hf.co/ornith-ai/Ornith-1.0-9B-GGUF:Q8_0
OLLAMA GGUFqwen35 · 8.95B · unknown
Aug 23, 2026 · Apple M1 Pro
gemma-4-31b-it-qat
LM-STUDIO GGUFgemma4 · 31B · Q4_K_XL
Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
Global Score
57 vs 91
Hardware Fit
81 vs 89
Quality Score
46 vs 92
Hardware
hf.co/ornith-ai/Or… gemma-4-31b-it-qat
MachineMacBook ProASUS
CPUApple M1 ProAMD Ryzen 7 7800X3D 8-Core Processor
Cores1016
RAM16 GB31 GB
GPUApple M1 ProNVIDIA GeForce RTX 4090, Raphael
OSmacOS 26.6.2cachyos rolling
Archarm64x64
Power Modebalancedlow-power
Performance
hf.co/ornith-ai/Or… gemma-4-31b-it-qat
Tokens/sec18.640.2
First chunk303 ms3 ms
TTFT303 ms302 ms
Load time4.6 sN/A
Memory usage10.1 GB18.8 GB
Memory %63%62%
HW Fit Score Breakdown
hf.co/ornith-ai/Ornith-…
Speed
42/50
TTFT
20/20
Memory
19/30
gemma-4-31b-it-qat
Speed
50/50
TTFT
20/20
Memory
19/30
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
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
Run yours and compare
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npm install -g metrillm@latest$
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Or run without installing: npx metrillm@latest