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Machine Learning
Dive into the world of machine learning on the Databricks platform. Explore discussions on algorithms, model training, deployment, and more. Connect with ML enthusiasts and experts.
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Data + AI Summit 2024 - Data Science & Machine Learning

Forum Posts

KWB_LaWe
by New Contributor II
  • 1152 Views
  • 1 replies
  • 3 kudos

Resolved! Not possible to start AutoML experiment because start button not clickable

Hey everyone,we were trying to start a new AutoML experiment but the 'Start AutoML' button won't activate. We've also noticed that the number of selected trainingset columns does'nt change even if some columns are unselected.Has anybody encountered t...

  • 1152 Views
  • 1 replies
  • 3 kudos
Latest Reply
AnaMedeiros
New Contributor III
  • 3 kudos

This seems to be a Databricks-wide problem. Please see related ticket on https://community.databricks.com/t5/machine-learning/can-t-run-an-automl-experiment-because-button-is-greyed-out/td-p/57388 

  • 3 kudos
zsucic1
by New Contributor III
  • 2131 Views
  • 2 replies
  • 0 kudos

Model Serving via Unity Catalog

Hi everyone! Has anyone successfully deployed a model saved on Unity Catalog to Model Serving? I get:Event Log: Served model creation failed for served model 'model', config version 15. Error message: Container creation failed. Please see build logs ...

  • 2131 Views
  • 2 replies
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Latest Reply
sachinw
New Contributor II
  • 0 kudos

We are facing the same issue.

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1 More Replies
Avi711
by New Contributor III
  • 4491 Views
  • 3 replies
  • 5 kudos

Resolved! Access denied error to S3 bucket while running Kinesis spark streaming.

I get this below error while trying to simulate kinesis streams as mentioned in Databricks documentation at https://docs.databricks.com/getting-started/streaming.htmlError:java.nio.file.AccessDeniedException:Amazon S3; Status Code: 403; Error Code: A...

  • 4491 Views
  • 3 replies
  • 5 kudos
Latest Reply
jsuarezg
New Contributor II
  • 5 kudos

If you do spark.sparkContext._jsc.hadoopConfiguration().set("fs.s3a.access.key", AWS_ACCESS_KEY_ID) + secret with any other secret that has less access than your default one this sometimes happens, so running those commands but with your normal secre...

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2 More Replies
karthik_p
by Esteemed Contributor
  • 1469 Views
  • 2 replies
  • 2 kudos

DLT UC for ML use cases

Hi Team,we have use case to run ML use case using DLT UC, we are facing library issues Error: INVALID ARGUMENT: no module named ‘importlib_metadata’we installed them manually by passing import in notebooks, but we have lot of missing libraries and we...

  • 1469 Views
  • 2 replies
  • 2 kudos
Latest Reply
karthik_p
Esteemed Contributor
  • 2 kudos

@Kaniz_Fatma do we have any support of shared cluster for ML in near roadmap please

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anasse
by New Contributor II
  • 769 Views
  • 1 replies
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Unable to create an endpoint serving for transformer model (hugginface)

Hello I am trying to create a text classification model based on this blog https://www.databricks.com/blog/rapid-nlp-development-databricks-delta-and-transformers and the notebook accelerator. I just changed the model to take a french bert but i cann...

  • 769 Views
  • 1 replies
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Latest Reply
Corbin
Contributor
  • 0 kudos

Hello Anasse, the LLM landscape has changed drastically since that blog was released in mid-2022. We have new, updated guidance which you can find here (make sure you check out the Next Steps section for the RAG Demo link as well). Additionally, if y...

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BR_DatabricksAI
by Contributor
  • 1512 Views
  • 2 replies
  • 1 kudos

Custom deployment of LLM model in Databricks

Can we deploy our own Custom LLM model in Databricks? If anyone has any material or link, please share with me. 

  • 1512 Views
  • 2 replies
  • 1 kudos
Latest Reply
Kaniz_Fatma
Community Manager
  • 1 kudos

Hi @BR_DatabricksAI, Yes, you can deploy your own custom Large Language Model (LLM) in Databricks.    Here are some key points:   Databricks Model Serving: Databricks Model Serving supports the deployment of open-source or your own custom AI models o...

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smurug
by New Contributor II
  • 1744 Views
  • 3 replies
  • 2 kudos

Databricks Observability - Sample / Pre-defined queries / notebooks for capturing the needed metrics from the Overwatch data model.

We are exploring Overwatch for data bricks environment monitoring. While we understand that different types of metrics (Audit and cluster) can be fetched from the overwatch data model at an high level. Are there any pre-defined queries / jump start n...

  • 1744 Views
  • 3 replies
  • 2 kudos
Latest Reply
SriramMohanty
Contributor
  • 2 kudos

Overwatch has 44+ prebuilt Dashboards you can get started just ask for it in https://github.com/databrickslabs/overwatch as an user question you will get an response.

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Onkar01
by New Contributor
  • 993 Views
  • 1 replies
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how to use databricks foundation models outside databricks environment?

i want to use below code outside databricks environment without using cluster .getting issue while i am using chat_model.predict().how to authenticate this outside databricks or any other way to this?  # Test Databricks Foundation LLM modelfrom langc...

