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

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

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

ornith-1.5-9b_hybrid-imatrix

LM-STUDIO GGUF

qwen35 · F16

Not Rec.

Aug 23, 2026 · AMD Ryzen 9 3900X 12-Core Processor

Global Score

74 vs 66

Hardware Fit

46 vs 51

Quality Score

86 vs 73

Hardware

google/gemma-4-12b… ornith-1.5-9b_hybr…

MachineDocker ContainerMicro-Star International Co., Ltd. MS-7C37

CPUIntel Gen Intel® Core™ i9-11900HAMD Ryzen 9 3900X 12-Core Processor

Cores1624

RAM15 GB128 GB

GPUTigerLake-H GT1 [UHD Graphics]Intel(R) Arc(TM) Pro B70 Graphics

OSUbuntu 26.04 LTSMicrosoft Windows 11 Pro 10.0.26200

Archx64x64

Power Modeperformancebalanced

Performance

google/gemma-4-12b… ornith-1.5-9b_hybr…

Tokens/sec5.05.4

First chunk64 ms39 ms

TTFT5.5 s940 ms

Load time9.5 sN/A

Memory usage0.0 GB10.7 GB

Memory %0%8%

HW Fit Score Breakdown

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

Speed

9/50

TTFT

7/20

Memory

30/30

ornith-1.5-9b_hybrid-im…

Speed

5/50

TTFT

16/20

Memory

30/30

Quality

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

ornith-1.5-9b_hybrid-im…

Reasoning

14/20

Coding

14/20

Instruction

11/20

Structured

15/15

Math

9/15

Multilingual

10/10

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

View google/gemma-4-12b… details | View ornith-1.5-9b_hybr… 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