Benchmarks / Performance Engineering
Measure the system, not the accelerator.
Production performance is a property of the whole path: queueing, routing, kernels, memory, interconnect, and failure behavior under sustained load.
Throughput / Comparative
Optimization compounds across every layer.
420Base
680Tuned
1120CP
Throughput / tok·s⁻¹
Engineered serving stack
Baseline420
vLLM tuned680
ComputePlane1120
Representative lab envelope. Actual performance depends on model, precision, context, and hardware topology.
Method / Controlled
Every number needs an operating envelope.
01
Warm state
Weights resident and caches initialized before measurement.
02
Sustained load
Results measured beyond burst windows at target concurrency.
03
Tail focus
P95 and p99 latency take precedence over median response.
04
Cost normalized
Useful output measured against full-system power and spend.