I tried load a csv containing xyz coordinates, about 27 million rows, and the numpy genformtxt (loadtxt too) exited with a memory error (only on windows wrote error; on fedora after <10 minutes the monitor was gone black, only the hdd worked very hard...). Loaded by the python csv module in a python list and create numpy array from this, that was ok.