Calling from Python

Calling Julia and CMBLensing.jl directly from Python is very transparent. This is made possible by the PyJulia package. You can install it into your Python environment with, e.g.:

$ pip install --user julia

Important: If your Python executable is statically-linked (this is quite often the case, e.g. its the default on Ubuntu and Conda) you need one extra step. Basically, instead of running python or ipython at the command line to launch your interpreter, run python-jl or python-jl -m IPython, respectively. If you use Jupyter, you'll need to edit your kernel.json file (you can find its location via jupyter kernelspec list) and change it to use python-jl.

The wrapper script python-jl does some special initializion but otherwise drops you into the Python/IPython interpreter that you are familiar with.

The PyJulia docs also give instructions on how to install a dynamically-linked Python executable which is the most ideal solution, and only slightly more work than above.

Basics of calling Julia

Once PyJulia is installed, you can access any Julia package Foo from the Python package julia.Foo, and everything pretty much works the same.

import julia.Base

julia.Base.cos(1) # <--- this is Julia's cosine function

0.5403023058681398

You can also run arbitrary Julia code with the %julia cell magic (this is helpful if you want to use Julia language features or syntax which don't exist in Python):

%load_ext julia.magic

Initializing Julia interpreter. This may take some time...

For example, 1:10 is not valid Python syntax, but we can do:

%julia 1:10

range(1, 11)

The cell magic lets you interpolate values from Python into the Julia expression, which can be a convenient way to pass values back and forth:

x = %julia 1 + 2

%julia 2 * $x

6

Calling CMBLensing.jl

Via magic

The most robust way to call CMBLensing.jl from Python is just to wrap everything in Julia magic and interpolate things back and forth as-needed. Lets try and follow the Lensing a flat-sky map example from Python. First, we load the package:

%%julia
using CMBLensing

Next, we simulate some data:

%%julia
@unpack f,ϕ = load_sim(
    θpix  = 2,
    Nside = 256,
    T     = Float32,
    pol   = :I
);

Similarly, the rest of the commands from that example will work in Python if just called via Julia magic.

At any point, you can do whatever you'd like with any of the results stored in Julia variables, e.g. transferring the simulated maps back as Python arrays,

f = %julia f[:Ix]
f

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