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Qwen3.8-27B-Ridge-3.7bpw_empero.ai:latest

OLLAMA GGUF

qwen35 · 27.3B · IQ2_M

Excellent

Aug 27, 2026 · AMD Ryzen 7 9700X 8-Core Processor

gemma4:12b

OLLAMA GGUF

gemma4 · 11.9B · Q4_K_M

Excellent

Jun 26, 2026 · Cortex-X925

Global Score
89 vs 86
Hardware Fit
99 vs 78
Quality Score
85 vs 90

Hardware

Qwen3.8-27B-Ridge-… gemma4:12b
MachineMicro-Star International Co., Ltd. MS-7E51NVIDIA NVIDIA_DGX_Spark
CPUAMD Ryzen 7 9700X 8-Core ProcessorCortex-X925
Cores1620
RAM31 GB122 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsDevice 2e12
OSMicrosoft Windows 11 Pro 10.0.26200Ubuntu 24.04.4 LTS
Archx64arm64
Power Modebalancedperformance

Performance

Qwen3.8-27B-Ridge-… gemma4:12b
Tokens/sec60.626.3
First chunk148 ms545 ms
TTFT148 ms545 ms
Load time5.7 s9.5 s
Memory usage11.0 GB8.4 GB
Memory %35%7%

HW Fit Score Breakdown

Qwen3.8-27B-Ridge-3.7bp…

Speed
50/50
TTFT
20/20
Memory
29/30

gemma4:12b

Speed
28/50
TTFT
20/20
Memory
30/30

Quality

Qwen3.8-27B-Ridge-3.7bp…

Reasoning
15/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

gemma4:12b

Reasoning
18/20
Coding
19/20
Instruction
17/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

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