brainjs-lstm-to-function.js

function anonymous(input
/**/) {

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     
      function Matrix(rows, columns) {
        this.rows = rows;
        this.columns = columns;
        this.weights = zeros(rows * columns);
        this.recurrence = zeros(rows * columns);
      }
      
      function zeros(size) {
        if (typeof Float64Array !== 'undefined') return new Float64Array(size);
        var array = new Array(size);
        for (var i = 0; i < size; i++) {
          array[i] = 0;
        }
        return array;
      }
      
      for (var inputIndex = 0, inputMax = input.length; inputIndex < inputMax; inputIndex++) {
        var ixSource = (inputIndex === -1 ? 0 : input[inputIndex]); // first step: start with START token
        var ixTarget = (inputIndex === inputMax - 1 ? 0 : input[inputIndex + 1]); // last step: end with END token
        var rowPluckIndex = inputIndex; //connect up to rowPluck
        var states = {};
        states[0] = {
        name: 'rowPluck',
        left: model.input,
        right: undefined,
        product: new Matrix(6, 1)
      };
states[1] = {
        name: 'multiply',
        left: model.hiddenLayers[0].inputMatrix,
        right: states[0].product,
        product: new Matrix(20, 1)
      };
states[2] = {
        name: 'multiply',
        left: model.hiddenLayers[0].inputHidden,
        right: new Matrix(20, 1),
        product: new Matrix(20, 1)
      };
states[3] = {
        name: 'add',
        left: states[1].product,
        right: states[2].product,
        product: new Matrix(20, 1)
      };
states[4] = {
        name: 'add',
        left: states[3].product,
        right: model.hiddenLayers[0].inputBias,
        product: new Matrix(20, 1)
      };
states[5] = {
        name: 'sigmoid',
        left: states[4].product,
        right: null,
        product: new Matrix(20, 1)
      };
states[6] = {
        name: 'multiply',
        left: model.hiddenLayers[0].forgetMatrix,
        right: states[0].product,
        product: new Matrix(20, 1)
      };
states[7] = {
        name: 'multiply',
        left: model.hiddenLayers[0].forgetHidden,
        right: new Matrix(20, 1),
        product: new Matrix(20, 1)
      };
states[8] = {
        name: 'add',
        left: states[6].product,
        right: states[7].product,
        product: new Matrix(20, 1)
      };
states[9] = {
        name: 'add',
        left: states[8].product,
        right: model.hiddenLayers[0].forgetBias,
        product: new Matrix(20, 1)
      };
states[10] = {
        name: 'sigmoid',
        left: states[9].product,
        right: null,
        product: new Matrix(20, 1)
      };
states[11] = {
        name: 'multiply',
        left: model.hiddenLayers[0].outputMatrix,
        right: states[0].product,
        product: new Matrix(20, 1)
      };
states[12] = {
        name: 'multiply',
        left: model.hiddenLayers[0].outputHidden,
        right: new Matrix(20, 1),
        product: new Matrix(20, 1)
      };
states[13] = {
        name: 'add',
        left: states[11].product,
        right: states[12].product,
        product: new Matrix(20, 1)
      };
states[14] = {
        name: 'add',
        left: states[13].product,
        right: model.hiddenLayers[0].outputBias,
        product: new Matrix(20, 1)
      };
states[15] = {
        name: 'sigmoid',
        left: states[14].product,
        right: null,
        product: new Matrix(20, 1)
      };
states[16] = {
        name: 'multiply',
        left: model.hiddenLayers[0].cellActivationMatrix,
        right: states[0].product,
        product: new Matrix(20, 1)
      };
states[17] = {
        name: 'multiply',
        left: model.hiddenLayers[0].cellActivationHidden,
        right: new Matrix(20, 1),
        product: new Matrix(20, 1)
      };
states[18] = {
        name: 'add',
        left: states[16].product,
        right: states[17].product,
        product: new Matrix(20, 1)
      };
states[19] = {
        name: 'add',
        left: states[18].product,
        right: model.hiddenLayers[0].cellActivationBias,
        product: new Matrix(20, 1)
      };
states[20] = {
        name: 'tanh',
        left: states[19].product,
        right: null,
        product: new Matrix(20, 1)
      };
states[21] = {
        name: 'multiplyElement',
        left: states[10].product,
        right: new Matrix(20, 1),
        product: new Matrix(20, 1)
      };
states[22] = {
        name: 'multiplyElement',
        left: states[5].product,
        right: states[20].product,
        product: new Matrix(20, 1)
      };
states[23] = {
        name: 'add',
        left: states[21].product,
        right: states[22].product,
        product: new Matrix(20, 1)
      };
states[24] = {
