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found the solutions. the first thing need to do is to use below command:

virt-sparsify <input image> <output image>
qemu-img convert -c <input image> -O qcow2 <output image>

you should be able to get a compress image and the size can be around 200Mb+ depends on how you prepare the image in the first place. :)