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codellama:7b

llama · 7B · Q4_0

Good

Mar 1, 2026 · Apple M4

smollm2:360m

llama · 361.82M · F16

Marginal

Mar 1, 2026 · Apple M4

Global Score
63 vs 51
Hardware Fit
97 vs 99
Quality Score
49 vs 30

Hardware

codellama:7b smollm2:360m
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

codellama:7b smollm2:360m
Tokens/sec23.6115.1
TTFT297 ms39 ms
Load time0.9 s0.4 s
Memory usage12.6 GB1.2 GB
Memory %39%4%

HW Fit Score Breakdown

codellama:7b

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

smollm2:360m

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

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

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

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running