Freshness / lifecycle. Optimization on the hipfire beta branch is continuous. Every figure below is fixture-scoped, and a date is shown only when its source carries a measurement date. These source-published snapshots are not immutable or lasting claims. Numbers update frequently. /docs/benchmarks is the build-time live ledger.
Rows are heterogeneous fixtures. Compare cells only when model, quant/mode, prompt, method, and backend match. Engine sources and methodology docs point at warpfront/hipfire@beta.
Last build: 2026-09-09T04:53:12.638Z ·
live source: GET /api/leaderboard?engineName=hipfire ·
engine: github.com/warpfront/hipfire branch beta
featured beta snapshots
Compact tables from the engine beta branch. Each block
names its date (when known), fixture, method, and source file so
the figures stay scoped to that measurement — not a lasting claim
about every hipfire build.
Qwen3.6 35B-A3B MQ4R · single-GPU AR
Ordinary autoregressive decode, single GPU; no MTP, DFlash, reduced-output bench, or manual clock pinning. TG128 = three-run medians. Multi-turn columns from clean eight-turn serving runs.
| GPU | arch | TG128 AR | 8-turn avg | final turn |
|---|---|---|---|---|
| Radeon RX 7900 XTX | gfx1100 | 253.3 tok/s | 191.0 tok/s | 160.3 @ 18.2K |
| Radeon 8060S / Strix Halo | gfx1151 | 115.1 tok/s | 92.2 tok/s | 82.5 @ 21.3K |
| Radeon AI PRO R9700 | gfx1201 | 203.9 tok/s | 169.5 tok/s | 146.7 @ 22.2K |
Source: beta README · Qwen3.6 35B-A3B MQ4R
Qwen3.8-27B MQ4V2 · 2026-08-20 · hiptrx · gfx1201 · Radeon AI PRO R9700
Product-ladder checkpoint on the hiptrx gfx1201 / Radeon AI PRO R9700 fixture. AR decode, prefill, DFlash decode, mean accepted draft length (τ), and bits-per-weight.
| tier | AR decode | prefill | DFlash | τ | bpw |
|---|---|---|---|---|---|
| XT | 35.3 tok/s | 490.7 | 251.6 tok/s | 11.70 | 4.456 |
| Base | 33.2 tok/s | 479.0 | 263.3 tok/s | 13.11 | 4.659 |
| Pro | 31.8 tok/s | 473.8 | 258.2 tok/s | 13.11 | 4.897 |
Dated 2026-08-20. Source:
beta · 2026-08-20 Qwen3.8 MQ-V2 product ladder
(docs/perf-checkpoints/2026-08-20-qwen38-mq-v2-product-ladder.md)
DeepSeek V4 Flash MQ2R · 4× Radeon AI PRO R9700 (gfx1201)
n=3 fresh-process medians; greedy; speculative decode off; KV f32; 2052-token prompt.
| topology | decode | prefill |
|---|---|---|
| TP3/EP | 53.1 tok/s | 481 tok/s |
| TP4/EP | 54.3 tok/s | 389 tok/s |
live localmaxxing ledger
Architecture tables below are approved community runs pulled at this site build. They are a separate surface from the featured beta snapshots above — different harness, different fixtures. Do not treat a live cell and a dated snapshot as the same measurement.
