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ornith-1.5-9b_hybrid-imatrix

LM-STUDIO GGUF

qwen35 · F16

Not Rec.

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

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Global Score
66 vs 67
Hardware Fit
51 vs 67
Quality Score
73 vs 67

Hardware

ornith-1.5-9b_hybr… codestral:22b
MachineMicro-Star International Co., Ltd. MS-7C37NVIDIA NVIDIA_DGX_Spark
CPUAMD Ryzen 9 3900X 12-Core ProcessorCortex-X925
Cores2420
RAM128 GB122 GB
GPUIntel(R) Arc(TM) Pro B70 GraphicsDevice 2e12
OSMicrosoft Windows 11 Pro 10.0.26200Ubuntu 24.04.4 LTS
Archx64arm64
Power Modebalancedperformance

Performance

ornith-1.5-9b_hybr… codestral:22b
Tokens/sec5.417.2
First chunk39 ms129 ms
TTFT940 ms129 ms
Load timeN/A11.6 s
Memory usage10.7 GB18.9 GB
Memory %8%16%

HW Fit Score Breakdown

ornith-1.5-9b_hybrid-im…

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

codestral:22b

Speed
17/50
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

codestral:22b

Reasoning
11/20
Coding
17/20
Instruction
9/20
Structured
14/15
Math
6/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Weak Structured Output: Strong Math: Weak Multilingual: Strong
View ornith-1.5-9b_hybr… details | View codestral:22b details

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$ metrillm

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Or run without installing: npx metrillm@latest