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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
  • 22405 Views
  • 13 replies
  • 23 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
  • 22405 Views
  • 13 replies
  • 23 kudos
Latest Reply
LRALVA
Contributor II
  • 23 kudos

Thanks @Sujitha for sharing.

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12 More Replies
mortenhaga
by Contributor
  • 32699 Views
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Databricks Genie

Hi allWe have just started a little mini project on using Genie and up until now, our experience is very positive. Therefore, Im interested in more documentation and learning materials other than what Databricks officially has (https://docs.databrick...

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Databricks_AI
New Contributor II
  • 1 kudos

Hi @mortenhaga , since we are also looking for the same approach, is there a way that you found out or is there any reply which helped you to figure out the above problem?

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javieryw
by New Contributor
  • 723 Views
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Error Calling Llama Guard Model from Databricks Marketplace after deploying the model

I am facing issues calling the Llama Guard Model after deploying it to Model Serving on Databricks.  I deployed the model by requesting instant access from Databricks Marketplace and deployed it to Model Serving.I am following the code examples here:...

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Latest Reply
Alberto_Umana
Databricks Employee
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@javieryw, The error you are encountering, "400 Client Error: Bad Request for url:  https://westus.azuredatabricks.net/serving-endpoints/llama-guard/invocations. Response text: Bad request: json: unknown field 'dataframe_split'", indicates that the p...

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Anureka
by New Contributor II
  • 2417 Views
  • 3 replies
  • 1 kudos

Gen AI Fundamentals Badge

I'm trying to take the quiz and get the badge for Gen AI Fundamentals, but unfortunately unable to do so as the login credentials aren't letting me in. Please advice where to find the link to take the quiz here.

  • 2417 Views
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Latest Reply
priiyankapj91
New Contributor II
  • 1 kudos

I'm trying to take the quiz and get the badge for Gen AI Fundamentals, but unfortunately unable to do so as the login credentials aren't letting me in. Please advice where to find the link to take the quiz here.  

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bk073
by New Contributor
  • 535 Views
  • 1 replies
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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...

  • 535 Views
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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
  • 1166 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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Latest Reply
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
  • 3662 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...

  • 3662 Views
  • 5 replies
  • 4 kudos
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
  • 833 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...

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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
  • 2650 Views
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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...

  • 2650 Views
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Latest Reply
Rjdudley
Honored 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
  • 1398 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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Takuya-Omi
Valued Contributor III
  • 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 II
  • 866 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...

  • 866 Views
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Takuya-Omi
Valued Contributor III
  • 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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narenderkumar57
by New Contributor
  • 1998 Views
  • 0 replies
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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...

  • 1998 Views
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Sujitha
by Databricks Employee
  • 1483 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
  • 1483 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
  • 1323 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 ?

  • 1323 Views
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llmnerd
by New Contributor
  • 841 Views
  • 1 replies
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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_...

  • 841 Views
  • 1 replies
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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...

  • 1 kudos