gfx1100 — RDNA 3
| hardware | model | q | mode | decode tok/s | prefill | AR base | × AR | τ | run |
|---|---|---|---|---|---|---|---|---|---|
| RX 7900 XTX | LFM2.5-350M | MQ4 | AR | 1470.8 | — | — | — | — | cmsnp1w730… |
| RX 7900 XTX | LFM2.5-350M | MQ4 | AR | 885.3 | — | — | — | — | cmsnp2nkg0… |
| RX 7900 XTX | LFM2.5-350M | MQ4 | AR | 858.4 | — | — | — | — | cmsnp2opb0… |
| RX 7900 XTX | Qwen3.5-9B | MQ4 | DFlash | 576.9 | 755 | 122.9 | 4.70× | 13.18 | cmpdzs3fq0… |
| RX 7900 XTX | Qwen3.5-9B | MQ4 | DFlash | 575.3 | — | — | — | — | cmofzk74w0… |
| RX 7900 XTX | Qwen3.5-9B | MQ4 | DFlash | 575.2 | — | 123.1 | 4.67× | 13.18 | cmp8fqdz20… |
| RX 7900 XTX | Qwen3.5-0.8B | MQ4 | AR | 550.2 | — | — | — | — | cmsnp33j90… |
| RX 7900 XTX | Qwen3.6-35B-A3B | MQ4R | MTP | 494.6 | 1468 | — | — | — | cmsnp3cmd0… |
| RX 7900 XTX | LFM2.5-350M | MQ4 | AR | 458.7 | — | — | — | — | cmsnp3h5g0… |
| RX 7900 XTX | LFM2.5-350M | MQ4 | AR | 398.4 | — | — | — | — | cmsnp3mx40… |
| RX 7900 XTX | Qwen3.5-9B | MQ4 | DFlash | 337.0 | — | — | — | — | cmofdp1ve0… |
| RX 7900 XTX | Qwen3.5-9B | MQ4 | DFlash | 322.6 | — | — | — | — | cmofkl1gm0… |
| RX 7900 XTX | Qwen3.6-35B-A3B | MQ4R | AR | 272.6 | — | — | — | — | cmsnp41sa0… |
| RX 7900 XTX | Qwen3.6-35B-A3B | MQ4R | AR | 270.8 | — | — | — | — | cmsnp42xp0… |
| RX 7900 XTX | Qwen3.5-27B | MQ4 | DFlash | 254.4 | — | 44.6 | 5.70× | 13.18 | cmp8fozao0… |
| RX 7900 XTX | Qwen3.6-27B | MQ4 | DFlash | 252.1 | 367 | — | — | — | cms8csy5d0… |
| RX 7900 XTX | Qwen3.5-27B | MQ4 | DFlash | 250.3 | — | — | — | — | cmofyatrj0… |
| RX 7900 XTX | Qwen3.6-27B | MQ4-AWQ | DFlash | 232.1 | 335 | — | — | — | cmppe779e0… |
| RX 7900 XTX | Qwen3.6-27B | MQ4 | DFlash | 216.7 | — | 44.8 | 4.84× | 10.93 | cmp8fw36n0… |
| RX 7900 XTX | Qwen3.6-27B | MQ4 | DFlash | 216.6 | — | 44.6 | 4.85× | 10.93 | cmp8fnkw00… |
| RX 7900 XTX | Qwen3.6-35B-A3B | MQ4R | AR | 214.7 | 913 | — | — | — | cmsnp49si0… |
| RX 7900 XTX | Qwen3.5-27B | MQ4 | DFlash | 201.1 | — | — | — | — | cmofkrpp00… |
| RX 7900 XTX | Qwen3.5-27B | MQ4 | DFlash | 182.0 | — | — | — | — | cmofe2efg0… |
| RX 7900 XTX | Qwen3.5-35B-A3B | MQ4 | DFlash | 154.6 | — | — | — | — | cmofkye0g0… |
| RX 7900 XTX | Qwen3.8-27B | MQ4 | DFlash | 154.2 | 51 | — | — | — | cmt1ff27w0… |
| RX 7900 XTX | Qwen3.6-35B-A3B | MQ4R | AR | 150.0 | — | — | — | — | cmsnp4ebk0… |
| RX 7900 XTX | Qwen3.5-35B-A3B | MQ4 | DFlash | 140.6 | — | — | — | — | cmofefr0j0… |
| RX 7900 XTX | Qwen3.5-35B-A3B | MQ4 | AR | 135.9 | — | — | — | — | cmofe92tt0… |
| RX 7900 XTX | Qwen3.6-35B-A3B | MQ4 | AR | 135.3 | — | — | — | — | cmofezrun0… |
| RX 7900 XTX | Ornstein3.6-35B-A3B | MQ4 | AR | 134.0 | — | — | — | — | cmofgd9iz0… |
| RX 7900 XTX | Qwen3.5-9B | MQ4 | AR | 123.1 | — | — | — | — | cmp8ft6rt0… |
