NVMe MoE Expert Streaming Simulator Local AI Engine

Models active parameter offloading from NVMe SSD to RAM for frontier LLMs (e.g., Kimi K3 2.78T)
Inference Speed
0.00 tok/s
TTFT: 0.00 ms
PCIe Saturation
0.0%
0.0 / 0.0 GB/s
RAM Cache Hit Rate
0.0%
0 GB allocated
Primary Bottleneck
NVMe PCIe Read
Thermal Risk: Nominal

Hardware & Model Levers

Total Model Params 2,780 B
Total Experts Pool 256
Active Experts / Token 8
NVMe Read Speed (Sequential) 7.5 GB/s
System RAM Bandwidth 200 GB/s
PCIe Bus Interface
Quantization Bit-Depth
Expert RAM Cache Size 25%
NVMe Expert Streaming Pipeline (D3 Live Flow) Streaming Active
Transfer Latency Breakdown per Token (ms) PCIe Offload Bound

Hardware Feasibility Assessment

Calculating hardware parameters...

Canonical Proof & Verification Surface Validated Run
Product Identity: NVMe MoE Expert Streaming Simulator
Active Configuration: 2780B Model | 8/256 Experts | 7.5 GB/s NVMe
Observed Latency / Token: 0.00 ms
Effective Throughput: 0.00 tok/s
Download Status: Ready for export
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