neataptic/src/methods/mutation.js

Architecture-free neural network library with genetic algorithm implementations

/* Import */
var activation = require('./activation');

/*******************************************************************************
                                      MUTATION
*******************************************************************************/

// https://en.wikipedia.org/wiki/mutation_(genetic_algorithm)
var mutation = {
  ADD_NODE: {
    name: 'ADD_NODE'
  },
  SUB_NODE: {
    name: 'SUB_NODE',
    keep_gates: true
  },
  ADD_CONN: {
    name: 'ADD_CONN'
  },
  SUB_CONN: {
    name: 'REMOVE_CONN'
  },
  MOD_WEIGHT: {
    name: 'MOD_WEIGHT',
    min: -1,
    max: 1
  },
  MOD_BIAS: {
    name: 'MOD_BIAS',
    min: -1,
    max: 1
  },
  MOD_ACTIVATION: {
    name: 'MOD_ACTIVATION',
    mutateOutput: true,
    allowed: [
      activation.LOGISTIC,
      activation.TANH,
      activation.RELU,
      activation.IDENTITY,
      activation.STEP,
      activation.SOFTSIGN,
      activation.SINUSOID,
      activation.GAUSSIAN,
      activation.BENT_IDENTITY,
      activation.BIPOLAR,
      activation.BIPOLAR_SIGMOID,
      activation.HARD_TANH,
      activation.ABSOLUTE,
      activation.INVERSE,
      activation.SELU
    ]
  },
  ADD_SELF_CONN: {
    name: 'ADD_SELF_CONN'
  },
  SUB_SELF_CONN: {
    name: 'SUB_SELF_CONN'
  },
  ADD_GATE: {
    name: 'ADD_GATE'
  },
  SUB_GATE: {
    name: 'SUB_GATE'
  },
  ADD_BACK_CONN: {
    name: 'ADD_BACK_CONN'
  },
  SUB_BACK_CONN: {
    name: 'SUB_BACK_CONN'
  },
  SWAP_NODES: {
    name: 'SWAP_NODES',
    mutateOutput: true
  }
};

mutation.ALL = [
  mutation.ADD_NODE,
  mutation.SUB_NODE,
  mutation.ADD_CONN,
  mutation.SUB_CONN,
  mutation.MOD_WEIGHT,
  mutation.MOD_BIAS,
  mutation.MOD_ACTIVATION,
  mutation.ADD_GATE,
  mutation.SUB_GATE,
  mutation.ADD_SELF_CONN,
  mutation.SUB_SELF_CONN,
  mutation.ADD_BACK_CONN,
  mutation.SUB_BACK_CONN,
  mutation.SWAP_NODES
];

mutation.FFW = [
  mutation.ADD_NODE,
  mutation.SUB_NODE,
  mutation.ADD_CONN,
  mutation.SUB_CONN,
  mutation.MOD_WEIGHT,
  mutation.MOD_BIAS,
  mutation.MOD_ACTIVATION,
  mutation.SWAP_NODES
];

/* Export */
module.exports = mutation;