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)

Flun/glm53-flash-cmp170hx-exl3 at 5933112 (1) · not stated (1) · recipe 1.8.0, engine 819146023f (1) · upstream dev 0f685aa9fd plus 9 patches; repo db01c256 (1)

8 GB · Other · None

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)