Merge branch 'master' into patch-1

Author: samarth4149

index.rst

@@ -203,6 +203,11 @@ Parallel and Distributed Training
    :description: :doc:`/intermediate/dist_tuto`
    :figure: _static/img/distributed/DistPyTorch.jpg
 
+.. customgalleryitem::
+  :tooltip: Getting Started with Distributed RPC Framework
+  :description: :doc:`/intermediate/rpc_tutorial`
+  :figure: _static/img/distributed/DistPyTorch.jpg
+
 .. customgalleryitem::
    :tooltip: PyTorch distributed trainer with Amazon AWS
    :description: :doc:`/beginner/aws_distributed_training_tutorial`
@@ -377,6 +382,7 @@ PyTorch Fundamentals In-Depth
    intermediate/model_parallel_tutorial
    intermediate/ddp_tutorial
    intermediate/dist_tuto
+   intermediate/rpc_tutorial
    beginner/aws_distributed_training_tutorial
 
 .. toctree::

intermediate_source/model_parallel_tutorial.py

@@ -1,6 +1,6 @@
 # -*- coding: utf-8 -*-
 """
-Model Parallel Best Practices
+Single-Machine Model Parallel Best Practices
 ================================
 **Author**: `Shen Li <https://mrshenli.github.io/>`_
 
@@ -27,6 +27,13 @@
 of model parallel. It is up to the readers to apply the ideas to real-world
 applications.
 
+.. note::
+
+    For distributed model parallel training where a model spans multiple
+    servers, please refer to
+    `Getting Started With Distributed RPC Framework <rpc_tutorial.html>`__
+    for examples and details.
+
 Basic Usage
 -----------
 """