public final class
SignatureDef
SignatureDef defines the signature of a computation supported by a TensorFlow
graph.
For example, a model with two loss computations, sharing a single input,
might have the following signature_def map.
Note that across the two SignatureDefs "loss_A" and "loss_B", the input key,
output key, and method_name are identical, and will be used by system(s) that
implement or rely upon this particular loss method. The output tensor names
differ, demonstrating how different outputs can exist for the same method.
signature_def {
key: "loss_A"
value {
inputs {
key: "input"
value {
name: "input:0"
dtype: DT_STRING
tensor_shape: ...
}
}
outputs {
key: "loss_output"
value {
name: "loss_output_A:0"
dtype: DT_FLOAT
tensor_shape: ...
}
}
}
...
method_name: "some/package/compute_loss"
}
signature_def {
key: "loss_B"
value {
inputs {
key: "input"
value {
name: "input:0"
dtype: DT_STRING
tensor_shape: ...
}
}
outputs {
key: "loss_output"
value {
name: "loss_output_B:0"
dtype: DT_FLOAT
tensor_shape: ...
}
}
}
...
method_name: "some/package/compute_loss"
}
tensorflow.SignatureDef
Nested Classes
| class | SignatureDef.Builder | SignatureDef defines the signature of a computation supported by a TensorFlow graph. |
|
Constants
| int | INPUTS_FIELD_NUMBER | |
| int | METHOD_NAME_FIELD_NUMBER | |
| int | OUTPUTS_FIELD_NUMBER |
Public Methods
| boolean |
containsInputs(String key)
Named input parameters. |
| boolean |
containsOutputs(String key)
Named output parameters. |
| boolean |
equals(Object obj)
|
| static SignatureDef | |
| SignatureDef | |
| final static com.google.protobuf.Descriptors.Descriptor | |
| Map<String, TensorInfo> |
getInputs()
Use
getInputsMap() instead. |
| int |
getInputsCount()
Named input parameters. |
| Map<String, TensorInfo> |
getInputsMap()
Named input parameters. |
| TensorInfo | |
| TensorInfo |
getInputsOrThrow(String key)
Named input parameters. |
| String |
getMethodName()
Extensible method_name information enabling third-party users to mark a SignatureDef as supporting a particular method. |
| com.google.protobuf.ByteString |
getMethodNameBytes()
Extensible method_name information enabling third-party users to mark a SignatureDef as supporting a particular method. |
| Map<String, TensorInfo> |
getOutputs()
Use
getOutputsMap() instead. |
| int |
getOutputsCount()
Named output parameters. |
| Map<String, TensorInfo> |
getOutputsMap()
Named output parameters. |
| TensorInfo | |
| TensorInfo |
getOutputsOrThrow(String key)
Named output parameters. |
|
|
|
| int | |
| final com.google.protobuf.UnknownFieldSet | |
| int |
hashCode()
|
| final boolean | |
| static SignatureDef.Builder |
newBuilder(SignatureDef prototype)
|
| static SignatureDef.Builder | |
| SignatureDef.Builder | |
| static SignatureDef |
parseDelimitedFrom(InputStream input)
|
| static SignatureDef |
parseDelimitedFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
|
| static SignatureDef |
parseFrom(ByteBuffer data)
|
| static SignatureDef |
parseFrom(com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
|
| static SignatureDef |
parseFrom(ByteBuffer data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
|
| static SignatureDef |
parseFrom(com.google.protobuf.CodedInputStream input)
|
| static SignatureDef |
parseFrom(byte[] data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
|
| static SignatureDef |
parseFrom(com.google.protobuf.ByteString data)
|
| static SignatureDef |
parseFrom(InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
|
| static SignatureDef |
parseFrom(com.google.protobuf.ByteString data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
|
|
static
|
parser()
|
| SignatureDef.Builder | |
| void |
writeTo(com.google.protobuf.CodedOutputStream output)
|
Inherited Methods
Constants
public static final int INPUTS_FIELD_NUMBER
Constant Value:
1
public static final int METHOD_NAME_FIELD_NUMBER
Constant Value:
3
public static final int OUTPUTS_FIELD_NUMBER
Constant Value:
2
Public Methods
public boolean containsInputs (String key)
Named input parameters.
