Drilldown: Recipe

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Recipe > cards: 8 GB

& card count: 4-8

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DeepSeek-V4.1-Flash-1017 (9) · DeepSeek-V4.1-Flash-1017 heretic (pqhaz abliteration) (1) · GLM-5.3 (full 78-layer DSA MoE, not Flash) (1) · GLM-5.3 (full 78-layer, not Flash) (1) · GLM-5.3-Flash (320B MoE, 18B active) (1) · MiMo-V2.6-Flash-RL (309B MoE, 15B active; text, image, video and audio input) (1) · Qwen3.8-Flash-Next (1)

AWQ W4A16: wtdcode/Qwen3.8-Flash-Next-AWQ-W4A16 (1) · EXL3 3.5 bpw (LibertAIDAI; routed experts 4 bpw on layers 0-9 and 30-39, 3 bpw on 10-29; attention and shared experts 6 bpw) plus the official Engram shards (1) · GLM-5.3-Int4-Int8Mix (INT4 / INT8 mix); KV fp8_ds_mla (1) · GLM-5.3-Int4-Int8Mix-AWQ-g64; drafter incoai/GLM-5.3-DFlash2 (1) · Hybrid: all 40 expert layers at 3 bits (LibertAI 2.9 bpw pack with layers 18-22 grafted from the 3.5 bpw pack), official FP8 dense tensors (1) · Hybrid: LibertAI EXL3 2.9 bpw routed experts (layers 0-39), official FP8/FP4 for attention, shared experts, head, draft and Engram; KV fp8_ds_mla (1) · Hybrid: routed experts EXL3 (mostly 3 bpw, 2 bpw on layers 18-22) from LibertAI's 2.9 bpw pack; attention, shared experts, indexer and DSpark drafter official FP8; KV fp8_ds_mla (1) · Hybrid: routed experts EXL3 2.9 bpw (LibertAIDAI), everything else official FP8/BF16 with the 38 heretic attn.wo_b tensors (1) · Hybrid: routed experts EXL3 2.9 bpw (LibertAIDAI), everything else official FP8/BF16; KV BF16 (1) · NVFP4 (ModelOpt mixed precision): ProCreations/MiMo-V2.6-Flash-RL-NVFP4, run as 4-bit weights with BF16 activations through Marlin (1) · Official checkpoint (FP8 dense, FP4 experts); software FP8 on sm_80 (2) · Official checkpoint as downloaded: MXFP4 routed experts as Marlin W4A16, MXFP8 dense as Marlin W8A16; KV fp8 (1) · Official checkpoint: dense MXFP8 through an SM80 Marlin W8A16 path, routed experts MXFP4 through W4A16; KV FP8 (1) · W4A16 (INT4 weights, group size 128, FP16 activations): canada-quant/GLM-5.3-Flash-W4A16-MTP (1)

Custom SM80 vLLM (patched from public commit 79a7108d9) (1) · ExLlamaV3 fork (anoane/exllamav3-anemone) + TabbyAPI fork (anoane/tabbyAPI) (1) · GNmac-lab recipe image 1.2.0 (vLLM with sm_80 patches) plus three patches (1) · Morrowmake/vllm-cmp170hx (bind-mounted sm80 package) plus the author's tensor-core MoE kernels (1) · Morrowmake/vllm-cmp170hx (vLLM fork, container image) (3) · Morrowmake/vllm-cmp170hx branch ampere-glm53 plus fail-closed source patches (1) · Morrowmake/vllm-cmp170hx image (tag qwen38-recipe-1.0.0) plus one mounted file (vLLM #58235 vision-sink fix) (1) · vLLM (build not stated) (1) · vLLM PR #56201 head (79a7108d) plus a 20-patch sm_80 series; image zanooda/vllm-sm80-ds41f:v41-sm80 (1) · vLLM PR #56201 head (79a7108d) plus the two Deepinfer-SM80 patches and 30 drop-in modules (2) · vLLM with a pinned sm_80 patch stack (built locally from source) (1) · wtdcode/vllm-backport (image lazymio/vllm-backport:latest-sm80) (1)

None (1) · Deepinfer-SM80 2a828fc lineage; vLLM v0.28.1rc0 base (1) · Deepinfer-SM80, vLLM v0.28.1rc0 base (1) · GNmac-lab at 2ad5741ab1; image ds41-cmp170hx:1.2.0-fidelity (1) · latest-sm80 tag as of 2026-10-16 (1) · recipe 0.2.1; engine 18305948ac (1) · recipe 1.0.0 (commit d4d1f525), engine a0c57b52 (1) · recipe 1.0.0, engine a0c57b5237 (1) · recipe 1.2.0 (1) · recipe 1.8.0, engine 819146023f (1) · recipe 31318fd; patches 0001-0020 (1) · reports 0.0.0; patches/public-base-to-runtime.patch (109 files) (1) · tag recipe-09 (309ef6d1); TabbyAPI deepseek-v41 (ce250ff) (1) · vLLM 0.30.1rc1, fork commit 378c37b0 (1) · vllm-cmp170hx 18305948ac; TC-MoE fb9786ec (1)

