Really depends on what the crime was but based on the information you posted he should be able to be sponsored once he had completed rehabilitation and as long as you can prove you can support yourselves financially without government support and that you can show that you continue to be in a relationship although living separately since 2018. It will take some time to get processed.
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So if he is approved for rehabilitation can he live here in canada until his rehabilitation is complete