Fix typos in comments.

PiperOrigin-RevId: 161305803

2 files changed, 13 insertions, 8 deletions

diff --git a/tensorflow/python/training/monitored_session.py b/tensorflow/python/training/monitored_session.py
index e7b296374a..2feb6bd3c3 100644
--- a/tensorflow/python/training/monitored_session.py
+++ b/tensorflow/python/training/monitored_session.py
@@ -92,7 +92,7 @@ class Scaffold(object):
 
   * `init_feed_dict`: A session feed dictionary that should be used when
      running the init op.
-  * `init_fn`: A callable to run run after the init op to perform additional
+  * `init_fn`: A callable to run after the init op to perform additional
     initializations.  The callable will be called as
     `init_fn(scaffold, session)`.
 
diff --git a/tensorflow/python/training/session_run_hook.py b/tensorflow/python/training/session_run_hook.py
index 09da63eb68..dbeabd250e 100644
--- a/tensorflow/python/training/session_run_hook.py
+++ b/tensorflow/python/training/session_run_hook.py
@@ -42,23 +42,28 @@ For more specific needs, you can create custom hooks:
       print('Starting the session.')
       self.your_tensor = ...
 
-    def end(self, session):
-      print('Done with the session.')
+    def after_create_session(self, session, coord):
+      # When this is called, the graph is finalized and
+      # ops can no longer be added to the graph.
+      print('Session created.')
 
     def before_run(self, run_context):
-      print('before calling session.run)
+      print('Before calling session.run().')
       return SessionRunArgs(self.your_tensor)
 
-    def after_run(self, run_context, run_values)
+    def after_run(self, run_context, run_values):
       print('Done running one step. The value of my tensor: %s',
             run_values.results)
       if you-need-to-stop-loop:
         run_context.request_stop()
 
+    def end(self, session):
+      print('Done with the session.')
+
 To understand how hooks interact with calls to `MonitoredSession.run()`,
 look at following code:
-  with SupervisedSession(hooks=your_hooks, ...) as sess
-    while not sess.should_stop()
+  with MonitoredTrainingSession(hooks=your_hooks, ...) as sess:
+    while not sess.should_stop():
       sess.run(your_fetches)
 
 Above user code leads to following execution:
@@ -68,7 +73,7 @@ Above user code leads to following execution:
   while not stop is requested:
     call hooks.before_run()
     try:
-      results = sess.run(merged_fetches)
+      results = sess.run(merged_fetches, feed_dict=merged_feeds)
     except (errors.OutOfRangeError, StopIteration):
       break
     call hooks.after_run()