Applying for F visa outside the home country

I am afraid that you need to go back to your country to apply for it. According to the CVASC in Italy, non-Italian people have to provide the original and a copy of his or her permanent residence or work permit which should be valid for at least half a year. Apparently, you don't meet this requirement.