4 (9) · 6 (2) · 8 (4)

PP8 (also PP9 and PP10), TP1 (1) · PP8, partition 5,5,5,5,5,5,5,5 (1) · PP8, TP1 (1) · TP2 x PP3, partition 14,14,12 (1) · TP4 (1) · TP4 (default) or PP4 (1) · TP4 (default) or PP4 for x1/x4 links (1) · TP4 (P2P on); expert parallel off (1) · TP4 with expert parallel (96 whole experts per card) (1) · TP4 with expert parallel, MTP 3 (1) · TP4 x PP2, partition 20,20 (1) · TP4, P2P on (1) · TP4, peer access off (NCCL_P2P_DISABLE=1), host all-reduce (1) · TP5 across four CMP 170HX and one RTX PRO 6000 Blackwell (native backend, reduces through host memory); MTP draft on the PRO (1) · TP6 (virtual-head padding), PP1 (1)

1,000,000 (YaRN x4 from 262,144) (1) · 1,048,576 (6) · 1,048,576 FP16 (1) · 1,048,576 per request (1) · 262,144 (4) · 262,144 (up to 1,048,576) (1) · 262,144 (weights address 1,048,576) (1)

20 - 110 (5) · 110 - 160 (5) · 160 - 500 (5)

None (2) · 1,500 - 2,100 (2) · 2,100 - 2,700 (5) · 2,700 - 7,000 (6)

64 GB (1) · 64 GB, --gpu-memory-utilization 0.95 (1) · 64 GB; weights 35.9 GB per rank (ranks 1-6), 37.6 GB rank 0, 46.3 GB rank 7 (1) · 64 GiB (1) · 64 GiB (64,911 MiB usable), GPU_MEMORY_UTILIZATION 0.98 (1) · 64 GiB exposed, --gpu-memory-utilization 0.95 (2) · 64 GiB, --gpu-memory-utilization 0.92 (miner co-resident) (1) · 64 GiB, --gpu-memory-utilization 0.95 (1) · 64 GiB, --gpu-memory-utilization 0.97 (1) · 64 GiB, GPU_MEMORY_UTILIZATION 0.95 (1) · 64 GiB, GPU_UTIL 0.96 at PP8 (1) · 64 GiB; weights 45.5 GiB plus 10 GiB KV per card; GPU_UTIL 0.94 (fixed) (1) · about 62.5 GB used of 64 GB, --gpu-memory-utilization 0.97 (1) · gpu_split 58 GB per CMP, 70 GB on the PRO (1)

None (5) · 140 W (1) · 150 W per CMP (PRO 400 W) (1) · 170 W (author's 10-card run) (1) · 180 W (3) · 180 W (nvidia-smi -pl 180) (1) · 180 W (one card unstable at 250 W) (1) · 200 W (2)

None (9) · 580 or newer (measured on 610.57.04) (1) · CUDA 13 capable; measured on 610.43.02 (1) · NVIDIA 580 or newer; P2P needs the Morrowmake/cmpunlocker build (2) · NVIDIA open 610.43.02 from a cmpunlocker fork with a P2P patch (1) · NVIDIA open 610.57.04 patched with Morrowmake/cmpunlocker 1f2c498 (profile 8gb) (1)

None (8) · cmpunlocker (64 GiB, 74 SMs) with a P2P-capable build (1) · cmpunlocker (64 GiB, 74 SMs) with a P2P-capable driver for TP4 (1) · cmpunlocker (64 GiB, 74 SMs); Morrowmake/cmpunlocker for P2P (2) · cmpunlocker fork with P2P (without Morrowmake's TRAP31 patch) (1) · cmpunlocker with the BAR1 P2P patches (64 GiB BAR1 per card) (1) · Morrowmake/cmpunlocker 1f2c498; modprobe RmForceEnableGen2=1, RMPcieLinkSpeed=0x1, ForceP2P=0x11 (1)

Proven (3) · Reported (12)

1a2b3c0967 (1) · alanoo (1) · anoane (1) · CurtisAccelerate (1) · darkmaniac7 (1) · greencandle9753 (1) · HalfVulpes (2) · matstatman (1) · nathang6866 (1) · reala7096 (1) · voidgiraffe (2) · wgkbfcp (1) · Zanooda (1)

September 29, 2026 (1) · October 7, 2026 (1) · October 16, 2026 (2) · October 18, 2026 (1) · October 19, 2026 (2) · October 20, 2026 (1) · October 22, 2026 (1) · October 24, 2026 (1) · October 26, 2026 (1) · October 27, 2026 (1) · October 28, 2026 (2) · October 29, 2026 (1)

Showing below up to 15 results in range #1 to #15.

D

G

M

MiMo V2.6 Flash on 4x 8 GB

Q

Qwen3.8 Flash Next on 4x 8 GB