Back to leaderboard

ornith-1.5-9b_hybrid-imatrix

LM-STUDIO GGUF

qwen35 · F16

Not Rec.

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

cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

Global Score
66 vs 77
Hardware Fit
51 vs 92
Quality Score
73 vs 70

Hardware

ornith-1.5-9b_hybr… cogito:8b
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… cogito:8b
Tokens/sec5.421.0
First chunk39 ms312 ms
TTFT940 ms312 ms
Load timeN/A0.8 s
Memory usage10.7 GB10.4 GB
Memory %8%33%

HW Fit Score Breakdown

ornith-1.5-9b_hybrid-im…

Speed
5/50
TTFT
16/20
Memory
30/30

cogito:8b

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

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

cogito:8b

Reasoning
14/20
Coding
13/20
Instruction
13/20
Structured
15/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
View ornith-1.5-9b_hybr… details | View cogito:8b 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