google/gemma-4-12b-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Excellent

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

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

92 vs 66

Hardware Fit

100 vs 51

Quality Score

89 vs 73

Hardware

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

MachineMicro-Star International Co., Ltd. MS-7E51Micro-Star International Co., Ltd. MS-7C37

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

Cores1624

RAM31 GB128 GB

GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsIntel(R) Arc(TM) Pro B70 Graphics

OSMicrosoft Windows 11 Pro 10.0.26200Microsoft Windows 11 Pro 10.0.26200

Archx64x64

Power Modebalancedbalanced

Performance

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

Tokens/sec90.75.4

First chunk26 ms39 ms

TTFT127 ms940 ms

Load timeN/AN/A

Memory usage6.7 GB10.7 GB

Memory %21%8%

HW Fit Score Breakdown

google/gemma-4-12b-qat

Speed

50/50

TTFT

20/20

Memory

30/30

ornith-1.5-9b_hybrid-im…

Speed

5/50

TTFT

16/20

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

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