610 lines
22 KiB
ReStructuredText
610 lines
22 KiB
ReStructuredText
PEP: 505
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Title: None-aware operators
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Version: $Revision$
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Last-Modified: $Date$
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Author: Mark E. Haase <mehaase@gmail.com>, Steve Dower <steve.dower@python.org>
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Status: Draft
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Type: Standards Track
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Content-Type: text/x-rst
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Created: 18-Sep-2015
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Python-Version: 3.8
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Abstract
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========
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Several modern programming languages have so-called "``null``-coalescing" or
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"``null``- aware" operators, including C# [1]_, Dart [2]_, Perl, Swift, and PHP
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(starting in version 7). These operators provide syntactic sugar for common
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patterns involving null references.
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* The "``null``-coalescing" operator is a binary operator that returns its left
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operand if it is not ``null``. Otherwise it returns its right operand.
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* The "``null``-aware member access" operator accesses an instance member only
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if that instance is non-``null``. Otherwise it returns ``null``. (This is also
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called a "safe navigation" operator.)
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* The "``null``-aware index access" operator accesses an element of a collection
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only if that collection is non-``null``. Otherwise it returns ``null``. (This
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is another type of "safe navigation" operator.)
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This PEP proposes three ``None``-aware operators for Python, based on the
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definitions and other language's implementations of those above. Specifically:
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* The "``None`` coalescing`` binary operator ``??`` returns the left hand side
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if it evaluates to a value that is not ``None``, or else it evaluates and
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returns the right hand side.
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* The "``None``-aware attribute access" operator ``?.`` evaluates the complete
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expression if the left hand side evaluates to a value that is not ``None``
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* The "``None``-aware indexing" operator ``?[]`` evaluates the complete
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expression if the left hand site evaluates to a value that is not ``None``
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Syntax and Semantics
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====================
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Specialness of ``None``
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-----------------------
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The ``None`` object denotes the lack of a value. For the purposes of these
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operators, the lack of a value indicates that the remainder of the expression
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also lacks a value and should not be evaluated.
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A rejected proposal was to treat any value that evaluates to false in a
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Boolean context as not having a value. However, the purpose of these operators
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is to propagate the "lack of value" state, rather that the "false" state.
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Some argue that this makes ``None`` special. We contend that ``None`` is
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already special, and that using it as both the test and the result of these
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operators does not change the existing semantics in any way.
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Grammar changes
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---------------
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The following rules of the Python grammar are updated to read::
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augassign: ('+=' | '-=' | '*=' | '@=' | '/=' | '%=' | '&=' | '|=' | '^=' |
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'<<=' | '>>=' | '**=' | '//=' | '??=')
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power: coalesce ['**' factor]
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coalesce: atom_expr ['??' factor]
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atom_expr: ['await'] atom trailer*
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trailer: ('(' [arglist] ')' |
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'[' subscriptlist ']' |
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'?[' subscriptlist ']' |
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'.' NAME |
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'?.' NAME)
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Inserting the ``coalesce`` rule in this location ensures that expressions
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resulting in ``None`` are natuarlly coalesced before they are used in
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operations that would typically raise ``TypeError``. Like ``and`` and ``or``
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the right-hand expression is not evaluated until the left-hand side is
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determined to be ``None``. For example::
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a, b = None, None
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def c(): return None
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def ex(): raise Exception()
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(a ?? 2 ** b ?? 3) == a ?? (2 ** (b ?? 3))
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(a * b ?? c // d) == a * (b ?? c) // d
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(a ?? True and b ?? False) == (a ?? True) and (b ?? False)
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(c() ?? c() ?? True) == True
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(True ?? ex()) == True
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(c ?? ex)() == c()
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Augmented coalescing assignment only rebinds the name if its current value is
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``None``. If the target name already has a value, the right-hand side is not
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evaluated. For example::
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a = None
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b = ''
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a ??= 'value'
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b ??= undefined_name
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assert a == 'value'
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assert b == ''
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Adding new trailers for the other ``None``-aware operators ensures that they
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may be used in all valid locations for the existing equivalent operators,
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including as part of an assignment target (more details below). As the existing
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evaluation rules are not directly embedded in the grammar, we specify the
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required changes here.
