Will it run? / starCoder 2 7B / Mac mini M6 (32GB)

Can the Mac mini M6 (32GB) run starCoder 2 7B?

Fast Yes, at about 31 tokens/sec (estimated). Replies stream faster than you can read.

31estimated tokens/sec
5.9 GBmemory needed
21.4 GBavailable to the model
170 GB/smemory bandwidth
ollama run starcoder2:7b

Check the Mac mini M6 (32GB) price →

How we got this number

Each generated token reads the whole model from memory once: 4.4 GB. The Mac mini M6 (32GB) moves 170 GB/s, so the ceiling is 39 tokens/sec. Real machines reach a fraction of that ceiling; we use 80%, calibrated against a measured Mac run. Send us your real numbers and we'll replace the estimate.

Faster machines for starCoder 2 7B

Mac Studio M5 Ultra (96GB)120+ tok/s$5,499Check price →
Mac Studio M5 Ultra (256GB)120+ tok/s$9,499Check price →
Mac Studio M5 Max (40-core GPU, 64GB)112 tok/s$3,799Check price →
Mac mini M5 Pro (24GB)56 tok/s$1,699Check price →

Other models on the Mac mini M6 (32GB)

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Qwen3.5 0.8BFast120+ tok/s
Qwen 1.8BFast120+ tok/s
lfm 2.5 8B (A1B)Fast111 tok/s
Llama 3.2 1BFast105 tok/s
Qwen 3 1.7BFast97 tok/s