Julia Cloud Architect

AWS vs GCP Evaluator
Architectural Insight: Julia workloads are heavily memory-bandwidth bound due to BLAS/LAPACK operations and JIT compilation. Google Cloud C3/A2 instances offer Intel IPUs and higher standard per-core memory bandwidth, whereas AWS provides superior EFA interconnect density and AWS Batch spot resilience.
AWS Cloud g5.2xlarge
$318.40
$15.92 / job
  • Recommended Service AWS ParallelCluster / Batch
  • Interconnect Bandwidth 25 Gbps (EFA Capable)
  • RAM per Node 32 GB DDR4/DDR5
  • Spot Interrupt Risk Low (8-12%)
  • Scratch IOPS 120,000 NVMe IOPS
Time-to-First-Execution (TTFX) 4.2s (Sysimage Cached)
Google Cloud g2-standard-8
$294.60
$14.73 / job
  • Recommended Service Slurm on GCP / Vertex Workflows
  • Interconnect Bandwidth 32 Gbps (Google Fast Socket)
  • RAM per Node 32 GB DDR5 High-BW
  • Spot / Preemptible Risk Moderate (14-18%)
  • Scratch IOPS 110,000 Local SSD
Time-to-First-Execution (TTFX) 4.1s (Sysimage Cached)
Active Distributed Cluster Architecture 4 Nodes • 32 vCPUs • 4x GPUs
Production Infrastructure Artifacts Precompiled Sysimage & Cluster Launch 


        

          
        

      

    

  


  


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