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Assume that the ``atom`` is always successfully evaluated. Each ``trailer`` is
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then evaluated from left to right, applying its own parameter (either its
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arguments, subscripts or attribute name) to produce the value for the next
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``trailer``. Finally, if present, ``await`` is applied.
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For example, ``await a.b(c).d[e]`` is currently parsed as
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``['await', 'a', '.b', '(c)', '.d', '[e]']`` and evaluated::
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_v = a
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_v = _v.b
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_v = _v(c)
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_v = _v.d
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_v = _v[e]
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await _v
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When a ``None``-aware operator is present, the left-to-right evaluation may be
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short-circuited. For example, ``await a?.b(c).d?[e]`` is evaluated::
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_v = a
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if _v is not None:
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_v = _v.b
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_v = _v(c)
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_v = _v.d
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if _v is not None:
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_v = _v[e]
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await _v
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.. note::
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``await`` will almost certainly fail in this context, as it would in
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the case where code attempts ``await None``. We are not proposing to add a
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``None``-aware ``await`` keyword here, and merely include it in this
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example for completeness of the specification, since the ``atom_expr``
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grammar rule includes the keyword. If it were in its own rule, we would have
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never mentioned it.
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Parenthesised expressions are handled by the ``atom`` rule (not shown above),
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which will implicitly terminate the short-circuiting behaviour of the above
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transformation. For example, ``(a?.b ?? c).d?.e`` is evaluated as::
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# a?.b
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_v = a
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if _v is not None:
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_v = _v.b
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# ... ?? c
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if _v is None:
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_v = c
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# (...).d?.e
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_v = _v.d
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if _v is not None:
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_v = _v.e
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When used as an assignment target, the ``None``-aware operations may only be
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used in a "load" context. That is, ``a?.b = 1`` and ``a?[b] = 1`` will raise
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``SyntaxError``. Use earlier in the expression (``a?.b.c = 1``) is permitted,
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though unlikely to be useful unless combined with a coalescing operation::
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(a?.b ?? d).c = 1
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Examples
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========
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This section presents some examples of common ``None`` patterns and explains
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the drawbacks.
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jsonify
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-------
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This first example is from a Python web crawler that uses the popular Flask
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framework as a front-end. This function retrieves information about a web site
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from a SQL database and formats it as JSON to send to an HTTP client::
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class SiteView(FlaskView):
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@route('/site/<id_>', methods=['GET'])
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def get_site(self, id_):
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site = db.query('site_table').find(id_)
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return jsonify(
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first_seen=site.first_seen.isoformat() if site.first_seen is not None else None,
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id=site.id,
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is_active=site.is_active,
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last_seen=site.last_seen.isoformat() if site.last_seen is not None else None,
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url=site.url.rstrip('/')
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)
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Both ``first_seen`` and ``last_seen`` are allowed to be ``null`` in the
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database, and they are also allowed to be ``null`` in the JSON response. JSON
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does not have a native way to represent a ``datetime``, so the server's contract
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states that any non-``null`` date is represented as an ISO-8601 string.
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However, without knowing the exact semantics of the ``first_seen`` and
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``last_seen`` attributes, it is impossible to know whether the attribute can
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be safely or performantly accessed multiple times.