        name: 'tanh',
        left: states[23].product,
        right: null,
        product: new Matrix(20, 1)
      };
states[25] = {
        name: 'multiplyElement',
        left: states[15].product,
        right: states[24].product,
        product: new Matrix(20, 1)
      };
states[26] = {
        name: 'multiply',
        left: model.hiddenLayers[1].inputMatrix,
        right: states[25].product,
        product: new Matrix(20, 1)
      };
states[27] = {
        name: 'multiply',
        left: model.hiddenLayers[1].inputHidden,
        right: new Matrix(20, 1),
        product: new Matrix(20, 1)
      };
states[28] = {
        name: 'add',
        left: states[26].product,
        right: states[27].product,
        product: new Matrix(20, 1)
      };
states[29] = {
        name: 'add',
        left: states[28].product,
        right: model.hiddenLayers[1].inputBias,
        product: new Matrix(20, 1)
      };
states[30] = {
        name: 'sigmoid',
        left: states[29].product,
        right: null,
        product: new Matrix(20, 1)
      };
states[31] = {
        name: 'multiply',
        left: model.hiddenLayers[1].forgetMatrix,
        right: states[25].product,
        product: new Matrix(20, 1)
      };
states[32] = {
        name: 'multiply',
        left: model.hiddenLayers[1].forgetHidden,
        right: new Matrix(20, 1),
        product: new Matrix(20, 1)
      };
states[33] = {
        name: 'add',
        left: states[31].product,
        right: states[32].product,
        product: new Matrix(20, 1)
      };
states[34] = {
        name: 'add',
        left: states[33].product,
        right: model.hiddenLayers[1].forgetBias,
        product: new Matrix(20, 1)
      };
states[35] = {
        name: 'sigmoid',
        left: states[34].product,
        right: null,
        product: new Matrix(20, 1)
      };
states[36] = {
        name: 'multiply',
        left: model.hiddenLayers[1].outputMatrix,
        right: states[25].product,
        product: new Matrix(20, 1)
      };
states[37] = {
        name: 'multiply',
        left: model.hiddenLayers[1].outputHidden,
        right: new Matrix(20, 1),
        product: new Matrix(20, 1)
      };
states[38] = {
        name: 'add',
        left: states[36].product,
        right: states[37].product,
        product: new Matrix(20, 1)
      };
states[39] = {
        name: 'add',
        left: states[38].product,
        right: model.hiddenLayers[1].outputBias,
        product: new Matrix(20, 1)
      };
states[40] = {
        name: 'sigmoid',
        left: states[39].product,
        right: null,
        product: new Matrix(20, 1)
      };
states[41] = {
        name: 'multiply',
        left: model.hiddenLayers[1].cellActivationMatrix,
        right: states[25].product,
        product: new Matrix(20, 1)
      };
states[42] = {
        name: 'multiply',
        left: model.hiddenLayers[1].cellActivationHidden,
        right: new Matrix(20, 1),
        product: new Matrix(20, 1)
      };
states[43] = {
        name: 'add',
        left: states[41].product,
        right: states[42].product,
        product: new Matrix(20, 1)
      };
states[44] = {
        name: 'add',
        left: states[43].product,
        right: model.hiddenLayers[1].cellActivationBias,
        product: new Matrix(20, 1)
      };
states[45] = {
        name: 'tanh',
        left: states[44].product,
        right: null,
        product: new Matrix(20, 1)
      };
states[46] = {
        name: 'multiplyElement',
        left: states[35].product,
        right: new Matrix(20, 1),
        product: new Matrix(20, 1)
      };
states[47] = {
        name: 'multiplyElement',
        left: states[30].product,
        right: states[45].product,
        product: new Matrix(20, 1)
      };
states[48] = {
        name: 'add',
        left: states[46].product,
        right: states[47].product,
        product: new Matrix(20, 1)
      };
states[49] = {
        name: 'tanh',
        left: states[48].product,
        right: null,
        product: new Matrix(20, 1)
      };
states[50] = {
        name: 'multiplyElement',
        left: states[40].product,
        right: states[49].product,
        product: new Matrix(20, 1)
      };
states[51] = {
        name: 'multiply',
        left: model.outputConnector,
        right: states[50].product,
        product: new Matrix(16, 1)
      };
states[52] = {
        name: 'add',
        left: states[51].product,
        right: model.output,
        product: new Matrix(16, 1)
      };
        for (var stateIndex = 0, stateMax = 53; stateIndex < stateMax; stateIndex++) {
          var state = states[stateIndex];
          var product = state.product;
          var left = state.left;
          var right = state.right;
          
