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starcoder2:3b

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

llama2:13b

llama · 13B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
39 vs 56
Hardware Fit
100 vs 84
Quality Score
13 vs 44

Hardware

starcoder2:3b llama2:13b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

starcoder2:3b llama2:13b
Tokens/sec49.413.5
TTFT155 ms415 ms
Load time0.4 s0.6 s
Memory usage3.0 GB10.3 GB
Memory %9%32%

HW Fit Score Breakdown

starcoder2:3b

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

llama2:13b

Speed
24/40
TTFT
30/30
Memory
30/30

Quality

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

llama2:13b

Reasoning
9/20
Coding
3/20
Instruction
13/20
Structured
7/15
Math
3/15
Multilingual
9/10
Reasoning: Weak Coding: Poor Instruction Following: Adequate Structured Output: Weak Math: Poor Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running