All model and GPU pairings
Kimi K2.5/K2.6/K2.7-Code 1TAMD CDNA 3

Running Kimi K2.6 on MI325X

Quick answer

Kimi K2.6 runs on MI325X: 14 benchmarked configs so far. See the interactivity ladder below for measured operating points.

Benchmarked configs

14

Serving engines

vLLM

Precisions

int4

Run dates

2026-03-272026-05-18

Throughput at every interactivity target

Serving is a trade-off: push more concurrent users through a GPU and each user's tokens arrive slower. The ladder below reads the measured frontier at each per-user speed target on a single-turn chat workload (8k input / 1k output), using the best engine and precision at that point.

Per-user targetTokens/s per GPU$ / 1M tokensEnginePrecision
30 tok/s----
50 tok/s----
75 tok/s----
100 tok/s----
150 tok/s----
200 tok/s----

Frequently asked questions

How fast is Kimi K2.6 on MI325X?
The InferenceX fleet has 14 benchmarked configs for this pairing; see the interactivity ladder above for the operating points reached so far.
How much does it cost to serve Kimi K2.6 on MI325X?
Cost per million tokens is derived from measured throughput and $/GPU/hr rates from the SemiAnalysis AI Cloud TCO model; it appears once this pairing reaches the primary interactivity tier.
Which serving engines run Kimi K2.6 on MI325X?
The runs behind this page used vLLM in INT4. Engines are rebuilt and re-benchmarked continuously, so the best config can change between visits.
How are these Kimi K2.6 numbers measured?
Every number is measured on real MI325X hardware by the InferenceX fleet, sweeping concurrency on a single-turn chat workload (8k input / 1k output) to trace the throughput-versus-interactivity frontier; the newest run landed on 2026-05-18. The same derivation powers the InferenceX overview leaderboard.

Explore the data