Try it with

use Cwd 'chdir';
#...
[download]

That will make chdir's effect be felt in your environment, where a shell is likely to look for the base for relative paths. You may find your missing 'svm_predictions' in your original start directory.

Update: ysth++ spotted a typo in code. Corrected.