| RX 7900 XTX | Qwen3.5-9B | MQ4 | AR | 122.3 | — | — | — | — | cmofdidib0… |
| RX 7900 XTX | Qwen3.6-27B | MQ4 | DFlash | 118.2 | — | — | — | — | cmofet3j80… |
| RX 7900 XTX | Qwen3.6-27B | MQ4 | DFlash | 118.1 | — | — | — | — | cmofl528t0… |
| RX 7900 XTX | Qwen3.6-35B-A3B | MQ4 | DFlash | 68.6 | — | — | — | — | cmoff6g560… |
| RX 7900 XTX | Qwen3.8-27B-GGUF | MQ4 | AR | 46.2 | 1012 | — | — | — | cmsv00obw0… |
| RX 7900 XTX | Qwen3.6-27B | MQ4 | AR | 44.8 | — | — | — | — | cmp8frsd70… |
| RX 7900 XTX | Qwen3.6-27B | MQ4 | AR | 44.6 | — | — | — | — | cmp8ful710… |
| RX 7900 XTX | Qwen3.5-27B | MQ4 | AR | 44.6 | — | — | — | — | cmp8fl9rq0… |
| RX 7900 XTX | Qwen3.5-27B | MQ4 | AR | 43.7 | — | — | — | — | cmofdvq7c0… |
| RX 7900 XTX | Qwen3.6-27B | MQ4 | AR | 43.6 | — | — | — | — | cmofemf840… |
Engine: hipfire@0.3.0+b0bcc3f91506 ·
Submitter: @schuttdev
gfx1201 — RDNA 4
| hardware | model | q | mode | decode tok/s | prefill | AR base | × AR | τ | run |
|---|---|---|---|---|---|---|---|---|---|
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4R | AR | 6001.4 | — | — | — | — | cmsnp1rko0… |
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4R | AR | 5993.3 | — | — | — | — | cmsnp232a0… |
| RX 9070 XT | LFM2.5-230M | MQ4 | AR | 4816.1 | — | — | — | — | cmsnp1spu0… |
| Radeon AI Pro R9700 | LFM2.5-230M | MQ4 | AR | 4347.3 | — | — | — | — | cmsnp1tv30… |
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4R | AR | 4207.7 | — | — | — | — | cmsnp24750… |
| RX 9070 XT | LFM2.5-350M | MQ4 | AR | 3669.8 | — | — | — | — | cmsnp1v0f0… |
| Radeon AI Pro R9700 | LFM2.5-350M | MQ4 | AR | 3283.3 | — | — | — | — | cmsnp25c40… |
| RX 9070 XT | LFM2.5-350M | MQ4 | AR | 1876.9 | — | — | — | — | cmsnp26gr0… |
| RX 9070 XT | LFM2.5-230M | MQ4 | AR | 1704.6 | — | — | — | — | cmsnp27le0… |
| Radeon AI Pro R9700 | LFM2.5-230M | MQ4 | AR | 1597.7 | — | — | — | — | cmsnp28q50… |
| Radeon AI Pro R9700 | LFM2.5-230M | MQ4 | AR | 1585.6 | — | — | — | — | cmsnp29vb0… |
| RX 9070 XT | LFM2.5-230M | MQ4 | AR | 1523.1 | — | — | — | — | cmsnp2b0g0… |
| RX 9070 XT | LFM2.5-230M | MQ4 | AR | 1457.0 | — | — | — | — | cmsnp2c5d0… |
| RX 9070 XT | LFM2.5-230M | MQ4 | AR | 1376.7 | — | — | — | — | cmsnp2d9x0… |
| Radeon AI Pro R9700 | LFM2.5-350M | MQ4 | AR | 1291.9 | — | — | — | — | cmsnp2eef0… |
| Radeon AI Pro R9700 | LFM2.5-350M | MQ4 | AR | 1278.9 | — | — | — | — | cmsnp2fk00… |
| RX 9070 XT | LFM2.5-350M | MQ4 | AR | 1258.5 | — | — | — | — | cmsnp2gp30… |
| RX 9070 XT | LFM2.5-230M | MQ4 | AR | 1246.8 | — | — | — | — | cmsnp2hup0… |
| RX 9070 XT | LFM2.5-350M | MQ4 | AR | 1237.7 | — | — | — | — | cmsnp2j030… |
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4R | AR | 1115.7 | — | — | — | — | cmsnsxbrr0… |
