Nice ! Looks like you're all set for your vacation ?
There are direct trains but no direct flights for this journey. Chennai (Tamil Nadu) to Solapur (Maharashtra) distance is 956 km and you can get there by flight + train in just over 8 hours and 25 minutes or by train fares starting from ₹ 350.
Avoid the sun and have cold drinks to escape the heat.