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One way to fix this code is to replace each ternary with explicit value
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assignment and a full ``if/else`` block::
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class SiteView(FlaskView):
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@route('/site/<id_>', methods=['GET'])
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def get_site(self, id_):
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site = db.query('site_table').find(id_)
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first_seen_dt = site.first_seen
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if first_seen_dt is None:
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first_seen = None
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else:
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first_seen = first_seen_dt.isoformat()
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last_seen_dt = site.last_seen
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if last_seen_dt is None:
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last_seen = None
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else:
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last_seen = last_seen_dt.isoformat()
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return jsonify(
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first_seen=first_seen,
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id=site.id,
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is_active=site.is_active,
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last_seen=last_seen,
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url=site.url.rstrip('/')
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)
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This adds ten lines of code and four new code paths to the function,
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dramatically increasing the apparently complexity. Rewriting using
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``None``-aware attribute operator on the other hand, results in shorter
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code::
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class SiteView(FlaskView):
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@route('/site/<id_>', methods=['GET'])
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def get_site(self, id_):
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site = db.query('site_table').find(id_)
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return jsonify(
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first_seen=site.first_seen?.isoformat(),
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id=site.id,
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is_active=site.is_active,
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last_seen=site.last_seen?.isoformat(),
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url=site.url.rstrip('/')
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)
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Grab
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----
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The next example is from a Python scraping library called `Grab
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<https://github.com/lorien/grab/blob/4c95b18dcb0fa88eeca81f5643c0ebfb114bf728/gr
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ab/upload.py>`_::
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class BaseUploadObject(object):
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def find_content_type(self, filename):
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ctype, encoding = mimetypes.guess_type(filename)
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if ctype is None:
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return 'application/octet-stream'
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else:
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return ctype
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class UploadContent(BaseUploadObject):
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def __init__(self, content, filename=None, content_type=None):
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self.content = content
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if filename is None:
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self.filename = self.get_random_filename()
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else:
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self.filename = filename
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if content_type is None:
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self.content_type = self.find_content_type(self.filename)
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else:
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self.content_type = content_type
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class UploadFile(BaseUploadObject):
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def __init__(self, path, filename=None, content_type=None):
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self.path = path
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if filename is None:
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self.filename = os.path.split(path)[1]
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else:
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self.filename = filename
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if content_type is None:
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self.content_type = self.find_content_type(self.filename)
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else:
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self.content_type = content_type
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This example contains several good examples of needing to provide default
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values. Rewriting to use a conditional expression reduces the overall lines of
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code, but does not necessarily improve readability::
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class BaseUploadObject(object):
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def find_content_type(self, filename):
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ctype, encoding = mimetypes.guess_type(filename)
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return 'application/octet-stream' if ctype is None else ctype
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class UploadContent(BaseUploadObject):
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def __init__(self, content, filename=None, content_type=None):
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self.content = content
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self.filename = (self.get_random_filename() if filename
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is None else filename)
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self.content_type = (self.find_content_type(self.filename)
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if content_type is None else content_type)
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class UploadFile(BaseUploadObject):
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def __init__(self, path, filename=None, content_type=None):
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self.path = path
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self.filename = (os.path.split(path)[1] if filename is
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None else filename)
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self.content_type = (self.find_content_type(self.filename)
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if content_type is None else content_type)
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The first ternary expression is tidy, but it reverses the intuitive order of
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the operands: it should return ``ctype`` if it has a value and use the string
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literal as fallback. The other ternary expressions are unintuitive and so
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long that they must be wrapped. The overall readability is worsened, not
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improved.
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Rewriting using the ``None`` coalescing operator::
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class BaseUploadObject(object):
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def find_content_type(self, filename):
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ctype, encoding = mimetypes.guess_type(filename)
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return ctype ?? 'application/octet-stream'
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class UploadContent(BaseUploadObject):
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def __init__(self, content, filename=None, content_type=None):
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self.content = content
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self.filename = filename ?? self.get_random_filename()
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self.content_type = content_type ?? self.find_content_type(self.filename)
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class UploadFile(BaseUploadObject):
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def __init__(self, path, filename=None, content_type=None):
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self.path = path
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self.filename = filename ?? os.path.split(path)[1]
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self.content_type = content_type ?? self.find_content_type(self.filename)
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This syntax has an intuitive ordering of the operands. In
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``find_content_type``, for example, the preferred value ``ctype`` appears before
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the fallback value. The terseness of the syntax also makes for fewer lines of
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code and less code to visually parse.
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Alternatives
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============
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Python does not have any existing ``None``-aware operators, but it does have
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operators that can be used for a similar purpose. This section describes why
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these alternatives are undesirable for some common ``None`` patterns.
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``or`` Operator
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---------------
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Similar behavior can be achieved with the ``or`` operator, but ``or`` checks
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whether its left operand is false-y, not specifically ``None``. This can lead
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to unexpected behavior when the value is zero, an empty string, or an empty
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collection::
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>>> def f(s=None):
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... s = s or []
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... s.append(123)
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...