| RX 9070 XT | LFM2.5-230M | MQ4 | AR | 1044.8 | — | — | — | — | cmsnp2k4r0… |
| RX 9070 XT | LFM2.5-230M | MQ4 | AR | 1017.0 | — | — | — | — | cmsnp2l9o0… |
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4R | AR | 969.4 | — | — | — | — | cmsnsxd8w0… |
| Radeon AI Pro R9700 | LFM2.5-230M | MQ4 | AR | 597.8 | — | — | — | — | cmsnp2s4l0… |
| Radeon AI Pro R9700 | LFM2.5-230M | MQ4 | AR | 597.2 | — | — | — | — | cmsnp2t9n0… |
| Radeon AI Pro R9700 | LFM2.5-230M | MQ4 | AR | 596.6 | — | — | — | — | cmsnp2ue80… |
| Radeon AI Pro R9700 | LFM2.5-230M | MQ4 | AR | 594.1 | — | — | — | — | cmsnp2viy0… |
| RX 9070 XT | LFM2.5-230M | MQ4 | AR | 574.3 | — | — | — | — | cmsnp2wnr0… |
| RX 9070 XT | LFM2.5-230M | MQ4 | AR | 567.5 | — | — | — | — | cmsnp2xsx0… |
| Radeon AI Pro R9700 | Qwen3.5-0.8B | MQ4 | AR | 563.5 | — | — | — | — | cmsnp20sc0… |
| Radeon AI Pro R9700 | Qwen3.5-0.8B | MQ4 | AR | 562.4 | — | — | — | — | cmsnp2yyv0… |
| Radeon AI Pro R9700 | Qwen3.5-0.8B | MQ4 | AR | 562.0 | — | — | — | — | cmsnp30410… |
| Radeon AI Pro R9700 | Qwen3.5-0.8B | MQ4 | AR | 554.5 | — | — | — | — | cmsnp32eb0… |
| RX 9070 XT | Qwen3.5-0.8B | MQ4 | AR | 545.3 | — | — | — | — | cmsnp34or0… |
| Radeon AI Pro R9700 | LFM2.5-350M | MQ4 | AR | 542.5 | — | — | — | — | cmsnp35tm0… |
| Radeon AI Pro R9700 | LFM2.5-350M | MQ4 | AR | 542.1 | — | — | — | — | cmsnp36y20… |
| Radeon AI Pro R9700 | LFM2.5-350M | MQ4 | AR | 539.6 | — | — | — | — | cmsnp382m0… |
| Radeon AI Pro R9700 | LFM2.5-350M | MQ4 | AR | 538.3 | — | — | — | — | cmsnp397g0… |
| RX 9070 XT | LFM2.5-350M | MQ4 | AR | 520.8 | — | — | — | — | cmsnp3ac90… |
| Radeon AI Pro R9700 | LFM2.5-230M | MQ4 | AR | 520.0 | — | — | — | — | cmsnp3bh60… |
| RX 9070 XT | LFM2.5-230M | MQ4 | AR | 481.8 | — | — | — | — | cmsnp3dqp0… |
| Radeon AI Pro R9700 | LFM2.5-350M | MQ4 | AR | 466.0 | — | — | — | — | cmsnp3g0m0… |
| RX 9070 XT | LFM2.5-350M | MQ4 | AR | 437.7 | — | — | — | — | cmsnp3jic0… |
| Radeon AI Pro R9700 | Qwen3.5-9B | MQ4 | DFlash | 371.8 | 1160 | 99.4 | 3.74× | 13.18 | cmpdzu8ig0… |
| Radeon AI Pro R9700 | Qwen3.5-27B | MQ4-AWQ | DFlash | 286.6 | 436 | — | — | — | cmppftgt80… |
| Radeon AI Pro R9700 | Qwen3.8-27B | INT4 | DFlash | 286.3 | 435 | — | — | — | cmt62jgz20… |
| Radeon AI Pro R9700 | Qwen3.8-27B | INT4 | DFlash | 286.2 | 434 | — | — | — | cmt61ypmz0… |
| Radeon AI Pro R9700 | Qwen3.8-27B | INT4 | DFlash | 285.5 | 432 | — | — | — | cmt62jh500… |
| Radeon AI Pro R9700 | Qwen3.8-27B | INT4 | DFlash | 284.5 | 431 | — | — | — | cmt62jgsc0… |
| Radeon AI Pro R9700 | Qwen3.8-27B | MQ4V2 | DFlash | 282.4 | 451 | — | — | — | cmt0pjfxq0… |
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4R | MTP | 280.4 | 1469 | — | — | — | cmsnp3tqo0… |
