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Qwen0.5B paramspopular

Qwen2 0.5B locally

Qwen2 0.5B is an open-weight LLM from the Qwen family with 0.5B parameters. Main use: chat, RAG and general assistance. Detected minimum hardware: GTX 1650 (4 GB).

Check on my GPU →Hugging Face ↗

Technical facts

Parameters0.5B

Q4_K_M0.3 GB

Q5_K_M0.4 GB

Q80.6 GB

FP161.1 GB

FamilyQwen

Last sync2026-05-12

Available quantizations

GGUF weights

Q4_K_M

0.3GB

Acceptable. Good compromise when VRAM is limited.

Q5_K_M

0.4GB

Good quality. Sweet spot for size and precision.

Q8

0.6GB

Near-FP16 quality. Comfortable for production.

FP16

1.1GB

Reference precision. Maximum quality, doubled VRAM.

Compatible GPUs

12 single-GPU

GPUs that can run Qwen2 0.5B on a single card, ranked by VRAM headroom.

1.1 / 4 GBcomfortable · FP16

1.1 / 6 GBcomfortable · FP16

1.1 / 6 GBcomfortable · FP16

1.1 / 6 GBcomfortable · FP16

1.1 / 6 GBcomfortable · FP16

1.1 / 6 GBcomfortable · FP16

1.1 / 6 GBcomfortable · FP16

6 GB · Arc Alchemist

1.1 / 6 GBcomfortable · FP16

1.1 / 8 GBcomfortable · FP16

1.1 / 8 GBcomfortable · FP16

1.1 / 8 GBcomfortable · FP16

1.1 / 8 GBcomfortable · FP16

Recommended multi-GPU rigs

2x / 4x consumer GPUs

For Qwen2 0.5B at higher quantization or with more context, a multi-GPU rig gives more headroom.

1.1 / 8 GBcomfortable · FP16

2× GTX 1060 6GB

12 GB · GTX 10

1.1 / 12 GBcomfortable · FP16

12 GB · GTX 16

1.1 / 12 GBcomfortable · FP16

2× GTX 1660 Super

12 GB · GTX 16

1.1 / 12 GBcomfortable · FP16

2× GTX 1660 Ti

12 GB · GTX 16

1.1 / 12 GBcomfortable · FP16

2× RTX 2060 6GB

12 GB · RTX 20

1.1 / 12 GBcomfortable · FP16

2× RTX 3050 6GB

12 GB · RTX 30

1.1 / 12 GBcomfortable · FP16

12 GB · Arc Alchemist

1.1 / 12 GBcomfortable · FP16

Recommended rig

2× GTX 1650

Qwen2 0.5B with Ubuntu, vLLM, Open WebUI and the model already downloaded.

Similar models

VRAM estimates: parameters x bits/8 plus margin. Real performance varies by engine, context length and batch size.
sync: 2026-05-12