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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

Mirko
by Contributor
  • 4572 Views
  • 2 replies
  • 1 kudos

AutoMl Dataset too large

Hello community,i have the following problem: I am using automl to solve a regression model, but in the preprocessing my dataset is sampled to ~30% of the original amount.I am using runtime 14.2 ML Driver: Standard_DS4_v2 28GB Memory 8 coresWorker: S...

  • 4572 Views
  • 2 replies
  • 1 kudos
Latest Reply
Mirko
Contributor
  • 1 kudos

I am pretty sure that i know what the problem was. I had a timestamp column (with second precision) as a feature. If they get one hot encoded, the dataset can get pretty large.

  • 1 kudos
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Miki
by New Contributor II
  • 3671 Views
  • 2 replies
  • 0 kudos

Error: batch scoring with mlflow.keras flavor model

I am logging a trained keras model using the following:  fe.log_model( model=model, artifact_path="wine_quality_prediction", flavor= mlflow.keras, training_set=training_set, registered_model_name=model_name )And when I call the following:predictions_...

Machine Learning
FeatureEngineeringClient
keras
mlflow
  • 3671 Views
  • 2 replies
  • 0 kudos
Sam
by New Contributor III
  • 3846 Views
  • 0 replies
  • 0 kudos

MLFlow connection pool warning

Hi,I have a transformer model from Hugging Face I have logged to MLFlow.When I load in using mlflow.transformers.load_model I receive a bunch of warnings: WARNING:urllib3.connectionpool:Connection pool is full, discarding connection: xxxx. Connection...

  • 3846 Views
  • 0 replies
  • 0 kudos
mbejarano89
by Databricks Partner
  • 1586 Views
  • 0 replies
  • 0 kudos

ApplyInPandas failing at a particular grouped item

Hello,I have a code that performs a forecast for 21k items in parallel. It looks like this: def forward_forecast(data): model = ETSModel(window_data, error='add', trend='add', seasonal=None) fitted_model = model.fit(disp=0) ...

  • 1586 Views
  • 0 replies
  • 0 kudos
AdamIH123
by New Contributor II
  • 3790 Views
  • 1 replies
  • 0 kudos

Feature Store Log Model and Score Batch - env_manager

Hi Everyone. I have a couple of questions about the feature store log model and score batch. After you log a model with the feature store then use fs.score_batch is it possible to pass the env_manager to predict with the same env as training as descr...

fs_score_batch.png
Machine Learning
feature_store
log_model
score_batch
  • 3790 Views
  • 1 replies
  • 0 kudos
Latest Reply
MohsenJ
Databricks Partner
  • 0 kudos

I also like to know if that works. 

  • 0 kudos
MohsenJ
by Databricks Partner
  • 3405 Views
  • 2 replies
  • 1 kudos

Model Lineage with Feature Engineering is missing tables and notebooks

I am trying to track the lineage of model and tables using the FeatureEngineeringClient. The table lineage shows the relevant tables and notebooks but the model lineage shows only the model. No notebook and tables. here is my code  fe = FeatureEngine...

  • 3405 Views
  • 2 replies
  • 1 kudos
Latest Reply
MohsenJ
Databricks Partner
  • 1 kudos

ok I realized something else. That although I used FeatureEngineeringCient, MLflow model artifact suggest I used FeatureStoreClient. Please see attachment.   

  • 1 kudos
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Rob_S
by New Contributor III
  • 15073 Views
  • 6 replies
  • 6 kudos

Displaying graphviz images in a notebook

Hi,I'm experimenting with process mining in a Databricks notebook using the OSS library PM4PY. I've been working through some tutorials and the notebook they provide on Github:https://github.com/pm4py/pm4py-core/blob/release/notebooks/3_process_disco...

  • 15073 Views
  • 6 replies
  • 6 kudos
Latest Reply
rushank29
New Contributor II
  • 6 kudos

@Rob_S i am also in the same situation the code cell executes but no visualization how did you tackle this problem?

