Adding simple example links for distributed

apex/parallel/README.md

@@ -10,6 +10,8 @@ multiproc.py contains the source code for `apex.parallel.multiproc`, a launch ut
 
 #### [Example/Walkthrough](https://github.com/NVIDIA/apex/tree/master/examples/distributed)
 
-#### [Imagenet Example w/Mixed Precision](https://github.com/NVIDIA/apex/tree/master/examples/imagenet)
+#### [Imagenet example with Mixed Precision](https://github.com/NVIDIA/apex/tree/master/examples/imagenet)
+
+#### [Simple example with FP16_Optimizer](https://github.com/NVIDIA/apex/tree/master/examples/FP16_Optimizer_simple/distributed_apex)
 
 

examples/FP16_Optimizer_simple/distributed_apex/README.md

+**distributed_data_parallel.py** shows an example using `FP16_Optimizer` with
+`apex.parallel.DistributedDataParallel`.
+The usage of `FP16_Optimizer` with distributed does not need to change from ordinary 
+single-process usage.  Test via
+```bash
+bash run.sh
+```

examples/FP16_Optimizer_simple/distributed_pytorch/README.md

+**distributed_data_parallel.py** shows an example using `FP16_Optimizer` with
+`torch.nn.parallel.DistributedDataParallel`.
+The usage of `FP16_Optimizer` with distributed does not need to change from ordinary 
+single-process usage.  Test via
+```bash
+bash run.sh
+```

examples/distributed/README.md

-# Basic Multiprocess Example based on pytorch/examples/mnist
+# Multiprocess Example based on pytorch/examples/mnist
 
 main.py demonstrates how to modify a simple model to enable multiprocess distributed data parallel
 training using the module wrapper `apex.parallel.DistributedDataParallel` 
@@ -17,7 +17,9 @@ transfers to reduce the total number of transfers required.
 
 #### [Source Code](https://github.com/NVIDIA/apex/tree/master/apex/parallel)
 
-#### [Another Example: Imagenet with mixed precision](https://github.com/NVIDIA/apex/tree/master/examples/imagenet)
+#### [Another example: Imagenet with mixed precision](https://github.com/NVIDIA/apex/tree/master/examples/imagenet)
+
+#### [Simple example with FP16_Optimizer](https://github.com/NVIDIA/apex/tree/master/examples/FP16_Optimizer_simple/distributed_apex)
 
 ## Getting started
 Prior to running please run