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Web edits #147

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merged 8 commits into from
Mar 18, 2020
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Web edits #147

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306e7ce
added coming soon to posts
Mar 18, 2020
0065cd3
website tweaks
Mar 18, 2020
55e8699
Add what's new section to main page
Mar 18, 2020
30f4b0b
formatter
Mar 18, 2020
341df3e
lots of website tweaks
Mar 18, 2020
27deec1
file ending
Mar 18, 2020
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merge with master
Mar 18, 2020
8fe182b
azure links
Mar 18, 2020
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azure links
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Shaden Smith authored and Shaden Smith committed Mar 18, 2020
commit 8fe182b3397f1f350442156a731a17d938994766
2 changes: 2 additions & 0 deletions docs/_data/navigation.yml
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Expand Up @@ -29,6 +29,8 @@ lnav:
- title: "Tutorials"
url: /tutorials/
children:
- title: "Getting Started on Azure"
url: /tutorials/azure/
- title: "CIFAR-10"
url: /tutorials/cifar-10/
- title: "Megatron-LM GPT2"
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10 changes: 6 additions & 4 deletions docs/_tutorials/azure.md
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@@ -1,4 +1,6 @@
# DeepSpeed with Azure
---
title: "Getting Started with DeepSpeed on Azure"
---

This tutorial will help you get started running DeepSpeed on [Azure virtual
machines](https://azure.microsoft.com/en-us/services/virtual-machines/).
Expand Down Expand Up @@ -58,7 +60,7 @@ Next, we need to configure the VM environment for DeepSpeed. We provide a script
```bash
./setup_vms.sh
```
to generate a [hostfile](../README.md#resource-configuration) and SSH
to generate a [hostfile](/getting-started/#resource-configuration-multi-node) and SSH
configuration on all of the VMs. This configuration will be used by the DeepSpeed
Docker containers in the next step.

Expand All @@ -72,7 +74,7 @@ background. This will take several minutes since it needs to pull the entire Doc
image.

## Access VMs
The tool [azure_ssh.sh](azure_ssh.sh) will let you SSH into any of the VMs with this
The tool `azure_ssh.sh` will let you SSH into any of the VMs with this
syntax:
```bash
./azure_ssh.sh <node-id> [command]
Expand Down Expand Up @@ -122,7 +124,7 @@ the first DeepSpeed container:

## Megatron-LM GPT2
DeepSpeed includes an example model using Megatron-LM's GPT2. Please refer to the full
[Megatron tutorial](../docs/tutorials/MegatronGPT2Tutorial.md) for more details.
[Megatron tutorial](/tutorials/megatron/) for more details.
* In order to fully train GPT2 with DeepSpeed and ZeRO we recommend using 8 instances of
Azure's Standard_ND40rs_v2 SKU for a total of 64 NVIDIA V100 GPUs. With this setup and
a batch size of 1536 you should be able to complete 100k training steps (153.6 million
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