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

OLLAMA GGUF

qwen35 · 8.95B · unknown

Marginal

Aug 23, 2026 · Apple M1 Pro

qwen2.5-coder-7b-instruct-mlx

LM-STUDIO MLX

qwen2 · 7B · 4bit

Good

Mar 3, 2026 · Apple M4

Global Score

57 vs 79

Hardware Fit

81 vs 92

Quality Score

46 vs 73

Hardware

hf.co/ornith-ai/Or… qwen2.5-coder-7b-i…

MachineMacBook ProMacBook Air

CPUApple M1 ProApple M4

Cores1010

RAM16 GB32 GB

GPUApple M1 ProApple M4

OSmacOS 26.6.2macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

hf.co/ornith-ai/Or… qwen2.5-coder-7b-i…

Tokens/sec18.622.5

First chunk303 ms529 ms

TTFT303 ms529 ms

Load time4.6 sN/A

Memory usage10.1 GB4.0 GB

Memory %63%13%

HW Fit Score Breakdown

hf.co/ornith-ai/Ornith-…

Speed

42/50

TTFT

20/20

Memory

19/30

qwen2.5-coder-7b-instru…

Speed

44/50

TTFT

20/20

Memory

28/30

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

qwen2.5-coder-7b-instru…

Reasoning

10/20

Coding

18/20

Instruction

14/20

Structured

13/15

Math

9/15

Multilingual

9/10

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

View hf.co/ornith-ai/Or… details | View qwen2.5-coder-7b-i… details

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$ metrillm

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Or run without installing: npx metrillm@latest