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codellama:7b

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

starcoder2:3b

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score
63 vs 39
Hardware Fit
97 vs 100
Quality Score
49 vs 13

Hardware

codellama:7b starcoder2:3b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

codellama:7b starcoder2:3b
Tokens/sec23.649.4
TTFT297 ms155 ms
Load time0.9 s0.4 s
Memory usage12.6 GB3.0 GB
Memory %39%9%

HW Fit Score Breakdown

codellama:7b

Speed
37/40
TTFT
30/30
Memory
30/30

starcoder2:3b

Speed
40/40
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

starcoder2:3b

Reasoning
0/20
Coding
2/20
Instruction
5/20
Structured
2/15
Math
2/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Poor Multilingual: Poor
View codellama:7b details | View starcoder2:3b details

Run yours and compare

npx metrillm@latest bench

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