Drilldown: Recipe

GLM 5.3 Flash on 2x 8 GB (ExLlamaV3 layer split) (1) · GLM 5.3 Flash on 2x 8 GB (ExLlamaV3 TP2) (1) · GLM 5.3 Flash on 3x 8 GB (1) · GLM 5.3 Flash on 4x 8 GB (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

EXL3 3.05 bpw: turboderp/GLM-5.3-Flash-exl3 (1) · EXL3 3.05 bpw: turboderp/GLM-5.3-Flash-exl3; DFlash2 drafter converted to EXL3 6 bpw (1) · W4A16 (INT4 weights, group size 128, FP16 activations): canada-quant/GLM-5.3-Flash-W4A16-MTP (1) · W4A16, about 4.3 bpw, 163 GiB on disk (1)

ExLlamaV3 (patched, pinned) (1) · ExLlamaV3 1.5.4 (built for SM80) with a small OpenAI-compatible server (1) · Morrowmake/vllm-cmp170hx (via the glm53-flash-cmp170hx-recipe) (1) · Morrowmake/vllm-cmp170hx (vLLM fork, container image) (1)

None · recipe 0.2.1; engine 18305948ac · 0.1.dev1+ga5530b90c.d20260829 · 0.29.1rc1.dev402+ga5a30471f.ple1 · Deepinfer-SM80 2a828fc lineage; vLLM v0.28.1rc0 base · Deepinfer-SM80, vLLM v0.28.1rc0 base · Flun/glm53-flash-cmp170hx-exl3 at 5933112 · GNmac-lab at 2ad5741ab1; image ds41-cmp170hx:1.2.0-fidelity · latest-sm80 tag as of 2026-10-16 · not stated · q38fn/stack on nightly-7d0b4e57 · recipe 0.3.1; engine 18305948ac · recipe 1.0.0 (commit d4d1f525), engine a0c57b52 · recipe 1.0.0, engine a0c57b5237 · recipe 1.2.0 · recipe 1.8.0, engine 819146023f · recipe 31318fd; patches 0001-0020 · reports 0.0.0; patches/public-base-to-runtime.patch (109 files) · tag qwen38-recipe-1.0.0, engine 18305948ac · tag recipe-09 (309ef6d1); TabbyAPI deepseek-v41 (ce250ff) · upstream dev 0f685aa9fd plus 9 patches; repo db01c256 · v1.0.6 (this row) · vLLM 0.30.1rc1, fork commit 378c37b0 · vLLM v0.30.0 (ced6857a); plugin zankich/vllm v0.29.0z (6609bfef) · vllm-backport 3142ded1 · vllm-cmp170hx 18305948ac; TC-MoE fb9786ec · Other

8 GB (4)

2 (2) · 3 (1) · 4 (1)

layer split (no tensor parallel), no P2P (1) · PP3 (1) · TP2 over NCCL (GPU P2P), DFlash2 K7 plus hybrid drafting (1) · TP4 (default) or PP4 (1)

262,144 (1) · 392,960 (profile q8_384k) (1) · 392,960 per request; 655,360-token Q8 KV pool shared by two requests (1) · about 1,000,000 (8-bit KV cache) (1)

None (1) · 60 (1) · 107.67 (1) · 442.1 (1)

None (2) · 1,533 (1) · 3,161 (1)

64 GiB (1) · 64 GiB exposed, --gpu-memory-utilization 0.95 (1) · about 58 GiB of 64 GiB (116.6 GiB resident across both) (1) · about 62.9 / 62.3 GiB idle, peaks about 64.4 / 63.0 GiB with vision (1)

None (2) · 180 W (1) · 180 W (author's cards); about 170 W with a modest memory OC in his Discord numbers (1)

None (2) · 610.57.04 (1) · NVIDIA 580 or newer; P2P needs the Morrowmake/cmpunlocker build (1)

None (2) · cmpunlocker (64 GiB); P2P-capable driver for the NCCL backend (1) · cmpunlocker (64 GiB, 74 SMs); Morrowmake/cmpunlocker for P2P (1)

Proven (2) · Reported (2)

68x0 (1) · nestaa51 (1) · shirogeek (1) · voidgiraffe (1)

October 13, 2026 (1) · October 16, 2026 (1) · October 19, 2026 (1) · October 20, 2026 (1)

https://discord.com/channels/1518634379604136178/1518695289278566450/1561743826945843304 (1) · https://github.com/alexvnesta/glm53-flash-cmp170hx-tp (1) · https://github.com/Flun/glm53-flash-cmp170hx-exl3 (1) · https://github.com/Morrowmake/glm53-flash-cmp170hx-recipe (1)