)

To do that I first tried to pass by dynamic object, to later convert them in dict from Json. But unfortunately the dynamic object doesn't accept python object inside it. And my pythonic function need to have an instance of my python object.
So I tried with the python built-in function dict() to create a python dictionary, but I'm not sure how to use it as in the python

Hi Community,

In this article, I will introduce my application iris-image-vector-search.
The image vector retrieval demo uses IRIS Embedded Python and OpenAI CLIP model to convert images into 512 dimensional vector data. Through the new feature of Vector Search, VECTOR-COSINE is used to calculate similarity and display high similarity images.

Application direction of image retrieval  

Image retrieval has important application scenarios in the medical field, and using image retrieval can greatly improve work efficiency. Image retrieval can also be applied in the following fields, such as:

• Image

The InterSystems documentation new look is pretty awesome. The integrated pervious release documentation are single page is really useful.

Dark mode and collapse the side bar option is cool!

Hi. In a project I'm involved in I need to connect to a MongoDB database, read some data and store it in some internal table. 

I'm wondering what's the best way to connect to MongoDB, as it seams to me there's no native Intersystems adapter.

Did anyone have handled such a scenario?

Thank you. Best regards 

Davide Cecchetto

Hi,
I have a spring-boot Java application which has Quartz Scheduler (spring-boot-quartz-starter) dependency, and uses IRIS DB.
There is a problem with making Quartz Scheduler work with IRIS since there is a blob field expected in two tables, but IRIS is using longvarbinary type.
Can you provide me with clues on how to resolve this?
I am using org.quartz.impl.jdbcjobstore.StdJDBCDelegate driverDelegateClass.
This is the error:
MisfireHandler: Error handling misfires: Couldn't retrieve trigger: invalid stream header: 41434544
org.quartz.JobPersistenceException: Couldn't retrieve trigger: invalid

here is the command I run 

docker pull containers.intersystems.com/intersystems/iris-community:2024.1

docker run --name iris -d --publish 1972:1972 --publish 52773:52773 91b900c4baf5

docker ps

CONTAINER ID   IMAGE                                        COMMAND                  CREATED          STATUS                      PORTS                                                                                                                      NAMES
9b92e6dabb2f   91b900c4baf5                                 "/tini -- /iris-main"    44 minutes ago   Up 44 minutes (unhealthy)

Is there a way to use the %JSON.Adaptor to project readable JSON when a property is defined as a %Integer but with a DISPLAYLIST ? 

Class User.CExampleJSON Extends (%RegisteredObject, %JSON.Adaptor, %XML.Adaptor)
{

Property something As%Integer(DISPLAYLIST = ",OK,Error,Warning", VALUELIST = ",0,1,2") [ InitialExpression = 0 ];ClassMethod RunMe()
{
      set obj = ..%New()
      set obj.something = 2do obj.%JSONExportToString(.string)
      write"JSON : " _ string,!!!

      write"Content  : " _ ..somethingLogicalToDisplay(obj.something),!
}

}

Which gave on the

Hi Community,
In this article, I will introduce my application iris-VectorLab along with step by step guide to performing vector operations.

IRIS-VectorLab is a web application that demonstrates the functionality of Vector Search with the help of embedded python. It leverages the functionality of the Python framework SentenceTransformers for state-of-the-art sentence embeddings.

Application Features

• Text to Embeddings Translation.
• VECTOR-typed Data Insertion.
• View Vector Data
• Perform Vector Search by using VECTOR_DOT_PRODUCT and VECTOR_COSINE functions.
• Demonstrate the difference between normal and vector search
• HuggingFace Text generation with the help of GPT2 LLM (Large Language Model) model and Hugging Face pipeline

Hi all, I need an advice (or a guide):

In an EC2 environment running RHEL, which memory management model makes sense to use. Standard Huge Pages or Transparent Huge Pages?

Hello Community,

I'm trying to load a file by execute this LOAD DATA SQL command in both studio and SQL-SMP I got the below error.

///sample executed queriesClassMethod ExecutedQueries()
{
    /// executed queries - 1
 LOAD DATA FROM FILE 'C:\\FHIRFILE\mycont.csv' COLUMNS ( C_COUNTRY VARCHAR ( 40 ) , C_CODE VARCHAR ( 20 ) ) INTO SAMPLE . COUNTRIES ( COUNTRY , CODE ) VALUES ( C_COUNTRY , C_CODE )
    /// executed queries - 2
LOAD DATA FROM FILE 'C:\FHIRFILE\mycont.csv' INTO SAMPLE . COUNTRIES ( COUNTRY , CODE )
    
}

sample data

Hey Community,

We have more exciting news! The new InterSystems online programming contest dedicated to Generative AI, Vector Search and Machine Learning is starting very soon! 

🏆 InterSystems Vector Search, GenAI and ML Contest 🏆

Duration: April 22 - May 19, 2024

Prize pool: $14,000

Hi Community,

We're pleased to invite you to the upcoming webinar in Hebrew:

👉 Maximize Your Success with InterSystems Support 👈

📅 Date & time: May 21st, 3:30 PM IDT

The traditional use of an IRIS production is for an inbound adapter to receive input from an external source, send that input to an IRIS service, then have that service send that input through the production.

With a custom inbound adapter though, we can make an IRIS production do more. We can use an IRIS production to process data from our own database without any external trigger.

By using an IRIS production in this way your data processing tasks now get to leverage all the built in features of an IRIS production, including:

• Advanced tracking and monitoring
• Multithreaded processing for

We are experimenting with IIS, as the PWS will be gone in newer versions.

The code which is executed, takes 15ms to run. If we execute it through PWS (REST), there is some overhead and the total execution time is 40ms, which is acceptable. However, if we go through IIS, it takes 150ms or sometimes even more.

Both PWS and IIS are running on the same server as IRIS in this case. No optimisations have been done on IIS.

Any suggestions on where to look/what to optimize on IIS?

 In our previous article, we explored how to send emails through Microsoft 365 using the Graph API. Since then, an anonymous client reached out to me about setting up some other methods of notifications through that API. He was particularly interested in Outlook’s tasks and calendar events. 

If you still have your client ID, client secret, and application ID from the last exercise, you may continue utilizing them.We will reuse the globals we stored from before with the GetToken method.Most of the setup in Microsoft Entra will not need to be repeated.

I am trying to create my first call to our Epic FHIR Repository from Health Connect using Samples-FHIRStarter now that I have OAuth2.0 connection tested/working with our Epic Interconnect URL.

When I take a patient example from our Epic environment and test it through Data.BPL.PatientRecordCollector within the Namespace, I keep getting a 404 - File or directory not found 

as it tells me it cannot find the patient. So, I know the connection is being established, I just can't see what is being sent to Epic to see if I could test it through Postman.

So, I enabled the following in the ISCLOG,