256 Routed Experts
1 Isolated Shared Expert
DualPipe All-to-All Overlap
🎬 3Blue1Brown Manim
DeepSeek-V3 DualPipe & 256-Expert MoE Router Studio
Orchestrate DeepSeek-V3 fine-grained Mixture-of-Experts routing (Top-8 of 256), Multi-Head Latent Attention (MLA) 14x KV compression, and DualPipe bidirectional pipeline parallelism that overlaps forward/backward computation with all-to-all communication.
Active Parameters
37B / 671B
Sparse Activation (Top-8)
MLA KV Compression
14.0x
7,168 -> 512 Latent Dim
DualPipe Overlap
95.4%
Comm Bubble < 4.8%
FP8 MMA Compute
1,840 TFLOPS
Near Peak Hardware Utilization
MoE Router & Parallel Pipeline Controls
Ready for MoE token dispatch
💰 DeepSeek-V3 Infrastructure & FinOps ROI
- ✓ 94% Cost Reduction: Activating only 37B params out of 671B yields frontier-grade reasoning at a fraction of dense model compute costs.
- ✓ Zero Comm Bottleneck: DualPipe bidirectional scheduling hides all-to-all expert network transfers behind tensor compute.
- ✓ MLA Efficiency: Multi-Head Latent Attention compresses KV caches by 14x, fitting long contexts into standard GPU RAM.