Tribool: Three-Valued Logic
Tribool <http://www.grantjenks.com/docs/tribool/>
_ is an Apache2 licensed
Python module that implements three-valued logic.
Suppose for a moment that you're attempting to store a value across a network
connection. You begin with a simple protocol in which the server stores the
received value and then sends an acknowledgement to the client. In this
design, the client experiences a delay between when the request is sent and the
acknowledgement is received. In that delay, it is impossible for the client to
know whether the value has been committed on the server. In such cases, it's
useful to describe the commit state of the server from the client's perspective
as True, False, or Indeterminate.
Another example occurs in database systems. Consider a record that contains
a boolean field. Such a field may only be either True or False. But we want
to support the notion of committing a partial record in the case that the
record is large or the client does not have all relevant information. In this
scenario, we wish to commit neither True nor False as the value is currently
Unknown.
The Python Tribool module was designed for these cases by describing a logical
data type that supports three values: True, False, and Indeterminate. The third
value is best thought of as a state being either True or False. Given these
three values it's possible to define truth tables over the logical operators
and
, or
and not
and to define equality and inequality relationships.
Features
- Pure-Python (easy to hack with)
- Fully Documented
- 100% Test Coverage
- Pragmatic Design (mostly a few truth tables and thread-safe singleton pattern)
- Developed on Python 2.7
- Tested on CPython 2.6, 2.7, 3.2, 3.3, 3.4 and PyPy 2.5+, PyPy3 2.4+
Quickstart
Installing Tribool is simple with
pip <http://www.pip-installer.org/>
_::
$ pip install tribool
You can access documentation in the interpreter with Python's built-in help
function::
from tribool import Tribool
help(Tribool)
Tutorial
A Python Tribool may have any of three values::
from tribool import Tribool
Tribool(True) # True
Tribool('False') # False
Tribool(Tribool(None)) # Indeterminate
Those three values correspond to True, False and Indeterminate. To view that
value, convert the Tribool to a string::
print Tribool(True), Tribool(False), Tribool(None)
True False Indeterminate
The logical operators are also defined over these values. For example, the
result of negation::
for value in (True, False, None):
... print '~', Tribool(value), '=', ~Tribool(value)
~ True = False
~ False = True
~ Indeterminate = Indeterminate
Likewise for and
, or
, and xor
the operators involving only True and
False are unchanged. And mostly those involving Indeterminate result in
Indeterminate. For example::
True & Tribool(None) # True and Indeterminate = Indeterminate
Tribool(None)
False | Tribool(None) # False or Indeterminate = Indeterminate
Tribool(None)
None ^ Tribool(None) # Indeterminate xor Indeterminate = Indeterminate
Tribool(None)
But there are a couple cases where this is not so::
True | Tribool(None) # True or Indeterminate = True
Tribool(True)
False & Tribool(None) # False and Indeterminate = False
Tribool(False)
Notice that the bitwise-operators, &|^~
, have been used rather than the
short-circuiting and
, or
, not
. Python supports short-circuiting operators
only for boolean values and you cannot implicitly convert a Tribool to a
boolean. An attempt to do so will raise a ValueError
::
not Tribool(True)
Traceback (most recent call last):
...
ValueError: Cannot implicitly convert Tribool to bool (use the bitwise
(&, |, ^, ~) operators or insert a cast and use Tribool(...).value)
For this reason, you cannot directly use a Tribool in an if
statement::
if Tribool(True): pass
Traceback (most recent call last):
...
ValueError: Cannot implicitly convert Tribool to bool ...
To test the value of a Tribool, use the value
property::
print Tribool(True).value, Tribool(False).value, Tribool(None).value
True False None
(Tribool(None) | True).value is True
True
ready, committed = Tribool(True), Tribool(None)
if (ready & committed).value is not True:
... print 'Still waiting.'
Still waiting.
When the Tribool value is Indeterminate, the value
property will be None
.
