Add an option to input a GraphDef.

PiperOrigin-RevId: 183317862

1 files changed, 37 insertions, 4 deletions

diff --git a/tensorflow/python/grappler/cost_analyzer_tool.py b/tensorflow/python/grappler/cost_analyzer_tool.py
index 146bb4311c..61dc4e2afb 100644
--- a/tensorflow/python/grappler/cost_analyzer_tool.py
+++ b/tensorflow/python/grappler/cost_analyzer_tool.py
@@ -23,18 +23,33 @@ import sys
 
 from google.protobuf import text_format
 
+from tensorflow.core.framework import graph_pb2
 from tensorflow.core.protobuf import meta_graph_pb2
 from tensorflow.core.protobuf import rewriter_config_pb2
+from tensorflow.python.framework import importer
+from tensorflow.python.framework import ops
 from tensorflow.python.grappler import cost_analyzer
 from tensorflow.python.grappler import tf_optimizer
 from tensorflow.python.platform import app
 from tensorflow.python.platform import gfile
+from tensorflow.python.training import saver
 
 
 def main(_):
-  with gfile.GFile(FLAGS.input) as input_file:
-    metagraph = meta_graph_pb2.MetaGraphDef()
-    metagraph.ParseFromString(input_file.read())
+  if FLAGS.metagraphdef:
+    with gfile.GFile(FLAGS.metagraphdef) as meta_file:
+      metagraph = meta_graph_pb2.MetaGraphDef()
+      metagraph.ParseFromString(meta_file.read())
+  else:
+    with gfile.GFile(FLAGS.graphdef) as graph_file:
+      graph_def = graph_pb2.GraphDef()
+      graph_def.ParseFromString(graph_file.read())
+      importer.import_graph_def(graph_def, name="")
+      graph = ops.get_default_graph()
+      fetch = graph.get_operation_by_name(FLAGS.fetch)
+      graph.add_to_collection("train_op", fetch)
+      metagraph = saver.export_meta_graph(
+          graph_def=graph.as_graph_def(), graph=graph)
 
   if FLAGS.rewriter_config is not None:
     rewriter_config = rewriter_config_pb2.RewriterConfig()
@@ -49,7 +64,25 @@ def main(_):
 if __name__ == "__main__":
   parser = argparse.ArgumentParser()
   parser.add_argument(
-      "--input", type=str, default=None, help="Input .meta file path.")
+      "--metagraphdef",
+      type=str,
+      default=None,
+      help="Input .meta MetaGraphDef file path.")
+  parser.add_argument(
+      "--graphdef",
+      type=str,
+      default=None,
+      help="Input .pb GraphDef file path.")
+  # Consider making flag fetch work together with flag metagraphdef. As some
+  # MetaGraphDef files don't have collection train_op.
+  parser.add_argument(
+      "--fetch",
+      type=str,
+      default=None,
+      help=
+      "The name of the fetch node. This flag is ignored if flag "
+      "metagraphdef is used."
+  )
   parser.add_argument(
       "--rewriter_config",
       type=str,