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>>> my_list = []
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>>> f(my_list)
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>>> my_list
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[]
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# Expected: [123]
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Rewritten using the ``None`` coalescing operator, the function could read::
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def f(s=None):
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s = s ?? []
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s.append(123)
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Or using the ``None``-aware attribute operator::
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def f(s=None):
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s?.append(123)
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(Rewriting using a conditional expression is covered in a later section.)
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``getattr`` Builtin
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-------------------
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Using the ``getattr`` builtin with a default value is often a suitable approach
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for getting an attribute from a target that may be ``None``::
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client = maybe_get_client()
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name = getattr(client, 'name', None)
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However, the semantics of this call are different from the proposed operators.
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Using ``getattr`` will suppress ``AttributeError`` for misspelled or missing
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attributes, even when ``client`` has a value.
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Spelled correctly for these semantics, this example would read::
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client = maybe_get_client()
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if client is not None:
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name = client.name
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else:
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name = None
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Written using the ``None``-aware attribute operator::
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client = maybe_get_client()
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name = client?.name
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Ternary Operator
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----------------
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Another common way to initialize default values is to use the ternary operator.
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Here is an excerpt from the popular `Requests package
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<https://github.com/kennethreitz/requests/blob/14a555ac716866678bf17e43e23230d81
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a8149f5/requests/models.py#L212>`_::
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data = [] if data is None else data
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files = [] if files is None else files
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headers = {} if headers is None else headers
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params = {} if params is None else params
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hooks = {} if hooks is None else hooks
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This particular formulation has the undesirable effect of putting the operands
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in an unintuitive order: the brain thinks, "use ``data`` if possible and use
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``[]`` as a fallback," but the code puts the fallback *before* the preferred
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value.
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The author of this package could have written it like this instead::
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data = data if data is not None else []
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files = files if files is not None else []
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headers = headers if headers is not None else {}
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params = params if params is not None else {}
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hooks = hooks if hooks is not None else {}
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This ordering of the operands is more intuitive, but it requires 4 extra
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characters (for "not "). It also highlights the repetition of identifiers:
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``data if data``, ``files if files``, etc.
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When written using the ``None`` coalescing operator, the sample reads::
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data = data ?? []
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files = files ?? []
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headers = headers ?? {}
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params = params ?? {}
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hooks = hooks ?? {}
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Rejected Ideas
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==============
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``None``-aware Function Call
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----------------------------
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The ``None``-aware syntax applies to attribute and index access, so it seems
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natural to ask if it should also apply to function invocation syntax. It might
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be written as ``foo?()``, where ``foo`` is only called if it is not None.
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This has been rejected on the basis of the proposed operators being intended
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to aid traversal of partially populated hierarchical data structures, *not*
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for traversal of arbitrary class hierarchies. This is reflected in the fact
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that none of the other mainstream languages that already offer this syntax
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have found it worthwhile to support a similar syntax for optional function
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invocations.
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A workaround similar to that used by C# would be to write
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``maybe_none?.__call__(arguments)``. If the callable is ``None``, the
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expression will not be evaluated. (The C# equivalent uses ``?.Invoke()`` on its
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callable type.)
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``?`` Unary Postfix Operator
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----------------------------
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To generalize the ``None``-aware behavior and limit the number of new operators
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introduced, a unary, postfix operator spelled ``?`` was suggested. The idea is
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that ``?`` might return a special object that could would override dunder
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methods that return ``self``. For example, ``foo?`` would evaluate to ``foo`` if
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it is not ``None``, otherwise it would evaluate to an instance of
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``NoneQuestion``::
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class NoneQuestion():
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def __call__(self, *args, **kwargs):
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return self
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def __getattr__(self, name):
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return self
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def __getitem__(self, key):
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return self
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With this new operator and new type, an expression like ``foo?.bar[baz]``
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evaluates to ``NoneQuestion`` if ``foo`` is None. This is a nifty
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generalization, but it's difficult to use in practice since most existing code
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won't know what ``NoneQuestion`` is.
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Going back to one of the motivating examples above, consider the following::
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>>> import json
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>>> created = None
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>>> json.dumps({'created': created?.isoformat()})``
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The JSON serializer does not know how to serialize ``NoneQuestion``, nor will
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any other API. This proposal actually requires *lots of specialized logic*
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throughout the standard library and any third party library.
