qwen3.5-9b

LM-STUDIO GGUF

qwen35 · 9B · Q4_K_S

Not Rec.

Mar 14, 2026 · Apple M4

starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score

72 vs 35

Hardware Fit

51 vs 97

Quality Score

81 vs 8

Hardware

qwen3.5-9b starcoder2:7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

qwen3.5-9b starcoder2:7b

Tokens/sec14.423.8

First chunk4 msN/A

TTFT824 ms251 ms

Load timeN/A0.4 s

Memory usage48.3 GB6.3 GB

Memory %151%20%

HW Fit Score Breakdown

qwen3.5-9b

Speed

31/50

TTFT

20/20

Memory

0/30

starcoder2:7b

Speed

37/50

TTFT

30/20

Memory

30/30

Quality

qwen3.5-9b

Reasoning

16/20

Coding

15/20

Instruction

16/20

Structured

15/15

Math

9/15

Multilingual

10/10

Reasoning: Strong Coding: Strong Instruction Following: Strong 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 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