Class CROperatorConcat

java.lang.Object
org.ddogleg.chainrule.ops.CROperatorConcat
All Implemented Interfaces:
CROperatorBackwardsJac<double[]>, CROperatorForward<double[]>

public class CROperatorConcat extends Object implements CROperatorBackwardsJac<double[]>

Concatenates its inputs into one output, in the order they were declared. Values pass through untouched.

A graph has a single output, so this is how one observation contributes more than one group of residuals: each group is its own chain and they are joined here.

  • Constructor Details

    • CROperatorConcat

      public CROperatorConcat(int... sizes)
  • Method Details

    • configure

      public CROperatorConcat configure(int... sizes)
    • forward

      public void forward(CRArray<double[]> output)
      Description copied from interface: CROperatorForward
      Performs forward pass of the function. Must have already updated CROperatorForward.setInput(int, CRArray).
      Specified by:
      forward in interface CROperatorForward<double[]>
      Parameters:
      output - (Output) Output vector. Modified.
    • jacobian

      public void jacobian(CRMatrix<double[]> dout, List<CRMatrix<double[]>> jacobianInputs)
      Each input passes straight into its own run of the output, so its derivative is a selection matrix and the product is just that run's columns of dout
      Specified by:
      jacobian in interface CROperatorBackwardsJac<double[]>
      Parameters:
      dout - (Input) Jacobian of output conditional on this function, computed from next layer.
      jacobianInputs - (Output) Storage for all the Jacobian inputs. All matrices must be pre-declared and included in the list. If a matrix is marked as invalid, then the jacobian is skipped for that input.
    • outputOffset

      public int outputOffset(int which)
      Where the specified input's values start inside the output
    • setInput

      public void setInput(int which, CRArray<double[]> input)
      Description copied from interface: CROperatorForward

      Specifies the value of an input's vector.

      The implementation can safely save the array input points at along with its offset. Neither the values at that offset nor the array itself will change until after CROperatorForward.forward(CRArray) or a derived function such as CROperatorBackwardsJac.jacobian(CRMatrix, List) has been called. The input reference itself cannot be saved: the caller is free to recycle the CRArray the moment the call returns, including pointing it at another offset.

      Specified by:
      setInput in interface CROperatorForward<double[]>
      Parameters:
      which - Which input
      input - The input's value. This reference can't be saved internally but the array and offset can be.
    • getInputSize

      public int getInputSize(int which)
      Description copied from interface: CROperatorForward
      Returns the specified input's vector size
      Specified by:
      getInputSize in interface CROperatorForward<double[]>
    • getSettings

      public Map<String,String> getSettings()
      Description copied from interface: CROperatorForward
      Retrieve a serialized description of the settings
      Specified by:
      getSettings in interface CROperatorForward<double[]>
    • setSettings

      public void setSettings(Map<String,String> settings)
      Description copied from interface: CROperatorForward
      Reconfigures the block using the specified settings
      Specified by:
      setSettings in interface CROperatorForward<double[]>
    • getInputCount

      public int getInputCount()
      Description copied from interface: CROperatorForward
      Number of inputs
      Specified by:
      getInputCount in interface CROperatorForward<double[]>
    • getOutputSize

      public int getOutputSize()
      Description copied from interface: CROperatorForward
      Returns the output vector's size
      Specified by:
      getOutputSize in interface CROperatorForward<double[]>
    • getArrayType

      public Class<double[]> getArrayType()
      Description copied from interface: CROperatorForward
      Primitive data type for the array
      Specified by:
      getArrayType in interface CROperatorForward<double[]>