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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

Kimi-48B:48B

OLLAMA GGUF

kimi-linear · 49.1B · unknown

Excellent

Aug 22, 2026 · NVIDIA RTX Spark N1X (6144-core GPU, 20-core ) RTX Spark N1X (6144-core GPU, 20-core )

Global Score
91 vs 90
Hardware Fit
89 vs 96
Quality Score
92 vs 88

Hardware

gemma-4-31b-it-qat Kimi-48B:48B
MachineASUSHP HyperX OMEN Transcend Gaming Laptop 14-ga0xxx5CD612DXML
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorNVIDIA RTX Spark N1X (6144-core GPU, 20-core ) RTX Spark N1X (6144-core GPU, 20-core )
Cores1620
RAM31 GB55 GB
GPUNVIDIA GeForce RTX 4090, RaphaelNVIDIA RTX Spark N1X (6144-core Blackwell RTX GPU), NVIDIA NPU
OScachyos rollingMicrosoft Windows 11 Pro 10.0.28000
Archx64arm64
Power Modelow-powerbalanced

Performance

gemma-4-31b-it-qat Kimi-48B:48B
Tokens/sec40.262.7
First chunk3 ms397 ms
TTFT302 ms397 ms
Load timeN/A16.8 s
Memory usage18.8 GB25.5 GB
Memory %62%47%

HW Fit Score Breakdown

gemma-4-31b-it-qat

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

Kimi-48B:48B

Speed
50/50
TTFT
20/20
Memory
26/30

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

Kimi-48B:48B

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
12/15
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