Back to leaderboard

gemma2:9b

gemma2 · 9.2B · Q4_0

Good

Mar 1, 2026 · Apple M4

starcoder2:7b

starcoder2 · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
69 vs 44
Hardware Fit
89 vs 97
Quality Score
56 vs 8

Hardware

gemma2:9b starcoder2:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

gemma2:9b starcoder2:7b
Tokens/sec16.823.8
TTFT372 ms251 ms
Load time0.8 s0.4 s
Memory usage8.2 GB6.3 GB
Memory %26%20%

HW Fit Score Breakdown

gemma2:9b

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

starcoder2:7b

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

Quality

gemma2:9b

Reasoning
11/20
Coding
0/20
Instruction
13/20
Structured
15/15
Math
7/15
Multilingual
10/10
Reasoning: Adequate Coding: Poor Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

starcoder2:7b

Reasoning
0/20
Coding
1/20
Instruction
4/20
Structured
2/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor
View gemma2:9b details | View starcoder2:7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running