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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

jhonw901227
by New Contributor II
  • 1159 Views
  • 0 replies
  • 0 kudos

MLflow Model Serving on Azure Databricks

I know that in the documentation about model serving says.The cluster is maintained as long as serving is enabled, even if no active model version exists. To terminate the serving cluster, disable model serving for the registered model.The cluster is...

  • 1159 Views
  • 0 replies
  • 0 kudos
Giorgi
by Contributor
  • 3793 Views
  • 1 replies
  • 1 kudos

Resolved! How to read artifact file (CSV) programmatically?

Hello, can I programmatically access artifact file (csv), via artifact_uri and read it?Tried the following, but didn't work, says no such file or directory:mlflow.pyfunc.pandas.read_csv(artifact_uri+'/xgb-classifier-test-8/dataset_statistics.csv')pan...

  • 3793 Views
  • 1 replies
  • 1 kudos
Latest Reply
Giorgi
Contributor
  • 1 kudos

Maybe there are better solutions, here is what I've found:from mlflow.tracking import MlflowClient   client = MlflowClient() pd.read_csv(client.download_artifacts(run_id, "xgb-classifier-test-8/dataset_statistics.csv"))

  • 1 kudos
108387
by New Contributor II
  • 13602 Views
  • 1 replies
  • 1 kudos

Intermittent "Unexpected failure while waiting for the cluster to be ready" Error

We are encountering an occasional issue where jobs may fail with a message like the following:Run result unavailable: job failed with error message Unexpected failure while waiting for the cluster (ID) to be ready.Cause Unexpected state for cluster (...

  • 13602 Views
  • 1 replies
  • 1 kudos
MattM
by New Contributor III
  • 2059 Views
  • 1 replies
  • 2 kudos

Mapping Control data - Maintained by Business User

We are ingesting our data from ADLS into databricks as delta table. After raw layer we need to refer to a control\mapping layer which defines certain logic\measure definition. This would be incorporated in the subsequent silver or gold layer. This co...

  • 2059 Views
  • 1 replies
  • 2 kudos
Latest Reply
MattM
New Contributor III
  • 2 kudos

Thanks for your response. Can business user without the help of any script modify any rows in the table after loading it onetime from CSV fiels?

  • 2 kudos
vaibhavsingal11
by New Contributor
  • 4551 Views
  • 3 replies
  • 4 kudos

Error executing mlflow's mlflow.register_model() in applyInPandas to register Model to another workspace.

Hi Team,I am getting the following error (mlflow.utils.databricks_utils._NoDbutilsError) while trying to register model using applyInPandas to another databricks workspace. I have already set the secret scope and prefix to authenticate against the 2n...

  • 4551 Views
  • 3 replies
  • 4 kudos
Latest Reply
Amardeep
New Contributor II
  • 4 kudos

@vaibhavsingal11​ , Hey, any progress on this? I'm facing the same issue, and It looks like dbutils is inaccessible from worker nodes: LINK

  • 4 kudos
2 More Replies
Maverick1
by Valued Contributor II
  • 5617 Views
  • 4 replies
  • 11 kudos

Resolved! Migration from self-managed MLflow to Databricks managed MLflow.

Would it be possible to somehow save the data, metrics of all experiments captured by self-managed mlflow using A/mazon RDS, S3 as backend and then load it to databricks managed mlflow and make it available in the UI? This is required as a part of mi...

  • 5617 Views
  • 4 replies
  • 11 kudos
Latest Reply
User16783853898
Databricks Employee
  • 11 kudos

mlflow-export-import is an open source tool used by both OSS and Databricks users. It is in the process of being a recommended solution for Databricks MLflow migrations. Create a ticket for any issues at: https://github.com/amesar/mlflow-export-impor...

  • 11 kudos
3 More Replies
Marco98
by New Contributor II
  • 2114 Views
  • 1 replies
  • 2 kudos

Pytorch DDP on Databricks

Hello!I am currently trying to use Pytorch Lightning inside Databricks and I am currently using a cluster with 2 gpus. Whenever I try to train my Transformer model with 1 gpu in DP strategy everything works fine, but when I try to use both the 2 gpus...

  • 2114 Views
  • 1 replies
  • 2 kudos
Latest Reply
Chakra03
New Contributor II
  • 2 kudos

Hi @Marco Capusso​ , I am facing the similar issue could you find some fix. It would be great if you share some details around it.

  • 2 kudos
venkat09
by New Contributor III
  • 2093 Views
  • 1 replies
  • 1 kudos

Resolved! Running into an issue while setting up dbx locally?

Followed the documentation and facing issue while running dbx execute on all-purpose/interactive cluster, which is up and running already. Ran this command  dbx execute --cluster-id=XXXXXX --job=dbx-demo-job --no-rebuild --debug. If anyone faced it ...

image
  • 2093 Views
  • 1 replies
  • 1 kudos
Latest Reply
venkat09
New Contributor III
  • 1 kudos

before running package it as wheel before running `dbx execute` fix the issue

  • 1 kudos
Nithin
by New Contributor II
  • 12748 Views
  • 7 replies
  • 1 kudos

How to access databricks feature store outside databricks?

We are building the feature store using databricks API. Few of the machine learning engineers are using Jupyter notebooks. Is it possible to use feature store outside databricks?

  • 12748 Views
  • 7 replies
  • 1 kudos
Latest Reply
datariel
New Contributor II
  • 1 kudos

Hi @Kaniz Fatma​  and @Jose Gonzalez​ ,turning back to the original question, and considering that one of the main benefits of the Feature Store is the removal of the online/offline skew, how could I access to the features from a client application l...

  • 1 kudos
6 More Replies
naveen_marthala
by Contributor
  • 10169 Views
  • 2 replies
  • 3 kudos

Resolved! How to PREVENT mlflow's autologging from logging ALL runs?

I am logging runs from jupyter notebook. the cells which has `mlflow.sklearn.autlog()` behaves as expected. but, the cells which has .fit() method being called on sklearn's estimators are also being logged as runs without explicitly mentioning `mlflo...

  • 10169 Views
  • 2 replies
  • 3 kudos
Latest Reply
Anonymous
Not applicable
  • 3 kudos

https://apkmiz.com/showbox-apk-old-latest-version-android/

  • 3 kudos
1 More Replies
Direo
by Contributor II
  • 1786 Views
  • 1 replies
  • 2 kudos

Feature store errors

HiWhen I open feature store, I get an error saying that "Failed to load some job schedules". When I open one of the feature store tables, I get several additional errors:"Failed to laod lates run for some job producers","Failed to laod some job produ...

image
  • 1786 Views
  • 1 replies
  • 2 kudos
Latest Reply
Hubert-Dudek
Esteemed Contributor III
  • 2 kudos

@Direo Direo​ , In that case, I would write to support (in the case of Azure to Microsoft support).

  • 2 kudos
Direo
by Contributor II
  • 8720 Views
  • 1 replies
  • 1 kudos

Resolved! xgboost 1.5.1 gives 'XGBModel' object has no attribute 'enable_categorical' error

Should I pip install xgboost==1.4.2. (the last version it worked) or is there a better way to solve it having in mind that this solution might cause problems later if this version of xgboost is not supported on future python versions.

  • 8720 Views
  • 1 replies
  • 1 kudos
Latest Reply
Direo
Contributor II
  • 1 kudos

Hi, @Kaniz Fatma​. No, I have found a solution. Needed to retrain models using new version of xgboost.

  • 1 kudos

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