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What GPU do you need to run Flint 40B A2.5B?

39.79B params 256K max context Tool useReasoning

The smallest GPU memory that runs Flint 40B A2.5B well is 32 GB (Q4_K_M, e.g. RTX Spark). 35 of 132 GPUs run it well and 10 more are a tight fit. It's a mixture-of-experts model, so all weights must fit in memory but speed depends only on the active experts.

SWE-bench Verified 74.2

VRAM needed per quantization

QuantizationWeights16K context32K contextFull 256K
Q4_K_M23.6 GB24.0 GB24.5 GB30.5 GB
Q8_039.4 GB39.9 GB40.3 GB46.4 GB

Weights plus fp16 KV cache. Leave ~1 GB headroom for the inference engine.

Cheapest GPUs that can run Flint 40B A2.5B

Lowest launch MSRP among GPUs that run its smallest quantization (Q4_K_M) well, with at least 16K context.

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GPUs that can run Flint 40B A2.5B

Best quantization that fits on each GPU, with the context and speed it gets. For chips with several memory sizes, the smallest that works is shown.

NVIDIA

AMD

Intel

Apple

  • M2 24 GB Q4_K_M 14K context · ~40 tok/s tight fit
  • M3 24 GB Q4_K_M 14K context · ~40 tok/s tight fit
  • M1 Max 32 GB Q4_K_M 256K context · ~161 tok/s
  • M1 Pro 32 GB Q4_K_M 256K context · ~81 tok/s
  • M2 Max 32 GB Q4_K_M 256K context · ~161 tok/s
  • M2 Pro 32 GB Q4_K_M 256K context · ~81 tok/s
  • M4 32 GB Q4_K_M 256K context · ~48 tok/s
  • M5 32 GB Q4_K_M 256K context · ~62 tok/s
  • M6 32 GB Q4_K_M 256K context · ~69 tok/s
  • M3 Max 36 GB Q4_K_M 256K context · ~121 tok/s
  • M3 Pro 36 GB Q4_K_M 256K context · ~60 tok/s
  • M4 Max 36 GB Q4_K_M 256K context · ~165 tok/s
  • M5 Max 36 GB Q4_K_M 256K context · ~185 tok/s
  • M4 Pro 48 GB Q8_0 256K context · ~78 tok/s
  • M5 Pro 48 GB Q8_0 256K context · ~88 tok/s
  • M1 Ultra 64 GB Q8_0 256K context · ~230 tok/s
  • M2 Ultra 64 GB Q8_0 256K context · ~230 tok/s
  • M3 Ultra 96 GB Q8_0 256K context · ~235 tok/s
  • M5 Ultra 96 GB Q8_0 256K context · ~345 tok/s
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