quasiquotes
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I'd just like to interject for a moment...
quasiquotes
|docs|
Blocks of non-python code sprinkled in for extra seasoning.
What is a quasiquote
An quasiquote is a new syntactical element that allows us to embed non
python code into our existing python code. The basic structure is as follows:
.. code-block:: python
coding: quasiquotes
[$name|some code goes here|]
This desuagars to:
.. code-block:: python
name.quote_expr("some code goes here", frame, col_offset)
where frame is the executing stack frame and col_offset is the column
offset of the quasiquoter.
This allows us to use slightly nicer syntax for our code.
The # coding: quasiquotes is needed to enable this extension.
The syntax is chosen to match haskell's quasiquote syntax from GHC 6.12. We need
to use the older syntax (with the $) because python's grammar would be
ambiguous without it at the quote open step. To simplify the tokenizer, we chose
to use slighly more verbose syntax.
We may also use statement syntax for quasiquotes in a modified with block:
.. code-block:: python
coding: quasiquotes
with $name: some code goes here
This desuagars to:
.. code-block:: python
name.quote_stmt(" some code goes here", frame, col_offset)
The c quasiquoter
The builtin c quasiquoter allows us to inline C code into our python.
For example:
.. code-block:: python
from quasiquotes.c import c def f(a): ... with $c: ... printf("%ld\n", PyLong_AsLong(a)); ... a = Py_None; ... Py_INCREF(a); ... print(a) ... f(0) 0 None f(1) 1 None
Here we can see that the quasiquoter can read from and write to the local scope.
We can also quote C expressions with the quote expression syntax.
.. code-block:: python
def cell_new(n): ... return [$c|PyCell_New(n);] ... cell_new(1) <cell at 0x7f8dde6cd5e8: int object at 0x7f8ddf956780>
Here we can see that the c quasiquoter is really convenient as a python
interface into the C API.
.. warning::
CPython uses a reference counting system to manage the lifetimes of objects. Code like:
.. code-block:: python
return [$|Py_None|]
can cause a potential segfault when None because it will have 1 less
reference than expected. Instead, be sure to remember to incref your
expressions with:
.. code-block:: python
return [$|Py_INCREF(Py_None); Py_None|]
You must also incref when reassigning names from the enclosing python scope.
For more information, see the
CPython docs <https://docs.python.org/3.6/c-api/refcounting.html>__.
The r quasiquoter
The optional r quasiquoter allows us to inline R code into our python.
For example:
.. code-block:: r
from quasiquotes.r import r def f(a): ... with $r: ... print(a) ... a <- 1 ... print(a) ... f(0) [1] 0
array([ 1.])
f(1) [1] 0
array([ 2.])
Here we can see that the quasiquoter can read from and write to the local scope.
.. note::
The return type is coerced to a numpy array of length one because there are no scalar types in R.
We can also quote R expressions with the quote expression syntax.
.. code-block:: python
def r_isna(df): ... return [$r|is.na(df)|] ... df = pd.DataFrame({'a': [1, 2, None], 'b': [4, None, 6]}) df a b 0 1 4 1 2 NaN 2 NaN 6 r_isna(df) array([[0, 0], [0, 1], [1, 0]], dtype=int32)
.. note::
The r quasiquoter is installed with pip install quasiquotes[r]
This will install rpy2 which is used to interface with R.
IPython Integration
We can use the c quasiquoter in the IPython repl or notebook as a cell or
line magic. When used as a line magic, it is quoted as an expression. When used
as a cell magic, it is quoted as a statement.
.. code-block:: python
In [1]: import quasiquotes.c
In [2]: a = 5
In [3]: %c PyObject *b = PyLong_FromLong(3); PyObject *ret = PyNumber_Add(a, b); Py_DECRE F(b); ret; Out[3]: 8
In [4]: %%c ...: printf("%ld + %ld = %ld\n", 3, PyLong_AsLong(a), PyLong_AsLong(_3)); ...: puts("reassigning 'a'"); ...: a = Py_None; ...: Py_INCREF(a); ...: 3 + 5 = 8 reassigning 'a'
In [5]: a is None Out[5]: True
.. |docs| image:: https://readthedocs.org/projects/quasiquotes/badge/?version=latest :target: http://quasiquotes.readthedocs.org/en/latest/