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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

llama3.2:3b

OLLAMA GGUF

llama · 3.2B · Q4_K_M

Good

Aug 28, 2026 · Intel Core™ i5-10210U

Global Score
91 vs 67
Hardware Fit
89 vs 77
Quality Score
92 vs 63

Hardware

gemma-4-31b-it-qat llama3.2:3b
MachineASUSLENOVO 20U30029MB
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorIntel Core™ i5-10210U
Cores168
RAM31 GB15 GB
GPUNVIDIA GeForce RTX 4090, RaphaelCometLake-U GT2 [UHD Graphics]
OScachyos rollingPop 24.04 LTS
Archx64x64
Power Modelow-powerlow-power

Performance

gemma-4-31b-it-qat llama3.2:3b
Tokens/sec40.210.0
First chunk3 ms1166 ms
TTFT302 ms1.2 s
Load timeN/A6.8 s
Memory usage18.8 GB3.8 GB
Memory %62%25%

HW Fit Score Breakdown

gemma-4-31b-it-qat

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

llama3.2:3b

Speed
27/50
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

llama3.2:3b

Reasoning
11/20
Coding
15/20
Instruction
13/20
Structured
12/15
Math
3/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor 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