  • 6 kudos
5 More Replies
ombhuyan
by Databricks Partner
  • 10865 Views
  • 5 replies
  • 2 kudos

Serving API endpoint failing

Hi Team,I registered my ML model in databricks but while trying to serve an API endpoint for the model it is failing with the following error logs.Service logs: There are currently no replicas in a running state.Build logs :Build never started - chec...

  • 10865 Views
  • 5 replies
  • 2 kudos
Latest Reply
Annapurna_Hiriy
Databricks Employee
  • 2 kudos

@ombhuyan We currently only upload logs during the build phase to the user (i.e where we install the pip dependencies) but we don't upload logs during the pre-build phase (i.e where we download the model). That's why you may not see clear error messa...

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SR_71
by New Contributor II
  • 15201 Views
  • 6 replies
  • 3 kudos

Databricks Notebook Rendering Issue: IPython.lib.display.IFrame

Similar issue here: https://stackoverflow.com/questions/71336374/randomforestclassifier-explainer-dashboard-output-in-databricks-notebook-is-notActual output – Databricks Notebook Expected Output – Jupyter Notebook Reproducible Code Example#pip insta...

image image
  • 15201 Views
  • 6 replies
  • 3 kudos
Latest Reply
ChanduBhujang
New Contributor II
  • 3 kudos

Hi Abhishek, I followed your steps, I am having in identifying the dashboard link. How do I figure out the first two words dbc-dp- for my cluster? 

  • 3 kudos
5 More Replies
HHYOOOO
by New Contributor III
  • 3339 Views
  • 1 replies
  • 0 kudos

Resolved! Github Datasets/Labs for Large Language Models: Application through Production is not working

I've signed up for the module for certification on Large Language Models: Application through Production.Follow the Github instructions and install the notebooks provided.Unfortunately none of the workbooks are working due to the- Badly setup file pa...

correct.JPG Errort.JPG
  • 3339 Views
  • 1 replies
  • 0 kudos
Latest Reply
HHYOOOO
New Contributor III
  • 0 kudos

No further instructions on the Read-me here: https://github.com/databricks-academy/large-language-models/tree/publishedFollowed all the setup steps, but the file paths in /include are not working fine.Why does not Databricks provide the direct links ...

  • 0 kudos
prafull
by New Contributor
  • 2479 Views
  • 0 replies
  • 0 kudos

Create Serving Endpoint with JAVA Runtime

Hello,Trying to create a custom serving endpoint, using artifacts argument while logging the run/model to save .jar files. These files are called during when calling .predict. JAVA runtime 8 or higher is required to run the jar file, not sure how to ...

Machine Learning
ML
mlflow
model
python
  • 2479 Views
  • 0 replies
  • 0 kudos
NaeemS
by New Contributor III
  • 4247 Views
  • 0 replies
  • 1 kudos

Handling Null Values in Feature Stores

Hi, I am using multiple feature stores in my workflow using feature lookups. In my logged pipeline, I have several stages, including Assembler, Standard Scaler, Indexer and then Model. However, I am facing an issue during inference using the `score b...

Machine Learning
Feature Store
  • 4247 Views
  • 0 replies
  • 1 kudos
Badarla
by New Contributor
  • 6087 Views
  • 2 replies
  • 1 kudos

Customize mail notification from Databricks workflow

Hi All,Can we customize the mail subject and body that we receive from Azure Databricks workflow upon failure jobs? Kindly help me, if we can do so.Thanks,Moshe

  • 6087 Views
  • 2 replies
  • 1 kudos
Latest Reply
np75
New Contributor II
  • 1 kudos

I have three workspaces and the alerts sent by the jobs running are not referencing the workspace for example. So if I run the job to dev environemnt I get an alert like if the job has been executed from the prod. This si a huge issue for our admins....

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