How to multiply row-wise by scalar in pytorch?

You need to add a corresponding singleton dimension:

m * s[:, None]

s[:, None] has size of (12, 1) when multiplying a (12, 10) tensor by a (12, 1) tensor pytoch knows to broadcast s along the second singleton dimension and perform the "element-wise" product correctly.