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Qwen3.8-27B-UD-Q3_K_XL

OLLAMA GGUF

llama · 27.3B · Q4_K

Excellent

Aug 23, 2026 · Intel Gen Intel® Core™ i5-12600K

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
90 vs 74
Hardware Fit
97 vs 46
Quality Score
87 vs 86

Hardware

Qwen3.8-27B-UD-Q3_… google/gemma-4-12b…
Machine—Docker Container
CPUIntel Gen Intel® Core™ i5-12600KIntel Gen Intel® Core™ i9-11900H
Cores1616
RAM31 GB15 GB
GPUAlderLake-S GT1, AD106 [GeForce RTX 4060 Ti 16GB]TigerLake-H GT1 [UHD Graphics]
OSUbuntu 24.04.4 LTSUbuntu 26.04 LTS
Archx64x64
Power Modelow-powerperformance

Performance

Qwen3.8-27B-UD-Q3_… google/gemma-4-12b…
Tokens/sec39.05.0
First chunk305 ms64 ms
TTFT305 ms5.5 s
Load time0.0 s9.5 s
Memory usage12.5 GB0.0 GB
Memory %41%0%

HW Fit Score Breakdown

Qwen3.8-27B-UD-Q3_K_XL

Speed
50/50
TTFT
20/20
Memory
27/30

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

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

Quality

Qwen3.8-27B-UD-Q3_K_XL

Reasoning
17/20
Coding
19/20
Instruction
15/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong 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
View Qwen3.8-27B-UD-Q3_… details | View google/gemma-4-12b… 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