GradientDef.Builder

public static final class GradientDef.Builder

 GradientDef defines the gradient function of a function defined in
 a function library.
 A gradient function g (specified by gradient_func) for a function f
 (specified by function_name) must follow the following:
 The function 'f' must be a numerical function which takes N inputs
 and produces M outputs. Its gradient function 'g', which is a
 function taking N + M inputs and produces N outputs.
 I.e. if we have
    (y1, y2, ..., y_M) = f(x1, x2, ..., x_N),
 then, g is
    (dL/dx1, dL/dx2, ..., dL/dx_N) = g(x1, x2, ..., x_N,
                                      dL/dy1, dL/dy2, ..., dL/dy_M),
 where L is a scalar-value function of (x1, x2, ..., xN) (e.g., the
 loss function). dL/dx_i is the partial derivative of L with respect
 to x_i.
 

Protobuf type tensorflow.GradientDef

Public Methods

GradientDef.Builder	addRepeatedField(com.google.protobuf.Descriptors.FieldDescriptor field, Object value)
GradientDef	build()
GradientDef	buildPartial()
GradientDef.Builder	clear()
GradientDef.Builder	clearField(com.google.protobuf.Descriptors.FieldDescriptor field)
GradientDef.Builder	clearFunctionName() The function name.
GradientDef.Builder	clearGradientFunc() The gradient function's name.
GradientDef.Builder	clearOneof(com.google.protobuf.Descriptors.OneofDescriptor oneof)
GradientDef.Builder	clone()
GradientDef	getDefaultInstanceForType()
final static com.google.protobuf.Descriptors.Descriptor	getDescriptor()
com.google.protobuf.Descriptors.Descriptor	getDescriptorForType()
String	getFunctionName() The function name.
com.google.protobuf.ByteString	getFunctionNameBytes() The function name.
String	getGradientFunc() The gradient function's name.
com.google.protobuf.ByteString	getGradientFuncBytes() The gradient function's name.
final boolean	isInitialized()
GradientDef.Builder	mergeFrom(com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
GradientDef.Builder	mergeFrom(com.google.protobuf.Message other)
final GradientDef.Builder	mergeUnknownFields(com.google.protobuf.UnknownFieldSet unknownFields)
GradientDef.Builder	setField(com.google.protobuf.Descriptors.FieldDescriptor field, Object value)
GradientDef.Builder	setFunctionName(String value) The function name.
GradientDef.Builder	setFunctionNameBytes(com.google.protobuf.ByteString value) The function name.
GradientDef.Builder	setGradientFunc(String value) The gradient function's name.
GradientDef.Builder	setGradientFuncBytes(com.google.protobuf.ByteString value) The gradient function's name.
GradientDef.Builder	setRepeatedField(com.google.protobuf.Descriptors.FieldDescriptor field, int index, Object value)
final GradientDef.Builder	setUnknownFields(com.google.protobuf.UnknownFieldSet unknownFields)

Inherited Methods

From class java.lang.Object

boolean	equals(Object arg0)
final Class<?>	getClass()
int	hashCode()
final void	notify()
final void	notifyAll()
String	toString()
final void	wait(long arg0, int arg1)
final void	wait(long arg0)
final void	wait()

From interface org.tensorflow.proto.framework.GradientDefOrBuilder

abstract String	getFunctionName() The function name.
abstract com.google.protobuf.ByteString	getFunctionNameBytes() The function name.
abstract String	getGradientFunc() The gradient function's name.
abstract com.google.protobuf.ByteString	getGradientFuncBytes() The gradient function's name.

Public Methods

public GradientDef.Builder addRepeatedField (com.google.protobuf.Descriptors.FieldDescriptor field, Object value)

public GradientDef build ()

public GradientDef buildPartial ()

public GradientDef.Builder clear ()

public GradientDef.Builder clearField (com.google.protobuf.Descriptors.FieldDescriptor field)

public GradientDef.Builder clearFunctionName ()

 The function name.
 

string function_name = 1;

public GradientDef.Builder clearGradientFunc ()

 The gradient function's name.
 

string gradient_func = 2;

public GradientDef.Builder clearOneof (com.google.protobuf.Descriptors.OneofDescriptor oneof)

public GradientDef.Builder clone ()

public GradientDef getDefaultInstanceForType ()

public static final com.google.protobuf.Descriptors.Descriptor getDescriptor ()

public com.google.protobuf.Descriptors.Descriptor getDescriptorForType ()

public String getFunctionName ()

 The function name.
 

string function_name = 1;

public com.google.protobuf.ByteString getFunctionNameBytes ()

 The function name.
 

string function_name = 1;

public String getGradientFunc ()

 The gradient function's name.
 

string gradient_func = 2;

public com.google.protobuf.ByteString getGradientFuncBytes ()

 The gradient function's name.
 

string gradient_func = 2;

public final boolean isInitialized ()

public GradientDef.Builder mergeFrom (com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)

Throws

IOException

public GradientDef.Builder mergeFrom (com.google.protobuf.Message other)

public final GradientDef.Builder mergeUnknownFields (com.google.protobuf.UnknownFieldSet unknownFields)

public GradientDef.Builder setField (com.google.protobuf.Descriptors.FieldDescriptor field, Object value)

public GradientDef.Builder setFunctionName (String value)

 The function name.
 

string function_name = 1;

public GradientDef.Builder setFunctionNameBytes (com.google.protobuf.ByteString value)

 The function name.
 

string function_name = 1;

public GradientDef.Builder setGradientFunc (String value)

 The gradient function's name.
 

string gradient_func = 2;

public GradientDef.Builder setGradientFuncBytes (com.google.protobuf.ByteString value)

 The gradient function's name.
 

string gradient_func = 2;

public GradientDef.Builder setRepeatedField (com.google.protobuf.Descriptors.FieldDescriptor field, int index, Object value)

public final GradientDef.Builder setUnknownFields (com.google.protobuf.UnknownFieldSet unknownFields)