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deepseek-r1:7b

OLLAMA GGUF

qwen2 · 7.6B · Q4_K_M

Good

Mar 5, 2026 · Intel Core™ i5-6500

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
66 vs 91
Hardware Fit
63 vs 89
Quality Score
67 vs 92

Hardware

deepseek-r1:7b gemma-4-31b-it-qat
MachineGigabyte Technology Co., Ltd. H170M-D3HASUS
CPUIntel Core™ i5-6500AMD Ryzen 7 7800X3D 8-Core Processor
Cores416
RAM16 GB31 GB
GPUGP104 [GeForce GTX 1070]NVIDIA GeForce RTX 4090, Raphael
OSUbuntu 24.04.4 LTScachyos rolling
Archx64x64
Power Modelow-powerlow-power

Performance

deepseek-r1:7b gemma-4-31b-it-qat
Tokens/sec35.640.2
First chunk224 ms3 ms
TTFT7.5 s302 ms
Load time7.7 sN/A
Memory usage4.6 GB18.8 GB
Memory %29%62%

HW Fit Score Breakdown

deepseek-r1:7b

Speed
50/50
TTFT
7/20
Memory
6/30

gemma-4-31b-it-qat

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

Quality

deepseek-r1:7b

Reasoning
16/20
Coding
10/20
Instruction
9/20
Structured
10/15
Math
14/15
Multilingual
8/10
Reasoning: Strong Coding: Adequate Instruction Following: Weak Structured Output: Adequate Math: Strong 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