What makes PyTorch beloved makes it hard to compile. This is a unique challenge faced by an eager-first ML framework like ours. In this talk, we will demonstrate the feasibility of funneling any PyTorch models through the compilers with minimal user intervention and the exciting possibility of a compiler-accelerated PyTorch. And we will share promising early results on our new solution, TorchDynamo.