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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
  • 18762 Views
  • 13 replies
  • 20 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
  • 18762 Views
  • 13 replies
  • 20 kudos
Latest Reply
Ayushi01
New Contributor II
  • 20 kudos

How to access the playground?

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bk073
by New Contributor
  • 356 Views
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Unable to query foundation model

I was trying to run a query on the foundational model using the example given in the document. - https://docs.databricks.com/en/machine-learning/model-serving/score-foundation-models.html But I am getting errors. Is it the issue with the version or t...

  • 356 Views
  • 1 replies
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Latest Reply
Walter_C
Databricks Employee
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Can you share the error message that you are receiving?

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kanks987
by New Contributor
  • 841 Views
  • 2 replies
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Assistance with Combined Filters in Databricks Vector Store Index

 Hi,I’m working with the Databricks vector store index and need to apply combined filters to retrieve chunks that meet specific criteria.My index contains the following columns: product_category, product_date, and description.Question 1: How can I re...

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altaysaid
New Contributor II
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How do we do multiple filters? for example I want to filter a vector store by two columns with an AND logic.

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akinakinbiyi
by New Contributor III
  • 2780 Views
  • 5 replies
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Accessing Databricks Lab Materials

Hello Databrick Support,Why is it so complex to get access to the Lab Materials after subscription. Each time I tried accessing this materials, it show a message stating "The Course has ended and no longer accessible". If this message is accurate, wh...

  • 2780 Views
  • 5 replies
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Latest Reply
jmichaelbryan
New Contributor II
  • 4 kudos

Did this ever get resolved? I was taking the course and then stopped for a month or so to focus on other things. Now that I'm back, I can't see the labs from within the course.

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skrishnaprasad
by New Contributor III
  • 610 Views
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Vector Index format.

On of the key benefits of a delta table format is that it's open.  Is this also the case for vector indexes as well? If so where could I find it's specification?In Databricks today, we see that we can create and manage a vector index using API's. (ht...

  • 610 Views
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Alberto_Umana
Databricks Employee
  • 0 kudos

The Delta table format is indeed open, which is one of its key benefits. However, the same cannot be said for vector indexes. The specifications for vector indexes are not openly available in the same way as Delta tables.   Regarding the creation and...

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ChrisChan
by New Contributor III
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  • 5 replies
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Resolved! Databricks AI Genie - Data Security and Thrid Party Platform

I am currently exploring the possibility of using Databricks AI Genie to allow layman users to ask questions and retrieve data on their own.We would like to keep the data in our warehouse (e.g., Snowflake or local). I read the documentation, but it s...

  • 1146 Views
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Rjdudley
Valued Contributor
  • 5 kudos

I'll take a stab at "Also, how secure is Genie AI?" since I've dug into this for our own uses. There aren't many moving parts to Genie, it's really just a fine-tuned LLM and the rest is the same stuff you use in your notebooks.The most insecure part ...

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Rafael2
by New Contributor
  • 579 Views
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Preventing Genie from Returning Empty Tables as Responses

Hello! I am implementing the use of a Genie Room in my company. During development, we are encountering several situations where Genie returns an empty table.I understand that an empty table is always an error—either due to a mistake in the user's qu...

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TakuyaOmi
Valued Contributor II
  • 0 kudos

I found this to be a very interesting approach.One important point to consider is that an empty result can also carry meaning. With this in mind, I provided the following instructions to Genie:When a user's query results in an empty table, first dete...

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maltasa
by New Contributor
  • 599 Views
  • 1 replies
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Large datasets in Databricks

How can I efficiently handle large datasets in Databricks when performing group-by operations to avoid out-of-memory errors? Are there any best practices or optimizations for improving performance, such as partitioning or caching, especially when wor...

