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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

ssk121995
by New Contributor
  • 1028 Views
  • 1 replies
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How can I add custom models to Time Series AutoML?

Time Series AutoML currently has very few models for comparison. How can I add some custom models into the mix so that they are compared each time?

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shan_chandra
Databricks Employee
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could you please let us know what are the custom models you are looking to add to time series AutoML?

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Shuvi
by New Contributor III
  • 2972 Views
  • 3 replies
  • 5 kudos

Resolved! What is the use case of having Azure Synapse(DWH) and Delta Lake ( Gold) given we can connect BI to delta directly

The curated zone is pushed to cloud data warehouse such as Synapse Dedicated SQL Pools which then acts as a serving layer for BI tools and analyst.I believe we can have models in gold layer and have BI connect to this layer or we can have serverless ...

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Shuvi
New Contributor III
  • 5 kudos

Thank you, so for a large workload, where we need lot of optimization we might need Synapse, but for a small/medium workload, we might have to stick to Delta Table

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NSRBX
by Contributor
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Resolved! How to extract name of Primary Key Columns of feature store table in Databricks environment ?

Hello,Please suggest how to obtain name of primary key columns in my feature store table in hive metastore.'describe' gives me the name of the columns but not the indexesThanks in advance for your help.Regards,

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NSRBX
Contributor
  • 2 kudos

Hi Vidula,Yes, I solved the query !I used the function getTable of class FeatureStoreClient(). You have all datas you need : primary keys, timestamp_keys, features of feature store table.Regards

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565050
by New Contributor
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Can't overwrite to S3 object

We are trying to write the data frame to s3 using: df.write.mode('overwrite').save("s3://BUCKET-NAME/temp"), but recently we are getting the following error: 'com.amazonaws.services.s3.model.MultiObjectDeleteException: One or more objects could not ...

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Vidula
Honored Contributor
  • 0 kudos

Hi @Mayank Kasturia​ Hope all is well! Just wanted to check in if you were able to resolve your issue and would you be happy to share the solution or mark an answer as best? Else please let us know if you need more help. We'd love to hear from you.Th...

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yopbibo
by Contributor II
  • 1412 Views
  • 1 replies
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Sending R functions to worker nodes

Hi!If I need to use many workers to distributes regular pandas, I would use a pandas_UDF. (having regular python crunching a slice of my data, on each node, and combining all results back to the driver node)Is there something equivalent for R?Thanks,

  • 1412 Views
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898495
by New Contributor
  • 1799 Views
  • 2 replies
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MLFlow Python Error for Forecast problem

Hi Team,I am trying to implement automl in python for my timeseries forecast problem.But, I was facing below error during the model training:AttributeError: 'StanModel' object has no attribute 'fit_class'Due to the above error, the experiment failed ...

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Vidula
Honored Contributor
  • 1 kudos

Hi @Prakash Thavamurugan​ Hope all is well! Just wanted to check in if you were able to resolve your issue and would you be happy to share the solution or mark an answer as best? Else please let us know if you need more help. We'd love to hear from y...

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sameer_gupta
by New Contributor
  • 2233 Views
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Error in importing feature_store

from databricks import feature_storeI am trying to import feature_store but it is showing this error.ImportError: cannot import name 'feature_store' from 'databricks' (/databricks/python/lib/python3.8/site-packages/databricks/__init__.py)

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Anonymous
Not applicable
  • 0 kudos

Is this issue resolved completely? We are facing the same problem. this might help.

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Benji
by New Contributor II
  • 5945 Views
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Error when running job in databricks

Hello, I am very new with databricks and MLflow. I faced with the problem about running job. When the job is run, it usually failed and retried itself, so it incasesed running time, i.e., from normally 6 hrs to 12-18 hrs. From the error log, it shows...

Fail image
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Vidula
Honored Contributor
  • 0 kudos

Hey there @Tanawat Benchasirirot​ Hope all is well! Just wanted to check in if you were able to resolve your issue and would you be happy to share the solution or mark an answer as best? Else please let us know if you need more help. We'd love to hea...

