slim-rpcache-ornith-1.0-9b

LM-STUDIO GGUF

qwen35 · 9B · BF16

Good

Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

gemma-4-31b-it-qat

LM-STUDIO GGUF

gemma4 · 31B · Q4_K_XL

Excellent

Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

Global Score

79 vs 91

Hardware Fit

78 vs 89

Quality Score

79 vs 92

Hardware

slim-rpcache-ornit… gemma-4-31b-it-qat

MachineASUSASUS

CPUAMD Ryzen 7 7800X3D 8-Core ProcessorAMD Ryzen 7 7800X3D 8-Core Processor

Cores1616

RAM31 GB31 GB

GPUNVIDIA GeForce RTX 4090, RaphaelNVIDIA GeForce RTX 4090, Raphael

OScachyos rollingcachyos rolling

Archx64x64

Power Modeperformancelow-power

Performance

slim-rpcache-ornit… gemma-4-31b-it-qat

Tokens/sec52.340.2

First chunk11 ms3 ms

TTFT177 ms302 ms

Load timeN/AN/A

Memory usage25.6 GB18.8 GB

Memory %84%62%

HW Fit Score Breakdown

slim-rpcache-ornith-1.0…

Speed

50/50

TTFT

20/20

Memory

8/30

gemma-4-31b-it-qat

Speed

50/50

TTFT

20/20

Memory

19/30

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

gemma-4-31b-it-qat

Reasoning

19/20

Coding

18/20

Instruction

17/20

Structured

15/15

Math

14/15

Multilingual

9/10

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

View slim-rpcache-ornit… details | View gemma-4-31b-it-qat 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