Drilldown: Recipe
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DeepSeek V4 Flash 0731 on 4x 8 GB (allover326 PP4 DSpark) (1) ·
DeepSeek V4.1 Flash heretic on 4x 8 GB (1) ·
DeepSeek V4.1 Flash on 4x 8 GB (alanoo fidelity build) (1) ·
DeepSeek V4.1 Flash on 4x 8 GB (CurtisAccelerate TC-MoE) (1) ·
DeepSeek V4.1 Flash on 4x 8 GB (GNmac) (1) ·
DeepSeek V4.1 Flash on 4x 8 GB (Morrowmake) (1) ·
DeepSeek V4.1 Flash on 4x 8 GB plus RTX PRO 6000 (ExLlamaV3 TP5) (1) ·
GLM 5.3 Flash on 4x 8 GB (1) ·
GLM 5.3 Flash on 4x 8 GB (kaka86mm EXL3 + Marlin sidecar + DFlash2) (1) ·
MiMo V2.6 Flash on 4x 8 GB (1) ·
Qwen3.8 Flash Next on 3x or 4x 8 GB (zebgop-ops FP8 PP) (1) ·
Qwen3.8 Flash Next on 4x 8 GB (1)
model:
DeepSeek-V4-Flash-0731 (1) ·
DeepSeek-V4.1-Flash-1017 (5) ·
DeepSeek-V4.1-Flash-1017 heretic (pqhaz abliteration) (1) ·
GLM-5.3-Flash (320B MoE, 18B active) (1) ·
GLM-5.3-Flash (320B MoE, 18B active, multimodal) (1) ·
MiMo-V2.6-Flash-RL (309B MoE, 15B active; text, image, video and audio input) (1) ·
Qwen/Qwen3.8-Flash-Next-FP8 (revision bcd9f01d) (1) ·
Qwen3.8-Flash-Next (1)
quant:
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) ·
EXL3 4 bpw (Mia-AiLab/GLM-5.3-Flash-EXL3-TR3-4bpw, 164 GB) plus an offline-generated Marlin INT4 decode sidecar (151 GB) (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) ·
Native MXFP4 experts + FP8 attention (official deepseek-ai checkpoint, about 155.4 GiB); KV cache fp8 (1) ·
NVFP4 (ModelOpt mixed precision): ProCreations/MiMo-V2.6-Flash-RL-NVFP4, run as 4-bit weights with BF16 activations through Marlin (1) ·
Official block FP8, about 126 GiB including the about 50 GiB FP8 n-gram (PLE) table, which is served from host RAM; KV cache bf16 (the QSA layers refuse fp8) (1) ·
W4A16 (INT4 weights, group size 128, FP16 activations): canada-quant/GLM-5.3-Flash-W4A16-MTP (1)
engine:
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 image (tag qwen38-recipe-1.0.0) plus one mounted file (vLLM #58235 vision-sink fix) (1) ·
vLLM with a pinned sm_80 patch stack (built locally from source) (1) ·
vLLM: haosdent/vllm branch dsv4-flash-a100 plus allover326's 7 patches (DSpark under PP, sm_80 prefill top-k fallback, logits row chunking) (1) ·
vLLM: hyd998877/vllm_170hx_glm53-flash-exl3-optimized with kaka86mm's overlay patches; exllamav3 1.4.8 (1) ·
vLLM: the vllm/vllm-openai:qwen38-flash-next image with zebgop-ops patches 0001 to 0016 (never 0008-WITHDRAWN) and three ported files (1) ·
wtdcode/vllm-backport (image lazymio/vllm-backport:latest-sm80) (1)
engine version: (Click arrow to add another value)
cards:
card count:
topology:
PP4 (VLLM_PP_LAYER_PARTITION=12,12,12,7) with DSpark, 5 draft tokens; PCIe Gen2 x4, no P2P (1) ·
PP4 (VLLM_PP_LAYER_PARTITION=13,11,11,10), DFlash2 k=7; PCIe Gen2 x4, no P2P (1) ·
PP4, VLLM_PP_LAYER_PARTITION=12,12,12,12, MTP 3, FULL_AND_PIECEWISE CUDA graphs; PCIe Gen2 x4 per card, no P2P. Three cards: PP3 with 16,17,15 or 16,16,16 (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, 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)
context:
1,000,000 (YaRN x4 from 262,144) (1) ·
1,047,736 verified one-shot; 1,002,852 over a 405-turn chat with DSV4_LOGITS_ROW_CHUNK=64 (1) ·
1,048,576 (1) ·
1,048,576 FP16 (1) ·
262,144 (4) ·
262,144 (up to 1,048,576) (1) ·
262,144 (weights address 1,048,576) (1) ·
262,144 native; 524,288 with YaRN 2.0; 1,048,576 with YaRN 4.0 (needle verified on PP3) (1) ·
524,288 (1)
decode tps:
prefill tps:
vram per card:
64 GB (1) ·
64 GB, --gpu-memory-utilization 0.85 (1) ·
64 GB, --gpu-memory-utilization 0.93 (0.94 is the ceiling) (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 0.94 plus per-rank KV budgets; measured 34.0-34.3 GiB per 12-layer rank, 37.9 GiB on the drafter rank (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)
power cap:
driver:
None (5) ·
580 or newer (measured on 610.57.04) (1) ·
610.43.03 (open modules) (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)
unlock build:
None (3) ·
cmpunlocker (64 GB) (1) ·
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 VRAM unlock (64 GiB per card) (1) ·
cmpunlocker VRAM unlock (65,536 MiB per card) (1) ·
Morrowmake/cmpunlocker 1f2c498; modprobe RmForceEnableGen2=1, RMPcieLinkSpeed=0x1, ForceP2P=0x11 (1)
status:
tested by:
tested on:
source: (Click arrow to add another value)
Showing below up to 12 results in range #1 to #12.