TOOLS / 3D PARALLELISM / TOOL #65

Enterprise Autonomous Agent 3D Parallelism & Mesh Simulator

Model multi-dimensional distributed GPU clusters: calibrate Tensor Parallelism (TP), Pipeline Parallelism (PP), and ZeRO-3 memory partitioning to execute 100B+ autonomous agent swarms with zero-bubble schedules.

3D Cartesian Mesh Telemetry Profile

Decomposes cluster into TP (intra-node NVLink), PP (inter-node InfiniBand P2P), and DP+ZeRO-3 (ring parameter sharding) dimensions, eliminating memory faults and pipeline bubble idle time.

Step Latency: Sub-8.2ms Verified
Model FLOPs (MFU): 62.4% Peak Efficiency
Bubble Idle Ratio: Sub-2.8% Zero-Bubble