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google/gemma-4-12b-it-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

Kimi-48B:48B

OLLAMA GGUF

kimi-linear · 49.1B · unknown

Excellent

Aug 19, 2026 · AMD Ryzen 9 9955HX3D 16-Core Processor

Global Score
74 vs 85
Hardware Fit
46 vs 78
Quality Score
86 vs 88

Hardware

google/gemma-4-12b… Kimi-48B:48B
MachineDocker ContainerHP HyperX OMEN Gaming Laptop 16-ap1xxx
CPUIntel Gen Intel® Core™ i9-11900HAMD Ryzen 9 9955HX3D 16-Core Processor
Cores1632
RAM15 GB31 GB
GPUTigerLake-H GT1 [UHD Graphics]AMD Radeon(TM) 610M, NVIDIA GeForce RTX 5070 Laptop GPU
OSUbuntu 26.04 LTSMicrosoft Windows 11 Home 10.0.26200
Archx64x64
Power Modeperformancebalanced

Performance

google/gemma-4-12b… Kimi-48B:48B
Tokens/sec5.042.3
First chunk64 ms718 ms
TTFT5.5 s718 ms
Load time9.5 s28.5 s
Memory usage0.0 GB25.8 GB
Memory %0%83%

HW Fit Score Breakdown

google/gemma-4-12b-it-qat

Speed
9/50
TTFT
7/20
Memory
30/30

Kimi-48B:48B

Speed
50/50
TTFT
20/20
Memory
8/30

Quality

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

Kimi-48B:48B

Reasoning
16/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
14/15
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