map<string, .tensorflow.TensorInfo> inputs = 1;
public boolean containsOutputs (String key)
Named output parameters.
map<string, .tensorflow.TensorInfo> outputs = 2;
public boolean equals (Object obj)
public static final com.google.protobuf.Descriptors.Descriptor getDescriptor ()
public int getInputsCount ()
Named input parameters.
map<string, .tensorflow.TensorInfo> inputs = 1;
public Map<String, TensorInfo> getInputsMap ()
Named input parameters.
map<string, .tensorflow.TensorInfo> inputs = 1;
public TensorInfo getInputsOrDefault (String key, TensorInfo defaultValue)
Named input parameters.
map<string, .tensorflow.TensorInfo> inputs = 1;
public TensorInfo getInputsOrThrow (String key)
Named input parameters.
map<string, .tensorflow.TensorInfo> inputs = 1;
public String getMethodName ()
Extensible method_name information enabling third-party users to mark a SignatureDef as supporting a particular method. This enables producers and consumers of SignatureDefs, e.g. a model definition library and a serving library to have a clear hand-off regarding the semantics of a computation. Note that multiple SignatureDefs in a single MetaGraphDef may have the same method_name. This is commonly used to support multi-headed computation, where a single graph computation may return multiple results.
string method_name = 3;
public com.google.protobuf.ByteString getMethodNameBytes ()
Extensible method_name information enabling third-party users to mark a SignatureDef as supporting a particular method. This enables producers and consumers of SignatureDefs, e.g. a model definition library and a serving library to have a clear hand-off regarding the semantics of a computation. Note that multiple SignatureDefs in a single MetaGraphDef may have the same method_name. This is commonly used to support multi-headed computation, where a single graph computation may return multiple results.
string method_name = 3;
public int getOutputsCount ()
Named output parameters.
map<string, .tensorflow.TensorInfo> outputs = 2;
public Map<String, TensorInfo> getOutputsMap ()
Named output parameters.
map<string, .tensorflow.TensorInfo> outputs = 2;
public TensorInfo getOutputsOrDefault (String key, TensorInfo defaultValue)
Named output parameters.
map<string, .tensorflow.TensorInfo> outputs = 2;
public TensorInfo getOutputsOrThrow (String key)
Named output parameters.
map<string, .tensorflow.TensorInfo> outputs = 2;
public
getParserForType
()
public int getSerializedSize ()
public final com.google.protobuf.UnknownFieldSet getUnknownFields ()
public int hashCode ()
public final boolean isInitialized ()
public static SignatureDef parseDelimitedFrom (InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
Throws
| IOException |
|---|
public static SignatureDef parseFrom (com.google.protobuf.CodedInputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
Throws
| IOException |
|---|
public static SignatureDef parseFrom (ByteBuffer data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
Throws
| InvalidProtocolBufferException |
|---|
public static SignatureDef parseFrom (com.google.protobuf.CodedInputStream input)
Throws
| IOException |
|---|
public static SignatureDef parseFrom (byte[] data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
Throws
| InvalidProtocolBufferException |
|---|
public static SignatureDef parseFrom (com.google.protobuf.ByteString data)
Throws
| InvalidProtocolBufferException |
|---|
public static SignatureDef parseFrom (InputStream input, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
Throws
| IOException |
|---|
public static SignatureDef parseFrom (com.google.protobuf.ByteString data, com.google.protobuf.ExtensionRegistryLite extensionRegistry)
Throws
| InvalidProtocolBufferException |
|---|
public
static
parser
()
public void writeTo (com.google.protobuf.CodedOutputStream output)
Throws
| IOException |
|---|