Merge branch 'master' into patch-1

Author: ahsan-z-khan

CHANGELOG.md

@@ -1,5 +1,93 @@
 # Changelog
 
+## v2.49.0 (2021-07-15)
+
+### Features
+
+ * Adding serial inference pipeline support to RegisterModel Step
+
+### Documentation Changes
+
+ * add tuning step get_top_model_s3_uri and callback step to doc
+ * links for HF in sdk
+ * Add Clarify module to Model Monitoring API docs
+
+## v2.48.2 (2021-07-12)
+
+### Bug Fixes and Other Changes
+
+ * default time for compilation jobs
+ * skip hf inference test
+
+## v2.48.1 (2021-07-08)
+
+### Bug Fixes and Other Changes
+
+ * skip HF inference test
+ * remove upsert from test_workflow
+
+### Documentation Changes
+
+ * Add Hugging Face docs
+ * add tuning step to doc
+
+## v2.48.0 (2021-07-07)
+
+### Features
+
+ * HuggingFace Inference
+
+### Bug Fixes and Other Changes
+
+ * add support for SageMaker workflow tuning step
+
+## v2.47.2.post0 (2021-07-01)
+
+### Documentation Changes
+
+ * smddp 1.2.1 release note / convert md to rst
+ * add smd model parallel 1.4.0 release note / restructure doc files
+
+## v2.47.2 (2021-06-30)
+
+### Bug Fixes and Other Changes
+
+ * handle tags when upsert pipeine
+
+## v2.47.1 (2021-06-27)
+
+### Bug Fixes and Other Changes
+
+ * revert "fix: jsonGet interpolation issue 2426 + allow step depends on pass in step instance (#2477)"
+
+## v2.47.0 (2021-06-25)
+
+### Features
+
+ * support job_name_prefix for Clarify
+
+### Bug Fixes and Other Changes
+
+ * Add configuration option with headers for Clarify Explainability
+ * jsonGet interpolation issue 2426 + allow step depends on pass in step instance
+ * add default retries to feature group ingestion.
+ * Update using_pytorch.rst
+ * kms key does not propapate in register model step
+ * Correctly interpolate Callback output parameters
+
+## v2.46.1 (2021-06-22)
+
+### Bug Fixes and Other Changes
+
+ * Register model step tags
+
+### Documentation Changes
+
+ * update to include new batch_get_record api call
+ * Correct type annotation for TrainingStep inputs
+ * introduce input mode FastFile
+ * update hf transformer version
+
 ## v2.46.0 (2021-06-15)
 
 ### Features

VERSION

@@ -1 +1 @@
-2.46.1.dev0
+2.49.1.dev0

doc/amazon_sagemaker_featurestore.rst

@@ -291,6 +291,13 @@ example identifier to retrieve the record.
    record_identifier_value = str(2990130)
    featurestore_runtime.get_record(FeatureGroupName=transaction_feature_group_name, RecordIdentifierValueAsString=record_identifier_value)
 
+You can use the ``batch_get_record`` function to retrieve multiple records simultaneously from your feature store. The following example uses this API to retrieve a batch of records.
+
+.. code:: python
+
+   record_identifier_values = ["573291", "109382", "828400", "124013"]
+   featurestore_runtime.batch_get_record(Identifiers=[{"FeatureGroupName": transaction_feature_group_name, "RecordIdentifiersValueAsString": record_identifier_values}])
+
 An example response from the fraud detection example:
 
 .. code:: python

doc/api/inference/model_monitor.rst

@@ -26,3 +26,8 @@ Model Monitor
     :members:
     :undoc-members:
     :show-inheritance:
+
+.. automodule:: sagemaker.model_monitor.clarify_model_monitoring
+    :members:
+    :undoc-members:
+    :show-inheritance:

doc/api/training/sdp_versions/latest.rst

@@ -1,5 +1,5 @@
 
-Version 1.2.0 (Latest)
+Version 1.2.x (Latest)
 ======================
 
 .. toctree::

doc/api/training/sdp_versions/latest/smd_data_parallel_tensorflow.rst

@@ -157,7 +157,7 @@ TensorFlow API
 
 .. rubric:: Supported versions
 
-**TensorFlow 2.3.1, 2.4.1**
+**TensorFlow 2.3.1, 2.4.1, 2.5.0**
 
 .. function:: smdistributed.dataparallel.tensorflow.init()
 

doc/api/training/smd_data_parallel.rst

@@ -101,8 +101,10 @@ Select a version to see the API documentation for version.
 Release Notes
 =============
 
-New features, bug fixes, and improvements are regularly made to the SageMaker distributed data parallel library.
+New features, bug fixes, and improvements are regularly made to the SageMaker
+distributed data parallel library.
 
-To see the the latest changes made to the library, refer to the library
-`Release Notes
-<https://github.com/aws/sagemaker-python-sdk/blob/master/doc/api/training/smd_data_parallel_release_notes/>`_.
+.. toctree::
+   :maxdepth: 1
+
+   smd_data_parallel_release_notes/smd_data_parallel_change_log