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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

qwen3-vl:8b

OLLAMA GGUF

qwen3vl · 8.8B · Q4_K_M

Good

Apr 28, 2026 · Intel Xeon® Gold 6230

Global Score
57 vs 72
Hardware Fit
81 vs 89
Quality Score
46 vs 64

Hardware

hf.co/ornith-ai/Or… qwen3-vl:8b
MachineMacBook ProHP HP Z8 G4 Workstation
CPUApple M1 ProIntel Xeon® Gold 6230
Cores1080
RAM16 GB252 GB
GPUApple M1 ProTU104GL [Quadro RTX 5000]
OSmacOS 26.6.2Ubuntu 24.04.4 LTS
Archarm64x64
Power Modebalancedlow-power

Performance

hf.co/ornith-ai/Or… qwen3-vl:8b
Tokens/sec18.668.2
First chunk303 ms285 ms
TTFT303 ms2.0 s
Load time4.6 s42.4 s
Memory usage10.1 GB7.1 GB
Memory %63%3%

HW Fit Score Breakdown

hf.co/ornith-ai/Ornith-…

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

qwen3-vl:8b

Speed
50/50
TTFT
9/20
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

qwen3-vl:8b

Reasoning
16/20
Coding
3/20
Instruction
10/20
Structured
11/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Poor Instruction Following: Adequate Structured Output: Adequate 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