Mingxin
R2Tested 2026-07-05Signed / official edition

FX100 KV-Cache Benchmark (480B, TP8 long-context, signed)

Scope

Qwen3-Coder-480B-FP8, single 8-GPU instance (TP=8 standard production topology), long-context cold recovery, three-way comparison across concurrency levels.

Original filename: test/AISSD5000-KVCache性能测试报告(480B·TP8长上下文·正式版).pdf

Test platform (free)

8× AMD Instinct MI308X (192 GB HBM each, gfx942); 2× AMD EPYC 9654 (384 threads), ≈1.5 TB RAM; ROCm 7.2; vLLM 0.20.1+rocm721; LMCache (built from upstream mainline source, 2026-06-29). Device under test: Mingxin FX100 all-flash NVMe-oF array: 4-drive RAID0 (14 TB, XFS), RoCEv2, single 100 GbE port. Baseline: Local single NVMe drive (PCIe Gen4, 2 TB); no-external-storage re-compute.

Measured figures backed by this report (free)

These figures are not behind the paywall — they are the performance claims this site makes publicly, so anyone should be able to check them for free. What is paid for is the report itself: full method, per-level raw data, charts, screenshots and signatures.

+29–40%
Inference throughput with KV tiering

480B production topology, long-context cold-recovery load: +29% at concurrency 8 (lower bound), +40% at the optimal operating point (concurrency 16), +35–36% whole-machine TP4×2.

Provenance: Measured, R2/R3

TTFT −26–32%
Time-to-first-token reduction

480B TP8, three concurrency levels: TTFT p50 down from 10.17–35.73 s to 7.53–26.35 s.

Provenance: Measured, R2

8.6–20×
Speed-up vs no-external-storage re-compute

Re-compute baseline TTFT p50 149.5 s (conc 16) vs 11.85 s on FX100; throughput 4.1 vs 74.9 tok/s.

Provenance: Measured, R2

Sample: three-way comparison (free)

ConcurrencyFX100 TTFT p50Local disk TTFT p50Re-compute TTFT p50FX100 throughputLocal disk throughput
87.53 s10.17 s56.6 tok/s43.9 tok/s
1611.85 s17.31 s149.48 s74.9 tok/s53.6 tok/s
3226.35 s35.73 s71.6 tok/s53.9 tok/s

Measured, R2 (TTFT in seconds, throughput in tok/s; re-compute measured at conc 16 only).

Solutions backed by this report

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