smollm2:360m

OLLAMA GGUF

llama · 361.82M · F16

Marginal

Mar 2, 2026 · Apple M4

gemma-4-31b-it-qat

LM-STUDIO GGUF

gemma4 · 31B · Q4_K_XL

Excellent

Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

Global Score

52 vs 91

Hardware Fit

100 vs 89

Quality Score

32 vs 92

Hardware

smollm2:360m gemma-4-31b-it-qat

MachineMacBook AirASUS

CPUApple M4AMD Ryzen 7 7800X3D 8-Core Processor

Cores1016

RAM32 GB31 GB

GPUApple M4NVIDIA GeForce RTX 4090, Raphael

OSmacOS 26.3cachyos rolling

Archarm64x64

Power Modebalancedlow-power

Performance

smollm2:360m gemma-4-31b-it-qat

Tokens/sec117.940.2

First chunkN/A3 ms

TTFT43 ms302 ms

Load time0.4 sN/A

Memory usage1.2 GB18.8 GB

Memory %4%62%

HW Fit Score Breakdown

smollm2:360m

Speed

40/50

TTFT

30/20

Memory

30/30

gemma-4-31b-it-qat

Speed

50/50

TTFT

20/20

Memory

19/30

Quality

smollm2:360m

Reasoning

4/20

Coding

2/20

Instruction

10/20

Structured

9/15

Math

4/15

Multilingual

3/10

Reasoning: Poor Coding: Poor Instruction Following: Adequate Structured Output: Adequate Math: Poor Multilingual: Weak

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

View smollm2:360m details | View gemma-4-31b-it-qat 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