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At the same time, the ``?`` operator may also be **too general**, in the sense
|
||
that it can be combined with any other operator. What should the following
|
||
expressions mean?::
|
||
|
||
>>> x? + 1
|
||
>>> x? -= 1
|
||
>>> x? == 1
|
||
>>> ~x?
|
||
|
||
This degree of generalization is not useful. The operators actually proposed
|
||
herein are intentionally limited to a few operators that are expected to make it
|
||
easier to write common code patterns.
|
||
|
||
Haskell-style ``Maybe``
|
||
-----------------------
|
||
|
||
Haskell has a concept called `Maybe <https://wiki.haskell.org/Maybe>`_ that
|
||
encapsulates the idea of an optional value without relying on any special
|
||
keyword (e.g. ``null``) or any special instance (e.g. ``None``). In Haskell, the
|
||
purpose of ``Maybe`` is to avoid separate handling of "something" and nothing".
|
||
|
||
A Python package called `pymaybe <https://pypi.org/p/pymaybe/>`_ provides a
|
||
rough approximation. The documentation shows the following example::
|
||
|
||
>>> maybe('VALUE').lower()
|
||
'value'
|
||
|
||
>>> maybe(None).invalid().method().or_else('unknown')
|
||
'unknown'
|
||
|
||
The function ``maybe()`` returns either a ``Something`` instance or a
|
||
``Nothing`` instance. Similar to the unary postfix operator described in the
|
||
previous section, ``Nothing`` overrides dunder methods in order to allow
|
||
chaining on a missing value.
|
||
|
||
Note that ``or_else()`` is eventually required to retrieve the underlying value
|
||
from ``pymaybe``'s wrappers. Furthermore, ``pymaybe`` does not short circuit any
|
||
evaluation. Although ``pymaybe`` has some strengths and may be useful in its own
|
||
right, it also demonstrates why a pure Python implementation of coalescing is
|
||
not nearly as powerful as support built into the language.
|
||
|
||
The idea of adding a builtin ``maybe`` type to enable this scenario is rejected.
|
||
|
||
No-Value Protocol
|
||
-----------------
|
||
|
||
These operators could be generalised to user-defined types by using a protocol
|
||
to indicate when a value represents no value. Such a protocol may be a dunder
|
||
method ``__has_value__(self)` that returns ``True`` if the value should be
|
||
treated as having a value, and ``False`` if the ``None``-aware operators should
|
||
|
||
With this generalization, ``object`` would implement a dunder method equivalent
|
||
to this::
|
||
|
||
def __has_value__(self):
|
||
return True
|
||
|
||
``NoneType`` would implement a dunder method equivalent to this::
|
||
|
||
def __has_value__(self):
|
||
return False
|
||
|
||
In the specification section, all uses of ``x is None`` would be replaces with
|
||
``not x.__has_value__()``.
|
||
|
||
This generalization would allow for domain-specific ``null`` objects to be
|
||
coalesced just like ``None``. For example the ``pyasn1`` package has a type
|
||
called ``Null`` that represents an ASN.1 ``null``::
|
||
|
||
>>> from pyasn1.type import univ
|
||
>>> univ.Null() ?? univ.Integer(123)
|
||
Integer(123)
|
||
|
||
However, as ``None`` is already defined as being the value that represents
|
||
"no value", and the current specification would not preclude switching to a
|
||
protocol in the future, this idea is rejected for now.
|
||
|
||
References
|
||
==========
|
||
|
||
.. [1] C# Reference: Operators
|
||
(https://msdn.microsoft.com/en-us/library/6a71f45d.aspx)
|
||
|
||
.. [2] A Tour of the Dart Language: Operators
|
||
(https://www.dartlang.org/docs/dart-up-and-running/ch02.html#operators)
|
||
|
||
|
||
Copyright
|
||
=========
|
||
|
||
This document has been placed in the public domain.
|
||
|
||
|
||
|
||
..
|
||
Local Variables:
|
||
mode: indented-text
|
||
indent-tabs-mode: nil
|
||
sentence-end-double-space: t
|
||
fill-column: 70
|
||
coding: utf-8
|
||
End:
|