PyCaret is an open-source, low-code machine learning library in Python that automates machine learning workflows.
carrot has pluggable messaging back-ends, so it is possible to support several messaging systems. Currently, there is support for AMQP (py-amqplib, pika), STOMP (python-stomp). There's also an in-memory backend for testing purposes, using the Python queue module.
A caret (^) is a symbol that has a variety of uses in different fields, such as mathematics or computer programming. In writing, carets are most commonly used in proofreading.
Decorators. The main use case of the symbol @ in Python are decorators. In Python, a decorator extends the functionality of an existing function or class.
It's a bitwise XOR (exclusive OR).
It results to true if one (and only one) of the operands (evaluates to) true.
To demonstrate:
>>> 0^0
0
>>> 1^1
0
>>> 1^0
1
>>> 0^1
1
To explain one of your own examples:
>>> 8^3
11
Think about it this way:
1000 # 8 (binary) 0011 # 3 (binary) ---- # APPLY XOR ('vertically') 1011 # result = 11 (binary)
It invokes the __xor__()
or __rxor__()
method of the object as needed, which for integer types does a bitwise exclusive-or.
It's a bit-by-bit exclusive-or. Binary bitwise operators are documented in chapter 5 of the Python Language Reference.
Generally speaking, the symbol ^
is an infix version of the __xor__
or __rxor__
methods. Whatever data types are placed to the right and left of the symbol must implement this function in a compatible way. For integers, it is the common XOR
operation, but for example there is not a built-in definition of the function for type float
with type int
:
In [12]: 3 ^ 4
Out[12]: 7
In [13]: 3.3 ^ 4
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-13-858cc886783d> in <module>()
----> 1 3.3 ^ 4
TypeError: unsupported operand type(s) for ^: 'float' and 'int'
One neat thing about Python is that you can override this behavior in a class of your own. For example, in some languages the ^
symbol means exponentiation. You could do that this way, just as one example:
class Foo(float):
def __xor__(self, other):
return self ** other
Then something like this will work, and now, for instances of Foo
only, the ^
symbol will mean exponentiation.
In [16]: x = Foo(3)
In [17]: x
Out[17]: 3.0
In [18]: x ^ 4
Out[18]: 81.0
When you use the ^
operator, behind the curtains the method __xor__
is called.
a^b
is equivalent to a.__xor__(b)
.
Also, a ^= b
is equivalent to a = a.__ixor__(b)
(where __xor__
is used as a fallback when __ixor__
is implicitly called via using ^=
but does not exist).
In principle, what __xor__
does is completely up to its implementation. Common use cases in Python are:
Demo:
>>> a = {1, 2, 3}
>>> b = {1, 4, 5}
>>> a^b
{2, 3, 4, 5}
>>> a.symmetric_difference(b)
{2, 3, 4, 5}
Demo:
>>> a = 5
>>> b = 6
>>> a^b
3
Explanation:
101 (5 decimal)
XOR 110 (6 decimal)
-------------------
011 (3 decimal)
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