qwen2.5-coder:7b

OLLAMA GGUF

qwen2 · 7.6B · Q4_K_M

Good

Mar 5, 2026 · Intel Gen Intel® Core™ i7-13700K

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

68 vs 91

Hardware Fit

59 vs 89

Quality Score

72 vs 92

Hardware

qwen2.5-coder:7b gemma-4-31b-it-qat

MachineASUSASUS

CPUIntel Gen Intel® Core™ i7-13700KAMD Ryzen 7 7800X3D 8-Core Processor

Cores2416

RAM64 GB31 GB

GPUNVIDIA GeForce RTX 3070NVIDIA GeForce RTX 4090, Raphael

OSMicrosoft Windows 11 Pro 10.0.26200cachyos rolling

Archx64x64

Power Modeunknownlow-power

Performance

qwen2.5-coder:7b gemma-4-31b-it-qat

Tokens/sec34.440.2

First chunk1991 ms3 ms

TTFT2.0 s302 ms

Load time40.6 sN/A

Memory usage5.0 GB18.8 GB

Memory %8%62%

HW Fit Score Breakdown

qwen2.5-coder:7b

Speed

38/50

TTFT

12/20

Memory

9/30

gemma-4-31b-it-qat

Speed

50/50

TTFT

20/20

Memory

19/30

Quality

qwen2.5-coder:7b

Reasoning

11/20

Coding

18/20

Instruction

12/20

Structured

13/15

Math

9/15

Multilingual

9/10

Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate 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 qwen2.5-coder:7b 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