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deepseek-coder-v2:16b

OLLAMA GGUF

deepseek2 · 15.7B · Q4_0

Excellent

Jun 26, 2026 · Cortex-X925

ornith-1.5-9b_hybrid-imatrix

LM-STUDIO GGUF

qwen35 · F16

Not Rec.

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

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

Hardware

deepseek-coder-v2:… ornith-1.5-9b_hybr…
MachineNVIDIA NVIDIA_DGX_SparkMicro-Star International Co., Ltd. MS-7C37
CPUCortex-X925AMD Ryzen 9 3900X 12-Core Processor
Cores2024
RAM122 GB128 GB
GPUDevice 2e12Intel(R) Arc(TM) Pro B70 Graphics
OSUbuntu 24.04.4 LTSMicrosoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modeperformancebalanced

Performance

deepseek-coder-v2:… ornith-1.5-9b_hybr…
Tokens/sec117.25.4
First chunk275 ms39 ms
TTFT275 ms940 ms
Load time8.9 sN/A
Memory usage17.9 GB10.7 GB
Memory %15%8%

HW Fit Score Breakdown

deepseek-coder-v2:16b

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

ornith-1.5-9b_hybrid-im…

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

Quality

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

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
View deepseek-coder-v2:… details | View ornith-1.5-9b_hybr… 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