codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

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

67 vs 91

Hardware Fit

67 vs 89

Quality Score

67 vs 92

Hardware

codestral:22b gemma-4-31b-it-qat

MachineNVIDIA NVIDIA_DGX_SparkASUS

CPUCortex-X925AMD Ryzen 7 7800X3D 8-Core Processor

Cores2016

RAM122 GB31 GB

GPUDevice 2e12NVIDIA GeForce RTX 4090, Raphael

OSUbuntu 24.04.4 LTScachyos rolling

Archarm64x64

Power Modeperformancelow-power

Performance

codestral:22b gemma-4-31b-it-qat

Tokens/sec17.240.2

First chunk129 ms3 ms

TTFT129 ms302 ms

Load time11.6 sN/A

Memory usage18.9 GB18.8 GB

Memory %16%62%

HW Fit Score Breakdown

codestral:22b

Speed

17/50

TTFT

20/20

Memory

30/30

gemma-4-31b-it-qat

Speed

50/50

TTFT

20/20

Memory

19/30

Quality

codestral:22b

Reasoning

11/20

Coding

17/20

Instruction

9/20

Structured

14/15

Math

6/15

Multilingual

10/10

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

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 codestral:22b 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