The easiest way to install Facebook PHP SDK on Magento 2 is to use the composer. Run this CLI command, in Magento 2 folder to install it:
composer require facebook/graph-sdk
If for some reason you cannot use the composer, then:
1. Download SDK version you need using the link https://github.com/facebook/php-graph-sdk/releases.
2. Unzip archive.