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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

IM_01
by • Valued Contributor
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Databricks Knowledge Assistant

Hi All,I've been exploring Knowledge Assistant and trying to understand how it works under the hood. I noticed it's built on the Instructed Retriever architecture, and I recently came across an update called Instructed-Retriever-1, which is supposed ...

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IM_01
Valued Contributor
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@suryaprayaga , I see the instructed-retriever-1 generates pair of query & filter, there can be filters that vector-index does not contain, what all metadata fields are persisted on vector-index , in case of llama-index we define the metadata columns...

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Sangamswadik
by • Databricks Partner
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Resolved! 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...

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mark_ott
Databricks Employee
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The error   text OSError: [Errno 5] Input/output error: '/dbfs/Volumes' occurs because Databricks Apps (including Streamlit apps running on Databricks) currently do not have direct write access to /dbfs/Volumes for artifact logging via M...

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paalvibe
by • Databricks MVP
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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...

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paalvibe
Databricks MVP
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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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