Merge branch 'aws:master' into featuregroup-schema

Author: mizanfiu

CHANGELOG.md

@@ -1,5 +1,25 @@
 # Changelog
 
+## v2.99.0 (2022-07-08)
+
+### Features
+
+ * heterogeneous cluster set up in distribution config
+ * support heterogeneous cluster for training
+ * include fields to work with inference recommender
+
+### Bug Fixes and Other Changes
+
+ * Moving the newly added field instance_group to the end of method
+ * image_uri does not need to be specified with instance_groups
+ * Loosen version of attrs dependency
+ * Add PipelineVariable annotation in estimatory, processing, tuner, transformer base classes
+ * model table link
+
+### Documentation Changes
+
+ * documentation for heterogeneous cluster
+
 ## v2.98.0 (2022-07-05)
 
 ### Features

VERSION

@@ -1 +1 @@
-2.98.1.dev0
+2.99.1.dev0

doc/api/utility/instance_group.rst

@@ -0,0 +1,8 @@
+Instance Group
+--------------
+
+.. automodule:: sagemaker.instance_group
+    :members:
+    :undoc-members:
+    :show-inheritance:
+    :private-members:

setup.py

@@ -47,7 +47,7 @@ def read_requirements(filename):
 
 # Declare minimal set for installation
 required_packages = [
-    "attrs==20.3.0",
+    "attrs>=20.3.0,<22",
     "boto3>=1.20.21,<2.0",
     "google-pasta",
     "numpy>=1.9.0,<2.0",

src/sagemaker/algorithm.py

@@ -147,19 +147,19 @@ def __init__(
         self.algorithm_arn = algorithm_arn
         super(AlgorithmEstimator, self).__init__(
             role,
-            instance_count,
-            instance_type,
-            volume_size,
-            volume_kms_key,
-            max_run,
-            input_mode,
-            output_path,
-            output_kms_key,
-            base_job_name,
-            sagemaker_session,
-            tags,
-            subnets,
-            security_group_ids,
+            instance_count=instance_count,
+            instance_type=instance_type,
+            volume_size=volume_size,
+            volume_kms_key=volume_kms_key,
+            max_run=max_run,
+            input_mode=input_mode,
+            output_path=output_path,
+            output_kms_key=output_kms_key,
+            base_job_name=base_job_name,
+            sagemaker_session=sagemaker_session,
+            tags=tags,
+            subnets=subnets,
+            security_group_ids=security_group_ids,
             model_uri=model_uri,
             model_channel_name=model_channel_name,
             metric_definitions=metric_definitions,