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)
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GradientDef |
build()
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GradientDef | |
GradientDef.Builder |
clear()
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GradientDef.Builder |
clearField(com.google.protobuf.Descriptors.FieldDescriptor field)
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GradientDef.Builder |
clearFunctionName()
The function name. |
GradientDef.Builder |
clearGradientFunc()
The gradient function's name. |
GradientDef.Builder |
clearOneof(com.google.protobuf.Descriptors.OneofDescriptor oneof)
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GradientDef.Builder |
clone()
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GradientDef | |
final static com.google.protobuf.Descriptors.Descriptor | |
com.google.protobuf.Descriptors.Descriptor | |
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 | |
GradientDef.Builder |
mergeFrom(com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
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GradientDef.Builder |
mergeFrom(com.google.protobuf.Message other)
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final GradientDef.Builder |
mergeUnknownFields(com.google.protobuf.UnknownFieldSet unknownFields)
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GradientDef.Builder |
setField(com.google.protobuf.Descriptors.FieldDescriptor field, Object value)
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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)
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final GradientDef.Builder |
setUnknownFields(com.google.protobuf.UnknownFieldSet unknownFields)
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Inherited Methods
Public Methods
public GradientDef.Builder addRepeatedField (com.google.protobuf.Descriptors.FieldDescriptor field, Object value)
public GradientDef.Builder clearGradientFunc ()
The gradient function's name.
string gradient_func = 2;
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 |
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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;