documentation: currency update for the SageMaker data parallelism lib (#3829)

* quick doc changes for currency update

* update version number

* Trigger Build

Author: mchoi8739

doc/api/training/sdp_versions/latest.rst

@@ -26,7 +26,7 @@ depending on the version of the library you use.
    <https://docs.aws.amazon.com/sagemaker/latest/dg/data-parallel-use-api.html#data-parallel-use-python-skd-api>`_
    for more information.
 
-For versions between 1.4.0 and 1.7.0 (Latest)
+For versions between 1.4.0 and 1.8.0 (Latest)
 =============================================
 
 .. toctree::

doc/api/training/smd_data_parallel_release_notes/smd_data_parallel_change_log.rst

@@ -5,39 +5,64 @@ Release Notes
 #############
 
 New features, bug fixes, and improvements are regularly made to the SageMaker
-distributed data parallel library.
+data parallelism library.
 
-SageMaker Distributed Data Parallel 1.7.0 Release Notes
+SageMaker Distributed Data Parallel 1.8.0 Release Notes
 =======================================================
 
-*Date: Feb. 10. 2023*
+*Date: Apr. 17. 2023*
 
 **Currency Updates**
 
-* Added support for PyTorch 1.13.1.
+* Added support for PyTorch 2.0.0.
 
 **Migration to AWS Deep Learning Containers**
 
 This version passed benchmark testing and is migrated to the following AWS Deep Learning Containers (DLC):
 
-- PyTorch 1.13.1 DLC
+- PyTorch 2.0.0 DLC
 
   .. code::
 
-    763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.13.1-gpu-py39-cu117-ubuntu20.04-sagemaker
+    763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.0.0-gpu-py310-cu118-ubuntu20.04-sagemaker
 
 Binary file of this version of the library for custom container users:
 
   .. code::
 
-    https://smdataparallel.s3.amazonaws.com/binary/pytorch/1.13.1/cu117/2023-01-09/smdistributed_dataparallel-1.7.0-cp39-cp39-linux_x86_64.whl
+    https://smdataparallel.s3.amazonaws.com/binary/pytorch/2.0.0/cu118/2023-03-20/smdistributed_dataparallel-1.8.0-cp310-cp310-linux_x86_64.whl
 
 
 ----
 
 Release History
 ===============
 
+SageMaker Distributed Data Parallel 1.7.0 Release Notes
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+*Date: Feb. 10. 2023*
+
+**Currency Updates**
+
+* Added support for PyTorch 1.13.1.
+
+**Migration to AWS Deep Learning Containers**
+
+This version passed benchmark testing and is migrated to the following AWS Deep Learning Containers (DLC):
+
+- PyTorch 1.13.1 DLC
+
+  .. code::
+
+    763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.13.1-gpu-py39-cu117-ubuntu20.04-sagemaker
+
+Binary file of this version of the library for custom container users:
+
+  .. code::
+
+    https://smdataparallel.s3.amazonaws.com/binary/pytorch/1.13.1/cu117/2023-01-09/smdistributed_dataparallel-1.7.0-cp39-cp39-linux_x86_64.whl
+
 SageMaker Distributed Data Parallel 1.6.0 Release Notes
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~