piskvorky · mpenkov · Jul 1, 2019 · Jul 1, 2019 · Jul 1, 2019 · Jul 1, 2019
diff --git a/README.rst b/README.rst
@@ -12,11 +12,25 @@ smart_open — utils for streaming large files in Python
 What?
 =====
 
-``smart_open`` is a Python 2 & Python 3 library for **efficient streaming of very large files** from/to S3, HDFS, WebHDFS, HTTP, or local storage. It supports transparent, on-the-fly (de-)compression for a variety of different formats.
+``smart_open`` is a Python 2 & Python 3 library for **efficient streaming of very large files** from/to storages such as S3, HDFS, WebHDFS, HTTP, HTTPS, or local filesystem. It supports transparent, on-the-fly (de-)compression for a variety of different formats.
 
 ``smart_open`` is a drop-in replacement for Python's built-in ``open()``: it can do anything ``open`` can (100% compatible, falls back to native ``open`` wherever possible), plus lots of nifty extra stuff on top.
 
-``smart_open`` is well-tested, well-documented, and has a simple, Pythonic API:
+
+Why?
+====
+
+Working with large remote files, for example using Amazon's  `boto <http://docs.pythonboto.org/en/latest/>`_ and `boto3 <https://boto3.readthedocs.io/en/latest/>`_ Python library, is a pain.
+``boto``'s ``key.set_contents_from_string()`` and ``key.get_contents_as_string()`` methods only work for small files, because they're loaded fully into RAM, no streaming.
+There are nasty hidden gotchas when using ``boto``'s multipart upload functionality that is needed for large files, and a lot of boilerplate.
+
+``smart_open`` shields you from that. It builds on boto3 and other remote storage libraries, but offers a **clean unified Pythonic API**. The result is less code for you to write and fewer bugs to make.
+
+
+How?
+=====
+
+``smart_open`` is well-tested, well-documented, and has a simple Pythonic API:
 
 
 .. _doctools_before_examples:
@@ -61,7 +75,7 @@ What?
   ...     break
   '<!doctype html>\n'
 
-Other examples of URLs that ``smart_open`` accepts::
+Other examples of URIs that ``smart_open`` accepts::
 
     s3://my_bucket/my_key
     s3://my_key:my_secret@my_bucket/my_key
@@ -80,6 +94,13 @@ Other examples of URLs that ``smart_open`` accepts::
 
 .. _doctools_after_examples:
 
+
+Documentation
+=============
+
+Built-in help
+-------------
+
 For detailed API info, see the online help:
 
 .. code-block:: python
@@ -88,7 +109,8 @@ For detailed API info, see the online help:
 
 or click `here <https://github.com/RaRe-Technologies/smart_open/blob/master/help.txt>`__ to view the help in your browser.
 
-More examples:
+More examples
+-------------
 
 .. code-block:: python
 
@@ -134,29 +156,6 @@ More examples:
     with open('s3://bucket/key.txt', 'wb', transport_params=transport_params) as fout:
         fout.write(b'here we stand')
 
-Why?
-----
-
-Working with large S3 files using Amazon's default Python library, `boto <http://docs.pythonboto.org/en/latest/>`_ and `boto3 <https://boto3.readthedocs.io/en/latest/>`_, is a pain.
-Its ``key.set_contents_from_string()`` and ``key.get_contents_as_string()`` methods only work for small files (loaded in RAM, no streaming).
-There are nasty hidden gotchas when using ``boto``'s multipart upload functionality that is needed for large files, and a lot of boilerplate.
-
-``smart_open`` shields you from that. It builds on boto3 but offers a cleaner, Pythonic API. The result is less code for you to write and fewer bugs to make.
-
-Installation
-------------
-::
-
-    pip install smart_open
-
-Or, if you prefer to install from the `source tar.gz <http://pypi.python.org/pypi/smart_open>`_::
-
-    python setup.py test  # run unit tests
-    python setup.py install
-
-To run the unit tests (optional), you'll also need to install `mock <https://pypi.python.org/pypi/mock>`_ , `moto <https://github.com/spulec/moto>`_ and `responses <https://github.com/getsentry/responses>`_ (``pip install mock moto responses``).
-The tests are also run automatically with `Travis CI <https://travis-ci.org/RaRe-Technologies/smart_open>`_ on every commit push & pull request.
-
 Supported Compression Formats
 -----------------------------
 
@@ -185,6 +184,7 @@ For 2.7, use `backports.lzma`_.
 
