Do I need to use the same optimizer and rl scheduler that was used for trainingor does it not matter what I chose?

[AlejandroRigau]

When I train models with my own data and I am using pre-trained weights, do I also need to use the same optimizer and rl scheduler that was used for trainingor does it not matter what I chose?