this repo is a small exploration into writing torch
extension kernels with uv
tooling.
the goal is to provide a simple example of how to write a torch
extension kernel in C++
and compile it with uv
tooling and provide an example for more meaningful use cases.
speed of iteration is everything - hopefully this helps speed up kernel development for some folks.
we want to build wheels, this command will build and subsequently install the wheel in the virtual environment
make build
now we can run the exmaple which will load the extension via the wheel and run the matmul operation
make run-example
additionally, we can avoid the wheel building process and run the example directly. in this method we'll use torch.utils.cpp_extension.load_inline
to compile the extension on the fly. this does not produce a wheel, but is helpful for reducing iteration time.
make jit-run