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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

victorNilsson
by New Contributor II
  • 1100 Views
  • 1 replies
  • 2 kudos

Promote registered UC models using CLI

Hi,I am currently transitioning some of our MLops workflows to use models registered in Unity Catalog (UC) instead of the "normal" model registry. I am trying to follow the instructions on https://docs.gcp.databricks.com/en/machine-learning/manage-mo...

  • 1100 Views
  • 1 replies
  • 2 kudos
Latest Reply
Dennisleon
New Contributor II
  • 2 kudos

@victorNilsson wrote:Hi,I am currently transitioning some of our MLops workflows to use models registered in Unity Catalog (UC) instead of the "normal" model registry. I am trying to follow the instructions on https://docs.gcp.databricks.com/en/machi...

  • 2 kudos
abhi-verma
by New Contributor II
  • 7901 Views
  • 2 replies
  • 0 kudos

Lab for generative-ai-engineering-with-databricks.dbc doesn't work

It keeps on failing with this error:HTTPError: 503 Server Error: Service Unavailable for url: https://community.cloud.databricks.com/api/2.0/feature-store/feature-tables/search?max_results=200 Response from server: { 'error_code': 'TEMPORARILY_UNAVAI...

  • 7901 Views
  • 2 replies
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vasyl_l
New Contributor II
  • 0 kudos

Any update with this issue?@abhi-verma  have you received some support?

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1 More Replies
rtreves
by New Contributor III
  • 607 Views
  • 0 replies
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Customizing class imbalance handling in databricks.automl

Hi Databricks! I'd like to make a feature request for end users to be able to customize class imbalance behavior in `databricks.automl`, specifically `databricks.automl.classify`. This public documentation describes the default procedure, but my team...

  • 607 Views
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  • 1 kudos
Alex42
by New Contributor
  • 915 Views
  • 1 replies
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Bug: MLflow connection fails after 2d

Hi there, After exactly 2d of training, the following error is raised after an API call to MLflow:  ValueError: Enum ErrorCode has no value defined for name '403' --------------------------------------------------------------------------- ValueError ...

  • 915 Views
  • 1 replies
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Latest Reply
jessysantos
New Contributor III
  • 0 kudos

Hello @Alex42 !The error message indicates that access is forbidden due to an expired access token. This occurs when a notebook or job runs for an extended period, exceeding the default 48-hour threshold set for security reasons. The Databricks acces...

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laurappp
by New Contributor II
  • 2861 Views
  • 2 replies
  • 0 kudos

Deploy ML

How deploy a model using community account version?

  • 2861 Views
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Latest Reply
Walter_C
Honored Contributor
  • 0 kudos

From your workspace page are you able to see the option to create Models?  

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Lcsp
by New Contributor
  • 1926 Views
  • 4 replies
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AssertionError Failed to create the catalog

getting this error when trying to setup the get-started-with-databricks-for-machine-learning  LAB . Unity catalog is enabled.  Validating the locally installed datasets: | listing local files...(0 seconds) | validation completed...(0 seconds total) C...

  • 1926 Views
  • 4 replies
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Latest Reply
SalP
New Contributor II
  • 0 kudos

EDIT: I found the issue in my Databricks metastore was that it did not have a default storage location set. The academy setup scripts don't explicitly set MANAGED LOCATION and therefore without a default location it fails.I tried to establish a defau...

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ppang
by New Contributor III
  • 1208 Views
  • 1 replies
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Does Databricks Container Services (DCS) support for GPU containers with Databricks Runtime 11.3 LTS and higher?

I have been trying to start a cluster using DCS with GPU containers (https://github.com/databricks/containers/tree/master/ubuntu/gpu), but was only successful with Databricks Runtime 10.4 LTS and lower. With Databricks Runtime 11.3 LTS and higher, I ...

  • 1208 Views
  • 1 replies
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Latest Reply
jessysantos
New Contributor III
  • 0 kudos

Hello @ppang ! Since you posted your question, the repository you shared has received an update, which includes the following warning: "Using conda in DCS images is no longer supported starting Databricks Runtime 9.0. We highly recommend users to ext...

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RA_DATA
by New Contributor
  • 1708 Views
  • 1 replies
  • 0 kudos

Generative AI

I am working on generative AI. Does Databricks offer databases for storing vector embeddings, if yes, how efficient are they.  

  • 1708 Views
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Latest Reply
jessysantos
New Contributor III
  • 0 kudos

Hello @RA_DATA !Yes, Databricks provides the Databricks Vector Search solution, which is a vector database optimized for storing and retrieving embeddings. With Vector Search, you can create a vector search index from a Delta table, which includes em...

