I made a bootable USB thumb High Sierra install disk on an 8GB drive. Apple recommends a 12GB drive. This is not with the new file system though, no solid state drives here. I have over 2GB free after writing the USB.
Mount the USB flash drive, external hard drive, secondary internal partition, or other storage media that will contain the install media. Make sure that it has at least 12GB of available storage space.