06 / Tools

Setup matrix

Choose your cards and links to find matching recipes, with measured speeds and clearly labeled estimates.

Go to the calculator ยท How the numbers work

Matching recipes to your setup needs JavaScript. Every recipe is below as posted on the wiki.

Every recipe as posted

Every recipe on the wiki as posted
RecipeCardsLinks1 user tok/sMany users tok/sPrefill tok/sStatus
Qwen3.8 Flash NextQwen3.8 Flash Next on 1x 8 GB (ElectroHobo 3 bpw)Not reproduced yet: confirm on your own card1 x 8 GBPCIe Gen2 x16, no P2P296.41,384 (48 users)4,243reported
Qwen3.8 27BQwen3.8 27B on 1x 8 GB (W4A16 vLLM)Add your confirmation1 x 8 GBPCIe not stated, no P2P169.5 (users not stated)not statednot statedproven
Qwen3.8 Flash NextQwen3.8 Flash Next on 1x 8 GB (iIIusi0n SSD PLE)Add your confirmation1 x 8 GBPCIe not stated, no P2P110.99667 (16 users)2,636proven
Qwen3.8 Flash NextQwen3.8 Flash Next on 2x 8 GB (ElectroHobo W4A16 TP2)Add your confirmation2 x 8 GBPCIe Gen2 x16, P2P needed349.71,937 (128 users)4,696proven
Qwen3.8 Flash NextQwen3.8 Flash Next on 2x 8 GB (Plean PP2)Add your confirmation2 x 8 GBPCIe not stated, no P2P197 (users not stated)not stated5,800proven
Qwen3.8 Flash NextQwen3.8 Flash Next on 2x 8 GB (mannydelrio PP2)Not reproduced yet: confirm on your own card2 x 8 GBPCIe Gen2 x4, no P2P177.8734.2 (8 users)7,006reported
Qwen3.8 Flash NextQwen3.8 Flash Next on 2x 8 GB (Qwen-Flash-SM80, GDS TEP2)Not reproduced yet: confirm on your own card2 x 8 GBPCIe Gen2 mixed, P2P needed168.29749.67 (10 users)1,986.38reported
Qwen3.8 Flash NextQwen3.8 Flash Next on 2x 8 GB (Morrowmake EXL3)Not reproduced yet: confirm on your own card2 x 8 GBPCIe x16, P2P needed152.6674.7 (8 users)2,651reported
Qwen3.8 Flash NextQwen3.8 Flash Next on 2x 8 GB (DUFRelic PP2)Not reproduced yet: confirm on your own card2 x 8 GBPCIe not stated, P2P optional133.39245.17 (4 users)6,213.66reported
GLM 5.3 FlashGLM 5.3 Flash on 2x 8 GB (ExLlamaV3 TP2)Not reproduced yet: confirm on your own card2 x 8 GBPCIe Gen2 x16, P2P optional107.6767.25 (2 users)1,533reported
Qwen3.8 Flash NextQwen3.8 Flash Next on 2x 8 GB (vektorprime PP2)Not reproduced yet: confirm on your own card2 x 8 GBPCIe not stated, P2P not stated75.4not statednot statedreported
GLM 5.3 FlashGLM 5.3 Flash on 2x 8 GB (Project Maya)Not reproduced yet: confirm on your own card2 x 8 GBPCIe Gen2 x4, P2P not stated61.3 (users not stated)not stated514reported
GLM 5.3 FlashGLM 5.3 Flash on 2x 8 GB (ExLlamaV3 layer split)Add your confirmation2 x 8 GBPCIe not stated, no P2P60 (users not stated)not statednot statedproven
DeepSeek V4.1 FlashDeepSeek V4.1 Flash on 2x 8 GB (Project Maya)Not reproduced yet: confirm on your own card2 x 8 GBPCIe not stated, P2P not stated47 (users not stated)not stated1,190reported
