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The error you're encountering indicates that AWS currently doesn't have enough available On-Demand capacity for G4 or G5 instances in the Sydney region to fulfill your request. This is a capacity constraint rather than an account-level issue.
Here are some options to work around this capacity limitation:
For immediate needs:
- Try launching instances without specifying a particular Availability Zone, which allows AWS to place your instance in any AZ within the Sydney region that has available capacity
- Submit requests with a reduced number of instances if you're trying to launch multiple instances at once
- Consider using a different instance type with similar GPU capabilities if your workload allows for flexibility
For longer-term solutions:
- You could terminate and recreate your setup in a different AWS Region where G4 or G5 capacity might be more readily available
- Continue trying at different times, as capacity can become available as other customers' instances are terminated
Since you've already opened a support case, you can add updates or additional context about your situation through the AWS Support Center at https://console.aws.amazon.com/support/. Depending on your AWS Support plan, you may also want to review your plan options, as higher-tier plans typically receive faster response times for capacity-related concerns.
Capacity constraints can persist for varying lengths of time depending on regional demand, so exploring alternative regions or instance types may be your most reliable path forward if you need immediate access to GPU instances.
Sources
Troubleshoot Amazon EC2 instance launch issues - Amazon Elastic Compute Cloud
Amazon EMR cluster error: EC2 is out of capacity - Amazon EMR

I appreciate the bot answered this question, but I feel that something is not right. I was able to spin up instances for multiple days in a row and now have been unable to spin up even the smallest instance type in 2 weeks. I struggle to believe that the 4 random days I decided to start this project I always had capacity, and now for 2 weeks there has been 0 capacity. This feels like an account issue.