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codellama:7b

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

starling-lm:7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

Global Score
68 vs 68
Hardware Fit
97 vs 97
Quality Score
49 vs 49

Hardware

codellama:7b starling-lm: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 starling-lm:7b
Tokens/sec23.623.7
TTFT297 ms234 ms
Load time0.9 s0.4 s
Memory usage12.6 GB5.3 GB
Memory %39%17%

HW Fit Score Breakdown

codellama:7b

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

starling-lm: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

starling-lm:7b

Reasoning
11/20
Coding
13/20
Instruction
6/20
Structured
3/15
Math
8/15
Multilingual
8/10
Reasoning: Adequate Coding: Adequate Instruction Following: Weak Structured Output: Poor Math: Adequate Multilingual: Strong
View codellama:7b details | View starling-lm:7b details

Run yours and compare

npx metrillm@latest bench

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