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Graphics cards

AI models on a 6 GB graphics card

Open chat models judged for a PC card with 6 GB of video memory: which fit with every part on the card, the size to download, and what each one takes.

2036 of the 3940 chat models people download as GGUF fit a 6 GB card whole. The best-rated is Gemma 3n E4B at Q4_1, which takes 5 GB. The largest rated model that fits is Granite 4.2 8B (8.8B).

Cards with 6 GB: GeForce RTX 2060, GeForce GTX 1660, GeForce RTX 3050 6GB, GeForce RTX 4050 Laptop, GeForce GTX 1660 Ti, GeForce GTX 1060 6GB. The same answer holds for any card with 6 GB of its own memory.

The best-rated models that fit

The 18 with the highest LM Arena rating (data, CC BY 4.0) that fit at 4 bits a weight or more, each at the most bits that fits. Below 4 bits a model's rating overstates it. Each model's page hands it to LM Studio, Jan, Ollama and llama.cpp.

ModelSizeFitTakesLongest chatArenaArena coding
Gemma 3n E4BGoogle · 6.9BQ4_14.6 GB · unslothFits with room5 GB32K13181307
Granite 4.1 8BIBM · 8.8BQ3_K_L4.7 GB · ibm-graniteFits5.6 GB8K13041353
Gemma 3 4BGoogle · 3.9BQ6_K_L3.4 GB · bartowskiFits with room5.1 GB128K13031273
Granite 4.2 8BIBM · 8.8BQ3_K_L4.7 GB · ibm-graniteFits5.6 GB8K12901370
Granite 4.2 3BIBM · 3.7BQ8_03.9 GB · ibm-graniteFits with room4.8 GB16K12901378
Aya Expanse 8BCohere · 8BIQ3_M4 GB · bartowskiFits with room4.7 GB8K12231255
Llama 3.1 Tulu 3 8BAi2 · 8BQ3_K_L4.3 GB · lmstudio-communityFits with room5.1 GB8K1221
Llama 3.1 8BMeta · 8BQ3_K_M4 GB · unslothFits with room4.7 GB8K12111259
Granite 3.1 8BIBM · 8.2BQ3_K_M4 GB · bartowskiFits with room4.9 GB8K1209
Gemma 2 2BGoogle · 2.6BQ8_02.8 GB · bartowskiFits with room3.3 GB8K12001191
Granite 3.1 2BIBM · 2.5BQ8_02.7 GB · bartowskiFits with room4.4 GB32K11791249
Llama 3.2 3BMeta · 3.2BQ8_03.4 GB · unslothFits with room4.6 GB16K11671176
Mistral 7B V0.2Mistral AI · 7.2BQ4_K_M4.4 GB · TheBlokeFits with room5.1 GB8K11491186
Phi 3 Mini 128KMicrosoft · 3.8BQ6_K3.1 GB · QuantFactoryFits with room5.1 GB8K11301155
Phi 3 Mini 4KMicrosoft · 3.8BQ8_04.1 GB · bartowskiFits with room5.1 GB4K11281187
SmolLM2 1.7BHugging Face · 1.7BQ8_01.8 GB · bartowskiFits with room2.9 GB8K1115
Llama 3.2 1BMeta · 1.2BQ8_01.3 GB · unslothFits with room3.9 GB128K11111149
Chatglm3 6BZ.ai · 6.2BQ5_K_M4.7 GB · mradermacherFits with room5 GB8K10571090

The chat models Outmake picks

9 of these 28 fit. Their memory is what llama.cpp's own calculator reported for each size, not an estimate.

