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qwen2.5:1.5b

OLLAMA GGUF

qwen2 · 1.5B · Q4_K_M

Good

Jun 17, 2026 · ZHAOXIN KaiXian KX-7000 KaiXian KX-7000

starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

Global Score
65 vs 35
Hardware Fit
87 vs 100
Quality Score
56 vs 7

Hardware

qwen2.5:1.5b starcoder2:3b
MachineShanghai Zhaoxin Semiconductor Co., Ltd. ZXE CRBNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit Super
CPUZHAOXIN KaiXian KX-7000 KaiXian KX-7000Cortex-A78AE
Cores86
RAM30 GB7 GB
GPUZX C-1190Integrated / Unknown
OSMicrosoft Windows 11 Pro 10.0.26100Ubuntu 22.04.5 LTS
Archx64arm64
Power Modebalancedbalanced

Performance

qwen2.5:1.5b starcoder2:3b
Tokens/sec16.831.5
First chunk941 ms392 ms
TTFT941 ms392 ms
Load time0.2 s4.8 s
Memory usage1.0 GB1.8 GB
Memory %3%24%

HW Fit Score Breakdown

qwen2.5:1.5b

Speed
37/50
TTFT
20/20
Memory
30/30

starcoder2:3b

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

Quality

qwen2.5:1.5b

Reasoning
8/20
Coding
10/20
Instruction
12/20
Structured
13/15
Math
5/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

starcoder2:3b

Reasoning
0/20
Coding
3/20
Instruction
1/20
Structured
0/15
Math
1/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

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