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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

qwen3-235b-a22b-t48-c8k:latest

OLLAMA GGUF

qwen3moe · 235.1B · Q4_K_M

Not Rec.

Aug 23, 2026 · Intel Xeon® E5-4650 v2

Global Score
92 vs 61
Hardware Fit
100 vs 31
Quality Score
89 vs 74

Hardware

google/gemma-4-12b… qwen3-235b-a22b-t4…
MachineMicro-Star International Co., Ltd. MS-7E51Dell Inc. PowerEdge R820
CPUAMD Ryzen 7 9700X 8-Core ProcessorIntel Xeon® E5-4650 v2
Cores1680
RAM31 GB256 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsMicrosoft Remote Display Adapter, Microsoft Basic Display Adapter
OSMicrosoft Windows 11 Pro 10.0.26200Microsoft Windows Server 2022 Datacenter 10.0.20348
Archx64x64
Power Modebalancedbalanced

Performance

google/gemma-4-12b… qwen3-235b-a22b-t4…
Tokens/sec90.71.7
First chunk26 ms3351 ms
TTFT127 ms3.4 s
Load timeN/A0.0 s
Memory usage6.7 GB134.2 GB
Memory %21%52%

HW Fit Score Breakdown

google/gemma-4-12b-qat

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

qwen3-235b-a22b-t48-c8k…

Speed
1/50
TTFT
6/20
Memory
24/30

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

qwen3-235b-a22b-t48-c8k…

Reasoning
19/20
Coding
11/20
Instruction
7/20
Structured
14/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Adequate Instruction Following: Weak 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