If you would like to come to Doha under his sponsorship or his company (as you are pregnant & not legally partners),there will be problems in getting your visa.Probably,they will reject.

But,if are willing to come as tourist, there will be no probelms for you.Be careful, if your pregnancy appears as it in early or late months,you will not be allowed to leave from your place itself.