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Compare AST and RPN evaluation performance
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/* | |
There is an AST (Abstract syntax tree) in JSON format. | |
AST represents Excel spreadsheet formula. | |
Is it possible in JavaScript to make RPN (Reverse Polish Notation) faster than AST? | |
AST evaluation is recusive and RPN evaluation is iterative. | |
But in any case, AST evaluation is faster despite recursion. | |
I guess that the main problem is in using dynamic js arrays to emulate stack. | |
Would RPN win if it was written in C/C++? | |
If C++ version of RPN is faster than AST. Then there is one more question. | |
Wil be RPN still faster after conversion C++ to asm.js? | |
*/ | |
// EVALUATOR | |
function Evaluator() { | |
this.isBinaryFunction = { | |
'+': true, | |
'-': true, | |
'*': true, | |
'/': true | |
}; | |
this.functions = { | |
'+': function(args) { | |
return args[0] + args[1]; | |
}, | |
'-': function(args) { | |
return args[0] - args[1]; | |
}, | |
'*': function(args) { | |
return args[0] * args[1]; | |
}, | |
'/': function(args) { | |
return args[0] / args[1]; | |
}, | |
'SUM': function(args) { | |
var sum = 0; | |
for ( var i = 0; i < args.length; i++ ) { | |
sum += args[i] | |
} | |
return sum; | |
} | |
}; | |
} | |
Evaluator.prototype = { | |
evaluateRPN: function(rpn) { | |
if ( ! Array.isArray(rpn) ) { | |
return rpn; | |
} | |
var evaluationStack = []; | |
for (var i = 0; i < rpn.length; i++) { | |
var token = rpn[i]; | |
if ( token === '^' ) { | |
var oper = evaluationStack.pop(); | |
var func = this.functions[oper]; | |
var arity = this.isBinaryFunction[oper] ? 2 : evaluationStack.pop(); | |
var args = []; | |
for (var j = 0; j < arity; j++) { | |
args.push( evaluationStack.pop() ); | |
} | |
var res = func(args); | |
evaluationStack.push(res); | |
} else { | |
evaluationStack.push(token); | |
} | |
} | |
return evaluationStack.pop(); | |
}, | |
evaluateAST: function(ast) { | |
if ( ! Array.isArray(ast) ) { | |
return ast; | |
} | |
var oper = ast[0]; | |
var func = this.functions[oper]; | |
var evaluatedArgs = []; | |
for (var i = 1; i < ast.length; i++) { | |
evaluatedArgs.push( this.evaluateAST(ast[i]) ); | |
} | |
var res = func(evaluatedArgs); | |
return res; | |
} | |
} | |
// AST to RPN Convetor | |
var isBinaryFunction = { | |
'+': true, | |
'-': true, | |
'*': true, | |
'/': true | |
}; | |
function AST2RPN(ast, rpn) { | |
var isReady = false; | |
if (!rpn) { | |
isReady = true; | |
rpn = [] | |
}; | |
if (!Array.isArray(ast)){ | |
rpn.push(ast); | |
return ast; | |
} | |
var operator = ast[0]; | |
rpn.push('^'); // operator flag | |
rpn.push(operator); | |
if (! isBinaryFunction[operator] ) { | |
// push number of arguments for not binary functions | |
rpn.push(ast.length-1); | |
} | |
for (var i = 1; i < ast.length; i++) { | |
var arg = ast[i]; | |
AST2RPN(arg,rpn); | |
}; | |
if (isReady) { | |
return rpn.reverse(); | |
} | |
} | |
// BENCHMARK | |
function timeRPN(rpn) { | |
var evaluator = new Evaluator(); | |
console.time('EVALUATE RPN'); | |
for (var i = 0; i < 1000000; i++) { | |
var res = evaluator.evaluateRPN(rpn); | |
} | |
console.timeEnd('EVALUATE RPN'); | |
} | |
function timeAST(ast) { | |
var evaluator = new Evaluator(); | |
console.time('EVALUATE AST'); | |
for (var i = 0; i < 1000000; i++) { | |
var res = evaluator.evaluateAST(ast); | |
} | |
console.timeEnd('EVALUATE AST'); | |
} | |
var ast1 = ['SUM', | |
[ '-',['+',['/',['*',10,20],30],40],50], | |
[ '-',['+',['/',['*',10,20],30],40],50], | |
[ '-',['+',['/',['*',10,20],30],40],50], | |
[ '-',['+',['/',['*',10,20],30],40],50] | |
]; | |
var rpn1 = AST2RPN(ast1); | |
timeRPN(rpn1); | |
timeAST(ast1); |
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Rust version: https://gist.github.com/breeswish/6c98e7a41940547a93fa674a04557fbe (RPN is faster)