ModelSizeFitTakes
K2-Horizon 7BInstitute of Foundation Models · 9BQ3_K_M4.4 GBFits with room5.0 GB
K2-Horizon 3.7BInstitute of Foundation Models · 5.1BQ6_K4.4 GBFits with room5.0 GB
Qwen3.5 9BAlibaba Qwen · 9BQ3_K_M5.6 GBFits5.9 GB
Gemma 4 E4BGoogle · 8BQ4_K_S5.8 GBFits5.8 GB
Gemma 4 E2BGoogle · 5.1BQ4_K_M4.1 GBFits with room4.1 GB
Qwen3.5 4BAlibaba Qwen · 4BQ6_K4.2 GBFits with room4.9 GB
Qwen3.5 2BAlibaba Qwen · 2BQ6_K2.2 GBFits with room3.6 GB
Qwen3.5 0.8BAlibaba Qwen · 0.8BQ6_K0.8 GBFits with room2.4 GB
Gemma 4 12BGoogle · 12BUD-Q2_K_XL4.8 GBFits5.9 GB
GPT-OSS 20BOpenAI · 21B, 3.6B activeQ3_K_M12 GBBigger than the card13 GB
Devstral Small 2 24BMistral AI · 24BQ3_K_M12 GBBigger than the card24 GB
Gemma 4 26BGoogle · 26B, 3.8B activeUD-Q3_K_M14 GBBigger than the card16 GB
Qwen3.8 27BAlibaba Qwen · 28BUD-IQ4_XS15 GBBigger than the card25 GB
Gemma 4 31BGoogle · 31BQ3_K_M16 GBBigger than the card24 GB
GLM 4.7 FlashZ.ai · 31B, 3B activeIQ4_XS16 GBBigger than the card20 GB
K2-Horizon 36BInstitute of Foundation Models · 37B, 4B activeQ3_K_M17 GBBigger than the card46 GB
Qwen3.6 35BAlibaba Qwen · 36B, 3B activeUD-IQ4_XS19 GBBigger than the card20 GB
Qwen3.5 122BAlibaba Qwen · 122B, 10B activeUD-Q3_K_XL58 GBBigger than the card62 GB
GPT-OSS 120BOpenAI · 117B, 5.1B activeUD-Q4_K_XL63 GBBigger than the card65 GB
Qwen3.8 Flash NextAlibaba Qwen · 177B, 6B activeUD-Q3_K_XL91 GBBigger than the card91 GB
MiniMax M2.7MiniMax · 229B, 10B activeUD-Q3_K_XL102 GBBigger than the card120 GB
Qwen3.5 397BAlibaba Qwen · 403B, 17B activeUD-IQ2_M124 GBBigger than the card129 GB
DeepSeek V4 FlashDeepSeek · 284B, 13B activeUD-Q3_K_XL128 GBBigger than the card129 GB
GLM 5.3Z.AI · 754B, 40B activeUD-Q2_K_XL254 GBBigger than the card265 GB
Kimi K2.6Moonshot AI · 1T, 32B activeUD-Q2_K_XL341 GBBigger than the card351 GB
Kimi K3Moonshot AI · 2.8T, 104B activeUD-IQ2_XXS712 GBBigger than the card716 GB
Qwen3.8 2.4TAlibaba Qwen · 2.4T, 95B activeUD-IQ2_XS731 GBBigger than the card736 GB
DeepSeek V4 ProDeepSeek · 1.6T, 49B activeUD-Q4_K_XL850 GBBigger than the card851 GB

How this is worked out

A model fits when its weights, its memory of the chat so far and the engine's own share come to 5.5 GB or less: 92% of the card, with the rest left for the screen. "Fits with room" is under 80%. "Tight fit" is anything up to half a gigabyte short of the whole card: close other programs that draw with the card first.

"Bigger than the card" does not mean it won't run. llama.cpp and the apps built on it put what doesn't fit in ordinary memory and the model answers slower, often several times slower. So this page lists what fits whole.

There are no speeds here. Outmake's speed estimates are fitted to measurements on Apple chips, and no PC has been measured yet, so a number would be a guess. Memory was checked against the catalog of November 4, 2026; which cards have 6 GB against each maker's specification page on October 13, 2026.

Other sizes