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Best for general use
Highest MMLU score among models that run well
- Qwen3.5 9B Q8_0 68K context · ~49 tok/s · MMLU 82.5
- Qwen3.5 4B Q8_0 220K context · ~94 tok/s · MMLU 79.1
- Qwen3 8B Q8_0 16K context · ~50 tok/s · MMLU 79
Best for coding
Highest SWE-bench Verified score among models that run well
- K2-Horizon 7B Q4_K_M 42K context · ~78 tok/s · SWE-bench 70.6
- Ornith 1.5 9B Q8_0 60K context · ~48 tok/s · SWE-bench 70.6
- MiMo V2.6 Distill Qwen 9B Q8_0 68K context · ~49 tok/s · SWE-bench 61.1
Upgrade options
The cheapest GPUs with more VRAM than the GTX 1080 Ti, by launch MSRP.
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Every model on the GTX 1080 Ti
70 of 200 model configurations can run on 11 GB — sorted by quality
100 models, each counted once by the best way it runs on your hardware.
Fastest good-quality model Phi-3 Mini 3.8B ~143 tok/s · Q4_K_M · 23K context Runs well 32
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Q4_K_M Context 184K Speed ~77 tok/s
Q8_0 Context 68K Speed ~49 tok/s
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Q4_K_M Context 256K Speed ~136 tok/s
Q8_0 Context 220K Speed ~94 tok/s
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Q4_K_M Context 43K Speed ~80 tok/s
Q8_0 Context 16K Speed ~50 tok/s
Tight fit 7
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Q4_K_M Context 10K Speed ~48 tok/s
Only 10K context — under the 16K needed to be practical
Q8_0 Doesn't fit · needs 15.8 GB
GPUs that can run this
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Q4_K_M Context 10K Speed ~48 tok/s
Only 10K context — under the 16K needed to be practical
Q8_0 Doesn't fit · needs 15.9 GB
GPUs that can run this
As an Amazon Associate, I earn from qualifying purchases.
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Q4_K_M Context 10K Speed ~48 tok/s
Only 10K context — under the 16K needed to be practical
Q8_0 Doesn't fit · needs 15.9 GB
GPUs that can run this
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Notify me when new models fit my GPU
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Doesn't fit 61
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Q4_K_M Needs 409.3 GB — 398.3 GB over
Q8_0 Needs 713.4 GB — 702.4 GB over
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Q4_K_M Needs 48.4 GB — 37.4 GB over
Q8_0 Needs 84.8 GB — 73.8 GB over
GPUs that can run this
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Q4_K_M Needs 630.1 GB — 619.1 GB over
Q8_0 Needs 1090.1 GB — 1079.1 GB over