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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

deepseek-coder-v2:16b

OLLAMA GGUF

deepseek2 · 15.7B · Q4_0

Excellent

Jun 26, 2026 · Cortex-X925

Global Score
66 vs 82
Hardware Fit
51 vs 100
Quality Score
73 vs 74

Hardware

ornith-1.5-9b_hybr… deepseek-coder-v2:…
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… deepseek-coder-v2:…
Tokens/sec5.4117.2
First chunk39 ms275 ms
TTFT940 ms275 ms
Load timeN/A8.9 s
Memory usage10.7 GB17.9 GB
Memory %8%15%

HW Fit Score Breakdown

ornith-1.5-9b_hybrid-im…

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

deepseek-coder-v2:16b

Speed
50/50
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

deepseek-coder-v2:16b

Reasoning
8/20
Coding
19/20
Instruction
13/20
Structured
12/15
Math
14/15
Multilingual
8/10
Reasoning: Weak Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong
View ornith-1.5-9b_hybr… details | View deepseek-coder-v2:… details

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