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jdigiovanni
by New Contributor
  • 1692 Views
  • 3 replies
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EOFError trying to assign a model using a custom module

I'm in a Data Science Bootcamp, and the final case study includes data preprocessing (done), using a linear regression model on the data, then porting to SQL for visualization. The model build uses custom python code provided as part of the exercise....

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Vidula
Honored Contributor
  • 0 kudos

Hi @Joe DiGiovanni​ Just wanted to check in if you were able to resolve your issue or do you need more help? We'd love to hear from you.Thanks!

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sameer_gupta
by New Contributor
  • 2425 Views
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Error in importing mlflow.sklearn

ImportError: cannot import name '_MIN_SKLEARN_VERSION' from 'mlflow.sklearn.utils' (/databricks/python/lib/python3.8/site-packages/mlflow/sklearn/utils.py)

  • 2425 Views
  • 2 replies
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Vidula
Honored Contributor
  • 0 kudos

Hi @Sameer Gupta​ Hope all is well! Just wanted to check in if you were able to resolve your issue and would you be happy to share the solution or mark an answer as best? Else please let us know if you need more help. We'd love to hear from you.Thank...

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fsyshawn
by New Contributor II
  • 1269 Views
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How can we automate MLFLOW model serving in databricks?

Can we enable model serving either using cli or any other tools without go to the databricks model UI?

  • 1269 Views
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Vidula
Honored Contributor
  • 0 kudos

Hi @Shawn Feng​ Does @Atanu Sarkar​  response answer your question? If yes, would you be happy to mark it as best so that other members can find the solution more quickly?We'd love to hear from you.Thanks!

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Somi
by New Contributor III
  • 7920 Views
  • 10 replies
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Resolved! How to set sparkTrials? I am receiving this TypeError: cannot pickle '_thread.lock' object

I am trying to distribute hyperparameter tuning using hyperopt on a tensorflow.keras model. I am using sparkTrials in my fmin:spark_trials = SparkTrials(parallelism=4)...best_hyperparam = fmin(fn=CNN_HOF,                  space=space,                ...

  • 7920 Views
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Dooley
Valued Contributor II
  • 0 kudos

This can happen when you try to serialize a keras model with an unserializable layer. What does your model look like? Also what is in that search space variable? What are you trying to optimize on?

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Somi
by New Contributor III
  • 1728 Views
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No saved model after stopping the cluster.

I have saved a keras model in some directories in dbfs to load and retrain that with more data, etc. The problem is that when cluster stops and restarts, seems those directories and model are no longer available there and it starts training a new mod...

  • 1728 Views
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Somi
New Contributor III
  • 0 kudos

Hi @Vidula Khanna​ I figured it out by replacing OS library module with dbutils utilities. It looks like mre compatible with DBFS.

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Ashley1
by Contributor
  • 5621 Views
  • 5 replies
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Feature table: merge very slow

Hi All, We're just started to look at the feature store capabilities of Databricks. Our first attempt to create a feature table has resulted in very slow write. To avoid the time incurred by the feature functions I generated a dataframe with same...

Historical Spark UI for cluster 0622-013318-zoqth84b, driver 332737051535251367 - Details for Query 352
  • 5621 Views
  • 5 replies
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Vidula
Honored Contributor
  • 5 kudos

Hi @Ashley Betts​ Hope all is well! Just wanted to check in if you were able to resolve your issue and would you be happy to share the solution or mark an answer as best? Else please let us know if you need more help. We'd love to hear from you.Thank...

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Giorgi
by Contributor
  • 1601 Views
  • 2 replies
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Resolved! Azure Data Factory: allocate resources per Notebook

I'm using Azure Data Factory to create pipeline of Databricks notebooks, something like this:[Notebook 1 - data pre-processing ] -> [Notebook 2 - model training ] -> [Notebook 3 - performance evaluation].Can I write some config file, that would allow...

  • 1601 Views
  • 2 replies
  • 4 kudos
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Hubert-Dudek
Esteemed Contributor III
  • 4 kudos

I understand that, in your case, auto-scaling will take too much time.The simplest option is to use a different cluster for another notebook (and be sure that the previous cluster is terminated instantly).Another option is to use REST API 2.0/cluster...

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