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4R | MTP | 279.4 | 1469 | — | — | — | cmsnp3uvq0… |
| Radeon AI Pro R9700 | Qwen3.6-27B | MQ4 | DFlash | 278.0 | 467 | — | — | — | cms8cr7d70… |
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4R | MTP | 277.4 | 1469 | — | — | — | cmsnp3x5g0… |
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4R | MTP | 274.9 | 1469 | — | — | — | cmsnp3zfg0… |
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4-AWQ | MTP | 259.5 | 1094 | 259.5 | — | — | cmppmb47l0… |
| Radeon AI Pro R9700 | Qwen3.6-27B | MQ4-AWQ | DFlash | 254.8 | 435 | — | — | — | cmppfddi30… |
| Radeon AI Pro R9700 | LFM2.5-8B-A1B | MQ4 | AR | 241.1 | 242 | — | — | — | cmpruarq60… |
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4R | AR | 233.6 | — | — | — | — | cmsnp46b50… |
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4R | AR | 230.9 | — | — | — | — | cmsnp47g50… |
| Radeon AI Pro R9700 | Qwen3.6-27B | MQ4 | SPEC | 213.7 | 750 | — | — | — | cmrgp8xgt0… |
| Radeon AI Pro R9700 | Qwen3.5-27B | MQ4 | DFlash | 196.2 | 438 | 35.4 | 5.54× | 13.18 | cmpdzvqpx0… |
| Radeon AI Pro R9700 | Qwen3.6-35B-A3B | MQ4R | AR | 127.3 | — | — | — | — | cmsnp4fgp0… |
| Radeon AI Pro R9700 | DeepSeek-V4-Flash | MQ2R | AR | 54.3 | 389 | — | — | — | cmsnp21x40… |
| Radeon AI Pro R9700 | DeepSeek-V4-Flash | MQ2R | AR | 53.1 | 481 | — | — | — | cmsnp4iw40… |
Engine: hipfire@0.3.0+b0bcc3f91506 ·
Submitter: @schuttdev
gfx1151 — RDNA 3.5
| hardware | model | q | mode | decode tok/s | prefill | AR base | × AR | τ | run |
|---|---|---|---|---|---|---|---|---|---|
| Strix Halo (Radeon 8060S Graphics) | Qwen3.5-9B | MQ4 | DFlash | 255.8 | 406 | 45.6 | 5.60× | 13.18 | cmpdzx93g0… |
| Strix Halo (Radeon 8060S Graphics) | Qwen3.5-27B | MQ4 | DFlash | 104.5 | 135 | — | — | 13.18 | cmpe035k30… |
| Strix Halo (Radeon 8060S Graphics) | Qwen3.6-27B | MQ4 | DFlash | 88.3 | 134 | 14.8 | 5.96× | 10.93 | cmpe04nu50… |
| Radeon 8060S | DeepSeek-V4-Flash | MQ2-Lloyd + Q8 KV + MTP sidecar | SPEC | 19.0 | 146 | — | — | — | cmpqeql2m0… |
| Radeon 8060S | Qwen3.5-27B | MQ4 | AR | 14.8 | — | — | — | — | cmoknenfb0… |
Engine: hipfire@0.2.0+1a378379 ·
Submitter: @schuttdev
gfx1030 — RDNA 2
| hardware | model | q | mode | decode tok/s | prefill | AR base | × AR | τ | run |
|---|---|---|---|---|---|---|---|---|---|
| RX 6900 XT | LFM2.5-350M | MQ4 | AR | 584.2 | — | — | — | — | cmsnp1znf0… |
| RX 6900 XT | LFM2.5-350M | MQ4 | AR | 557.2 | — | — | — | — | cmsnp319s0… |
| RX 6900 XT | Qwen3.5-0.8B | MQ4 | AR | 346.1 | — | — | — | — | cmsnp3qbh0… |
| RX 6900 XT | LFM2.5-350M | MQ4 | AR | 275.8 | — | — | — | — | cmsnp3yab0… |
| RX 6950 XT | Qwen3.5-9B | MQ4 | DFlash | 222.0 | 479 | 75.1 | 2.96× | 13.18 | cmpe01n920… |
Engine: hipfire@0.3.0+b0bcc3f91506 ·
