Get Woocommerce Subscription Product

Using the Id of a subscription you can get the subscription object :

$subscription_obj = wcs_get_subscription($sub_id);

wcs_get_subscription is a wrapper for the wc_get_order() method

Then get items of your subscription :

$items = $subscription_obj ->get_items();