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Generative AI
Explore discussions on generative artificial intelligence techniques and applications within the Databricks Community. Share ideas, challenges, and breakthroughs in this cutting-edge field.
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Forum Posts

Sujitha
by Databricks Employee
  • 29159 Views
  • 18 replies
  • 33 kudos

Databricks Announces the Industry’s First Generative AI Engineer Learning Pathway and Certification

Today, we are announcing the industry's first Generative AI Engineer learning pathway and certification to help ensure that data and AI practitioners have the resources to be successful with generative AI. At Databricks, we recognize that generative ...

Screenshot 2024-01-24 at 11.32.01 PM.png
  • 29159 Views
  • 18 replies
  • 33 kudos
Latest Reply
AIChief
New Contributor II
  • 33 kudos

thanks for sharing

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aliciachimeno
by New Contributor III
  • 5009 Views
  • 7 replies
  • 5 kudos

Genie Agent Integration in Databricks

I'm developing an Agent using the Cookbook template and would like to incorporate a Genie agent. I came across the Databricks GitHub repository and noticed they're actively working on it: GitHub - Genie Agent. However, it seems to be in the early sta...

  • 5009 Views
  • 7 replies
  • 5 kudos
Latest Reply
NathanSundarara
Valued Contributor
  • 5 kudos

I think Teams/Slack channel as a chat bot will be more exciting use case. When we demoed the Genie to our executives we are in Retail Industry Client and we have lots of stores one of the thing they said is this would be awesome if this can be in Tea...

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Sangamswadik
by New Contributor III
  • 3837 Views
  • 0 replies
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Error when logging artifact OSError: [Errno 5] Input/output error: '/dbfs/Volumes'

Hi, I'm building an streamlit application on databricks apps, where user can upload some data , and I run an  LLM model and return results. There, I want to log an artifact to a volume. I'm following this documentation https://docs.databricks.com/aws...

  • 3837 Views
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dfighter1312
by New Contributor
  • 3783 Views
  • 0 replies
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Behavior of Vector Index Sync with Delta Tables When Using OVERWRITE vs MERGE in Databricks

I'm working with vector search in Databricks using vector index sync with Delta tables, and I'm a bit unclear on how updates to the source table affect the vector index, specifically when using different write operations.If I overwrite the source Del...

  • 3783 Views
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sebascardonal
by New Contributor III
  • 6137 Views
  • 4 replies
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Resolved! LangGraph MemorySaver checkpointer usage with MLflow

Hi everyone.I am working on a graph that utilizes the MemorySaver class to incorporate short-term memory. This will enable me to maintain a multi-turn conversation with the user by storing the chat history.I am using the MLflow "models from code" fea...

  • 6137 Views
  • 4 replies
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Latest Reply
sebascardonal
New Contributor III
  • 0 kudos

Hi @moemedina. No, I didn't.I'm considering using ChatModel/ChatAgent class to wrap the graph and be able to move on. However, the MLflow documentation is still referring to ChatModel where Chat Agent is the latest recommendation:MLflow ChatModel Doc...

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SaiVihAI
by New Contributor
  • 1063 Views
  • 1 replies
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Metadata filtering mechanism in Databricks Vector Search

Does Databricks vector search support pre-filtering or post-filtering or both in metadata filtering?

  • 1063 Views
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Latest Reply
Alberto_Umana
Databricks Employee
  • 0 kudos

Hello @SaiVihAI, Yes, It uses in-query filtering. The algorithm takes a series of iterative steps to determine if the filtered set is small enough to execute brute-force search or if it proceeds with AN

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Ulfzerk
by New Contributor
  • 3408 Views
  • 0 replies
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Custom sentence transformer for indexing

Hi! i would like to use my own sentence transformer to create a vector index. It is not a problem using mlflow sentence-transformer flavour, it works fine with: mlflow.sentence_transformers.log_model( model, artifact_path="model", signatu...

