There are a few possible ways to complete the sentence, depending on the tense and context you want to convey. Here are a few examples:

I have a book with me.I have had a book with me all day.I had a book with me, but I lost it.I will have a book with me tomorrow.

Choose the completion that best fits the specific situation you are describing.