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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
  • 33165 Views
  • 22 replies
  • 46 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 ...

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  • 33165 Views
  • 22 replies
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Latest Reply
Darshan137
New Contributor II
  • 46 kudos

Dear Certifications TeamI have completed full Generative AI Engineering Pathway, so I received module wise knowledge badge but I didn't received the overall certificate which mentioned in description which is Generative AI Engineer with one Star. Req...

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bk073
by New Contributor
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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...

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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
  • 2210 Views
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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
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  • 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...

  • 6724 Views
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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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Rafael2
by New Contributor
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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
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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
  • 1557 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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Latest Reply
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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Sujitha
by Databricks Employee
  • 2165 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...

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  • 2165 Views
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Latest Reply
Ajay-Pandey
Databricks MVP
  • 2 kudos

Must read

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llmnerd
by New Contributor
  • 1638 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_...

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Alberto_Umana
Databricks Employee
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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
  • 3007 Views
  • 2 replies
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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...

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Brian-Nowak
Databricks Partner
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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
  • 31423 Views
  • 5 replies
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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...

  • 31423 Views
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ishmaelamin
Databricks Partner
  • 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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cleversuresh
by New Contributor III
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Generative Certification notebook error

I am preparing for Generative Certification and facing the below error (LookupError:) when running the notebook in the first module. These were running without any errors in the past.Complete error stack trace:****************************************...

  • 3850 Views
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MohammedArif
Databricks Partner
  • 5 kudos

Define all the helper functions from include folder (_helper_functions.py) in your main notebook itself and run these:import nltknltk.download('punkt')nltk.download('wordnet')nltk.download('omw-1.4')nltk.download('punkt_tab')nltk.download('averaged_p...

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MauricioLins
by Databricks Partner
  • 3177 Views
  • 1 replies
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Generative Certification notebook error

Hello,I have been trying to run the GenAI course notebook and this error below. I've already tried to download the averaged_perceptron_tagger_eng as it suggests, but the error keeps coming and I am running out of ideas, does anyone can help please?Re...

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MohammedArif
Databricks Partner
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Hi,I too was getting same error while running the notebook on my cluster. Got fixed after running these. import nltknltk.download('punkt')nltk.download('wordnet')nltk.download('omw-1.4')nltk.download('punkt_tab')nltk.download('averaged_perceptron_tag...

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koantek_user
by Databricks Partner
  • 5989 Views
  • 1 replies
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What model is powering the AI/BI Genie in Databricks

Hello,We are conducting feasibility study of securely opening up the new features to our team members and want to use AI/BI Genie  - Genie Spaces1. How does it leverage the AI underneath .. what AI service is used , is the data shared with AI service...

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jamesl
Databricks Employee
  • 1 kudos

Hi @koantek_user, In case you haven't already found answers in documentation, AI/BI Genie uses Azure OpenAI -- your data is not used for training and model partners do not retain your data. (see trust and safety) Your data is governed and secured by ...

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Srav
by New Contributor
  • 9399 Views
  • 2 replies
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I have not received the badge for Generative AI Fundamentals Accreditation

Hi Team,I have completed the course and cleared the exam of Generative AI Fundamentals Accreditation, but I did not receive the related badges yet. It's been 3 days.Could you please look into this matter?I appreciate if you can help.Thanks,Sravanthi

  • 9399 Views
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Latest Reply
Juan_Cardona
Databricks Partner
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Hi srav, I have been on the same position, the badges usually arrives on 1 or 3 days, but there are some cases that they take a little more time to arrive, maybe 1 or 2 weeks. 

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nagND
by Databricks Partner
  • 5924 Views
  • 1 replies
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Resolved! Mosaic Vector Search

I created a RAG using a corpus of pdf which I have on ADLS. Now where will the chunked text and vector embedding be stored once I parse all the PDFs and I want to start retrieval?  

  • 5924 Views
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Latest Reply
LauJohansson
Databricks Partner
  • 2 kudos

Option 1: Delta Sync Index with embeddings computed by Databricks You provide a source Delta table that contains data in text format. Databricks calculates the embeddings, using a model that you specify, and optionally saves the embeddings to a table...

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Cummings012
by New Contributor II
  • 1634 Views
  • 1 replies
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Is there a batch query option for similar vectors available in Mosaic AI Vector Search?

Hi all,I have been exploring databrick's vector search offering, and was wondering if it had the ability to run a batch query?I would like to be able to do something like the following where both embedding_1 and embedding_2 are separate vectors that ...

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filipniziol
Esteemed Contributor
  • 1 kudos

Hi @Cummings012 ,As per documentation it is not possible, as the API supports single queries.The workaround is to process these queries in parallel to improve throughput.

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