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llama3:latest

llama · 8.0B · Q4_0

Good

Mar 2, 2026 · Apple M4

codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
74 vs 65
Hardware Fit
95 vs 91
Quality Score
60 vs 48

Hardware

llama3:latest codegemma:7b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

llama3:latest codegemma:7b
Tokens/sec22.319.2
TTFT295 ms316 ms
Load time0.8 s0.1 s
Memory usage5.6 GB8.7 GB
Memory %18%27%

HW Fit Score Breakdown

llama3:latest

Speed
35/40
TTFT
30/30
Memory
30/30

codegemma:7b

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

Quality

llama3:latest

Reasoning
9/20
Coding
9/20
Instruction
15/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Weak Coding: Weak Instruction Following: Strong Structured Output: Strong Math: Weak Multilingual: Strong

codegemma:7b

Reasoning
1/20
Coding
0/20
Instruction
13/20
Structured
15/15
Math
10/15
Multilingual
9/10
Reasoning: Poor Coding: Poor 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