          switch (state.name) {
            
        case 'rowPluck': //compiled from src/recurrent/matrix/row-pluck.js
          
  for (var column = 0, columns = left.columns; column < columns; column++) {
    product.weights[column] = left.weights[columns * rowPluckIndex + column];
    product.recurrence[column] = 0;
  }

          break;
        

        case 'multiply': //compiled from src/recurrent/matrix/multiply.js
          
  var leftRows = left.rows;
  var leftColumns = left.columns;
  var rightColumns = right.columns;

  // loop over rows of left
  for (var leftRow = 0; leftRow < leftRows; leftRow++) {

    // loop over cols of right
    for (var rightColumn = 0; rightColumn < rightColumns; rightColumn++) {

      // dot product loop
      var dot = 0;

      //loop over columns of left
      for (var leftColumn = 0; leftColumn < leftColumns; leftColumn++) {
        dot += left.weights[leftColumns * leftRow + leftColumn] * right.weights[rightColumns * leftColumn + rightColumn];
      }
      var i = rightColumns * leftRow + rightColumn;
      product.weights[i] = dot;
      product.recurrence[i] = 0;
    }
  }

          break;
        

        case 'add': //compiled from src/recurrent/matrix/add.js
          
  for (var i = 0, max = left.weights.length; i < max; i++) {
    product.weights[i] = left.weights[i] + right.weights[i];
    product.recurrence[i] = 0;
  }

          break;
        

        case 'sigmoid': //compiled from src/recurrent/matrix/sigmoid.js
          
  // sigmoid nonlinearity
  for (var i = 0, max = left.weights.length; i < max; i++) {
    product.weights[i] = 1 / (1 + Math.exp(-left.weights[i]));
    product.recurrence[i] = 0;
  }

          break;
        

        case 'tanh': //compiled from src/recurrent/matrix/tanh.js
          
  // tanh nonlinearity
  for (var i = 0, max = left.weights.length; i < max; i++) {
    product.weights[i] = Math.tanh(left.weights[i]);
    product.recurrence[i] = 0;
  }

          break;
        

        case 'multiplyElement': //compiled from src/recurrent/matrix/multiply-element.js
          
  for (var i = 0, weights = left.weights.length; i < weights; i++) {
    product.weights[i] = left.weights[i] * right.weights[i];
    product.recurrence[i] = 0;
  }

          break;
        
          }
        }
      }
      
      return state.product; 
    
}