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    math-codegen

Generates code from mathematical expressions


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math-codegen

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Generates JavaScript code from mathematical expressions

Table of Contents generated with DocToc

Description

A flexible interpreter for mathematical expressions which allows the programmer to change the usual semantic of an operator bringing the operator overloading polymorphism to JavaScript (emulated with function calls), in addition an expression can be evaluated under any adapted namespace providing expression portability between numeric libraries

Lifecycle

  • parse a mathematical expression is parsed with Esprima
  • compile the parsed string is compiled against a namespace producing executable JavaScript code
  • eval the executable JavaScript code is evaluated against a context
Parse

For example let's consider the following expression with the variable x which is user defined:

'1 + 2 * x'

the expression can be emulated with function calls instead of operators (the parser identifies the addition and multiplication expression as Binary Expressions)

'add(1, multiply(2, x))'

now we can introduce the namespace ns where add and multiply come from

'ns.add(1, ns.multiply(2, x))'

the variables (which for the parser are Identifiers) come from a context called scope but they might also be constant values defined in the namespace:

'ns.add(1, ns.multiply(2, (scope["x"] || ns["x"]) ))'

the constant values might have different meanings for different namespaces therefore a factory is needed on the namespace to transform these values into values the namespace can operate with

'ns.add(ns.factory(1), ns.multiply(ns.factory(2), (scope["x"] || ns["x"]) ))'
Compile

Now that we have a parsed expression we have to compile it against a namespace to produce executable JavaScript code

parse('1 + 2 * x').compile(namespace)

// returns something like this
(function (ns) {
  return {
    eval: function (scope) {
      // scope processing
      // ...
      // the string parsed above goes here
    }
  }
})(namespace)
Eval

The object returned above can be evaluated within a context

parse('1 + 2 * x').compile(namespace).eval(scope)

Differences with math.js expression parser

Math.js expression parser API is quite similar having the same lifecycle however there are some important facts I've found:

  • math.js has a custom expression parser (which means it has additional types of nodes), math-codegen uses Esprima which support the ES5 grammar only (ESTree AST nodes)
  • math.js v1.x arrays can represent matrices with ns.matrix or as a raw arrays, math-codegen doesn't make any assumptions of the arrays and treats them just like any other literal allowing the namespace to decide what to do with an array in its factory method

Install

$ npm install --save math-codegen

Usage

var CodeGenerator = require('math-codegen');
new CodeGenerator([options]).parse(code).compile(namespace).eval(scope)

API

var instance = new CodeGenerator([options])

properties

  • statements {Array} An array of statements parsed from an expression
  • interpreter {Interpreter} Instance of the Interpreter class
  • defs {Object} An object with additional definitions available during the compilation that exist during the instance lifespan

params

  • options {Object} Options available for the interpreter
    • [options.factory="ns.factory"] {string} factory method under the namespace
    • [options.raw=false] {boolean} True to interpret BinaryExpression, UnaryExpression and ArrayExpression in a raw way without wrapping the operators with identifiers, e.g. -1 will be compiled as -1 instead of ns.negative(ns.factory(1))
    • [options.rawArrayExpressionElements=true] {boolean} true to interpret the array elements in a raw way
    • [options.rawCallExpressionElements=false] {boolean} true to interpret call expression elements in a raw way

instance.parse(code)

chainable params

  • code {string} string to be parsed

Parses a program using Esprima, each Expression Statement is saved in instance.statements

Node types implemented:

instance.compile(namespace)

chainable params

  • namespace {Object}

Compiles the code making namespace's properties available during evaluation

returns {Object}

  • return.eval {Function} Function to be evaluated under a context params
    • scope {Object}

instance.setDefs(defs)

params

  • defs {Object}

An object whose properties will be available during evaluation, properties can be accessed by the property name in the program

Examples

built-in math

var numeric = {
  factory: function (a) {
    // anything is a number :)
    return Number(a); 
  },
  add: function (a, b) { 
    return a + b; 
  },
  mul: function (a, b) { 
    return a * b; 
  }
};

var instance = new CodeGenerator()
  .parse('1 + 2 * x')
  .compile(numeric);

instance.eval({x : 3});     // 1 + 2 * 3 = 7

imaginary

var instance = new CodeGenerator();

var imaginary = {
  factory: function (a) {
    // a = [re, im]
    if (typeof a === 'number') {
      return [a, 0];
    }
    return [a[0] || 0, a[1] || 0];
  },
  add: function (a, b) {
    var re = a[0] + b[0];
    var im = a[1] + b[1];
    return [re, im];
  },
  mul: function (a, b) {
    var re = a[0] * b[0] - a[1] * b[1];
    var im = a[0] * b[1] + a[1] * b[0];
    return [re, im];
  }
};

// [1, 0] + [2, 0] * [1, 1]
// [1, 0] + [2, 2]
// [3, 2]
instance
  .parse('1 + 2 * x')
  .compile(imaginary)
  .eval({x : [1, 1]})

// because of the way the factory works it can also receive an array as a parameter
// [1, 0] + [2, 0] * [1, 1]
// [1, 0] + [2, 2]
// [3, 2]
instance
  .parse('[1, 0] + [2, 0] * x')
  .compile(imaginary)
  .eval({x : [1, 1]});

interval arithmetic

var interval = {
  factory: function (a) {
    // a = [lo, hi]
    if (typeof a === 'number') {
      return [a, a];
    }
    return a;
  },
  add: function (x, y) {
    return [x[0] + y[0], x[1] + y[1]];
  },
  mul: function (x, y) {
    var ac = x[0] * y[0];
    var ad = x[0] * y[1];
    var bc = x[1] * y[0];
    var bd = x[1] * y[1];
    return [Math.min(ac, ad, bc, bd), Math.max(ac, ad, bc, bd)];
  }
};

// [1, 1] + [2, 2] * [-1, 2]
// [1, 1] + [-2, 4]
// [-1, 5]
var instance = new CodeGenerator()
  .parse('1 + 2 * x')
  .compile(interval)
  .eval({x : [-1, 2]});

Inspiration projects

License

2015 MIT © Mauricio Poppe

Keywords

FAQs

Last updated on 22 May 2015

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