gemma4:12b
OLLAMA GGUFgemma4 · 11.9B · Q4_K_M
Jul 7, 2026 · Cortex-X925
starcoder2:7b
OLLAMA GGUFstarcoder2 · 7B · Q4_0
Mar 2, 2026 · Apple M4
Global Score
77 vs 35
Hardware Fit
59 vs 97
Quality Score
84 vs 8
Hardware
gemma4:12b starcoder2:7b
MachineASUSTeK COMPUTER INC. GX10MacBook Air
CPUCortex-X925Apple M4
Cores2010
RAM122 GB32 GB
GPUDevice 2e12Apple M4
OSUbuntu 24.04.4 LTSmacOS 26.3
Archarm64arm64
Power Modeperformancebalanced
Performance
gemma4:12b starcoder2:7b
Tokens/sec26.823.8
First chunk632 msN/A
TTFT30.0 s251 ms
Load time5.4 s0.4 s
Memory usage9.3 GB6.3 GB
Memory %8%20%
HW Fit Score Breakdown
gemma4:12b
Speed
29/50
TTFT
0/20
Memory
30/30
starcoder2:7b
Speed
37/50
TTFT
30/20
Memory
30/30
Quality
gemma4:12b
Reasoning
17/20
Coding
17/20
Instruction
13/20
Structured
14/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong 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
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest