google/gemma-4-12b-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Excellent

Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor

qwen3.5-35b-a3b-mtp

LM-STUDIO GGUF

qwen35moe · 35B · IQ3_XXS

Good

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

Global Score

92 vs 77

Hardware Fit

100 vs 51

Quality Score

89 vs 88

Hardware

google/gemma-4-12b… qwen3.5-35b-a3b-mtp

MachineMicro-Star International Co., Ltd. MS-7E51Docker Container

CPUAMD Ryzen 7 9700X 8-Core ProcessorIntel Gen Intel® Core™ i9-11900H

Cores1616

RAM31 GB15 GB

GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsTigerLake-H GT1 [UHD Graphics]

OSMicrosoft Windows 11 Pro 10.0.26200Ubuntu 26.04 LTS

Archx64x64

Power Modebalancedperformance

Performance

google/gemma-4-12b… qwen3.5-35b-a3b-mtp

Tokens/sec90.77.8

First chunk26 ms30 ms

TTFT127 ms5.6 s

Load timeN/A32.5 s

Memory usage6.7 GB0.0 GB

Memory %21%0%

HW Fit Score Breakdown

google/gemma-4-12b-qat

Speed

50/50

TTFT

20/20

Memory

30/30

qwen3.5-35b-a3b-mtp

Speed

14/50

TTFT

7/20

Memory

30/30

Quality

google/gemma-4-12b-qat

Reasoning

17/20

Coding

19/20

Instruction

18/20

Structured

15/15

Math

11/15

Multilingual

9/10

Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

qwen3.5-35b-a3b-mtp

Reasoning

17/20

Coding

18/20

Instruction

17/20

Structured

15/15

Math

11/15

Multilingual

10/10

Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

View google/gemma-4-12b… details | View qwen3.5-35b-a3b-mtp 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