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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
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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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ChiranjeeviKudu
New Contributor III
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Thanks for sharing.

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llmnerd
by • New Contributor
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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
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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
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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...

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ishmaelamin
Databricks Partner
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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:****************************************...

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MohammedArif
Databricks Partner
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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
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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
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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
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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
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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

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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
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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?  

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LauJohansson
Databricks Partner
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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
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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
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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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swollazn
by • Databricks Partner
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Pyfunc mlflow loading Databricks Model failing

I am running this example notebook https://docs.databricks.com/_extras/notebooks/source/machine-learning/large-language-models/pyspark-dataframe-loader-langchain.htmlI am running most as if except switching embeddings and llm to databricks from OpenA...

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swollazn
Databricks Partner
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We abandoned this. Too many compatibility errors and we stuck with the notebook level. Good luck!

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WynanddB
by • Databricks Partner
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Enabling vector search

I have a team member doing the GenAI certification but she gets the following errorResponse content b'{"error_code":"BAD_REQUEST","message":"This trial workspace no longer has access to Vector Search. Please upgrade the workspace to continue to use V...

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nagND
Databricks Partner
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I am trying to enable mosiac vector search for my workspace but so far I can see the metastore in my catalog but no vector search.though I am on paid tier and have enabled unity catalog on the workspace. I am still not able to see vector search on my...

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dinusr
by • New Contributor
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from langchain.qa import RetrievalQA

Hi ,I have installed the library using "%pip install langchain", but still I couldn't import RetrievalQA. Could anyone help?

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filipniziol
Esteemed Contributor
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Hi @dinusr ,Are you using the correct namespace langchain.chains to import?from langchain.chains import RetrievalQAIf yes, try to 1. Install the most recent version %pip install --upgrade --force-reinstall langchain2. Restart the kernel : dbutils.lib...

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Galactech
by • New Contributor III
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Resolved! Vector Index Creation Initializing Phase

When using the web UI to create a vector index from an existing table with chunked data the creation fails at the "Initializing" phase after about 20 minutes.  I have validated the requirements are satisfied that are detailed here.I have also seen th...

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Galactech
New Contributor III
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I believe this "self-resolved".  Even though I was technically on a premium plan the trial period had not completed.  I think at this point I can say it is resolved.

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mortenhaga2
by • New Contributor III
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Resolved! Genie: Cant upvote/downvote, cant edit queries nor view other results

Hi allI have been trying to get some feedback on this before, but since this is important to if and how my organization is going to adopt this tool, I need some help on this:For me as an account admin and workspace admin, my problem is that I cant up...

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holly
Databricks Employee
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Amazing user story - this has been great for our internal discussions, thank you

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SandipCoder
by • New Contributor II
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Databricks SQL Agent is failing

Goal :I want to build one Databricks SQL Agent using that any Databricks users can interact with a specified schema in Unity Catalog and generate insights on their data.Followed the url as reference :https://docs.databricks.com/en/large-language-mode...

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amaan784
New Contributor II
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Following up on @Walter_C insights, I encountered the same issue and wanted to share the complete steps I took to fully resolve the issue:1) Upgrade SQLAlchemy: Running the following command before any other code resolved the sqlalchemy.types error: ...

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