From c0551f293bd5242b12c2bc8529f6a93427463e9e Mon Sep 17 00:00:00 2001
From: Roshani Nagmote <roshaninagmote2@gmail.com>
Date: Thu, 8 Nov 2018 14:14:59 -0800
Subject: [PATCH] base_module fix

---
 python/mxnet/module/base_module.py |  4 ++--
 python/mxnet/recordio.py           | 16 ++++++++--------
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/python/mxnet/module/base_module.py b/python/mxnet/module/base_module.py
index c534261eacc2..babea53d6e40 100644
--- a/python/mxnet/module/base_module.py
+++ b/python/mxnet/module/base_module.py
@@ -279,8 +279,8 @@ def score(self, eval_data, eval_metric, num_batch=None, batch_end_callback=None,
     def iter_predict(self, eval_data, num_batch=None, reset=True, sparse_row_id_fn=None):
         """Iterates over predictions.
 
-        Example Usage:
-        ----------
+        Examples
+        --------
         >>> for pred, i_batch, batch in module.iter_predict(eval_data):
         ...     # pred is a list of outputs from the module
         ...     # i_batch is a integer
diff --git a/python/mxnet/recordio.py b/python/mxnet/recordio.py
index 19962a8d91e1..2def141c9340 100644
--- a/python/mxnet/recordio.py
+++ b/python/mxnet/recordio.py
@@ -36,7 +36,7 @@
 class MXRecordIO(object):
     """Reads/writes `RecordIO` data format, supporting sequential read and write.
 
-    Examples:
+    Examples
     ---------
     >>> record = mx.recordio.MXRecordIO('tmp.rec', 'w')
     <mxnet.recordio.MXRecordIO object at 0x10ef40ed0>
@@ -124,7 +124,7 @@ def reset(self):
 
         If the record is opened with 'w', this function will truncate the file to empty.
 
-        Examples:
+        Examples
         ---------
         >>> record = mx.recordio.MXRecordIO('tmp.rec', 'r')
         >>> for i in range(2):
@@ -143,7 +143,7 @@ def reset(self):
     def write(self, buf):
         """Inserts a string buffer as a record.
 
-        Examples:
+        Examples
         ---------
         >>> record = mx.recordio.MXRecordIO('tmp.rec', 'w')
         >>> for i in range(5):
@@ -163,7 +163,7 @@ def write(self, buf):
     def read(self):
         """Returns record as a string.
 
-        Examples:
+        Examples
         ---------
         >>> record = mx.recordio.MXRecordIO('tmp.rec', 'r')
         >>> for i in range(5):
@@ -196,7 +196,7 @@ def read(self):
 class MXIndexedRecordIO(MXRecordIO):
     """Reads/writes `RecordIO` data format, supporting random access.
 
-    Examples:
+    Examples
     ---------
     >>> for i in range(5):
     ...     record.write_idx(i, 'record_%d'%i)
@@ -261,7 +261,7 @@ def seek(self, idx):
     def tell(self):
         """Returns the current position of write head.
 
-        Examples:
+        Examples
         ---------
         >>> record = mx.recordio.MXIndexedRecordIO('tmp.idx', 'tmp.rec', 'w')
         >>> print(record.tell())
@@ -283,7 +283,7 @@ def tell(self):
     def read_idx(self, idx):
         """Returns the record at given index.
 
-        Examples:
+        Examples
         ---------
         >>> record = mx.recordio.MXIndexedRecordIO('tmp.idx', 'tmp.rec', 'w')
         >>> for i in range(5):
@@ -299,7 +299,7 @@ def read_idx(self, idx):
     def write_idx(self, idx, buf):
         """Inserts input record at given index.
 
-        Examples:
+        Examples
         ---------
         >>> for i in range(5):
         ...     record.write_idx(i, 'record_%d'%i)