From cebfed27c82fe86e243f05a682acddddce775913 Mon Sep 17 00:00:00 2001
From: jingyanwangms <47403504+jingyanwangms@users.noreply.github.com>
Date: Mon, 28 Jun 2021 14:44:33 -0700
Subject: [PATCH] update install instruction and update 404 links (#8101)

Co-authored-by: Jingyan Wang <jingywa@OrtTrainingDev3.af05slrtruoetgaxwwjv5nsq5e.px.internal.cloudapp.net>
---
 docs/how-to/build/training.md           |  1 -
 docs/tutorials/training/ort-training.md | 11 +++++++----
 2 files changed, 7 insertions(+), 5 deletions(-)

diff --git a/docs/how-to/build/training.md b/docs/how-to/build/training.md
index 9e85d45f9e..b271a73deb 100644
--- a/docs/how-to/build/training.md
+++ b/docs/how-to/build/training.md
@@ -66,7 +66,6 @@ These dependency versions should reflect what is in [Dockerfile.training](https:
     export PATH=<location for openmpi/bin/>:$PATH
     export LD_LIBRARY_PATH=<location for openmpi/lib/>:$LD_LIBRARY_PATH
     export MPI_CXX_INCLUDE_PATH=<location for openmpi/include/>
-    source <location of the mpivars script> # e.g. /data/intel/impi/2018.3.222/intel64/bin/mpivars.sh
     ```
 
 3. Create the ONNX Runtime wheel
diff --git a/docs/tutorials/training/ort-training.md b/docs/tutorials/training/ort-training.md
index 28f2ebed90..463f1398c1 100644
--- a/docs/tutorials/training/ort-training.md
+++ b/docs/tutorials/training/ort-training.md
@@ -4,13 +4,16 @@ grand_parent: Tutorials
 parent: Training
 nav_order: 1
 ---
-# Accelerate PyTorch model training
+# ORTModule Examples
+* [Use ORTModule with HuggingFace Models](https://github.com/microsoft/onnxruntime-training-examples/tree/master/huggingface)
+
+# (deprecated) ORTTrainer Examples
 {: .no_toc }
 
-* [Get Started: Basic PyTorch transformer model](https://github.com/microsoft/onnxruntime-training-examples/tree/master/getting-started)
+* [Get Started: Basic PyTorch transformer model](https://github.com/microsoft/onnxruntime-training-examples/tree/master/orttrainer/getting-started)
 
-* [Accelerate pre-training of large BERT model](https://github.com/microsoft/onnxruntime-training-examples/tree/master/nvidia-bert)
+* [Accelerate pre-training of large BERT model](https://github.com/microsoft/onnxruntime-training-examples/tree/master/orttrainer/nvidia-bert)
 
-* [Accelerate fine tuning of Huggingface GPT2 model](https://github.com/microsoft/onnxruntime-training-examples/tree/master/huggingface-gpt2)
+* [Accelerate fine tuning of Huggingface GPT2 model](https://github.com/microsoft/onnxruntime-training-examples/tree/master/orttrainer/huggingface-gpt2)
 
 * *More coming soon!*