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-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Excellent

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

Global Score

66 vs 92

Hardware Fit

51 vs 100

Quality Score

73 vs 89

Hardware

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

MachineMicro-Star International Co., Ltd. MS-7C37Micro-Star International Co., Ltd. MS-7E51

CPUAMD Ryzen 9 3900X 12-Core ProcessorAMD Ryzen 7 9700X 8-Core Processor

Cores2416

RAM128 GB31 GB

GPUIntel(R) Arc(TM) Pro B70 GraphicsNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics

OSMicrosoft Windows 11 Pro 10.0.26200Microsoft Windows 11 Pro 10.0.26200

Archx64x64

Power Modebalancedbalanced

Performance

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

Tokens/sec5.490.7

First chunk39 ms26 ms

TTFT940 ms127 ms

Load timeN/AN/A

Memory usage10.7 GB6.7 GB

Memory %8%21%

HW Fit Score Breakdown

ornith-1.5-9b_hybrid-im…

Speed

5/50

TTFT

16/20

Memory

30/30

google/gemma-4-12b-qat

Speed

50/50

TTFT

20/20

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-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

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