smollm2-360m-instruct

LM-STUDIO MLX

llama · 360M · bf16

Marginal

Mar 4, 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-instr… 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-instr… gemma-4-31b-it-qat

Tokens/sec121.140.2

First chunk106 ms3 ms

TTFT106 ms302 ms

Load timeN/AN/A

Memory usage0.7 GB18.8 GB

Memory %2%62%

HW Fit Score Breakdown

smollm2-360m-instruct

Speed

50/50

TTFT

20/20

Memory

30/30

gemma-4-31b-it-qat

Speed

50/50

TTFT

20/20

Memory

19/30

Quality

smollm2-360m-instruct

Reasoning

4/20

Coding

3/20

Instruction

12/20

Structured

7/15

Math

2/15

Multilingual

4/10

Reasoning: Poor Coding: Poor Instruction Following: Adequate Structured Output: Weak 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-instr… 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