Add release blog for v0.3.0 (#124)

**Description**
Add release blog for v0.3.0

**Major Revision**
- Add release blog for v0.3.0
- Change version number in `msamp/__init__.py`
- Add v0.3.0 in docker images

.mdlrc

@@ -1 +1 @@
-rules "~MD013", "~MD033", "~MD046", "~MD034"
+rules "~MD013", "~MD033", "~MD046", "~MD034", "~MD002"

docs/user-tutorial/container-images.mdx

@@ -10,7 +10,7 @@ import TabItem from '@theme/TabItem';
 
 MS-AMP provides a set of OCI-compliant container images, which are hosted on and [GitHub Container Registry](https://github.com/azure/MS-AMP/pkgs/container/msamp).
 
-You can use MS-AMP image by `ghcr.io/microsoft/msamp:${tag}`, available tags are listed below for all stable versions.
+You can use MS-AMP image by `ghcr.io/azure/msamp:${tag}`, available tags are listed below for all stable versions.
 
 ## Stable tagged versions
 
@@ -25,6 +25,8 @@ You can use MS-AMP image by `ghcr.io/microsoft/msamp:${tag}`, available tags are
 
 | Tag               | Description                        |
 |-------------------|------------------------------------|
+| v0.3.0-cuda12.1   | MS-AMP v0.3.0 with CUDA 12.1       |
+| v0.3.0-cuda11.8   | MS-AMP v0.3.0 with CUDA 11.8       |
 | v0.2.0-cuda12.1   | MS-AMP v0.2.0 with CUDA 12.1       |
 | v0.2.0-cuda11.8   | MS-AMP v0.2.0 with CUDA 11.8       |
 

msamp/__init__.py

@@ -94,6 +94,6 @@ def initialize(model, optimizer=None, opt_level='O1'):    # noqa: C901
     return cast_model, cast_optimizer
 
 
-__version__ = '0.2.0'
+__version__ = '0.3.0'
 __author__ = 'Microsoft'
 __all__ = ['clip_grad_norm_', 'initialize']

website/blog/2023-07-20-release-0-2.md

@@ -11,9 +11,9 @@ We are very happy to announce that **MS-AMP 0.2.0 version** is officially releas
 
 You can install and try MS-AMP by following [Getting Started Tutorial](https://azure.github.io/MS-AMP/docs/getting-started/installation).
 
-# MS-AMP 0.2.0 Release Notes
+## MS-AMP 0.2.0 Release Notes
 
-## MS-AMP Improvements
+### MS-AMP Improvements
 
 - Add O3 optimization for supporting FP8 in distributed training frameworks
 - Support ScalingTensor in functional.linear
@@ -24,7 +24,7 @@ You can install and try MS-AMP by following [Getting Started Tutorial](https://a
 - Add performance result and TE result in homepage
 - Cache TE build in pipeline
 
-## MS-AMP-Examples Improvements
+### MS-AMP-Examples Improvements
 
 Add 3 examples using MS-AMP:
 

website/blog/2023-11-06-release-0-3.md

@@ -0,0 +1,37 @@
+---
+slug: release-msamp-v0.3
+title: Releasing MS-AMP v0.3
+author: Yuxiang Yang
+author_title: MS-AMP Team
+author_url: https://github.com/tocean
+tags: [MS-AMP, announcement, release]
+---
+
+We are very happy to announce that **MS-AMP 0.3.0 version** is officially released today!
+
+You can install and try MS-AMP by following [Getting Started Tutorial](https://azure.github.io/MS-AMP/docs/getting-started/installation).
+
+## MS-AMP 0.3.0 Release Notes
+
+### MS-AMP Improvements
+
+- Integrate latest Transformer Engine into MS-AMP
+- Integrate with latest Megatron-LM
+- Add a website for MS-AMP and improve documents
+- Add custom DistributedDataParallel which supports FP8 and computation/computation overlap
+- Refactor code in dist_op module
+- Support UT for distributed testing
+- Integrate with MSCCL
+
+### MS-AMP-Examples Improvements
+
+- Support pretrain GPT-3 with Megatron-LM and MS-AMP
+- Provide a tool to print the traffic per second of NVLINK and InfiniBand
+- Print tflops and throughput metrics in all the examples
+
+### Document Improvements
+
+- Add performance number in `Introduction` page
+- Enhance `Usage` page and `Optimization Level` page
+- Add `Container Images` page
+- Add `Developer Guide` section

website/docusaurus.config.js

@@ -91,7 +91,7 @@ module.exports = {
     announcementBar: {
       id: 'supportus',
       content:
-        '📢 <a href="https://azure.github.io/MS-AMP/blog/release-msamp-v0.2">v0.2.0</a> has been released! ' +
+        '📢 <a href="https://azure.github.io/MS-AMP/blog/release-msamp-v0.3">v0.3.0</a> has been released! ' +
         '⭐️ If you like MS-AMP, give it a star on <a target="_blank" rel="noopener noreferrer" href="https://github.com/Azure/MS-AMP">GitHub</a>! ⭐️',
     },
     algolia: {