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Flash-Next + RTX 4080 spill: Spark vs EVO-X3 quality×cost

Flash-Next 3-stage race with RTX 4080 Vulkan spill on EVO. Spark wall_sum 1083s vs EVO+4080 5321s. EVO wins arch3d first-pass; angry fails 12/12 on EVO.

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Independent lab measurement
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예약된 광고 영역

Bottom line. Does Flash-Next run on EVO-X3 with an RTX 4080 layer spill, and how does Playwright render_ok quality compare to DGX Spark? It runs. wall_sum: Spark 1083s vs EVO+4080 5321s (~5×). EVO fails angry 12/12.

Stacks: Spark = NVFP4 · SGLang · :30000. EVO = ROCmFP4 GGUF · llama.cpp Vulkan1+Vulkan0 · -ts 56,8 · -c 32768 · :8080. Same protocol as the quality×cost race (arch3d → angry → snake, dynamic N).

Totals

SparkEVO + RTX 4080
arch3d → first pass357s (r2)267s (r1)
angry → first pass628s (r3)12/12 fail (cap)
snake → first pass98s (r1)367s (r2)
stages passed3/32/3
wall_sum1083s (~18 min)5321s (~89 min)
decode (pass rounds)~37 tok/s~21–26 tok/s

4080 spill proves load + inference. Under the quality gate, Spark is far cheaper. EVO’s bottleneck is not only speed — angry HTML never clears the gate.

Setup · 4080 spill

DGX SparkEVO-X3 + 4080
GPUGB10 UMA ~128GB8060S + RTX 4080 (Vulkan1,Vulkan0)
weightsFlash-Next NVFP4Flash-Next ROCmFP4-FAST ple16 GGUF (~88G)
serveSGLang-sm layer -ts 56,8 -c 32768 --jinja
noteWith -c 4096, outputs truncate ~3.8k and fail closed_html. Need 32k for arch3d pass.

Stage 1 · arch3d

EVO passes on r1 (267s) — shorter wall than Spark’s first pass (357s / r2). Once context is long enough to close the document, 3D HTML clears the gate on both boxes.

Spark · r2 pass · HTML
Spark Flash-Next arch3d pass

37.3 tok/s · 122s · 4559 tok

EVO+4080 · r1 pass · HTML
EVO+4080 Flash-Next arch3d pass

25.6 tok/s · 267s · closed_html OK

Stage 2 · angry

Spark passes at r3 (628s). EVO+4080: 12/12 render_ok=false — often missing requestAnimationFrame / input hooks. Burning 8k tokens still does not yield a playable slingshot. Worse than the prior AMD-only Flash race (angry eventually passed).

Spark · r3 pass · HTML
Spark angry pass
EVO+4080 · r1 fail · HTML
EVO+4080 angry fail

Stage 3 · snake

Both pass. Spark r1 (98s · 37 tok/s), EVO r2 (367s · 20 tok/s).

Spark · r1 · HTML
Spark snake
EVO+4080 · r2 · HTML
EVO+4080 snake

How to read this

  • 4080 spill works for serving ~88G Flash-Next via AMD+NVIDIA layer split. Keep -c large.
  • Quality ≠ speed: EVO decode ~70% of Spark; most of the wall_sum gap is angry retries.
  • Prior AMD-only Flash (wall_sum 3374s, angry eventually passed) is not a clean A/B — this post is only the same gate after adding the 4080.

Source: pipeline-flashnext-spark-vs-4080-v2/pipeline-20260903T151241Z.json · makespan 5403s.