Submitter: @schuttdev
gfx1010 — RDNA 1
| hardware | model | q | mode | decode tok/s | prefill | AR base | × AR | τ | run |
|---|---|---|---|---|---|---|---|---|---|
| RX 5700 XT | LFM2.5-230M | MQ4 | AR | 648.3 | — | — | — | — | cmsnp1yij0… |
| RX 5700 XT | LFM2.5-230M | MQ4 | AR | 432.3 | — | — | — | — | cmsnp3kn50… |
| RX 5700 XT | LFM2.5-230M | MQ4 | AR | 428.0 | — | — | — | — | cmsnp3ls00… |
| RX 5700 XT | LFM2.5-350M | MQ4 | AR | 394.0 | — | — | — | — | cmsnp3o210… |
| RX 5700 XT | LFM2.5-350M | MQ4 | AR | 390.8 | — | — | — | — | cmsnp3p6o0… |
| RX 5700 XT | LFM2.5-230M | MQ4 | AR | 279.3 | — | — | — | — | cmsnp3w0e0… |
| RX 5700 XT | Qwen3.5-0.8B | MQ4 | AR | 273.6 | — | — | — | — | cmsnp40li0… |
| RX 5700 XT | LFM2.5-350M | MQ4 | AR | 257.3 | — | — | — | — | cmsnp44230… |
| RX 5700 XT | LFM2.5-230M | MQ4 | AR | 226.3 | — | — | — | — | cmsnp48nj0… |
| RX 5700 XT | LFM2.5-350M | MQ4 | AR | 207.7 | — | — | — | — | cmsnp4ax10… |
| RX 5700 XT | Qwen3.5-9B | MQ4 | AR | 61.6 | 210 | — | — | — | cmpdzyrb70… |
Engine: hipfire@0.3.0+b0bcc3f91506 ·
Submitter: @schuttdev
? — ?
| hardware | model | q | mode | decode tok/s | prefill | AR base | × AR | τ | run |
|---|---|---|---|---|---|---|---|---|---|
| Ryzen AI Max (Ryzen AI Max 395+) | LFM2.5-350M | MQ4 | AR | 1181.6 | — | — | — | — | cmsnp1xcx0… |
| Ryzen AI Max (Ryzen AI Max 395+) | LFM2.5-230M | MQ4 | AR | 958.0 | — | — | — | — | cmsnp2mfn0… |
| Ryzen AI Max (Ryzen AI Max 395+) | LFM2.5-350M | MQ4 | AR | 777.0 | — | — | — | — | cmsnp2pua0… |
| Ryzen AI Max (Ryzen AI Max 395+) | LFM2.5-350M | MQ4 | AR | 766.3 | — | — | — | — | cmsnp2qzh0… |
| Ryzen AI Max (Ryzen AI Max 395+) | LFM2.5-230M | MQ4 | AR | 470.3 | — | — | — | — | cmsnp3ew10… |
| Ryzen AI Max (Ryzen AI Max 395+) | LFM2.5-350M | MQ4 | AR | 439.1 | — | — | — | — | cmsnp3ian0… |
| Ryzen AI Max (Ryzen AI Max 395+) | LFM2.5-350M | MQ4 | AR | 343.1 | — | — | — | — | cmsnp3rgh0… |
| Ryzen AI Max (Ryzen AI Max 395+) | Qwen3.5-0.8B | MQ4 | AR | 291.4 | — | — | — | — | cmsnp3slf0… |
| Ryzen AI Max (Ryzen AI Max 395+) | Qwen3.6-35B-A3B | MQ4R | MTP | 248.2 | 1468 | — | — | — | cmsnp456p0… |
| Ryzen AI Max (Ryzen AI Max 395+) | Qwen3.6-35B-A3B | MQ4R | AR | 161.8 | — | — | — | — | cmsnp4c290… |
| Ryzen AI Max (Ryzen AI Max 395+) | Qwen3.6-35B-A3B | MQ4R | AR | 161.4 | — | — | — | — | cmsnp4d790… |
| Ryzen AI Max (Ryzen AI Max 395+) | Qwen3.6-27B | MQ4 | DFlash | 112.0 | 159 | — | — | — | cms8cugd00… |
| Ryzen AI Max (Ryzen AI Max 395+) | Qwen3.8-27B | MQ4V2 | DFlash | 103.9 | 144 | — | — | — | cmt6wvmy40… |
| Ryzen AI Max (Ryzen AI Max 395+) | Qwen3.6-35B-A3B | MQ4R | AR | 101.7 | 536 | — | — | — | cmsnp4glp0… |
| Ryzen AI Max (Ryzen AI Max 395+) | Qwen3.6-35B-A3B | MQ4R | AR | 91.4 | — | — | — | — | cmsnp4hqe0… |
