Neuron (Apache Commons Math 3.6.1 API)

org.apache.commons.math3.ml.neuralnet

## Class Neuron

- java.lang.Object
- - org.apache.commons.math3.ml.neuralnet.Neuron

- All Implemented Interfaces:
    Serializable

      public class Neuron
      extends Object
      implements Serializable

  Describes a neuron element of a neural network. This class aims to be thread-safe.
  Since:
    3.3
  See Also:
    Serialized Form

- - ### Method Summary

    Methods
    Modifier and Type | Method and Description
    --- | ---
    `boolean` | `compareAndSetFeatures(double[] expect, double[] update)` Tries to atomically update the neuron's features.
    `Neuron` | `copy()` Performs a deep copy of this instance.
    `double[]` | `getFeatures()` Gets the neuron's features.
    `long` | `getIdentifier()` Gets the neuron's identifier.
    `long` | `getNumberOfAttemptedUpdates()` Retrieves the number of calls to the `compareAndSetFeatures` method.
    `long` | `getNumberOfSuccessfulUpdates()` Retrieves the number of successful calls to the `compareAndSetFeatures` method.
    `int` | `getSize()` Gets the length of the feature set.

    - ### Methods inherited from class java.lang.Object

      `clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait`

- - ### Method Detail

    - #### copy

          public Neuron copy()

      Performs a deep copy of this instance. Upon return, the copied and original instances will be independent: Updating one will not affect the other.
      Returns:
        a new instance with the same state as this instance.
      Since:
        3.6

    - #### getIdentifier

          public long getIdentifier()

      Gets the neuron's identifier.
      Returns:
        the identifier.

    - #### getSize

          public int getSize()

      Gets the length of the feature set.
      Returns:
        the number of features.

    - #### getFeatures

          public double[] getFeatures()

      Gets the neuron's features.
      Returns:
        a copy of the neuron's features.

    - #### compareAndSetFeatures

          public boolean compareAndSetFeatures(double[] expect,
                                      double[] update)

      Tries to atomically update the neuron's features. Update will be performed only if the expected values match the current values.
      In effect, when concurrent threads call this method, the state could be modified by one, so that it does not correspond to the the state assumed by another. Typically, a caller `retrieves the current state`, and uses it to compute the new state. During this computation, another thread might have done the same thing, and updated the state: If the current thread were to proceed with its own update, it would overwrite the new state (which might already have been used by yet other threads). To prevent this, the method does not perform the update when a concurrent modification has been detected, and returns `false`. When this happens, the caller should fetch the new current state, redo its computation, and call this method again.
      Parameters:
        `expect` - Current values of the features, as assumed by the caller. Update will never succeed if the contents of this array does not match the values returned by `getFeatures()`.
        `update` - Features's new values.
      Returns:
        `true` if the update was successful, `false` otherwise.
      Throws:
        `DimensionMismatchException` - if the length of `update` is not the same as specified in the `constructor`.

    - #### getNumberOfAttemptedUpdates

          public long getNumberOfAttemptedUpdates()

      Retrieves the number of calls to the `compareAndSetFeatures` method. Note that if the caller wants to use this method in combination with `getNumberOfSuccessfulUpdates()`, additional synchronization may be required to ensure consistency.
      Returns:
        the number of update attempts.
      Since:
        3.6

    - #### getNumberOfSuccessfulUpdates

          public long getNumberOfSuccessfulUpdates()

      Retrieves the number of successful calls to the `compareAndSetFeatures` method. Note that if the caller wants to use this method in combination with `getNumberOfAttemptedUpdates()`, additional synchronization may be required to ensure consistency.
      Returns:
        the number of successful updates.
      Since:
        3.6

Copyright © 2003–2016 The Apache Software Foundation. All rights reserved.