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smollm2:360m

llama · 361.82M · F16

Marginal

Mar 1, 2026 · Apple M4

starcoder2:3b

starcoder2 · 3B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
58 vs 48
Hardware Fit
99 vs 100
Quality Score
30 vs 13

Hardware

smollm2:360m starcoder2:3b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

smollm2:360m starcoder2:3b
Tokens/sec115.149.4
TTFT39 ms155 ms
Load time0.4 s0.4 s
Memory usage1.2 GB3.0 GB
Memory %4%9%

HW Fit Score Breakdown

smollm2:360m

Speed
40/40
TTFT
30/30
Memory
29/30

starcoder2:3b

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

Quality

smollm2:360m

Reasoning
4/20
Coding
0/20
Instruction
10/20
Structured
9/15
Math
4/15
Multilingual
3/10
Reasoning: Poor Coding: Poor Instruction Following: Adequate Structured Output: Adequate Math: Poor Multilingual: Weak

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

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running