TOOLS / PIPELINE PARALLELISM / TOOL #74

Enterprise Autonomous Agent DualPipe Bidirectional Pipeline Parallelism Simulator

Simulate DualPipe bidirectional pipeline parallelism, zero-bubble micro-batch scheduling, All-to-All communication overlap, and MFU maximization on DeepSeek-V3 clusters.

DualPipe Bidirectional Overlap Telemetry

Interleaves forward and backward micro-batches across dual symmetric pipelines, partitioning backward propagation into B_input and B_weight to completely hide cross-node All-to-All network latency behind matrix computation kernels.

Pipeline Bubble: Under 2% Ratio
Model Flops Util: 63%+ MFU Frontier
Network Overlap: 98%+ All-to-All Hidden