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TakuyaOmi
Valued Contributor II
  • 0 kudos

Hi, @maltasa I believe this article might help answer your question.Comprehensive Guide to Optimize Databricks, Spark and Delta Lake Workloads 

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felipe_silva
by New Contributor II
  • 9037 Views
  • 4 replies
  • 2 kudos

Genie Space Embedded or access using a REST API

Hi all.I would like to embed Genie Space in my company's data intranet to be used like a "ChatGPT", would it be possible?Or use an API to make a call from Genie Space (in this case we would develop an interface on the intranet and send the questions ...

  • 9037 Views
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Latest Reply
Atharv_1604
New Contributor III
  • 2 kudos

@felipe_silva Have you got api for the same 

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narenderkumar57
by New Contributor
  • 406 Views
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How to perform combined search on structured and unstructured data in databrick using RAG or other

I created a RAG application in databricks which performs the following steps:1. Extract text from PDF files2. Prepare embeddings on extracted text and create vector search index3. Create a LLM model and served the model which can answer question base...

  • 406 Views
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Sujitha
by Databricks Employee
  • 1144 Views
  • 1 replies
  • 2 kudos

Insights from a global survey of 1,100 technologists and interviews with 28 CIOs

How to unlock enterprise AI: “You can have all the AI in the world, but if it’s on a shaky data foundation, then it’s not going to bring you any value.” — Carol Clements, Chief Digital and Technology Officer, JetBlue Companies everywhere have been qu...

Screenshot 2024-11-15 at 3.52.14 AM.png
  • 1144 Views
  • 1 replies
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Latest Reply
Ajay-Pandey
Esteemed Contributor III
  • 2 kudos

Must read

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MattB
by New Contributor III
  • 628 Views
  • 0 replies
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AI/BI Genie - Components

I am almost certain that AI/BI Genie is using Azure OpenAi under the hood. Does anyone knows if Langchain has been used too ?

  • 628 Views
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Sujitha
by Databricks Employee
  • 18762 Views
  • 13 replies
  • 20 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
  • 18762 Views
  • 13 replies
  • 20 kudos
Latest Reply
Ayushi01
New Contributor II
  • 20 kudos

How to access the playground?

  • 20 kudos
12 More Replies
llmnerd
by New Contributor
  • 648 Views
  • 1 replies
  • 1 kudos

DataBricks Foundational model rate limiting approach

Hi there,is this the correct approach to fulfil the rate limit restrictions in the foundational model API?from langchain_core.rate_limiters import InMemoryRateLimiter rate_limiter = InMemoryRateLimiter( requests_per_second=2.0, check_every_...

  • 648 Views
  • 1 replies
  • 1 kudos
Latest Reply
Alberto_Umana
Databricks Employee
  • 1 kudos

Hello @llmnerd, Yes, the approach you have outlined to fulfill the rate limit restrictions in the foundational model API using InMemoryRateLimiter from langchain_core appears to be correct. This setup should help you manage the rate limits effectivel...

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gwfj
by New Contributor
  • 1137 Views
  • 2 replies
  • 0 kudos

Retrieved Docs in Message History

Hi,I've deployed a Langchain model via MLFlow log model and a deployment agent (following this https://notebooks.databricks.com/demos/llm-rag-chatbot/index.html#)How do I add additional content to the message history for example, I'd like to add retr...

  • 1137 Views
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Latest Reply
Brian-Nowak
New Contributor II
  • 0 kudos

Hi @davidhuang thanks for pointing to that demo! That implementation of chat history did work in my experience, but it's a little simplistic and could be token-intensive if the history needs to be maintained as a list like that. Has Databricks done a...

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GeorgeAristides
by New Contributor III
  • 29168 Views
  • 5 replies
  • 7 kudos

Unity Catalog

I am new to the Databricks platform, and I am following the LLM course on youtube after being captivated by the excellent conceptual explanations and a longstanding desire to use this platform.Running the first cell in the module -%run ../Includes/Cl...

  • 29168 Views
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  • 7 kudos
Latest Reply
ishmaelamin
New Contributor II
  • 7 kudos

I was able to address this issue by upgrading the pip library, next I modified subsequent code that attempted to update specific versions of libraries needed by the code by simply importing the specific versions.  

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