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codestral:latest

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Sep 15, 2026 · Intel Core™ i5-14400F

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
76 vs 91
Hardware Fit
91 vs 89
Quality Score
69 vs 92

Hardware

codestral:latest gemma-4-31b-it-qat
MachineGigabyte Technology Co., Ltd. B760 AORUS ELITE AX DDR4ASUS
CPUIntel Core™ i5-14400FAMD Ryzen 7 7800X3D 8-Core Processor
Cores1616
RAM32 GB31 GB
GPUNVIDIA GeForce RTX 5060 TiNVIDIA GeForce RTX 4090, Raphael
OSMicrosoft Windows 11 Professionnel 10.0.26200cachyos rolling
Archx64x64
Power Modebalancedlow-power

Performance

codestral:latest gemma-4-31b-it-qat
Tokens/sec27.440.2
First chunk86 ms3 ms
TTFT86 ms302 ms
Load time7.2 sN/A
Memory usage12.6 GB18.8 GB
Memory %40%62%

HW Fit Score Breakdown

codestral:latest

Speed
43/50
TTFT
20/20
Memory
28/30

gemma-4-31b-it-qat

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

Quality

codestral:latest

Reasoning
11/20
Coding
17/20
Instruction
11/20
Structured
13/15
Math
7/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate 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

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