ci: implement quota check in CI Pipeline to ensure resource availability in supported region

[Priyanka-Microsoft]

Purpose

• ...
  This pull request introduces a new quota check mechanism to the deployment pipeline and adjusts the deployment region configuration based on the quota availability. The most important changes include adding a quota check step, sending notifications on quota failure, and updating the deployment region dynamically.

Quota Check Mechanism:

• .github/workflows/deploy.yml: Added a new step to run a quota check script and set a flag if the quota is insufficient.
• deploy/scripts/checkquota.sh: Introduced a new script to check Azure regions for sufficient quota for specific models and set the deployment region accordingly.

Notification and Failure Handling:

• .github/workflows/deploy.yml: Added steps to send a notification if the quota check fails and to fail the pipeline if the quota is insufficient.

Deployment Region Configuration:

• .github/workflows/deploy.yml: Updated the resource group creation and deployment steps to use the dynamically set deployment region. [1] [2]

Does this introduce a breaking change?

No

How to Test

• Get the code

git clone [repo-address]
cd [repo-name]
git checkout [branch-name]
npm install

• Test the code

What to Check

Verify that the following are valid

• ...

Other Information

[github-actions]

🎉 This PR is included in version 1.2.6 🎉

The release is available on GitHub release

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