Some notes of caution here:
1. I am guessing the drive is an HDD? If it was an SSD then I would have expected the HS installer to have converted it to APFS automatically. There is a school of thought that APFS is best not used for HDDs at this time. However, Apple have only said APFS is optimised for SSD, and since Disk Utility supports formatting HDDs to APFS I assume it is supported. I have backup HDDs on APFS without problem
1. In the very early days of High Sierra I did what you did and then used the Disk Utility>Edit> Convert to APFS to convert it from HFS+ to APFS, which it apparently successfully did.....but that volume would not boot after doing this. Tried three separate times. I saw other reports of the same. I have not tried doing this recently. It may be fine now.
2. If you are booted from your HFS+ install, then I don't think the option to convert to APFS will be available. You need to be booted to another drive. Again this may have changed recently though it would seem very reasonable that macOS can't actually change the file system and partition map of the volume it is booted from. Recovery is different on an APFS drive so I don't think you could do it booted from Recovery on your HFS drive. APFS drives have other partitions on compared to HFS+.
3. Very recently I successfully converted all my external SSD data-only Samsung T3 and T5 drives from HFS to APFS using the Disk Utility edit tool.
I might try testing some of the things I have reported above with the latest version.