  • 3408 Views
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jAAmes_bentley
by Contributor
  • 3296 Views
  • 0 replies
  • 1 kudos

AI_QUERY fails with o1-mini

As of sometime between March 7th and March 12, the AI_QUERY function has become very temperamental with Azure OpenAI models.Asking a basic question of our Mosaic AI o1-mini serving endpoint using AI_QUERY causes an error sometimes but not every time:...

jAAmes_bentley_0-1741797431261.png
  • 3296 Views
  • 0 replies
  • 1 kudos
Mohamednazeer
by New Contributor III
  • 4948 Views
  • 2 replies
  • 2 kudos

Serving endpoint with external model (azure openai) is throwing "Public network access is disable "

Databricks serving endpoint is not working as expected throwing an exception as "Public network access is disable, Create private endpoints".We have create the azure openAI resource with public network access disabled, but also we have created the pr...

  • 4948 Views
  • 2 replies
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Latest Reply
Ismael-K
Databricks Employee
  • 2 kudos

Serving endpoints with external models will require creating Network Connectivity Configuration objects at the account level to connect to the Azure OpenAI resource. The feature is currently in private preview, please reach out to your Databricks acc...

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VELU1122
by New Contributor II
  • 4331 Views
  • 1 replies
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Copying/cloning Vector index table

Regarding copying or cloning vector index tables, it appears that direct copying or cloning is not possible, as Databricks throws the message: "Securable with kind TABLE_ONLINE_VECTOR_INDEX_REPLICA does not support Lakehouse Federation."It seems that...

  • 4331 Views
  • 1 replies
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Latest Reply
Ismael-K
Databricks Employee
  • 0 kudos

Direct cloning of a vector index table may not be possible. However, if Databricks generates the embeddings, you can enable "Sync computed embeddings" to save them to a Unity Catalog table. Alternatively, you can set the parameter sync_computed_embed...

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xiinex
by New Contributor
  • 3279 Views
  • 0 replies
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Exception: The demo llm-rag-chatbot doesn't exist.

Hello,when I try to bring the demo environment (LLM Chatbot With Retrieval Augmented Generation (RAG) and DBRX) into my Databricks workspace, I get the following error: Exception: The demo llm-rag-chatbot doesn't exist.I execute the following code: %...

  • 3279 Views
  • 0 replies
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Paolo_Finardi
by New Contributor III
  • 2085 Views
  • 4 replies
  • 2 kudos

Building a Chatbot Assistant for Data Analysts Leveraging Unity Catalog

Hey everyone,I'm working on a project to enhance our data analysts' experience on the platform. In our company, we've done a great job with Unity Catalog, and we have comprehensive descriptions for all the tables and columns in our data lake.I'm inte...

  • 2085 Views
  • 4 replies
  • 2 kudos
Latest Reply
Paolo_Finardi
New Contributor III
  • 2 kudos

Hi MariuszK,I can confirm that the RAG architecture on Databricks works very well—we’ve taken it to production and are very satisfied with the results. As a first step, I'll try creating a Genie Room on the system table to see if it can help retrieve...

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RaviSingh0000
by New Contributor
  • 12733 Views
  • 0 replies
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Genie Space

Hi Team,I would like to use Genie to enable NLP on my delta lake. However, the documentation mention the limitation as 20 messages per minute for a workspace for all Genie Spaces.Is there a pay-as-go model for Genie Space?Regards,Ravi Kumar Singh 

  • 12733 Views
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aero_g
by New Contributor
  • 911 Views
  • 1 replies
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Issues with Generating Synthetic Data Using the Mosaic AI API - 403 Permission Denied Error

 Hi everyone,I’m currently working with the new Synthetic Data Generation API in Mosaic AI, and I’ve encountered an issue when trying to generate questions for a document. Specifically, I’m running into the following error:Failed to generate question...

  • 911 Views
  • 1 replies
  • 0 kudos
Latest Reply
Alberto_Umana
Databricks Employee
  • 0 kudos

Hi @aero_g, Looks like it is not supported on your region, but I will get more details internally.

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paalvibe
by New Contributor III
  • 1241 Views
  • 3 replies
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Should elaborate and complex LLM apps be deployed as MLFlow serving endpoints?

In a project we are building increasingly complex LLM-based Apps (RAG, multi-agent workflows, langgraph, unstructured ingestion etc), and we are having doubts if these apps should be deployed as MLFlow-based endpoints. I would like your feedback on i...

  • 1241 Views
  • 3 replies
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Latest Reply
paalvibe
New Contributor III
  • 0 kudos

Actually, maybe root folder was imprecise. The point is that it gets file system access. It becomes a regular Workspace user, with too much access. If, however, you want to give it specific accesses beyond that, you could give it access to specific v...

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