gemma4:31b

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Not Rec.

Jul 7, 2026 · Cortex-X925

yi-coder:9b

OLLAMA GGUF

llama · 8.8B · Q4_0

Good

Mar 6, 2026 · Apple M4

Global Score

66 vs 70

Hardware Fit

40 vs 89

Quality Score

77 vs 62

Hardware

gemma4:31b yi-coder:9b

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 yi-coder:9b

Tokens/sec10.719.4

First chunk983 ms287 ms

TTFT20.3 s287 ms

Load time8.8 s0.7 s

Memory usage21.4 GB9.6 GB

Memory %18%30%

HW Fit Score Breakdown

gemma4:31b

Speed

10/50

TTFT

0/20

Memory

30/30

yi-coder:9b

Speed

39/50

TTFT

20/20

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

yi-coder:9b

Reasoning

12/20

Coding

16/20

Instruction

13/20

Structured

7/15

Math

7/15

Multilingual

7/10

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

View gemma4:31b details | View yi-coder:9b 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