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Resolved! Invalid catalog and schema for table name error when creating a Feature Store
I've created a dataset that I want to create a feature store table for. I created a database in my dev unity catalog to store the feature tables, but each time I try to create the table I get this error:ValueError: Invalid catalog 'dev' or schema 'fe...
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Hello,The error message suggests that there might be an issue with the catalog or schema name you are using when trying to create the feature store table. Here are a few tips to help you troubleshoot this problem:Verify the catalog and schema names: ...
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- 4363 Views
- 3 replies
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Resolved! Online Feature Store MLflow serving problem
When I try to serve a model stored with FeatureStoreClient().log_model using the feature-store-online-example-cosmosdb tutorial Notebook, I get errors suggesting that the primary key schema is not configured properly. However, if I look in the Featur...
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Hello @Thomas Michielsen​ , this error seems to occur when you may have created the table yourself. You must use publish_table() to create the table in the online store. Do not manually create a database or container inside Cosmos DB. publish_table()...
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- 13095 Views
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What are the practical advantage of Feature Store compared to Delta Lake?
Could someone explain the practical advantages of using a feature store vs. Delta Lake. apparently they both work in the same manner and the feature store does not provide additional value. However, based on the documentation on the databricks page, ...
- 13095 Views
- 7 replies
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Hi @Saeid Hedayati​ Thank you for posting your question in our community! We are happy to assist you.To help us provide you with the most accurate information, could you please take a moment to review the responses and select the one that best answer...
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- 5173 Views
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How to change the feature store delta table default path on DBFS?
Hi everyone,Would it be possible to change the default storage path of deature store, during creation and/or after creation? If you could also provide the python script to that I would appreciate. The current default path is:"dbfs/user/hive/warehouse...
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Hi @Saeid Hedayati​ Hope everything is going great.Just wanted to check in if you were able to resolve your issue. If yes, would you be happy to mark an answer as best so that other members can find the solution more quickly? If not, please tell us s...
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- 3775 Views
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Resolved! Logging model to MLflow using Feature Store API. Getting TypeError: join() argument must be str, bytes, or os.PathLike object, not 'dict'
I'm using databricks. Trying to log a model to MLflow using the Feature Store log_model function. but I have this error: TypeError: join() argument must be str, bytes, or os.PathLike object, not 'dict' I'am using the Databricks runtime ml (10.4 LTS M...
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I updated by Databricks Run Time from 10.4 to 12.1 and this solved the issue.
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- 1107 Views
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- 1107 Views
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Yes You can. With Databricks Runtime 12.2 LTS ML and above, you can use existing feature tables in Feature Store to augment the original input dataset for all of your AutoML problems: classification, regression, and forecasting.This capability requi...
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- 2136 Views
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Is it possible to access online feature store (Cosmos DB) outside databricks?
We are building an machine learning application with feature store enabled. Once the model is built, we are trying to move the model artifacts and deploy it in azure ml as online endpoint. Does it possible to access the online store in azure ml endpo...
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if you want databricks to use the feature store, which is in Cosmos DB, yes, it is possible https://learn.microsoft.com/en-us/azure/databricks/machine-learning/feature-store/online-feature-storessuppose you want to consume a future store in Databrick...
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- 2488 Views
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Cannot write Feature Table because of invalid access token
From a notebook I created a new feature store via:%sql CREATE DATABASE IF NOT EXISTS feature_store_ebp;Within that feature store I fill my table with:feature_store_name = "feature_store_ebp.table_1" try: fs.write_table( name=feature_stor...
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- 12484 Views
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Resolved! Security exception while using Feature Store. How can I get this whitelisted?
I was following the Databricks Academy "New Capabilities Overview: Feature Store" module. However when I try to run the code in the example notebook I get a security exception as explained below. When I try to run the example notebook "01-Populate a ...
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Hi @Daniel Barrundia​ - please select "No isolation shared" Access mode, it should resolve this problem.
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- 1431 Views
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Streaming Source for Feature Store (and outputMode)
To save computing resource and time, can I use streaming source in a batch mode (similar to Auto Loader) to update my feature store as my source table receives row update or is appended with new rows?
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- 9592 Views
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Resolved! Delete feature tables through the Python API
The documentation explains how to delete feature tables through the UI. Is it possible to do the same using the Python FeatureStoreClient? I cannot find anything in the docs: https://docs.databricks.com/_static/documents/feature-store-python-api-refe...
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- 10 replies
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from databricks import feature_store fs = feature_store.FeatureStoreClient() fs.drop_table(FEATURE_TABLE_NAME)As of Databricks Runtime 10.5 for ML. Docs
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- 2119 Views
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Databricks MLOps Best Practices
Where to find the best practices on MLOps on DatabricksWe recommend checking out the Big Book of MLOps for detailed guidance on MLOps best practices on Databricks including reference architectures.For a deep dive on the Databricks Feature store, we r...
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you can check here https://docs.databricks.com/machine-learning/mlops/mlops-workflow.html
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- 4886 Views
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What programming frameworks and languages can be used with Databricks Feature Store
To leverage Databricks feature store, can only Python be utilized? If otherwise, what other language frameworks are supported. Below is my question in 2 partsPart 1) What languages can be utilized to write data frames as feature tables in the Feature...
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- 7 replies
- 15 kudos
- 2569 Views
- 1 replies
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Resolved! Unable to create feature table using databricks API .FeatureStoreClient()
I am following example steps from databricks documentation https://docs.databricks.com/_static/notebooks/machine-learning/feature-store-taxi-example.htmlI am using Feature Store client v0.3.6 and above.However on trying to create feature table with f...
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After much digging, observed i was using standard runtime. Once i switched to ML runtime of databricks, issue was resolved. To use Feature Store capability, ensure that you select a Databricks Runtime ML version from the Databricks Runtime Version dr...
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- 3190 Views
- 2 replies
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Feature Store - Feature Lookup Engine with join on partial key and Filter
Hello ,I am working with lookupEngine functions. However, we have some feature tables with granularity level most detailled of dataframe input.Please find an example :table A with unique keys on two features : numero_p, numero_s So while performing F...
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Hi @SERET Nathalie​ , I can check internally on the ask here. In the meantime please let us know if this helps: https://docs.databricks.com/machine-learning/feature-store/feature-tables.htmlhttps://docs.databricks.com/machine-learning/feature-store/i...
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