qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Marginal

Mar 5, 2026 · AMD RYZEN AI MAX+ 395

starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score

57 vs 35

Hardware Fit

61 vs 97

Quality Score

55 vs 8

Hardware

qwen3.5:9b starcoder2:7b

MachineAZW GTR ProMacBook Air

CPUAMD RYZEN AI MAX+ 395Apple M4

Cores3210

RAM125 GB32 GB

GPUAMD Radeon 8060SApple M4

OSUbuntu 24.04.4 LTSmacOS 26.3

Archx64arm64

Power Modelow-powerbalanced

Performance

qwen3.5:9b starcoder2:7b

Tokens/sec30.323.8

First chunk205 msN/A

TTFT8.7 s251 ms

Load time5.6 s0.4 s

Memory usage18.8 GB6.3 GB

Memory %15%20%

HW Fit Score Breakdown

qwen3.5:9b

Speed

30/50

TTFT

1/20

Memory

30/30

starcoder2:7b

Speed

37/50

TTFT

30/20

Memory

30/30

Quality

qwen3.5:9b

Reasoning

17/20

Coding

2/20

Instruction

7/20

Structured

8/15

Math

12/15

Multilingual

9/10

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

View qwen3.5:9b 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