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qwen3.5:27b

OLLAMA GGUF

qwen35 · 27.8B · Q4_K_M

Not Rec.

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
20 vs 35
Hardware Fit
37 vs 97
Quality Score
12 vs 8

Hardware

qwen3.5:27b 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

qwen3.5:27b starcoder2:7b
Tokens/sec10.623.8
First chunk358 msN/A
TTFT13.7 s251 ms
Load time10.8 s0.4 s
Memory usage39.7 GB6.3 GB
Memory %32%20%

HW Fit Score Breakdown

qwen3.5:27b

Speed
9/50
TTFT
0/20
Memory
28/30

starcoder2:7b

Speed
37/50
TTFT
30/20
Memory
30/30

Quality

qwen3.5:27b

Reasoning
2/20
Coding
0/20
Instruction
2/20
Structured
0/15
Math
0/15
Multilingual
8/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor 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

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