Universe Model Distributed Sharding Lab Project Prometheus Architecture

Cluster Status: Optimal Fit
Spatial Field Domain Decomposition & Tensor Interconnect Matrix Grid: 4x4x4 (64 sub-volumes)
Telemetry Stream
Active Streams: 192 Halo Channels Sync Protocol: Ring-AllReduce (NCCL) Voxel Precision: FP16 TensorCore
Single-Node Workstation Test
Single Node Status: OOM (Requires 3,686 GB VRAM)
Memory Deficit: -3,606 GB VRAM
Physical limits prevent lone hardware from holding continuous 512³ cosmological tensor states & 450B parameter field gradients simultaneously.
Distributed Cluster Metrics
Per-Node VRAM Footprint: 57.6 GB / 80 GB
All-Reduce Latency: 1.12 ms
Halo Exchange Overhead: 4.8%
Simulation Throughput: 1.42e8 voxels/s
Scaling Efficiency: 92.4%
Per-Node Memory Breakdown
Model Weights: 14.1 GB
Field Activations: 28.4 GB
Halo Boundaries: 6.3 GB
Optimizer & KV Cache: 8.8 GB
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