Questions tagged [aws-feature-store]
10 questions
2
votes
1 answer
Ingesting missing data field into feature group of SageMaker Feature Store
I have a record which I want to ingest into a feature group of a sagemaker feature store. The feature name 'z' is fractional in definition schema. I have some missing data from feature 'z'. When I try to ingest it, I get errors:
[{'FeatureName':…
Pk2018
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- 5
2
votes
1 answer
How to get an AWS Feature Store feature group into the ACTIVE state?
I am trying to ingest some rows into a Feature Store on AWS using:
feature_group.ingest(data_frame=df, max_workers=8, wait=True)
but I am getting the following error:
Failed to ingest row 1: An error occurred (ValidationError) when
calling the…
rudolfovic
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2
votes
2 answers
How to delete Feature Group from SageMaker Feature Store, by name
The way to delete a feature group using the SageMaker Python SDK is as follows:
my_feature_group.delete()
But this only deletes the feature group you are currently working on. How can one delete feature groups from prior sessions? I tried deleting…
Cybernetic
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1
vote
0 answers
How to create partitioned Athena table with Sagemaker Feature Store
I'm using Sagemaker Feature Store and trying to create an Offline Feature Store. During the process, Sagemaker creates an Athena table. However, I notice that this table is not partitioned, and when I create a query, it takes forever.
How can I use…
Paulo Henrique Vasconcellos
- 109
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0
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0 answers
How to Backfill Individual Features within a Group with SageMaker Feature Store
I'm evaluating SageMaker feature store but am finding that custom backfilling doesn't appear to be straight forward. I need to be able to backfill new features that are added to feature groups. If I add a new feature to a feature group I will have…
J_Heads
- 490
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0 answers
Specific AWS Feature Store Policy for Online Store
I am able to successfully call get_record function from lambda code seen here
FeatureGroupName=transaction_feature_group_name, RecordIdentifierValueAsString=transaction_id)
this works when using the AmazonSageMakerFullAccess role. I am…
George Assan
- 93
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0
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1 answer
What is the recommended way to create a Custom Sink for AWS Sagemaker Feature Store in Apache Flink?
I want to create a Custom Apache Flink Sink to AWS Sagemaker Feature store, but there is no documentation for how to create custom sinks on Flink's website. There are also multiple base classes that I can potentially extend (e.g. AsyncSinkBase,…
r_g_s_
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Delete a lot of records of SageMaker Feature Store
I want to keep the OfflineStore, but I want to change the is_deleted column and hide than at OnlineStore. I know that in situations where I want to delete a record, I could use delete_record, but my question is: How to do it to many records in a…
Lucas Brito
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1 answer
Remove/Edit feature definitions from AWS Sagemaker Feature Group
How do I edit/remove feature definitions (name/type) from my AWS Sagemaker Feature Group? From what I encounter in the Feature Store API, there are just options to delete Feature Group or record. I Tried to search the documentation for feature…
H2H
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How does AWS SageMaker Feature Store know what transformations to perform when ingesting data?
When you create feature groups in SageMaker Feature Store you take the following steps:
Setup SageMaker Python SDK and boto client
Inspect data we want to use, and apply transformations (e.g. remove NAs, round numbers, etc.)
Ingest transformed data…
Cybernetic
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- 132