| Ryzen AI Max (Ryzen AI Max 395+) | DeepSeek-V4-Flash | MQ2R | SPEC | 39.0 | — | — | — | — | cmsnu5ajq0… |
| Ryzen AI Max (Ryzen AI Max 395+) | DeepSeek-V4-Flash | MQ2R | AR | 30.8 | 202 | — | — | — | cmsnp4k0u0… |
| Strix Halo (Ryzen AI Max+ 395) | Qwen3.6-27B | MQ4 | AR | 17.0 | — | — | — | — | cmokadzkk0… |
| Ryzen AI Max (Ryzen AI Max 395+) | DeepSeek-V4-Flash | MQ2-Lloyd | MTP | 15.2 | 145 | — | — | — | cmrh7bdda0… |
Engine: hipfire@0.3.0+b0bcc3f91506 ·
Submitter: @schuttdev
methodology
Live localmaxxing cells follow a shared protocol so cross-arch comparisons inside that harness are meaningful. Featured beta snapshots use the method notes printed beside each table — those fixtures are not interchangeable with the live ledger.
- Prompt:
benchmarks/prompts/merge_sort_thinking_off.txt, md5253c7ac50857fe6d0e10fb0d2c5e35c0, 27 input tokens. One newline-shape variant locks in a stable τ across runs. Source tree: warpfront/hipfire@beta. - Config:
--max 256 --temp 0.0 --no-chatml --kv-mode q8 --ctx 4096,prompt_normalize=on(default since 2026-04-26). - Runs: one
--max 16warmup per cell (discarded), then 3 timed runs at--max 256, median reported. AR baseline is a paired--ar-baselinerun from the same binary on the same hardware. - Coherence: every submitted run produced readable
merge_sortcode — no attractors, token loops, or special-token leaks. - GPU isolation:
HIP_VISIBLE_DEVICESper cell on hosts with multiple GPUs; no two cells share a GPU concurrently.
Why this matters: a single newline change in the prompt can swing τ by 17% on 27B DFlash — same model, same flags, different token sequence. The prompt md5 is part of the claim.
Engine docs and performance checkpoints live on
warpfront/hipfire branch
beta — see
docs/ and
docs/perf-checkpoints/.
reproducibility
Every live row carries the exact launch command in its localmaxxing notes. To repro any cell:
$ hipfire pull <model> $ hipfire bench <model> --spec dflash --runs 5 --warmups 3 \ --max-tokens 256 --backend noslots --workload stateless --json
Prefer hipfire bench over examples/dflash_spec_demo:
the demo runs raw open-ended continuation and under-reports by ~40%
because it never hits the chatml + structured-thinking serve path
(see AGENTS.md on beta).
For DFlash, the draft model is hosted at
z-lab/Qwen3.5-9B-DFlash
and
z-lab/Qwen3.5-27B-DFlash.
The native-head MQ4 conversion is shipped with hipfire's draft pulls
(hipfire pull qwen3.5:9b-dflash).
submit your own
Anyone with a hipfire build can submit. Install
lmx-bench for a curated harness, or POST directly to
localmaxxing.com/api/benchmarks with the schema from
the API docs.
See an existing row's engineFlags.commandSnippet for the
exact invocation to mirror. Build from
warpfront/hipfire beta.