Merge pull request #216 from prasunanand/master

Update docs

docs/libauthor_docs.rst

@@ -69,13 +69,13 @@ functions provided by other backends. This is the purpose of the
 The process that takes place when the backend is tried
 ------------------------------------------------------
 
-First of all, the backend's ``__ua_convert__`` method is tried. If it does not return
+First of all, the backend's ``__ua_convert__`` method is tried. If it returns
 :obj:`NotImplemented`, then the backend's ``__ua_function__`` protocol is tried. If a
 value other than :obj:`NotImplemented` is returned, it is assumed to be the final
 return value. Any exceptions raised are propagated up the call stack.
 
 Examples
 --------
 
-Examples for library authors can be found `in the source of unumpy.numpy_backend <https://github.com/Quansight-Labs/uarray/blob/master/unumpy/numpy_backend.py>`_
-and other ``*_backend.py`` files in `this directory <https://github.com/Quansight-Labs/uarray/tree/master/unumpy>`_.
+Examples for library authors can be found `in the source of unumpy.numpy_backend <https://github.com/Quansight-Labs/unumpy/blob/master/unumpy/numpy_backend.py>`_
+and other ``*_backend.py`` files in `this directory <https://github.com/Quansight-Labs/unumpy/tree/master/unumpy>`_.

docs/multimethod_docs.rst

@@ -48,13 +48,14 @@ Argument replacer
 
 The argument replacer takes in the arguments and dispatchable arguments, and
 its job is to replace the arguments previously extracted by the argument
-extractor by by other arguments provided in the list. Therefore, the
+extractor by other arguments provided in the list. Therefore, the
 signature of this function is ``(args, kwargs, dispatchable_args)``,
 and it returns an ``args``/``kwargs`` pair. We realise this is a hard problem
 in general, so we have provided a few simplifications, such as that the
 default-valued keyword arguments will be removed from the list.
 
-We recommend following the pattern in `here <https://github.com/Quansight-Labs/uarray/blob/master/unumpy/multimethods.py>`_
+
+We recommend following the pattern in `here <https://github.com/Quansight-Labs/unumpy/blob/master/unumpy/multimethods.py>`_
 for optimal operation: passing the ``args``/``kwargs`` into a function with a
 similar signature and then return the modified ``args``/``kwargs``.
 
@@ -69,7 +70,7 @@ downstream multimethods is not defined.
 Examples
 --------
 
-Examples of writing multimethods are found in `this file <https://github.com/Quansight-Labs/uarray/blob/master/unumpy/multimethods.py>`_.
+Examples of writing multimethods are found in `this file <https://github.com/Quansight-Labs/unumpy/blob/master/unumpy/_multimethods.py>`_.
 It also teaches some advanced techniques, such as overriding instance methods,
 including ``__call__``. The same philosophy may be used to override properties,
 static methods and class methods.

uarray/__init__.py

@@ -36,9 +36,10 @@
 multimethods, and implementors to override them. But, as is often the case,
 similar people write both.
 
-Without further ado, here's an example multimethTrueod:
+Without further ado, here's an example multimethod:
 
 >>> import uarray as ua
+>>> from uarray import Dispatchable
 >>> def override_me(a, b):
 ...   return Dispatchable(a, int),
 >>> def override_replacer(args, kwargs, dispatchables):