feature: Added doc update for dataset builder (#3539)

* Add list_feature_groups API (#647)

* feat: Feature/get record api (#650)

Co-authored-by: Eric Zou <[email protected]>

* Add delete_record API (#664)

* feat: Add DatasetBuilder class (#667)

Co-authored-by: Eric Zou <[email protected]>

* feat: Add to_csv method in DatasetBuilder (#699)

* feat: Add pandas.Dataframe as base case (#708)

* feat: Add with_feature_group method in DatasetBuilder (#726)

* feat: Handle merge and timestamp filters (#727)

* feat: Add to_dataframe method in DatasetBuilder (#729)

* Address TODOs (#731)

* Unit test for DatasetBuilder (#734)

* fix: Fix list_feature_groups max_results (#744)

* Add integration tests for create_dataset (#743)

* feature: Aggregate commits

* fix: as_of, event_range, join, default behavior and duplicates… (#764)

* Bug fixed - as_of, event_range, join, default behavior and duplicates and tests

Bugs:
1. as_of was not working properly on deleted events
2. Same event_time_range
3. Join was not working when including feature names
4. Default sql was returning only most recent, whereas it should all excluding duplicates
5. Include duplicates was not return all non-deleted data
6. instanceof(dataframe) case was also applied to non-df cases while join
7. Include column was returning unnecessary columns.

* Fix on pylint error

* Fix on include_duplicated_records for panda data frames

* Fix format issue for black

* Bug fixed related to line break

* Bug fix related to dataframe and inclde_deleted_record and include_duplicated_record

* Addressed comments and code refactored

* changed to_csv to to_csv_file and added error messages for query limit and recent record limit

* Revert a change which was not intended

* Resolved the leak of feature group deletion in integration test

* Added doc update for dataset builder

* Fix the issue in doc

Co-authored-by: Yiming Zou <[email protected]>
Co-authored-by: Brandon Chatham <[email protected]>
Co-authored-by: Eric Zou <[email protected]>
Co-authored-by: jiapinw <[email protected]>

Author: 5 people

doc/api/prep_data/feature_store.rst

@@ -72,3 +72,11 @@ Inputs
 .. autoclass:: sagemaker.feature_store.inputs.FeatureValue
     :members:
     :show-inheritance:
+
+
+Dataset Builder
+***************
+
+.. autoclass:: sagemaker.feature_store.dataset_builder.DatasetBuilder
+    :members:
+    :show-inheritance: