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hf.co/ornith-ai/Ornith-1.0-9B-GGUF:Q8_0

OLLAMA GGUF

qwen35 · 8.95B · unknown

Marginal

Aug 23, 2026 · Apple M1 Pro

gemma4:31b

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Excellent

Jul 7, 2026 · Cortex-X925

Global Score
57 vs 83
Hardware Fit
81 vs 60
Quality Score
46 vs 93

Hardware

hf.co/ornith-ai/Or… gemma4:31b
MachineMacBook ProASUSTeK COMPUTER INC. GX10
CPUApple M1 ProCortex-X925
Cores1020
RAM16 GB122 GB
GPUApple M1 ProDevice 2e12
OSmacOS 26.6.2Ubuntu 24.04.4 LTS
Archarm64arm64
Power Modebalancedperformance

Performance

hf.co/ornith-ai/Or… gemma4:31b
Tokens/sec18.610.9
First chunk303 ms681 ms
TTFT303 ms681 ms
Load time4.6 s16.6 s
Memory usage10.1 GB21.4 GB
Memory %63%18%

HW Fit Score Breakdown

hf.co/ornith-ai/Ornith-…

Speed
42/50
TTFT
20/20
Memory
19/30

gemma4:31b

Speed
10/50
TTFT
20/20
Memory
30/30

Quality

hf.co/ornith-ai/Ornith-…

Reasoning
14/20
Coding
13/20
Instruction
5/20
Structured
1/15
Math
13/15
Multilingual
0/10
Reasoning: Adequate Coding: Adequate Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Poor

gemma4:31b

Reasoning
19/20
Coding
19/20
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

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