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google/gemma-4-12b-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Excellent

Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor

qwen3.8:27b-q8_0

OLLAMA GGUF

qwen35 · 27.3B · Q8_0

Excellent

Aug 22, 2026 · AMD EPYC 7713 64-Core Processor

Global Score
92 vs 89
Hardware Fit
100 vs 88
Quality Score
89 vs 89

Hardware

google/gemma-4-12b… qwen3.8:27b-q8_0
MachineMicro-Star International Co., Ltd. MS-7E51Dell Inc. PowerEdge XE8545
CPUAMD Ryzen 7 9700X 8-Core ProcessorAMD EPYC 7713 64-Core Processor
Cores16128
RAM31 GB1007 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsGA100 [A100 SXM4 80GB], GA100 [A100 SXM4 80GB], Integrated Matrox G200eW3 Graphics Controller, GA100 [A100 SXM4 80GB], GA100 [A100 SXM4 80GB]
OSMicrosoft Windows 11 Pro 10.0.26200Rocky Linux 8.10
Archx64x64
Power Modebalancedunknown

Performance

google/gemma-4-12b… qwen3.8:27b-q8_0
Tokens/sec90.740.0
First chunk26 ms177 ms
TTFT127 ms177 ms
Load timeN/A24.7 s
Memory usage6.7 GB51.0 GB
Memory %21%5%

HW Fit Score Breakdown

google/gemma-4-12b-qat

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

qwen3.8:27b-q8_0

Speed
38/50
TTFT
20/20
Memory
30/30

Quality

google/gemma-4-12b-qat

Reasoning
17/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

qwen3.8:27b-q8_0

Reasoning
18/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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