Out of Memory Error

I was trying to edit a formula in a cell for just one row which worked as usual. But once I converted it to a column formula it just stopped. When I tried to hit the save icon the web page show 'Error Code: out of Memory'. My sheet being edited has approx 4500 rows. This is the first time I encountered this problem. Need help.