For example::
status = Tribool(None)
Do something that will update status.
while status.value is None:
... time.sleep(1) # Busy-wait.
if status.value is True:
... print 'Success'
... else:
... print 'Error'
Tribools also work with equality/inequality relationships. Comparing Tribools
returns a Tribool because the result may be ambiguous. For the less-than and
greater-than relationships, True corresponds to 1 and False to 0 just as with
boolean data types. The Indeterminate value is either 0 or 1 which has some
unusual implications. Some example inequalities::
Tribool(False) < Tribool(True)
Tribool(True)
Tribool(False) == Tribool(False)
Tribool(True)
Tribool(False) > Tribool(True)
Tribool(False)
The unusual implication of the Indeterminate value is that it is not equal
to itself::
print Tribool(True) >= Tribool(None)
True
print Tribool(False) < Tribool(None)
Indeterminate
print Tribool(None) == Tribool(None)
Indeterminate
When an object is not equal to itself, strange things can happen. Fortunately
Python defines two notions of equality. The first is defined by the is
relationship and may not be overriden. The second is defined by the __eq__
method. To behave as value types, Tribool objects are singletons. Threrefore
two Tribools with the same value will have matching id
values. For example::
(id(Tribool(True)), id(Tribool(True)), id(Tribool(True)))
(4426760848, 4426760848, 4426760848)
(id(Tribool(None)), id(Tribool(None)), id(Tribool(None)))
(4426719568, 4426719568, 4426719568)
This is accomplished by overriding the __new__
constructor and implementing
a thread-safe singleton pattern. As singletons, Tribool objects are immutable
and comparable using the is
operator. Judicious use often results in code
that is more readable::
Succeeded, TryAgain = Tribool(True), Tribool(None)
status = Tribool(None)
while status is TryAgain:
... status = try_something()
if status is Succeeded:
... print 'Success!'
Tribool objects are also hashable and work inside dict
and map-like types::
display = {
... Tribool(True): 'Success',
... Tribool(False): 'Error',
... Tribool(None): 'Try Again',
... }
print display[Tribool(None)]
Try Again
A surprising result occurs however with containers. When using the in
operator, objects are tested for membership using equality. But this occurs
in several steps, the first of which is using the is
operator followed by
the __eq__
method. In case the __eq__
method fails to return a boolean-
typed value, an implicit conversion occurs which Tribool does not permit.
For example::
Success, Error, Unknown = map(Tribool, (True, False, None))
Success in [Success, Error, Unknown] # Works!
True
Error in [Success, Error, Unknown] # Fails
Traceback (most recent call last):
...
ValueError: Cannot implicitly convert Tribool to bool ...
The latter attempt fails because Error is Success
returns False and so
Error == Success
is tried. That returns Tribool(False)
which does not
have type bool
and so an implicit conversion occurs. To achieve the
affect of the in
operator use the any
built-in and a generator expression
like so::
statuses = [Success, Success, Unknown, Error]
any(status is Error for status in statuses)
True
To obey the singleton pattern, Tribool also implements the __copy__
and
__deepcopy__
methods as part of the copy
module protocol. Pickling is
another method of copying objects and so __reduce__
is implemented as part of
the pickle
protocol. Note also that Tribool inherits directly from tuple
to
prevent mutation of its internal state.
The Python Tribool module has many uses but it was originally designed to
support the notion of three-valued logic as found in SQL <http://en.wikipedia.org/wiki/Null_(SQL)>
. SQL defines similar rules for
its Null value type in logical expressions. Django's NullBooleanField <https://docs.djangoproject.com/en/stable/ref/models/fields/#nullbooleanfield>
is an example where these ideas intersect.
Some readers will be familiar with Boost.Tribool <http://www.boost.org/doc/libs/release/doc/html/tribool.html>
_, an
implementation of the Tribool datatype in C++. While the semantics of both
packages are the same, the design of the Boost implementation differs a great
deal. In particular, Boost defines a new indeterminate
keyword rather than
using the null
value in C++. An Indeterminate
object was considered in the
design of this module but discarded in favor of Python's built-in None
.
Reference and Indices
Tribool Documentation
_Tribool at PyPI
_Tribool at GitHub
_Tribool Issue Tracker
_
.. _Tribool Documentation
: http://www.grantjenks.com/docs/tribool/
.. _Tribool at PyPI
: https://pypi.python.org/pypi/tribool/
.. _Tribool at GitHub
: https://github.com/grantjenks/python_tribool/
.. _Tribool Issue Tracker
: https://github.com/grantjenks/python_tribool/issues/
License
Copyright 2015 Grant Jenks
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.