Extensible mathematical expression analyzer with callbacks for variables and functions
Project description
MaExPa (__Ma__thematical __Ex__pression __Pa__rser) is library providing a simple algebraic expression analyser, with callbacks for variable replacement and function calls, and support for implicit support of NumPy arrays.
Aims
The goal of this library is to provide an easy way to do custom calculations on an existing dataset. If a dataset provides several fields, this library allows the end user to combine and transform fields to suit their whishes. Fields are exposed as variables in the expression, and are retrived by means of a callback function where the user-provided expression requests a mathematical variable.
Usage
MaExPa provides on main class, maexpa.Expression
that compiles and executes user-provided mathematical expressions. A very simple use is this:
import maexpa
expr = maexpa.Expression( "3*5" )
print( expr() )
A more complicated use case with a replacement for variables is:
import numpy
import maexpa
expr = maexpa.Expression( "item/total*100." )
def vars_callback( name ):
if name == "item":
return numpy.asarray( [ 1., 2., 3. ] )
if name == "total":
return numpy.asarray( [ 10., 10., 10. ] )
raise Exception( "Unknown variable {:s}".format( name ) )
print( expr( var = vars_callback ) )
which will show [10. 20. 30.]
.
License
The library is licensed under version 2.0 of the Apache License, see the LICENSE
file for the full terms and conditions.
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