Qwen3.8-27B-Ridge-3.7bpw_empero.ai:latest
OLLAMA GGUFqwen35 · 27.3B · IQ2_M
Aug 27, 2026 · AMD Ryzen 7 9700X 8-Core Processor
google/gemma-4-12b-it-qat
LM-STUDIO GGUFgemma4 · 12B · Q4_0
Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H
Global Score
89 vs 74
Hardware Fit
99 vs 46
Quality Score
85 vs 86
Hardware
Qwen3.8-27B-Ridge-… google/gemma-4-12b…
MachineMicro-Star International Co., Ltd. MS-7E51Docker Container
CPUAMD Ryzen 7 9700X 8-Core ProcessorIntel Gen Intel® Core™ i9-11900H
Cores1616
RAM31 GB15 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsTigerLake-H GT1 [UHD Graphics]
OSMicrosoft Windows 11 Pro 10.0.26200Ubuntu 26.04 LTS
Archx64x64
Power Modebalancedperformance
Performance
Qwen3.8-27B-Ridge-… google/gemma-4-12b…
Tokens/sec60.65.0
First chunk148 ms64 ms
TTFT148 ms5.5 s
Load time5.7 s9.5 s
Memory usage11.0 GB0.0 GB
Memory %35%0%
HW Fit Score Breakdown
Qwen3.8-27B-Ridge-3.7bp…
Speed
50/50
TTFT
20/20
Memory
29/30
google/gemma-4-12b-it-qat
Speed
9/50
TTFT
7/20
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
google/gemma-4-12b-it-qat
Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest