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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

google/gemma-4-12b-it-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

Global Score
68 vs 74
Hardware Fit
100 vs 46
Quality Score
54 vs 86

Hardware

qwen2.5-coder:1.5b google/gemma-4-12b…
MachineLENOVO 20U30029MBDocker Container
CPUIntel Core™ i5-10210UIntel Gen Intel® Core™ i9-11900H
Cores816
RAM15 GB15 GB
GPUCometLake-U GT2 [UHD Graphics]TigerLake-H GT1 [UHD Graphics]
OSPop 24.04 LTSUbuntu 26.04 LTS
Archx64x64
Power Modelow-powerperformance

Performance

qwen2.5-coder:1.5b google/gemma-4-12b…
Tokens/sec21.85.0
First chunk499 ms64 ms
TTFT499 ms5.5 s
Load time4.4 s9.5 s
Memory usage1.5 GB0.0 GB
Memory %10%0%

HW Fit Score Breakdown

qwen2.5-coder:1.5b

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

google/gemma-4-12b-it-qat

Speed
9/50
TTFT
7/20
Memory
30/30

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

google/gemma-4-12b-it-qat

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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