I want to know if the marriage done in the Philippine Embassy in Saudi Arabia will be valid in the Philippines?

It will be valid because it is the action of the Philippine Government. Be sure to get the documents that confirm that a valid ceremony was performed at the embassy, and then record them when you get back to the Philippines.