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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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Forum Posts

karthik_p
by Esteemed Contributor
  • 2149 Views
  • 1 replies
  • 1 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...

  • 2149 Views
  • 1 replies
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Latest Reply
karthik_p
Esteemed Contributor
  • 1 kudos

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

  • 1 kudos
anasse
by New Contributor II
  • 1159 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...

  • 1159 Views
  • 1 replies
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Corbin
Databricks Employee
  • 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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pablobd
by Contributor II
  • 1293 Views
  • 0 replies
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Save ML model in the registry fails

Using `mlflow.pyfunc.log_model` to save a model in the model registry fails with the following error: `PicklingError: Can't pickle <built-in function input>: it's not the same object as builtins.input`I've reproduced it locally and got to the conclus...

  • 1293 Views
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smurug
by New Contributor II
  • 2629 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...

  • 2629 Views
  • 3 replies
  • 2 kudos
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SriramMohanty
Databricks Employee
  • 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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MaKarenina
by New Contributor
  • 1603 Views
  • 0 replies
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ML Flow until January 24

Hi! When i was creating a new endpoint a have this alert  CREATE A MODEL SERVING ENDPOINT TO SERVE YOUR MODEL BEHIND A REST API INTERFACE. YOU CAN STILL USE LEGACY ML FLOW MODEL SERVING UNTIL JANUARY 2024 I don't understand if my Legacy MLFlow Model ...

  • 1603 Views
  • 0 replies
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Onkar01
by New Contributor
  • 1579 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...

  • 1579 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
  • 2438 Views
  • 1 replies
  • 0 kudos

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...

  • 2438 Views
  • 1 replies
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pablobd
Contributor II
  • 0 kudos

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

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TonyB
by New Contributor III
  • 8249 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...

db_vs_2023-12-11_12-19-49.png
Machine Learning
llm
Vectir Search
  • 8249 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
BeadsPlayer
by New Contributor II
  • 1003 Views
  • 0 replies
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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
  • 1003 Views
  • 0 replies
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DavidKxx
by Contributor
  • 2169 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
  • 2169 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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brickster_2018
by Databricks Employee
  • 3291 Views
  • 2 replies
  • 0 kudos
  • 3291 Views
  • 2 replies
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Latest Reply
N_M
Contributor
  • 0 kudos

How does COPY_INTO work with table restore?I made some tests, and the restore method does NOT restore the key-store values of the target at the specific version, which means that the data that came after the chosen version cannot be inserted (unless ...

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