Avoid reloading with autoplay video

I am creating a webiste using video with the autplay attribute.
When I open my console to check the loaded media, I can see that if I cross my page from the top to the bottom and vice versa, my videos are loaded again. It is sending httpRequests endlessly.
However if I remove autoplay, it works fine.

Do you have any suggestion ?