qwen2.5-coder:7b

qwen2 · 7.6B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

llama3.1:8b

llama · 8.0B · Q4_K_M

Not Rec.

Feb 28, 2026 · Apple M4 Pro

Global Score

79 vs 66

Hardware Fit

95 vs 56

Quality Score

72 vs 70

Hardware

qwen2.5-coder:7b llama3.1:8b

MachineMacBook AirMac Mini

CPUApple M4Apple M4 Pro

Cores1014

RAM32 GB64 GB

GPUApple M4Apple M4 Pro

OSmacOS 26.3macOS 15.7.4

Archarm64arm64

Power Modebalancedunknown

Performance

qwen2.5-coder:7b llama3.1:8b

Tokens/sec22.15.5

TTFT285 ms1.4 s

Load time0.8 s3.7 s

Memory usage7.6 GB28.6 GB

Memory %24%45%

HW Fit Score Breakdown

qwen2.5-coder:7b

Speed

35/40

TTFT

30/30

Memory

30/30

llama3.1:8b

Speed

5/40

TTFT

22/30

Memory

29/30

Quality

qwen2.5-coder:7b

Reasoning

10/20

Coding

18/20

Instruction

13/20

Structured

13/15

Math

9/15

Multilingual

9/10

Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

llama3.1:8b

Reasoning

12/20

Coding

17/20

Instruction

14/20

Structured

13/15

Math

4/15

Multilingual

10/10

Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

View qwen2.5-coder:7b details | View llama3.1:8b details

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npx metrillm@latest bench

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