TokenAssemble

Alibaba/Qwen · open-weights model

Qwen2.5-0.5B-Instruct

Qwen2.5-0.5B-Instruct is a 0.5B-parameter model by Alibaba/Qwen. Its smallest quant (Q4_K_M) needs at least 0.9GB of GPU-addressable memory at 8K context; it loads cleanly at a quality quant on 50 of the 50 machines we track.

Parameters
0.5B
Layers
24
Max context
32K
Attention
GQA
License
apache-2.0

Config from Qwen/Qwen2.5-0.5B-Instruct

Quants and what they need

Measured file sizes; “needs” = weights + KV cache at 8K context + overhead.

QuantFile sizeNeeds ≥
Q8_00.5 GB1.0 GB
Q6_K0.5 GB1.0 GB
Q5_K_M0.4 GB0.9 GB
Q4_K_M0.4 GB0.9 GB

What runs Qwen2.5-0.5B-Instruct

Every machine we track, graded at its best clean-fit quant.

HardwareBest-quant verdict · llama.cpp · 8K context
Intel Arc A770 16 GBFits · A+ · Q8_0interactivebeta
Intel Arc B580Fits · A+ · Q8_0interactivebeta
AMD Radeon PRO W7900Fits · A+ · Q8_0interactivebeta
NVIDIA GeForce RTX 3060 12 GBFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 3070Fits · A+ · Q8_0interactive
NVIDIA GeForce RTX 3070 TiFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 3080 10 GBFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 3080 12 GBFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 3080 TiFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 3090Fits · A+ · Q8_0interactive
NVIDIA GeForce RTX 3090 TiFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 4060Fits · A+ · Q8_0interactive
NVIDIA GeForce RTX 4060 Ti 16 GBFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 4060 Ti 8 GBFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 4070Fits · A+ · Q8_0interactive
NVIDIA GeForce RTX 4070 SUPERFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 4070 TiFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 4070 Ti SUPERFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 4080Fits · A+ · Q8_0interactive
NVIDIA GeForce RTX 4080 SUPERFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 4090Fits · A+ · Q8_0interactive
NVIDIA RTX 5000 Ada GenerationFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 5060 Ti 16 GBFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 5070Fits · A+ · Q8_0interactive
NVIDIA GeForce RTX 5070 TiFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 5080Fits · A+ · Q8_0interactive
NVIDIA GeForce RTX 5090Fits · A+ · Q8_0interactive
NVIDIA RTX 6000 Ada GenerationFits · A+ · Q8_0interactive
NVIDIA RTX A6000Fits · A+ · Q8_0interactive
AMD Radeon RX 6800Fits · A+ · Q8_0interactivebeta
AMD Radeon RX 6900 XTFits · A+ · Q8_0interactivebeta
AMD Radeon RX 7800 XTFits · A+ · Q8_0interactivebeta
AMD Radeon RX 7900 XTFits · A+ · Q8_0interactivebeta
AMD Radeon RX 7900 XTXFits · A+ · Q8_0interactivebeta
AMD Radeon RX 9070Fits · A+ · Q8_0interactivebeta
AMD Radeon RX 9070 XTFits · A+ · Q8_0interactivebeta
ASUS Ascent GX10Fits · A+ · Q8_0interactivebeta
Beelink GTR9 Pro Ryzen AI Max+ 395 128GBFits · A+ · Q8_0interactivebeta
NVIDIA DGX SparkFits · A+ · Q8_0interactivebeta
Framework Desktop Ryzen AI Max+ 395 128GBFits · A+ · Q8_0interactivebeta
Framework Desktop Ryzen AI Max+ 395 64GBFits · A+ · Q8_0interactivebeta
GMKtec EVO-X2 Ryzen AI Max+ 395 128GBFits · A+ · Q8_0interactivebeta
HP Z2 Mini G1a Ryzen AI Max+ PRO 395 128GBFits · A+ · Q8_0interactivebeta
Mac mini M4 16GBFits · A+ · Q8_0interactive
Mac mini M4 24GBFits · A+ · Q8_0interactive
Mac mini M4 Pro 24GBFits · A+ · Q8_0interactive
Mac mini M4 Pro 48GBFits · A+ · Q8_0interactive
Mac Studio M3 Ultra 96GBFits · A+ · Q8_0interactive
Mac Studio M4 Max 36GBFits · A+ · Q8_0interactive
Mac Studio M4 Max 64GBFits · A+ · Q8_0interactive

Verdicts computed from published specs and measured GGUF sizes — how the math works.