Back to leaderboard

qwen2.5:0.5b

qwen2 · 494.03M · Q4_K_M

Marginal

Mar 1, 2026 · Apple M4

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
59 vs 74
Hardware Fit
99 vs 91
Quality Score
33 vs 62

Hardware

qwen2.5:0.5b codegemma:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

qwen2.5:0.5b codegemma:7b
Tokens/sec162.718.7
TTFT81 ms320 ms
Load time0.5 s0.8 s
Memory usage1.7 GB8.7 GB
Memory %5%27%

HW Fit Score Breakdown

qwen2.5:0.5b

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

codegemma:7b

Speed
31/40
TTFT
30/30
Memory
30/30

Quality

qwen2.5:0.5b

Reasoning
6/20
Coding
0/20
Instruction
7/20
Structured
11/15
Math
5/15
Multilingual
4/10
Reasoning: Weak Coding: Poor Instruction Following: Weak Structured Output: Adequate Math: Weak Multilingual: Weak

codegemma:7b

Reasoning
1/20
Coding
14/20
Instruction
13/20
Structured
15/15
Math
10/15
Multilingual
9/10
Reasoning: Poor Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running