While Edmond and Albert develop a close friendship, there is no mention of a specific toast in the book.
The scene you might be thinking of is likely the one where Edmond and Albert meet for the first time at the opera. However, there is no mention of a toast in this encounter.
Please let me know if you have any other questions.