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gemma-4-31b-it-qat

LM-STUDIO GGUF

gemma4 · 31B · Q4_K_XL

Excellent

Jul 7, 2026 · AMD Ryzen 7 7800X3D 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
91 vs 89
Hardware Fit
89 vs 88
Quality Score
92 vs 89

Hardware

gemma-4-31b-it-qat qwen3.8:27b-q8_0
MachineASUSDell Inc. PowerEdge XE8545
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorAMD EPYC 7713 64-Core Processor
Cores16128
RAM31 GB1007 GB
GPUNVIDIA GeForce RTX 4090, RaphaelGA100 [A100 SXM4 80GB], GA100 [A100 SXM4 80GB], Integrated Matrox G200eW3 Graphics Controller, GA100 [A100 SXM4 80GB], GA100 [A100 SXM4 80GB]
OScachyos rollingRocky Linux 8.10
Archx64x64
Power Modelow-powerunknown

Performance

gemma-4-31b-it-qat qwen3.8:27b-q8_0
Tokens/sec40.240.0
First chunk3 ms177 ms
TTFT302 ms177 ms
Load timeN/A24.7 s
Memory usage18.8 GB51.0 GB
Memory %62%5%

HW Fit Score Breakdown

gemma-4-31b-it-qat

Speed
50/50
TTFT
20/20
Memory
19/30

qwen3.8:27b-q8_0

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

Quality

gemma-4-31b-it-qat

Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong 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
View gemma-4-31b-it-qat details | View qwen3.8:27b-q8_0 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