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qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.0B · Q4_K_M

Excellent

Oct 31, 2026 · Intel Gen Intel® Core™ i9-12900H

google/gemma-4-12b-it-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

Global Score
85 vs 74
Hardware Fit
100 vs 46
Quality Score
79 vs 86

Hardware

qwen3.5:9b google/gemma-4-12b…
MachineMicro-Star International Co., Ltd. Stealth GS77 12UHDocker Container
CPUIntel Gen Intel® Core™ i9-12900HIntel Gen Intel® Core™ i9-11900H
Cores2016
RAM32 GB15 GB
GPUIntel(R) Iris(R) Xe Graphics, NVIDIA GeForce RTX 3080 Laptop GPUTigerLake-H GT1 [UHD Graphics]
OSMicrosoft Windows 11 Home 10.0.26200Ubuntu 26.04 LTS
Archx64x64
Power Modebalancedperformance

Performance

qwen3.5:9b google/gemma-4-12b…
Tokens/sec41.45.0
First chunk162 ms64 ms
TTFT162 ms5.5 s
Load time8.1 s9.5 s
Memory usage5.9 GB0.0 GB
Memory %19%0%

HW Fit Score Breakdown

qwen3.5:9b

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

google/gemma-4-12b-it-qat

Speed
9/50
TTFT
7/20
Memory
30/30

Quality

qwen3.5:9b

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

google/gemma-4-12b-it-qat

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

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