DeepSeek V4 FlashDeepSeek V4 Flash 0731 on 3x 8 GB (PP3 DSpark)Not reproduced yet: confirm on your own card3 x 8 GBPCIe Gen2 x4, no P2P93 (users not stated)not statednot statedreported
Qwen3.8 Flash NextQwen3.8 Flash Next on 3x 8 GB (clee PP3)Add your confirmation3 x 8 GBPCIe x4, no P2P74.4not stated4,831proven
GLM 5.3 FlashGLM 5.3 Flash on 3x 8 GBNot reproduced yet: confirm on your own card3 x 8 GBPCIe not stated, P2P not statednot statednot statednot statedreported
GLM 5.3 FlashGLM 5.3 Flash on 4x 8 GBAdd your confirmation4 x 8 GBPCIe Gen2 x16, P2P optional442.1835 (8 users)3,161proven
DeepSeek V4.1 FlashDeepSeek V4.1 Flash on 4x 8 GB (Morrowmake)Not reproduced yet: confirm on your own card4 x 8 GBPCIe x16, P2P optional297795 (8 users)3,776reported
DeepSeek V4.1 FlashDeepSeek V4.1 Flash on 4x 8 GB (GNmac with copy fix and faster prefill)Not reproduced yet: confirm on your own card4 x 8 GBPCIe Gen2 x16, P2P needed283559 (8 users)2,732reported
MiMo V2.6 FlashMiMo V2.6 Flash on 4x 8 GBNot reproduced yet: confirm on your own card4 x 8 GBPCIe Gen2 x16, P2P needed274.9738 (8 users)2,722reported
DeepSeek V4.1 FlashDeepSeek V4.1 Flash on 4x 8 GB (GNmac)Add your confirmation4 x 8 GBPCIe Gen2 x16, P2P needed258544 (8 users)2,416proven
DeepSeek V4.1 FlashDeepSeek V4.1 Flash heretic on 4x 8 GBNot reproduced yet: confirm on your own card4 x 8 GBPCIe not stated, P2P not stated158323 (8 users)2,453reported
DeepSeek V4.1 FlashDeepSeek V4.1 Flash on 4x 8 GB (CurtisAccelerate TC-MoE)Not reproduced yet: confirm on your own card4 x 8 GBPCIe Gen2 x16, no P2P144.2271.6 (8 users)1,523reported
Qwen3.8 Flash NextQwen3.8 Flash Next on 4x 8 GBNot reproduced yet: confirm on your own card4 x 8 GBPCIe not stated, P2P not stated116.49not stated2,101.4reported
DeepSeek V4.1 FlashDeepSeek V4.1 Flash on 4x 8 GB (alanoo fidelity build)Not reproduced yet: confirm on your own card4 x 8 GBPCIe Gen2 x16, P2P needed105482.4 (8 users)2,514reported
DeepSeek V4.1 FlashDeepSeek V4.1 Flash on 4x 8 GB plus RTX PRO 6000 (ExLlamaV3 TP5)Not reproduced yet: confirm on your own card4 x 8 GBPCIe x16, no P2P99.9not stated2,116reported
DeepSeek V4 FlashDeepSeek V4 Flash 0731 on 4x 8 GB (allover326 PP4 DSpark)Add your confirmation4 x 8 GBPCIe Gen2 x4, no P2P98.1712.8 (64 users)5,300proven
GLM 5.3 FlashGLM 5.3 Flash on 4x 8 GB (kaka86mm EXL3 + Marlin sidecar + DFlash2)Not reproduced yet: confirm on your own card4 x 8 GBPCIe Gen2 x4, no P2P96 (users not stated)199 (4 users)2,077reported
Qwen3.8 Flash NextQwen3.8 Flash Next on 3x or 4x 8 GB (zebgop-ops FP8 PP)Not reproduced yet: confirm on your own card4 x 8 GBPCIe Gen2 x4, no P2P89442 (8 users)11,100reported
DeepSeek V4.1 FlashDeepSeek V4.1 Flash on 5x 8 GB (PP5 full residency)Not reproduced yet: confirm on your own card5 x 8 GBPCIe Gen2 x16, P2P not statednot statednot stated4,600reported
