Hmm .. that journey is surely more than just a weekend trip ?
There are direct flights and trains for this journey. kolkata (West Bengal) to Chennai (Tamil Nadu) distance is 1677 km and you can get there by flight in just over 2 hours and 10 minutes or by train fares starting from ₹ 542.
The heat there will make you sweat, but it's surely bearable.