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Elements of Gonum for Scientific Computing

Talkat GopherCon AU 2023 · 2023-11-08..11-10· [go, machine-learning]
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Gonum implements BLAS/LAPACK-like primitives in Go with both pure-Go and cgo backends, using row-major storage with strides and light-weight views for rows, columns and diagonals. The library exposes Solve/SolveVec for A·x=b, concrete types for band, triangular and symmetric matrices, and a band Cholesky factorization that solves the tridiagonal 1D Poisson discretization efficiently. Test suites check numerical correctness and the code panics on invalid mathematical operations. Iterative solvers live in an x package pending main-repo merge.

AI-written summary · about

  1. 0:00Introduction and motivation
  2. 2:23What is scientific computing
  3. 15:40What is Gonum
  4. 18:13Hello world problem
  5. 21:27Linear systems in Gonum
  6. 27:49Matrix storage and BLAS
  7. 32:53Future of Gonum
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