DeepSeek V4.1 FlashDeepSeek V4.1 Flash on 6x 8 GB (Deepinfer-SM80 TP2 x PP3)Not reproduced yet: confirm on your own card6 x 8 GBPCIe not stated, P2P not stated160.8not stated4,037reported
DeepSeek V4.1 FlashDeepSeek V4.1 Flash on 6x 8 GB (TP6)Not reproduced yet: confirm on your own card6 x 8 GBPCIe Gen2 x16, P2P not stated78.55not statednot statedreported
DeepSeek V4.1 FlashDeepSeek V4.1 Flash on 8x 8 GB (Deepinfer-SM80 TP4 x PP2)Not reproduced yet: confirm on your own card8 x 8 GBPCIe not stated, P2P not stated153.35620.22 (12 users)3,463reported
GLM 5.3 FlashGLM 5.3 Flash on 8x 8 GB (promisezackr PP8 NVFP4 DFlash2)Not reproduced yet: confirm on your own card8 x 8 GBPCIe Gen2 x4, no P2P123276 (16 users)not statedreported
DeepSeek V4.1 FlashDeepSeek V4.1 Flash on 8x 8 GB (Zanooda PP8)Not reproduced yet: confirm on your own card8 x 8 GBPCIe Gen2 mixed, P2P optional117560 (8 users)6,066reported
GLM 5.3GLM 5.3 on 8x 8 GB plus 2x RTX PRO 6000 (vLLM TP2 x PP5)Not reproduced yet: confirm on your own card8 x 8 GBPCIe Gen2 x16, P2P on104244 (8 users)3,400reported
GLM 5.3GLM 5.3 on 8x 8 GB (cebeuq glm53-cmp170hx-recipe)Not reproduced yet: confirm on your own card8 x 8 GBPCIe Gen2 x16, P2P needed68.3135.5 (8 users)not statedreported
GLM 5.3GLM 5.3 on 8x 8 GB (vllm-170hx-glm5)Add your confirmation8 x 8 GBPCIe Gen2 x4, P2P not stated48.7174.1 (8 users)1,833proven
GLM 5.2GLM 5.2 on 8x 8 GBNot reproduced yet: confirm on your own card8 x 8 GBPCIe Gen1 x4, P2P not stated30not stated2,600reported
GLM 5.3GLM 5.3 on 8x 8 GB (Int4-Int8Mix PP8)Not reproduced yet: confirm on your own card8 x 8 GBPCIe not stated, P2P not stated25not statednot statedreported
Mistral Large 4Mistral Large 4 on 8x 8 GB (llama.cpp lab trial)Not reproduced yet: confirm on your own card8 x 8 GBPCIe not stated, P2P on18.734.1 (8 users)131reported
Qwen3.6 27BQwen3.6 27B on 1x 10 GB (SGLang W8A8)Not reproduced yet: confirm on your own card1 x 10 GBPCIe Gen1 x4, no P2P90.26269.31 (4 users)4,122.16reported
Qwen3.6 27BQwen3.6 27B on 1x 10 GB (llama.cpp MTP)Not reproduced yet: confirm on your own card1 x 10 GBPCIe Gen1 x4, no P2P46.24 (users not stated)not stated496.85reported
Laguna-S-2.1Laguna-S-2.1 on 2x 10 GBNot reproduced yet: confirm on your own card2 x 10 GBPCIe not stated, P2P not stated53 (users not stated)not statednot statedreported
GLM 5.2GLM 5.2 on 3x 10 GB (llama.cpp CPU offload)Not reproduced yet: confirm on your own card3 x 10 GBPCIe Gen2 x4, P2P not stated6.39 (users not stated)not stated48.22reported
DeepSeek V4 FlashDeepSeek V4 Flash pruned on 4x 10 GBNot reproduced yet: confirm on your own card4 x 10 GBPCIe Gen2 x4, P2P not stated48.2 (users not stated)not statednot statedreported

