~/talk

Cosmic: Cost-Effective Support for Cloud-Assisted 3D Printing

Talkat USENIX ATC '25 · 2025-07-07..07-09· [serverless, cloud-infrastructure]
name:Yuan Yao
links:none on file
name:Chuan He
links:none on file
links:none on file
links:none on file
slides:none on file

Cloud controller called Cosmic partitions serverless workers into groups and issues timely speculation to hide ~10 ms invocation delays measured on AWS Lambda, running a physics-based PVF scan optimizer that must reply in tens of milliseconds. Evaluation uses a local printer emulator plus a VM coordinator and 30 diverse print jobs; Cosmic meets all timing windows and cuts cost versus VM and naïve serverless baselines by about 2.8x–3.5x, while keeping computation on AWS Lambda.

AI-written summary · about

  1. 0:00Cosmic project intro
  2. 1:45Cloud control for 3D printing
  3. 4:39Metal 3D printing time limits
  4. 6:03Serverless vs VMs
  5. 7:47Serverless real-time challenges
  6. 9:37Cosmic’s function grouping
  7. 11:24Cosmic’s speculation mechanism
  8. 12:52Cosmic performance modeling
  9. 13:57Evaluation results and savings
  10. 15:02Conclusion and future
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