deepseek-coder:6.7b

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

llama3.1:8b

llama · 8.0B · Q4_K_M

Not Rec.

Feb 28, 2026 · Apple M4 Pro

Global Score

57 vs 66

Hardware Fit

98 vs 56

Quality Score

39 vs 70

Hardware

deepseek-coder:6.7b 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

deepseek-coder:6.7b llama3.1:8b

Tokens/sec24.15.5

TTFT251 ms1.4 s

Load time0.9 s3.7 s

Memory usage12.6 GB28.6 GB

Memory %39%45%

HW Fit Score Breakdown

deepseek-coder:6.7b

Speed

38/40

TTFT

30/30

Memory

30/30

llama3.1:8b

Speed

5/40

TTFT

22/30

Memory

29/30

Quality

deepseek-coder:6.7b

Reasoning

4/20

Coding

14/20

Instruction

9/20

Structured

6/15

Math

1/15

Multilingual

5/10

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

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 deepseek-coder:6.7b details | View llama3.1:8b details

Run yours and compare

npx metrillm@latest bench

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