How estimates are made

Every speed on this page carries one of three labels.

  • Measured: the recipe's own number, and your setup matches every link field the recipe states (card count, card variant, PCIe generation and width, P2P). Fields a recipe leaves out are listed as not stated. "Measured on N cards" means the recipe runs on N of your cards; no speedup is assumed for the rest.
  • Estimated: your setup differs on a point where the wiki has a measured effect. The page starts from the recipe's number, applies each effect below as a range, and lists every step under the recipe.
  • Unknown: your setup differs on a point with no measured effect on the wiki. The recipe's own number is shown for reference only.

Effects with a measured basis

  • One card, x4 against x16 link width: up to about 3% decode and up to about 4x prefill. Measured once by @exile_1ck (2026-10-07) on one 10 GB card at 40 GB running Strata, an offload engine that streams over the link, so a model held whole in VRAM may gain less. Applied as a range from no change to the full measured effect. Source: PCIe x16 capacitor mod.
  • One card, Gen1 against Gen2: up to 9% decode (3 to 9% across answer lengths) and up to 37% prefill. Measured by @eksitus (2026-07-27) on one 10 GB card, Qwen3.6-27B Q8 on ik_llama with MTP, both runs at x4. Applied as a range from no change to the full measured effect. Source: Benchmarks.
  • No P2P on a tensor-parallel recipe that ran with P2P, or does not say: decode 0 to 40% lower, prefill 0 to 49% lower. The wiki's A/B results disagree (Contested): no difference on unmodded x4 cards (@deejay9983); with P2P about 8% more decode and 14% more prefill on two cards (@chonsworth); TP2 prefill at 128k 4,900 tok/s with P2P against 2,500 without (@ropuls); MiMo V2.6 Flash TP4 about 40% slower with P2P off (@nathang6866). Recipes marked P2P required are not estimated: they need P2P. Source: P2P.
  • More cards than the recipe used: only where the wiki has the same model, quant and engine measured on fewer and on more cards than yours does the page show the range between those two measurements, and it names both recipes.

No measured basis

These differences are shown as Unknown or as a note, never as a number.

  • Link width or generation on recipes with two or more cards: The wiki reports that the x16 mod is behind the top multi-card numbers and that each link upgrade raised multi-card tok/s, but gives no multiplier. Source: PCIe x16 capacitor mod.
  • PCIe Gen3 and Gen4: No recipe or benchmark on the wiki was measured at Gen3 or Gen4. Source: PCIe Gen3 on the 10 GB card.
  • x8 link width: No recipe states x8. Fitting 12 of the 24 capacitors gives x8, and a slot bifurcated x8x8 runs x8 regardless. Source: PCIe x16 capacitor mod.
  • SM count: Recipes do not record it. Compute peaks rose about 5.7% from 70 to 74 SMs (the 74/70 ratio), but no tok/s pair exists, at 74 or above. Source: Full SM unlock.
  • ECC: A cost of 0 to 10% was stated as an expectation, not measured, and the ECC page lists no measured performance impact. Source: ECC.
  • 48 GB on the 10 GB card: No recipe was measured at 48 GB; it changes what fits, not the speed. Source: Memory unlock on the 10 GB card.
  • The other card variant: An 8 GB recipe says nothing measured about the 10 GB card, and the other way round (64 GB against 40 GB per card, different HBM). Source: Memory unlock on the 10 GB card.
  • Many users (aggregate) decode: None of the measured effects above was measured on aggregate throughput, so aggregate numbers are Measured or Unknown, never Estimated. Source: Benchmarks.

Comparing numbers

  • Recipes use different benchmarks. Most use the MiaAI-Lab protocol (400-token answers, temperature 0, thinking off); the lab's bench uses 1,024-token answers; speculative decoding (DFlash2, DSpark, MTP) is on in most rows, and temperature 0 inflates draft acceptance against real use. Each recipe's own note is in its details. Source: Benchmarks.
  • Status is recomputed the way the wiki does it: Proven once someone other than the tester adds a confirmation with result Reproduced, otherwise the recipe's own status. Each recipe's details link to the wiki's confirmation form for it, the same form as the "Confirm on your own card" button on the recipe page. Source: Status taxonomy.

The same data on the wiki: Recipe finder (filters by variant, cards, model, engine, P2P and PCIe), All recipes (every recipe in one table) and Benchmarks (every measurement with its setup). 47 recipes read from the wiki's Recipe table at 2026-11-11 23:18 UTC; refreshed every 10 minutes.

About this calculator and its sources

Pick your cards and how they are set up, and this page sorts every recipe on the wiki into what runs on that setup and what does not. Speeds come from the recipe pages. Where your setup differs from the one a recipe was measured on, the page gives an estimate only when the wiki has a measured basis for that difference, as a range with each step listed; otherwise it says unknown. Read the recipe page before you copy a command.