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codegemma:7b

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

llama3:latest

llama · 8.0B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score
65 vs 68
Hardware Fit
91 vs 94
Quality Score
48 vs 51

Hardware

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

Performance

codegemma:7b llama3:latest
Tokens/sec19.221.4
TTFT316 ms297 ms
Load time0.1 s0.8 s
Memory usage8.7 GB5.6 GB
Memory %27%18%

HW Fit Score Breakdown

codegemma:7b

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

llama3:latest

Speed
34/40
TTFT
30/30
Memory
30/30

Quality

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

llama3:latest

Reasoning
9/20
Coding
0/20
Instruction
15/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Weak Coding: Poor Instruction Following: Strong Structured Output: Strong Math: Weak Multilingual: Strong
View codegemma:7b details | View llama3:latest details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running