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slim-rpcache-ornith-1.0-9b

LM-STUDIO GGUF

qwen35 · 9B · BF16

Good

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

gemma4:12b-mlx

OLLAMA GGUF
Not Rec.

Aug 24, 2026 · Apple M1 Pro

Global Score
79 vs 71
Hardware Fit
78 vs 76
Quality Score
79 vs 69

Hardware

slim-rpcache-ornit… gemma4:12b-mlx
MachineASUSMacBook Pro
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorApple M1 Pro
Cores1610
RAM31 GB16 GB
GPUNVIDIA GeForce RTX 4090, RaphaelApple M1 Pro
OScachyos rollingmacOS 26.6.2
Archx64arm64
Power Modeperformancebalanced

Performance

slim-rpcache-ornit… gemma4:12b-mlx
Tokens/sec52.325.0
First chunk11 ms787 ms
TTFT177 ms30.0 s
Load timeN/A4.0 s
Memory usage25.6 GB7.1 GB
Memory %84%45%

HW Fit Score Breakdown

slim-rpcache-ornith-1.0…

Speed
50/50
TTFT
20/20
Memory
8/30

gemma4:12b-mlx

Speed
50/50
TTFT
0/20
Memory
26/30

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

gemma4:12b-mlx

Reasoning
14/20
Coding
10/20
Instruction
9/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Weak Structured Output: Strong Math: Adequate Multilingual: Strong

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