 .. _backports.lzma: https://pypi.org/project/backports.lzma/
 
+
 Transport-specific Options
 --------------------------
 
@@ -260,6 +260,52 @@ Since going over all (or select) keys in an S3 bucket is a very common operation
   annual/monthly_rain/2012.monthly_rain.nc 13
 
 
+File-like Binary Streams
+------------------------
+
+The ``open`` function also accepts file-like objects.
+This is useful when you already have a `binary file <https://docs.python.org/3/glossary.html#term-binary-file>`_ open, and would like to wrap it with transparent decompression:
+
+
+.. code-block:: python
+
+    >>> import io, gzip
+    >>>
+    >>> # Prepare some gzipped binary data in memory, as an example.
+    >>> # Note that any binary file will do; we're using BytesIO here for simplicity.
+    >>> buf = io.BytesIO()
+    >>> with gzip.GzipFile(fileobj=buf, mode='w') as fout:
+    ...     fout.write(b'this is a bytestring')
+    >>> buf.seek(0)
+    >>>
+    >>> # Use case starts here.
+    >>> buf.name = 'file.gz'  # add a .name attribute so smart_open knows what compressor to use
+    >>> import smart_open
+    >>> smart_open.open(buf, 'rb').read()  # will gzip-decompress transparently!
+    b'this is a bytestring'
+
+
+In this case, ``smart_open`` relied on the ``.name`` attribute of our `binary I/O stream <https://docs.python.org/3/library/io.html#binary-i-o>`_ ``buf`` object to determine which decompressor to use.
+If your file object doesn't have one, set the ``.name`` attribute to an appropriate value.
+Furthermore, that value has to end with a **known** file extension (see the ``register_compressor`` function).
+Otherwise, the transparent decompression will not occur.
+
+
+Installation
+============
+::
+
+    pip install smart_open
+
+Or, if you prefer to install from the `source tar.gz <http://pypi.python.org/pypi/smart_open>`_::
+
+    python setup.py test  # run unit tests
+    python setup.py install
+
+To run the unit tests (optional), you'll also need to install `mock <https://pypi.python.org/pypi/mock>`_ , `moto <https://github.com/spulec/moto>`_ and `responses <https://github.com/getsentry/responses>`_ (``pip install mock moto responses``).
+The tests are also run automatically with `Travis CI <https://travis-ci.org/RaRe-Technologies/smart_open>`_ on every commit push & pull request.
+
+
 Migrating to the new ``open`` function
 --------------------------------------
 
@@ -294,13 +340,17 @@ Before:
 
 .. code-block:: python
 
+  >>> import smart_open
   >>> smart_open.smart_open('s3://commoncrawl/robots.txt').read(32)  # 'rb' used to be default
+  b'User-Agent: *\nDisallow: /'
 
 After:
 
 .. code-block:: python
 
+  >>> import smart_open
   >>> smart_open.open('s3://commoncrawl/robots.txt', 'rb').read(32)
+  b'User-Agent: *\nDisallow: /'
 
 The ``ignore_extension`` keyword parameter is now called ``ignore_ext``.
 It behaves identically otherwise.
@@ -312,7 +362,7 @@ transport layer, e.g. HTTP, S3, etc. The old function accepted these directly:
 
   >>> url = 's3://smart-open-py37-benchmark-results/test.txt'
   >>> session = boto3.Session(profile_name='smart_open')
-  >>> smart_open(url, 'r', session=session).read(32)
+  >>> smart_open.smart_open(url, 'r', session=session).read(32)
   'first line\nsecond line\nthird lin'
 
 The new function accepts a ``transport_params`` keyword argument.  It's a dict.
@@ -335,14 +385,14 @@ Removed parameters:
 - ``profile_name``
 
 **The profile_name parameter has been removed.**
-Pass an entire boto3.Session object instead.
+Pass an entire ``boto3.Session`` object instead.
 
 Before:
 
 .. code-block:: python
 
   >>> url = 's3://smart-open-py37-benchmark-results/test.txt'
-  >>> smart_open(url, 'r', profile_name='smart_open').read(32)
+  >>> smart_open.smart_open(url, 'r', profile_name='smart_open').read(32)
   'first line\nsecond line\nthird lin'
 
 After:
@@ -361,7 +411,7 @@ If you pass an invalid parameter name, the ``smart_open.open`` function will war
 Keep an eye on your logs for WARNING messages from ``smart_open``.
 
 Comments, bug reports
----------------------
+=====================
 
 ``smart_open`` lives on `Github <https://github.com/RaRe-Technologies/smart_open>`_. You can file
 issues or pull requests there. Suggestions, pull requests and improvements welcome!