fix: Refactor data processing with manual scripts to resolve deployment script SFI issue

.devcontainer/devcontainer.json

@@ -5,7 +5,10 @@
     "features": {
         "ghcr.io/azure/azure-dev/azd:latest": {},
         "ghcr.io/devcontainers/features/azure-cli:1": {},
-        "ghcr.io/devcontainers/features/docker-in-docker:2": {}
+        "ghcr.io/devcontainers/features/docker-in-docker:2": {},
+        "ghcr.io/jlaundry/devcontainer-features/mssql-odbc-driver:1": {
+			"version": "18"
+		}
     },
     "customizations": {
         "vscode": {

.devcontainer/setup_env.sh

@@ -6,4 +6,5 @@ git pull
 # provide execute permission to quotacheck script
 sudo chmod +x ./infra/scripts/checkquota_km.sh
 sudo chmod +x ./infra/scripts/quota_check_params.sh
-sudo chmod +x ./infra/scripts/run_process_data_scripts.sh
+sudo chmod +x ./infra/scripts/process_sample_data.sh
+sudo chmod +x ./infra/scripts/process_custom_data.sh

azure.yaml

@@ -18,13 +18,18 @@ hooks:
       run: |
         Write-Host "Web app URL: "
         Write-Host "$env:WEB_APP_URL" -ForegroundColor Cyan
+        Write-Host "`nRun the following command in your Bash terminal. It will grant the necessary permissions between resources and your user account, and also process and load the sample data into the application."
+        Write-Host "bash ./infra/scripts/process_sample_data.sh" -ForegroundColor Cyan
       shell: pwsh
       continueOnError: false
       interactive: true
     posix:
       run: |
         echo "Web app URL: "
         echo $WEB_APP_URL
+        echo ""
+        echo "Run the following command in your Bash terminal. It will grant the necessary permissions between resources and your user account, and also process and load the sample data into the application."
+        echo "bash ./infra/scripts/process_sample_data.sh"
       shell: sh
       continueOnError: false
       interactive: true

documents/CustomizeData.md

@@ -14,15 +14,24 @@ If you would like to update the solution to leverage your own data please follow
 > **Note for WAF-aligned deployments:** If your deployment uses private networking, you'll need to log into a VM within the virtual network to upload files. See [VM login instructions](#how-to-login-to-vm-using-azure-bastion) below.
 
 3. If you have audio files, upload them to `custom_audiodata` folder. If you have call transcript files, upload them to `custom_transcripts` folder.
-4. Navigate to the terminal and run the `run_process_data_scripts.sh` to process the new data into the solution with the following commands. 
-    ```shell
-    cd infra/scripts
-
-    az login
-
-    bash run_process_data_scripts.sh resourcegroupname_param
+4. Navigate to the terminal and run the `process_custom_data.sh` script to process the new data into the solution with the following commands:
+
+    ```bash
+    bash ./infra/scripts/process_custom_data.sh
+    ```
+
+    If you don't have `azd env` then you need to pass parameters along with the command. Parameters are grouped by service for clarity. The command will look like the following:
+
+    ```bash
+    bash ./infra/scripts/process_custom_data.sh \
+      <Resource-Group-Name> <Azure-Subscription-ID> \
+      <Storage-Account-Name> <Storage-Container-Name> \
+      <SQL-Server-Name> <SQL-Database-Name> <Backend-User-MID-Client-ID> <Backend-User-MID-Display-Name> \
+      <AI-Search-Name> <Search-Endpoint> \
+      <AI-Foundry-Resource-ID> <CU-Foundry-Resource-ID> \
+      <OpenAI-Endpoint> <Embedding-Model> <Deployment-Model> \
+      <CU-Endpoint> <AI-Agent-Endpoint> <CU-API-Version>
     ```
-    a. resourcegroupname_param - the name of the resource group.
 
 ## How to Login to VM Using Azure Bastion
 

documents/DeploymentGuide.md

@@ -147,9 +147,10 @@ If you're not using one of the above options for opening the project, then you'l
 1. Make sure the following tools are installed:
     - [PowerShell](https://learn.microsoft.com/en-us/powershell/scripting/install/installing-powershell?view=powershell-7.5) <small>(v7.0+)</small> - available for Windows, macOS, and Linux.
     - [Azure Developer CLI (azd)](https://aka.ms/install-azd) <small>(v1.18.0+)</small> - version
-    - [Python 3.9+](https://www.python.org/downloads/)
+    - [Python 3.9 to 3.11](https://www.python.org/downloads/)
     - [Docker Desktop](https://www.docker.com/products/docker-desktop/)
     - [Git](https://git-scm.com/downloads)
+    - [Microsoft ODBC Driver 18](https://learn.microsoft.com/en-us/sql/connect/odbc/download-odbc-driver-for-sql-server?view=sql-server-ver16) for SQL Server.
 
