ornith-1.5-9b_hybrid-imatrix

LM-STUDIO GGUF

qwen35 · F16

Not Rec.

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

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

66 vs 74

Hardware Fit

51 vs 46

Quality Score

73 vs 86

Hardware

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

MachineMicro-Star International Co., Ltd. MS-7C37Docker Container

CPUAMD Ryzen 9 3900X 12-Core ProcessorIntel Gen Intel® Core™ i9-11900H

Cores2416

RAM128 GB15 GB

GPUIntel(R) Arc(TM) Pro B70 GraphicsTigerLake-H GT1 [UHD Graphics]

OSMicrosoft Windows 11 Pro 10.0.26200Ubuntu 26.04 LTS

Archx64x64

Power Modebalancedperformance

Performance

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

Tokens/sec5.45.0

First chunk39 ms64 ms

TTFT940 ms5.5 s

Load timeN/A9.5 s

Memory usage10.7 GB0.0 GB

Memory %8%0%

HW Fit Score Breakdown

ornith-1.5-9b_hybrid-im…

Speed

5/50

TTFT

16/20

Memory

30/30

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

Speed

9/50

TTFT

7/20

Memory

30/30

Quality

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

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 ornith-1.5-9b_hybr… 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