gemma4:31b

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Not Rec.

Jul 7, 2026 · Cortex-X925

starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score

66 vs 35

Hardware Fit

40 vs 97

Quality Score

77 vs 8

Hardware

gemma4:31b 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

gemma4:31b starcoder2:7b

Tokens/sec10.723.8

First chunk983 msN/A

TTFT20.3 s251 ms

Load time8.8 s0.4 s

Memory usage21.4 GB6.3 GB

Memory %18%20%

HW Fit Score Breakdown

gemma4:31b

Speed

10/50

TTFT

0/20

Memory

30/30

starcoder2:7b

Speed

37/50

TTFT

30/20

Memory

30/30

Quality

gemma4:31b

Reasoning

14/20

Coding

17/20

Instruction

13/20

Structured

14/15

Math

10/15

Multilingual

9/10

Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate 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

View gemma4:31b details | View starcoder2:7b details

Run yours and compare

$ npm install -g metrillm@latest

$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest