DeepSpeedExamples major restructure

README.md

@@ -1,15 +1,17 @@
-
 # DeepSpeed Examples
-This repository contains various example models that use [DeepSpeed](https://github.com/microsoft/DeepSpeed) for training and inference.
+This repository contains various examples including training, inference, compression, benchmarks, and applications that use [DeepSpeed](https://github.com/microsoft/DeepSpeed).
+
+## 1. Training
+There are several training and finetuning examples so please see the individual folders for specific instructions.
 
-# Inference Examples
+## 2. Inference
 The DeepSpeed Huggingface inference [README](./inference/huggingface/README.md) explains how to get started with running DeepSpeed Huggingface inference examples.
 
-# Training Examples
-There are several trianing examples in this repository. Please see the individual folders. 
+## 3. Compression
+Model compression examples.
 
-## Note on Megatron examples
-Please use the latest [Megatron-DeepSpeed fork](https://github.com/microsoft/Megatron-DeepSpeed) instead of the deprecated/old megatron forks in the megatron folder.
+## 4. Benchmarks
+TODO: Move the DeepSpeed benchmarks folder here.
 
 # Contributing
 
@@ -23,4 +25,4 @@ provided by the bot. You will only need to do this once across all repos using o
 
 This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/).
 For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or
-contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments.
+contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments.

benchmarks/README.md

@@ -0,0 +1 @@
+The new home for DeepSpeed benchmarks. TODO: Move DS benchmarks to this repo.