Hello saurabh soni,
Welcome to the Microsoft Q&A and thank you for posting your questions here.
I understand that you are unable to Increase vCPU Quota for GPU VM.
Since the quota request was denied and your support case was closed, you will need to take a different approach:
Step 1:
Verify Subscription Eligibility for GPU Quotas by Go to Azure Subscription Limits and Quotas - https://learn.microsoft.com/en-us/azure/azure-subscription-service-limits and check whether the Developer Plan supports GPU VM quota increases. If the Developer Plan does not allow GPU quotas, the user must upgrade to a Pay-As-You-Go or Enterprise Agreement subscription.
Step 2:
Check for Region-Specific Restrictions by try deploying the GPU VM in a different region using the Azure Quotas Portal - https://portal.azure.com/#view/Microsoft_Azure_Quotas/QuotaMenuBlade/~/myQuotas the reason was that some regions have stricter quota policies or limited GPU availability.
Step 3:
Contact Azure Sales for a Manual Override instead of relying on the automated quota request system, contact Azure Sales directly via Azure Sales Support - https://azure.microsoft.com/en-us/contact/). Because Sales teams sometimes have the authority to approve quotas that standard support teams cannot.
Step 4:
Upgrade to a Higher-Tier Subscription if Necessary as you have been told. If the Developer Plan does not support GPU quotas, upgrade to a Pay-As-You-Go or Microsoft Enterprise Agreement. Navigate to the Azure portal and change your subscription type under Cost Management + Billing.
Step 5:
If cost is a concern, explore Azure Spot VMs or Reserved Instances, which might have different quota policies.
Step 6:
If Azure continues to deny the quota, you can explore:
- Google Cloud - (NVIDIA Tesla GPUs available via Compute Engine)
- AWS EC2 GPU Instances - (p3, g4, g5 series)
- NVIDIA’s Cloud GPU Rental
I hope this is helpful! Do not hesitate to let me know if you have any other questions.
Please don't forget to close up the thread here by upvoting and accept it as an answer if it is helpful.