aaronmarkham commented on a change in pull request #12606: Refine the 
documentation of im2rec
URL: https://github.com/apache/incubator-mxnet/pull/12606#discussion_r219011040
 
 

 ##########
 File path: docs/faq/recordio.md
 ##########
 @@ -6,35 +6,39 @@ RecordIO implements a file format for a sequence of records. 
We recommend storin
 * Packing data together allows continuous reading on the disk.
 * RecordIO has a simple way to partition, simplifying distributed setting. We 
provide an example later.
 
-We provide the [im2rec 
tool](https://github.com/dmlc/mxnet/blob/master/tools/im2rec.cc) so you can 
create an Image RecordIO dataset by yourself. The following walkthrough shows 
you how.
+We provide the [im2rec 
tool](https://github.com/dmlc/mxnet/blob/master/tools/im2rec.cc) so you can 
create an Image RecordIO dataset by yourself. The following walkthrough shows 
you how. Note that there is python version of [im2rec 
tool](https://github.com/apache/incubator-mxnet/blob/master/tools/im2rec.py) 
and [example](https://mxnet.incubator.apache.org/tutorials/basic/data.html) 
using real-world data.
 
 Review comment:
   We provide two tools for creating a RecordIO dataset.
   * [im2rec.cc](https://github.com/dmlc/mxnet/blob/master/tools/im2rec.cc) - 
implements the tool using the C++ API.
   * [im2rec.py](https://github.com/dmlc/mxnet/blob/master/tools/im2rec.cc) - 
implements the tool using the Python API.
   
   Both provide the same output: a RecordIO dataset. 
   (Then take this mention and add it later for "Next Steps". I don't think you 
want them leaving this FAQ/tutorial quite yet.)
   You may want to also review the [example using real-world data with 
im2rec.py](https://mxnet.incubator.apache.org/tutorials/basic/data.html).

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