 2. Clone the repository or download the project code via command-line:
 
@@ -244,12 +245,31 @@ Once you've opened the project in [Codespaces](#github-codespaces), [Dev Contain
 
 3. Provide an `azd` environment name (e.g., "ckmapp").
 4. Select a subscription from your Azure account and choose a location that has quota for all the resources. 
-    -- This deployment will take *7-10 minutes* to provision the resources in your account and set up the solution with sample data.
+    - This deployment generally takes **7-10 minutes** to provision the resources in your account and set up the solution.
     - If you encounter an error or timeout during deployment, changing the location may help, as there could be availability constraints for the resources.
 
-5. Once the deployment has completed successfully, open the [Azure Portal](https://portal.azure.com/), go to the deployed resource group, find the App Service, and get the app URL from `Default domain`.
+5. Once the deployment has completed successfully and you would like to use the **sample data**, please open a **Git Bash terminal** and run the bash command printed below. The bash command will look like the following:
 
-6. If you are done trying out the application, you can delete the resources by running `azd down`.
+    ```bash
+    bash ./infra/scripts/process_sample_data.sh
+    ```
+
+    If you don't have `azd env` then you need to pass parameters along with the command. Parameters are grouped by service for clarity. The command will look like the following:
+
+    ```bash
+    bash ./infra/scripts/process_sample_data.sh \
+      <Resource-Group-Name> <Azure-Subscription-ID> \
+      <Storage-Account-Name> <Storage-Container-Name> \
+      <SQL-Server-Name> <SQL-Database-Name> <Backend-User-MID-Client-ID> <Backend-User-MID-Display-Name> \
+      <AI-Search-Name> <Search-Endpoint> \
+      <AI-Foundry-Resource-ID> <CU-Foundry-Resource-ID> \
+      <OpenAI-Endpoint> <Embedding-Model> <Deployment-Model> \
+      <CU-Endpoint> <AI-Agent-Endpoint> <CU-API-Version>
+    ```
+
+6. Once the deployment has completed successfully, open the [Azure Portal](https://portal.azure.com/), go to the deployed resource group, find the App Service, and get the app URL from `Default domain`.
+
+7. You can now delete the resources by running `azd down`, if you are done trying out the application.
    > **Note:** If you deployed with `enableRedundancy=true` and Log Analytics workspace replication is enabled, you must first disable replication before running `azd down` else resource group delete will fail. Follow the steps in [Handling Log Analytics Workspace Deletion with Replication Enabled](./LogAnalyticsReplicationDisable.md), wait until replication returns `false`, then run `azd down`.
 
 ### 🛠️ Troubleshooting

documents/LocalDebuggingSetup.md

@@ -11,12 +11,12 @@ Install these tools before you start:
   - [Azure Tools](https://marketplace.visualstudio.com/items?itemName=ms-vscode.vscode-node-azure-pack)
   - [Bicep](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-bicep)
   - [Python](https://marketplace.visualstudio.com/items?itemName=ms-python.python)
-- [Python 3.11](https://www.python.org/downloads/). **Important:** Check "Add Python to PATH" during installation.
+- [Python 3.9 to 3.11](https://www.python.org/downloads/). **Important:** Check "Add Python to PATH" during installation.
 - [PowerShell 7.0+](https://github.com/PowerShell/PowerShell#get-powershell).
 - [Node.js (LTS)](https://nodejs.org/en).
 - [Git](https://git-scm.com/downloads).
 - [Azure Developer CLI (azd) v1.18.0+](https://learn.microsoft.com/en-us/azure/developer/azure-developer-cli/install-azd).
-- [Microsoft ODBC Driver 17](https://learn.microsoft.com/en-us/sql/connect/odbc/download-odbc-driver-for-sql-server?view=sql-server-ver16) for SQL Server.
+- [Microsoft ODBC Driver 18](https://learn.microsoft.com/en-us/sql/connect/odbc/download-odbc-driver-for-sql-server?view=sql-server-ver16) for SQL Server.
 
 
 ## Setup Steps