1. Changed the default results directory to be /tmp/{dirname}-{envname}.
1. Changed the default results directory to be /tmp/{dirname}-{envname}.

{envname} is the name of the environment we're training on, which is
also a argument option.

2. Ensure the indexing ops run on the CPU.

domluna/deep-rl-gym-tutorials