slim-rpcache-ornith-1.0-9b

LM-STUDIO GGUF

qwen35 · 9B · BF16

Good

Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-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

79 vs 74

Hardware Fit

78 vs 46

Quality Score

79 vs 86

Hardware

slim-rpcache-ornit… google/gemma-4-12b…

MachineASUSDocker Container

CPUAMD Ryzen 7 7800X3D 8-Core ProcessorIntel Gen Intel® Core™ i9-11900H

Cores1616

RAM31 GB15 GB

GPUNVIDIA GeForce RTX 4090, RaphaelTigerLake-H GT1 [UHD Graphics]

OScachyos rollingUbuntu 26.04 LTS

Archx64x64

Power Modeperformanceperformance

Performance

slim-rpcache-ornit… google/gemma-4-12b…

Tokens/sec52.35.0

First chunk11 ms64 ms

TTFT177 ms5.5 s

Load timeN/A9.5 s

Memory usage25.6 GB0.0 GB

Memory %84%0%

HW Fit Score Breakdown

slim-rpcache-ornith-1.0…

Speed

50/50

TTFT

20/20

Memory

8/30

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

Speed

9/50

TTFT

7/20

Memory

30/30

Quality

slim-rpcache-ornith-1.0…

Reasoning

16/20

Coding

16/20

Instruction

14/20

Structured

14/15

Math

9/15

Multilingual

10/10

Reasoning: Strong Coding: Strong 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 slim-rpcache-ornit… 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