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javascriptdynamic-proxy

Efficient way to track object keys with JavaScript


I am using a Proxy object with traps to keep track of object keys so that I can easily iterate over and/or select a random key from the object with little performance overhead. Currently, I am storing the keys in an array as they are added. This is very effective for insertion and random selection, but when a property is deleted, the overhead is massive:

// Benchmark
var testObject = createProxy();

var start = performance.now();

for( var i = 0; i < 1e4; i++ )
  testObject[Math.random() * 1e6 << 0] = true;
for( var i in testObject )
  if( i[0] !== '_' )
    delete testObject[ i ];
    
var end = performance.now();

var total = ( end - start );
console.log( 'Test took ' + total + ' ms' );

// Implementation
function createProxy() {
  function keyTracker() {
    const set = new Set();
    function defineProperty( target, property, descriptor ) {
      target[property] = descriptor.value;
      if( property[0] === '_' ) return true;
      if( set.has( property ) ) return true;
      
      set.add( property );
      target[ '__keys' ].push( property );
      return true;
    }
    function deleteProperty( target, property ) {
      if( property[ 0 ] === '_' ) return true;
      
      delete target[ property ];
      if( !set.delete( property ) ) return true;
      
      target[ '__keys' ] = target[ '__keys' ].filter( 
        key => key !== property
      );
      return true;
    }
    return { defineProperty, deleteProperty };
  }
  
  var proxy = new Proxy(
    Object.defineProperty( {}, '__keys', {
     configurable: true,
     enumerable: false,
     writable: true,
     value: []
  } ), keyTracker() );
  
  return proxy;
}

Calling Array.filter() becomes exponentially expensive as the number of keys in the object grows. I am looking for a solution that is able to allow me to avoid having to call it to remove a single element.

Is there a way I can re-architect this to allow for O(1) insertion, random selection, and deletion of keys?


Solution

  • you can use sorted array and then use binary search to achieve O(log n)

    // Benchmark
    Array.prototype.binarySearch = function (target, comparator) {
        var l = 0,
            h = this.length - 1,
            m, comparison;
        comparator = comparator || function (a, b) {
            return (a < b ? -1 : (a > b ? 1 : 0)); /* default comparison method if one was not provided */
        };
        while (l <= h) {
            m = (l + h) >>> 1; /* equivalent to Math.floor((l + h) / 2) but faster */
            comparison = comparator(this[m], target);
            if (comparison < 0) {
                l = m + 1;
            } else if (comparison > 0) {
                h = m - 1;
            } else {
                return m;
            }
        }
        return~l;
    };
    Array.prototype.binaryInsert = function (target, duplicate, comparator) {
        var i = this.binarySearch(target, comparator);
        if (i >= 0) { /* if the binarySearch return value was zero or positive, a matching object was found */
            if (!duplicate) {
                return i;
            }
        } else { /* if the return value was negative, the bitwise complement of the return value is the correct index for this object */
            i = ~i;
        }
        this.splice(i, 0, target);
        return i;
    };
    Array.prototype.binaryDelete = function (target, duplicate, comparator) {
        var i = this.binarySearch(target, comparator);
        if (i >= 0) { /* if the binarySearch return value was zero or positive, a matching object was found */
        this.slice(i,1)
        }
        return i;
    };
    var testObject = createProxy();
    
    var start = performance.now();
    
    for( var i = 0; i < 1e4; i++ )
      testObject[Math.random() * 1e6 << 0] = true;
    for( var i in testObject )
      if( i[0] !== '_' )
        delete testObject[ i ];
        
    var end = performance.now();
    
    var total = ( end - start );
    console.log( 'Test took ' + total + ' ms' );
    
    // Implementation
    function createProxy() {
      function keyTracker() {
        const set = new Set();
        function defineProperty( target, property, descriptor ) {
          target[property] = descriptor.value;
          if( property[0] === '_' ) return true;
          if( set.has( property ) ) return true;
          
          set.add( property );
          target[ '__keys' ].binaryInsert( property );
          return true;
        }
        function deleteProperty( target, property ) {
          if( property[ 0 ] === '_' ) return true;
          
          delete target[ property ];
          if( !set.delete( property ) ) return true;
          
          target[ '__keys' ].binaryDelete(property)
          return true;
        }
        return { defineProperty, deleteProperty };
      }
      
      var proxy = new Proxy(
        Object.defineProperty( {}, '__keys', {
         configurable: true,
         enumerable: false,
         writable: true,
         value: []
      } ), keyTracker() );
      
      return proxy;
    }

    used the binary search implantation from here javascript-binary-search