MoE Parameter & Compute Explorer

Open-Weights Architecture, Memory Bandwidth & Hardware Sizing Profiler
Presets:
Architecture Parameters
Total Parameters (B) 2,800 B
Active Params per Token (B) 104 B
Total Experts Count 64
Top-K Routed Experts 4
Context Window (K Tokens) 1,000 K
Quantization Precision
RESULTS PROOF Kimi K3 (2.8T MoE)
Model VRAM: 5,600 GB | Sparsity: 96.28% | FLOPs/Token: 208 TFLOPS
Model Weights VRAM
5,600 GB
Active Token Weights: 208 GB
Sparsity Ratio
96.28%
4 of 64 Experts Active
FLOPs per Token
208 TFLOPS
2x Active Params Footprint
KV Cache Footprint
128 GB
At 1,000K Context Window
Memory Allocation (VRAM Footprint)
Parameters & Compute Scaling
Hardware Sizing & Cluster Recommendation
GPU Accelerator Model VRAM per Node Required Nodes (VRAM) Min Bandwidth Constraint
NVIDIA H100 SXM (80GB) 80 GB 70 Cards 3.35 TB/s (FP8)
NVIDIA H200 SXM (141GB) 141 GB 40 Cards 4.80 TB/s (FP8)
NVIDIA B200 SXM (192GB) 192 GB 30 Cards 8.00 TB/s (FP4/FP8)
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