Drilldown: Recipe

GLM 5.3 on 8x 8 GB (vllm-170hx-glm5) (1) · Qwen3.8 Flash Next on 1x 8 GB (ElectroHobo 3 bpw) (1) · Qwen3.8 Flash Next on 2x 8 GB (ElectroHobo W4A16 TP2) (1)

DeepSeek-V4.1-Flash-1017 · Qwen3.8-Flash-Next · GLM-5.3-Flash (320B MoE, 18B active) · Qwen3.8-Flash-Next (125B MoE per the recipe) · DeepSeek-V4.1-Flash-1017 (748B in the Maya README) · DeepSeek-V4.1-Flash-1017 heretic (pqhaz abliteration) · GLM-5.3 (full 78-layer DSA MoE, not Flash) · GLM-5.3 (full 78-layer, not Flash) · GLM-5.3-Flash (321B in the Maya README) · MiMo-V2.6-Flash-RL (309B MoE, 15B active; text, image, video and audio input) · Qwen3.8-27B (dense) · Qwen3.8-Flash-Next-Uncensored (refusal-removed, from orcarouter) · Other · None

AutoRound mixed 2/3-bit (klee100, 2.998 effective bpw, 47 GiB on card) plus halt95's FP8 n-gram table in host RAM (1) · GLM-5.3-Int4-Int8Mix-AWQ-g64; drafter incoai/GLM-5.3-DFlash2 (1) · W4A16: halt95/Qwen3.8-Flash-Next-W4A16-Merlin (AutoRound INT4 g128 experts, INT8 GDN projections, FP8 n-gram table) (1)

Morrowmake/vllm-cmp170hx branch ampere-glm53 plus fail-closed source patches (1) · Morrowmake/vllm-cmp170hx image (Qwen EXL3 release) with patch files mounted read-only (1) · Morrowmake/vllm-cmp170hx image with patch files mounted read-only (1)

recipe 0.2.1; engine 18305948ac (1) · recipe 0.3.1; engine 18305948ac (1) · vLLM 0.30.1rc1, fork commit 378c37b0 (1)

8 GB · Other · None

1 (1) · 2 (1) · 8 (1)

PP8 (also PP9 and PP10), TP1 (1) · single card (1) · TP2 with whole-expert expert parallel (1)

1,048,576 per request (1) · 262,144 (2)

48.7 (1) · 296.4 (1) · 349.7 (1)

1,833 (1) · 4,243 (1) · 4,696 (1)

64 GiB, --gpu-memory-utilization 0.95 (fixed) (1) · 64 GiB, GPU_UTIL 0.95 (fixed) (1) · 64 GiB, GPU_UTIL 0.96 at PP8 (1)

170 W (author's 10-card run) (1) · 180 W (2)

None (1) · 580 or newer (measured on 610.57.04) (1) · 580 or newer (measured on 610.57.04); open modules with HMM for the table-on-disk mode (1)

None (1) · cmpunlocker (64 GiB, 74 SMs) (1) · cmpunlocker (64 GiB, 74 SMs) with a P2P-capable build (1)

Proven (2) · Reported (1)

nathang6866 (2) · reala7096 (1)

September 29, 2026 (1) · October 23, 2026 (2)

https://github.com/arvkmr/vllm-170hx-glm5 (1) · https://github.com/ElectroHobo/qwen38-flash-next-3bpw-1x-cmp170hx-recipe (1) · https://github.com/ElectroHobo/qwen38-flash-next-w4a16-2x-cmp170hx-recipe (1)