I can definitely resonate with this. Deep learning is in such an early stage, the frameworks and tooling are still maturing and evolving rapidly. This makes it really hard to reproduce other's work. Maybe there will be one winner in the frameworks war (Tensorflow?) and things will be better.

Pipez sounds really useful, good luck!