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qwen2.5-coder:1.5b

OLLAMA GGUF

qwen2 · 1.5B · Q4_K_M

Good

Aug 28, 2026 · Intel Core™ i5-10210U

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
100 vs 89
Quality Score
54 vs 92

Hardware

qwen2.5-coder:1.5b gemma-4-31b-it-qat
MachineLENOVO 20U30029MBASUS
CPUIntel Core™ i5-10210UAMD Ryzen 7 7800X3D 8-Core Processor
Cores816
RAM15 GB31 GB
GPUCometLake-U GT2 [UHD Graphics]NVIDIA GeForce RTX 4090, Raphael
OSPop 24.04 LTScachyos rolling
Archx64x64
Power Modelow-powerlow-power

Performance

qwen2.5-coder:1.5b gemma-4-31b-it-qat
Tokens/sec21.840.2
First chunk499 ms3 ms
TTFT499 ms302 ms
Load time4.4 sN/A
Memory usage1.5 GB18.8 GB
Memory %10%62%

HW Fit Score Breakdown

qwen2.5-coder:1.5b

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

gemma-4-31b-it-qat

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

Quality

qwen2.5-coder:1.5b

Reasoning
8/20
Coding
11/20
Instruction
13/20
Structured
11/15
Math
3/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Adequate Math: Poor 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