qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Marginal

Mar 5, 2026 · Apple M1 Max

gemma-4-31b-it-qat

LM-STUDIO GGUF

gemma4 · 31B · Q4_K_XL

Excellent

Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

Global Score

53 vs 91

Hardware Fit

72 vs 89

Quality Score

45 vs 92

Hardware

qwen3.5:9b gemma-4-31b-it-qat

MachineMacBook ProASUS

CPUApple M1 MaxAMD Ryzen 7 7800X3D 8-Core Processor

Cores1016

RAM32 GB31 GB

GPUApple M1 MaxNVIDIA GeForce RTX 4090, Raphael

OSmacOS 26.3cachyos rolling

Archarm64x64

Power Modebalancedlow-power

Performance

qwen3.5:9b gemma-4-31b-it-qat

Tokens/sec18.640.2

First chunk403 ms3 ms

TTFT10.2 s302 ms

Load time4.3 sN/A

Memory usage9.1 GB18.8 GB

Memory %28%62%

HW Fit Score Breakdown

qwen3.5:9b

Speed

38/50

TTFT

4/20

Memory

30/30

gemma-4-31b-it-qat

Speed

50/50

TTFT

20/20

Memory

19/30

Quality

qwen3.5:9b

Reasoning

12/20

Coding

3/20

Instruction

5/20

Structured

6/15

Math

11/15

Multilingual

8/10

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

gemma-4-31b-it-qat

Reasoning

19/20

Coding

18/20

Instruction

17/20

Structured

15/15

Math

14/15

Multilingual

9/10

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

View qwen3.5:9b details | View gemma-4-31b-it-qat 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