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smollm2:1.7b

llama · 1.7B · Q8_0

Good

Mar 2, 2026 · Apple M4

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
64 vs 71
Hardware Fit
100 vs 91
Quality Score
49 vs 62

Hardware

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

Performance

smollm2:1.7b codegemma:7b
Tokens/sec51.818.7
TTFT84 ms320 ms
Load time0.4 s0.8 s
Memory usage3.7 GB8.7 GB
Memory %12%27%

HW Fit Score Breakdown

smollm2:1.7b

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

codegemma:7b

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

Quality

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

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