Back to leaderboard

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

smollm2:1.7b

llama · 1.7B · Q8_0

Good

Mar 2, 2026 · Apple M4

Global Score
74 vs 69
Hardware Fit
91 vs 100
Quality Score
62 vs 49

Hardware

codegemma:7b smollm2:1.7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

codegemma:7b smollm2:1.7b
Tokens/sec18.751.8
TTFT320 ms84 ms
Load time0.8 s0.4 s
Memory usage8.7 GB3.7 GB
Memory %27%12%

HW Fit Score Breakdown

codegemma:7b

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

smollm2:1.7b

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

Quality

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

smollm2:1.7b

Reasoning
7/20
Coding
10/20
Instruction
12/20
Structured
13/15
Math
1/15
Multilingual
6/10
Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate
View codegemma:7b details | View smollm2:1.7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running