It is the mAh of the battery that determines how long it lasts with a given load. The diode and higher voltage will only keep the battery voltage up higher. Connecting the batteries in parallel will make them last about twice as long. Replacing the button cells with 3 AAA or AA batteries will run it much longer and probably save money on battery costs.