TensorFlow GraphDef
E813079
TensorFlow GraphDef is a serialized protocol buffer format that represents the computational graph structure of a TensorFlow model, including its operations and data flow.
Statements (48)
| Predicate | Object |
|---|---|
| instanceOf |
TensorFlow graph representation
ⓘ
protocol buffer message ⓘ |
| backwardCompatibleWith | multiple TensorFlow runtime versions ⓘ |
| canBeConvertedTo | in-memory TensorFlow Graph object ⓘ |
| canBeDeserializedWith |
tf.Graph().as_graph_def(add_shapes=False)
ⓘ
tf.compat.v1.GraphDef.ParseFromString ⓘ |
| canBeGeneratedFrom | TensorFlow eager execution traces via tf.function ⓘ |
| canBeSerializedWith | tf.io.write_graph ⓘ |
| captures |
edges representing tensor data flow
ⓘ
input and output relationships between nodes ⓘ nodes and their attributes ⓘ operation types used in the graph ⓘ |
| contains |
NodeDef messages
ⓘ
VersionDef message ⓘ library field for function definitions ⓘ |
| definedInLanguage | Protocol Buffers NERFINISHED ⓘ |
| definedInLibrary | TensorFlow NERFINISHED ⓘ |
| documentationURL | https://www.tensorflow.org/guide/extend/model_files ⓘ |
| field |
library
ⓘ
node ⓘ versions ⓘ |
| hasStabilityProperty | intended to be relatively stable across TensorFlow versions ⓘ |
| introducedBy | Google Brain team NERFINISHED ⓘ |
| partOf | TensorFlow core graph subsystem NERFINISHED ⓘ |
| primaryPurpose | represent TensorFlow computational graphs ⓘ |
| protoDefinitionLocation | tensorflow/core/framework/graph.proto ⓘ |
| relatedTo |
TensorFlow FunctionDef
NERFINISHED
ⓘ
TensorFlow MetaGraphDef NERFINISHED ⓘ TensorFlow NodeDef NERFINISHED ⓘ |
| represents |
computational graph structure
ⓘ
operations and data flow of a TensorFlow model ⓘ |
| serializationFormat |
binary protocol buffer
ⓘ
text protocol buffer ⓘ |
| supports |
collections indirectly via MetaGraphDef
ⓘ
control dependencies via input notation ⓘ device placement information via node attributes ⓘ |
| usedBy |
TensorFlow C++ API
NERFINISHED
ⓘ
TensorFlow Python API NERFINISHED ⓘ TensorFlow SavedModel format NERFINISHED ⓘ TensorFlow runtime NERFINISHED ⓘ |
| usedFor |
conversion to other ML formats
ⓘ
graph optimization passes ⓘ model export ⓘ model import ⓘ static analysis of TensorFlow models ⓘ |
| versionedBy |
VersionDef.bad_consumers field
ⓘ
VersionDef.min_consumer field ⓘ VersionDef.producer field ⓘ |
Referenced by (1)
Full triples — surface form annotated when it differs from this entity's canonical label.