  • 993 Views
  • 1 replies
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Latest Reply
Wojciech_BUK
Valued Contributor III
  • 0 kudos

Are you perhaps talking about Model Serving ?https://docs.databricks.com/en/machine-learning/model-serving/index.html#requirementsThis is how you configure it https://docs.databricks.com/en/machine-learning/model-serving/create-manage-serving-endpoin...

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pablobd
by Contributor II
  • 1746 Views
  • 2 replies
  • 1 kudos

Resolved! MLFlow Output Signature

I want to define the output of a MLFlow model to include a dictionary of string to float. I did this, but it doesn't work. Do you know if it's possible at all?  from mlflow.types.schema import Schema, ColSpec output_schema = Schema([ ColSpec("diction...

  • 1746 Views
  • 2 replies
  • 1 kudos
Latest Reply
pablobd
Contributor II
  • 1 kudos

Solved with the json module that converts the dict into string, thanks! import jsonjson.dumps(...)

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Onkar01
by New Contributor
  • 1395 Views
  • 1 replies
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Querying databricks vector search index outside databricks environment

I want to query my created vector search index from outside of databricks environment . Is there any way to do it?

  • 1395 Views
  • 1 replies
  • 0 kudos
Latest Reply
Kaniz_Fatma
Community Manager
  • 0 kudos

Hi @Onkar01, There are a few ways to access your vector search index from outside of the Databricks environment.    One way is to use the Direct Vector Access Index feature, which lets you provide your embedding vectors in a Delta table and create an...

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TonyB
by New Contributor III
  • 7414 Views
  • 1 replies
  • 1 kudos

Resolved! Vector Search Indexes do not create

Hello,Am trying to create a Vector Search Index but never completes, stuck on "Provisioning pipeline compute".  I am using Databricks on AWS Sydney.Looks like the DLT pipeline is failing and retrying and fails on "WAITING_FOR_RESOURCES."Has anyone ha...

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Machine Learning
llm
Vectir Search
  • 7414 Views
  • 1 replies
  • 1 kudos
Latest Reply
TonyB
New Contributor III
  • 1 kudos

Ok, this is closed with the assistance of Gurpreet.  My UC Metastore didn't have an S3 bucket associated which it turned out was required for the vector search index.  Adding the S3 bucket to the Metastore and re-running the pipeline resolved.Thanks!

  • 1 kudos
Evan_MCK
by Contributor
  • 6469 Views
  • 4 replies
  • 1 kudos

Resolved! Shap Values for predictions from registered model

I have saved a model in the model registry using MLFlow. How can I find the shap values for this model once I have generated predictions in batch mode? Shap tree explainer does not support the mlflow pyfunc model type. When I use mlflow.shap.log_exp...

  • 6469 Views
  • 4 replies
  • 1 kudos
Latest Reply
peacocktv
New Contributor II
  • 1 kudos

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BeadsPlayer
by New Contributor II
  • 332 Views
  • 0 replies
  • 0 kudos

Streaming inference with Delta Live Tables for a model registered in Unity Catalog

Hi there, I'm trying to run a streaming inference with Delta Live Tables with tables and a model registered in Unity Catalog, but it fails for unclear reasons. The DLT pipeline is based on a notebook, the channel is set to 'Preview', presumably runni...

Machine Learning
Delta Live Tables
streaming
Unity Catalog
  • 332 Views
  • 0 replies
  • 0 kudos
DavidKxx
by Contributor
  • 1452 Views
  • 1 replies
  • 0 kudos

Resolved! Visualizations not displaying

With a copy of notebook https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/open-source-nlp/03.0.SparkNLP_Pretrained_Models.ipynb imported into Databricks, there's a lovely visualization created by the cell that you can locate by searching...

DavidKxx_0-1701107229407.png DavidKxx_1-1701107287817.png
Machine Learning
NER
Visualization
  • 1452 Views
  • 1 replies
  • 0 kudos
Latest Reply
DavidKxx
Contributor
  • 0 kudos

Here's a solution:  use a parameter (here, `return_html = True`) to get an HTML object back, and then call `displayHTML` to actually display the object.from sparknlp_display import NerVisualizer visualiser = NerVisualizer() for i in text_list: ...

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hardik
by New Contributor
  • 2967 Views
  • 1 replies
  • 0 kudos

Resolved! Served model endpoint creation failed and not able to see build log

Dear Databricks Support Team,I am currently encountering an issue while attempting to serve a model using your platform. Whenever I initiate the model serving process, it fails, and I am unable to successfully deploy my model.Additionally, I am facin...

  • 2967 Views
  • 1 replies
  • 0 kudos
Latest Reply
Kaniz_Fatma
Community Manager
  • 0 kudos

Hi @hardik, I understand that you’re experiencing difficulties with model serving and deployment. Let’s troubleshoot this issue step by step. Model Serving with Databricks:Databricks offers Model Serving, which exposes MLflow machine learning models ...

  • 0 kudos

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