Sympy2jax Alternatives

sympy2jax reviews and mentions

• Vectorization: Introduction
  3 projects | news.ycombinator.com | 1 Jun 2023

  https://en.wikipedia.org/wiki/Vectorization :

  > Array programming, a style of computer programming where operations are applied to whole arrays instead of individual elements

  > Automatic vectorization, a compiler optimization that transforms loops to vector operations

  > Image tracing, the creation of vector from raster graphics

  > Word embedding, mapping words to vectors, in natural language processing

  > Vectorization (mathematics), a linear transformation which converts a matrix into a column vector

  Vector (disambiguation) https://en.wikipedia.org/wiki/Vector

  > Vector (mathematics and physics):

  > Row and column vectors, single row or column matrices

  > Vector space

  > Vector field, a vector for each point

  And then there are a number of CS usages of the word vector for 1D arrays.

  Compute kernel: https://en.m.wikipedia.org/wiki/Compute_kernel

  GPGPU > Vectorization, Stream Processing > Compute kernels: https://en.wikipedia.org/wiki/General-purpose_computing_on_g...

  sympy.utilities.lambdify.lambdify() https://github.com/sympy/sympy/blob/a76b02fcd3a8b7f79b3a88df... :

  > """Convert a SymPy expression into a function that allows for fast numeric evaluation [with the CPython math module, mpmath, NumPy, SciPy, CuPy, JAX, TensorFlow, SymPt, numexpr,]

  pyorch lambdify PR, sympytorch: https://github.com/sympy/sympy/pull/20516#issuecomment-78428...

  Sympytorch:

  > Turn SymPy expressions into PyTorch Modules.

  > SymPy floats (optionally) become trainable parameters. SymPy symbols are inputs to the Module.

  sympy2jax https://github.com/MilesCranmer/sympy2jax :

  > Turn SymPy expressions into parametrized, differentiable, vectorizable, JAX functions.

  > All SymPy floats become trainable input parameters. SymPy symbols become columns of a passed matrix.