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vllm-omni/probe/issue-2/evidence/rtx5080/runs-summary.json
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probe: Qwen-Image conditioning-KV spill probe on RTX 3090 / RTX 5080 (issue 2)
Evidence-only change: probe kit (serve wrapper, API client, PSNR
comparator, offline fp8_v driver), per-host run summaries, and the
findings report. No code changes to the stack.

Verdicts: not-built on both cards. On the 3090 the served reference
ceiling is two condition images with the conditioning cache on
(2.2x the Diffusers nocache baseline, pair PSNR mean 27.57 dB);
four references OOM on the resident BF16 working set, not the KV
(~0.3 GiB/reference, per-request). On the 5080 the server cannot
initialize under any flag: init_parameters materializes the
unquantized skeleton on-device before quantization/offload engage.
Also documents that the recipe's deploy-YAML extras route for
prefix_kv_cache_dtype does not reach the served transformer on
8484d85d (offline Omni engine kwarg does).
2026-10-08 00:58:29 -04:00

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{
"runs": {
"cpuoff": {
"flags": "--enable-cpu-offload",
"serve_rc": 1,
"serve_wall_s": 9,
"vram_peak_mib": 15856
},
"cpuoff-layerwise": {
"flags": "--enable-cpu-offload --enable-layerwise-offload",
"serve_rc": 1,
"serve_wall_s": 10,
"vram_peak_mib": 15856
},
"default": {
"flags": "flags:",
"serve_rc": 1,
"serve_wall_s": 12,
"vram_peak_mib": 15926
},
"fp8": {
"flags": "--enable-cpu-offload --quantization fp8",
"serve_rc": 1,
"serve_wall_s": 13,
"vram_peak_mib": 15930
},
"fp8-expandable": {
"flags": "--enable-cpu-offload --quantization fp8",
"serve_rc": 1,
"serve_wall_s": 9,
"vram_peak_mib": 15876
},
"int8": {
"flags": "--enable-cpu-offload --quantization int8",
"serve_rc": 1,
"serve_wall_s": 8,
"vram_peak_mib": 15930
}
}
}