From bff2413a77f5dbc06e78b308def60340582967c3 Mon Sep 17 00:00:00 2001
From: cyndwith <cyndwith@gmail.com>
Date: Wed, 28 Aug 2024 11:53:39 -0700
Subject: [PATCH 1/3] minor formatting updates to the multi model exe demo

---
 demo/multi-model-exec/README.md | 21 +++++++++++++++++++++
 1 file changed, 21 insertions(+)

diff --git a/demo/multi-model-exec/README.md b/demo/multi-model-exec/README.md
index e89a18f6..c7608d04 100644
--- a/demo/multi-model-exec/README.md
+++ b/demo/multi-model-exec/README.md
@@ -129,23 +129,44 @@ Download the onnx models and test image/video package, and unzip it under **<pat
 ## 4 Run The Demo
 
 Please note that all the steps mentioned here need to be performed in ***Windows CMD Prompt***. You can load and run the models one by one: 
+
+```bash
+cd npu_modelsx4_demo
 run_mobile_net_v2.bat
+```
 
 ![MobilenetV2](images/mobilenet_V2.jpg)
 
+```bash
 run_resnet50.bat
+```
+
 ![Resnet50](images/resnet50.jpg)
+
+```bash
 run_retinaface.bat
+```
+
 ![Retinaface](images/retina.jpg)
+
+```bash
 run_segmentation.bat
+```
+
 ![Segmentation](images/segmentation.jpg)
 
+```bash
 run_yolovx.bat
+```
+
 ![yolox](images/yolox.jpg)
 
 or you can load and run multiple models at the same time: 
 
+```bash
 run_modelx4.bat
+```
+
 ![modelsx4](images/modelsx4.jpg)
 
 ## 5 Know Issues

From 075c5dade7c8349977a951c138ccdbceef4ba4c7 Mon Sep 17 00:00:00 2001
From: cyndwith <cyndwith@gmail.com>
Date: Thu, 29 Aug 2024 13:48:03 -0700
Subject: [PATCH 2/3] updates to add one line description for the commands

---
 demo/multi-model-exec/README.md | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/demo/multi-model-exec/README.md b/demo/multi-model-exec/README.md
index c7608d04..51c4fe82 100644
--- a/demo/multi-model-exec/README.md
+++ b/demo/multi-model-exec/README.md
@@ -130,6 +130,8 @@ Download the onnx models and test image/video package, and unzip it under **<pat
 
 Please note that all the steps mentioned here need to be performed in ***Windows CMD Prompt***. You can load and run the models one by one: 
 
+Run the MobileNet V2 based classification model:
+
 ```bash
 cd npu_modelsx4_demo
 run_mobile_net_v2.bat
@@ -137,31 +139,39 @@ run_mobile_net_v2.bat
 
 ![MobilenetV2](images/mobilenet_V2.jpg)
 
+Run the ResNet50 based classification model:
+
 ```bash
 run_resnet50.bat
 ```
 
 ![Resnet50](images/resnet50.jpg)
 
+Run the RetinaFace model for face detection:
+
 ```bash
 run_retinaface.bat
 ```
 
 ![Retinaface](images/retina.jpg)
 
+Run the segmentation model:
+
 ```bash
 run_segmentation.bat
 ```
 
 ![Segmentation](images/segmentation.jpg)
 
+Run the YOLO based object detection model:
+
 ```bash
 run_yolovx.bat
 ```
 
 ![yolox](images/yolox.jpg)
 
-or you can load and run multiple models at the same time: 
+or you can load and run multiple models at the same time:
 
 ```bash
 run_modelx4.bat

From 0fe59326e91e45cea324e41f5506f751b500c510 Mon Sep 17 00:00:00 2001
From: cyndwith <cyndwith@gmail.com>
Date: Thu, 29 Aug 2024 13:55:27 -0700
Subject: [PATCH 3/3] adding links for the multi-model building instructions

---
 demo/multi-model-exec/README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/demo/multi-model-exec/README.md b/demo/multi-model-exec/README.md
index 51c4fe82..81bbbd66 100644
--- a/demo/multi-model-exec/README.md
+++ b/demo/multi-model-exec/README.md
@@ -74,6 +74,8 @@ This is the demo of showing multiple AI models running concurrently on Ryzen AI.
 
 Make sure you have met all the requirements by following the [Installation Instructions](https://ryzenai.docs.amd.com/en/latest/inst.html#).
 
+For step-by-step procedure for installing dependencies and building the demo from the source code following the [Multi Model instructions](../../example/multi-model/README.md)
+
 Download the onnx models and test image/video package, and unzip it under **<path_to_RyzenAI-SW>/demo/multi-model-exec/npu_modelsx4_demo/**