starcoder2:7b

starcoder2 · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

deepseek-coder:6.7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

Global Score

44 vs 63

Hardware Fit

97 vs 98

Quality Score

8 vs 39

Hardware

starcoder2:7b deepseek-coder:6.7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starcoder2:7b deepseek-coder:6.7b

Tokens/sec23.824.1

TTFT251 ms251 ms

Load time0.4 s0.9 s

Memory usage6.3 GB12.6 GB

Memory %20%39%

HW Fit Score Breakdown

starcoder2:7b

Speed

37/40

TTFT

30/30

Memory

30/30

deepseek-coder:6.7b

Speed

38/40

TTFT

30/30

Memory

30/30

Quality

starcoder2:7b

Reasoning

0/20

Coding

1/20

Instruction

4/20

Structured

2/15

Math

0/15

Multilingual

1/10

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

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

View starcoder2:7b details | View deepseek-coder:6.7b details

Run yours and compare

npx metrillm@latest bench

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