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qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Excellent

Mar 6, 2026 · AMD RYZEN AI MAX+ 395 w/ Radeon 8060S

deepseek-coder:6.7b

OLLAMA GGUF

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score
82 vs 57
Hardware Fit
81 vs 98
Quality Score
82 vs 39

Hardware

qwen3.5:9b deepseek-coder:6.7b
MachineAZW GTR ProMacBook Air
CPUAMD RYZEN AI MAX+ 395 w/ Radeon 8060SApple M4
Cores3210
RAM125 GB32 GB
GPUIntegrated / Apple SiliconApple M4
OSUbuntu 24.04.4 LTSmacOS 26.3
Archx64arm64
Power Modeperformancebalanced

Performance

qwen3.5:9b deepseek-coder:6.7b
Tokens/sec30.824.1
First chunk195 msN/A
TTFT195 ms251 ms
Load time6.8 s0.9 s
Memory usage18.8 GB12.6 GB
Memory %15%39%

HW Fit Score Breakdown

qwen3.5:9b

Speed
31/50
TTFT
20/20
Memory
30/30

deepseek-coder:6.7b

Speed
38/50
TTFT
30/20
Memory
30/30

Quality

qwen3.5:9b

Reasoning
14/20
Coding
17/20
Instruction
15/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

deepseek-coder:6.7b

Reasoning
4/20
Coding
14/20
Instruction
9/20
Structured
6/15
Math
1/15
Multilingual
5/10
Reasoning: Poor Coding: Adequate Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Weak
View qwen3.5:9b details | View deepseek-coder:6.7b 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