2 ms·
> including taking a lot of terminology (rank, etc.). AFAIK that's a linear algebra term for matrices, not something array programming or Pytorch or TF invente
by behnamoh 2y ago
> including taking a lot of terminology (rank, etc.).
AFAIK that's a linear algebra term for matrices, not something array programming or Pytorch or TF invented.
- ssfrr 2y agoit's an unfortunate terminology collision. - array languages: rank is the dimensionality of an array, i.e. a vector is rank-1, a matrix is rank-2, a N-D array is rank-N - linear algebra: rank is the number of linearly-independent columns (and also rows) So for example, if you have a 5x5 matrix where 4 of the columns are linearly independent, it would be rank-4 in the linear algebra sense, and rank-2 in the array language sense. I guess (though I've never really thought of it before) that you could say that the array-language definition is the rank (in the linear algebra sense) of the index space. Not sure if that's intentional.
- juliangoldsmith 2y agoRank in the array language terminology seems to be synonymous with tensor order (sometimes called tensor rank). Ken Iverson (APL's creator) was a mathematician, so I'm not that surprised to learn the term came from a branch of math.