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saleem_shady
by New Contributor
  • 2337 Views
  • 1 replies
  • 0 kudos

RuntimeError: Expected to mark a variable ready only once error

I'm using a Single Node machine with g5-2x-large to fine tune a LLaMa-2 model. My Come Notebook runs very smoothly on Google Col but when I try to run it on `Databricks`, it throws me the exact error given below:RuntimeError: Expected to mark a varia...

  • 2337 Views
  • 1 replies
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Latest Reply
jessysantos
New Contributor III
  • 0 kudos

Hello @saleem_shady! Have you tried including the parameter ddp_find_unused_parameters=False in your TrainingArguments? Here's an example of how to include it: https://github.com/databricks/databricks-ml-examples/blob/master/llm-models/llamav2/llamav...

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pablobd
by Contributor II
  • 761 Views
  • 1 replies
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Specify extras of library in asset bundles yml file

Hello,I am using asset bundles to build, deploy, create a cluster and install a package in it. The package comes with some extra dependencies that I also want to include in the cluster. Do you know how to specify this extras in the databricks.yml fil...

  • 761 Views
  • 1 replies
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Latest Reply
jessysantos
New Contributor III
  • 0 kudos

Hello @pablobd! Have you tried declaring these additional dependencies of your wheel file before the wheel file itself? Here's an example snippet for clarification: resources: jobs: train: name: train-ml tasks: - task_key: train-ml ...

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bothma2
by New Contributor II
  • 782 Views
  • 3 replies
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How to I select an 80/10/10 split when doing AutoML

Headline says it all. I am doing a regression and want to select a testvaltrain split that is not 60/20/20. Anyone know how to do this?

  • 782 Views
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mhiltner
Contributor III
  • 0 kudos

You'd need to put 80% of your data with the earliest timestamp, then 10% with another one and 10% with another. 

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Iblouse
by New Contributor II
  • 887 Views
  • 0 replies
  • 1 kudos

Machine Learning Practitioner learning Plan Notebook demos

I am enrolled on the Machine Learning Practitioner learning Plan free version, I can't get the notebook demos to run on databricks community edition. How can I do the demo practices of these courses? Is there another alternative? 

  • 887 Views
  • 0 replies
  • 1 kudos
ThomasSvane
by New Contributor
  • 1254 Views
  • 1 replies
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Machine learning accuracy depends on execution plans

I'm using Databricks for a machine learning project -- a fairly standard text classification problem, where I want to use the description of an item (i.e. AXELTTNING KOLKERAMIK MM) to predict which of n product categories the item belongs to ('Bushin...

  • 1254 Views
  • 1 replies
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Latest Reply
-werners-
Esteemed Contributor III
  • 0 kudos

that is weird.The regression algorithm should just do a prediction on a dataframe.  Such a huge difference in accuracy seems very suspicious.I would test the algorithm on a reference dataset, for which you know the accuracy beforehand.Perhaps your tr...

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Shreyash
by New Contributor II
  • 2616 Views
  • 3 replies
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java.lang.ClassNotFoundException: com.johnsnowlabs.nlp.DocumentAssembler

I am trying to serve a pyspark model using an endpoint. I was able to load and register the model normally. I could also load that model and perform inference but while serving the model, I am getting the following error: [94fffqts54] ERROR StatusLog...

Machine Learning
Model serving
sparknlp
  • 2616 Views
  • 3 replies
  • 0 kudos
Latest Reply
Rajora
New Contributor II
  • 0 kudos

I'm having the same problem and have tried various solutions with no luck. I found some potentially relevant information on the following link: https://www.johnsnowlabs.com/serving-spark-nlp-via-api-3-3-databricks-jobs-and-mlflow-serve-apis/  In the ...

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tim-mcwilliams
by New Contributor III
  • 1065 Views
  • 1 replies
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Notebook cell gets hung up but code completes

Have been running into an issue when running a pymc-marketing model in a Databricks notebook. The cell that fits the model gets hung up and the progress bar stops moving, however the code completes and dumps all needed output into a folder. After the...

  • 1065 Views
  • 1 replies
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Latest Reply
tim-mcwilliams
New Contributor III
  • 0 kudos

Hi @Retired_mod , Thanks for the feedback here as well as on the other discussion forum. I've commented on your trouble shooting tips on that board. One thing to touch upon hereVerify that the output files are correct and contain the expected results...

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