ornith-1.5-9b_hybrid-imatrix

LM-STUDIO GGUF

qwen35 · F16

Not Rec.

Aug 23, 2026 · AMD Ryzen 9 3900X 12-Core Processor

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

LM-STUDIO MLX

qwen2 · 7B · 4bit

Good

Mar 3, 2026 · Apple M4

Global Score

66 vs 79

Hardware Fit

51 vs 92

Quality Score

73 vs 73

Hardware

ornith-1.5-9b_hybr… qwen2.5-coder-7b-i…

MachineMicro-Star International Co., Ltd. MS-7C37MacBook Air

CPUAMD Ryzen 9 3900X 12-Core ProcessorApple M4

Cores2410

RAM128 GB32 GB

GPUIntel(R) Arc(TM) Pro B70 GraphicsApple M4

OSMicrosoft Windows 11 Pro 10.0.26200macOS 26.3

Archx64arm64

Power Modebalancedbalanced

Performance

ornith-1.5-9b_hybr… qwen2.5-coder-7b-i…

Tokens/sec5.422.5

First chunk39 ms529 ms

TTFT940 ms529 ms

Load timeN/AN/A

Memory usage10.7 GB4.0 GB

Memory %8%13%

HW Fit Score Breakdown

ornith-1.5-9b_hybrid-im…

Speed

5/50

TTFT

16/20

Memory

30/30

qwen2.5-coder-7b-instru…

Speed

44/50

TTFT

20/20

Memory

28/30

Quality

ornith-1.5-9b_hybrid-im…

Reasoning

14/20

Coding

14/20

Instruction

11/20

Structured

15/15

Math

9/15

Multilingual

10/10

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

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 ornith-1.5-9b_hybr… details | View qwen2.5-coder-7b-i… details

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