codellama:7b

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

starcoder2:7b

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score

63 vs 35

Hardware Fit

97 vs 97

Quality Score

49 vs 8

Hardware

codellama:7b starcoder2:7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

codellama:7b starcoder2:7b

Tokens/sec23.623.8

TTFT297 ms251 ms

Load time0.9 s0.4 s

Memory usage12.6 GB6.3 GB

Memory %39%20%

HW Fit Score Breakdown

codellama:7b

Speed

37/40

TTFT

30/30

Memory

30/30

starcoder2:7b

Speed

37/40

TTFT

30/30

Memory

30/30

Quality

codellama:7b

Reasoning

6/20

Coding

7/20

Instruction

12/20

Structured

13/15

Math

3/15

Multilingual

8/10

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

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

View codellama:7b details | View starcoder2:7b details

Run yours and compare

npx metrillm@latest bench

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