Can you edit normal .py scripts interactively in jupyterlab? - python

I'm thinking similar to atom with the hydrogen plugin?
When doing data science in Python I tend to get stuck in a "first create it in jupyter notebook, then re-create it in an actual python script so we can go into production". Using Atom i've been able to just create the code directly in a python script, but still have the great interactive features of jupyter.
I was really hoping that jupyterlab would be similar, but as far as i can tell, you only get the interactive features in the python notebooks and not in python scripts?

To write/save
%%writefile myfile.py
write/save cell contents into myfile.py (use -a to append). Another alias: %%file myfile.py
To run
%run myfile.py
run myfile.py and output results in the current cell
To load/import
%load myfile.py
load "import" myfile.py into the current cell
For more magic and help
%lsmagic
list all the other cool cell magic commands.
%COMMAND-NAME?
for help on how to use a certain command. i.e. %run?

You might like using the Spyder IDE for this. You can use it to edit and execute jupyter notebooks and python scripts:
https://docs.spyder-ide.org/current/plugins/notebook.html

Related

Import functions that use ipython magic

In ipython cells you can execute shell commands as follows:
ipython:
print("asdf")
!echo asdf
However, if you try to import this code from file,
asdf.py:
def asdf():
print("asdf")
!echo asdf
ipython:
from asdf import asdf
it results in an error.
!echo asdf
^
SyntaxError: invalid syntax
The use case for that is repetative massive scripts in google colab utilizing ffmpeg, wget, mount, e.t.c.
While you can use os.system or subprocess, they are not as interactive in providing real-time stdout.
Use case solution
If you want to reuse code that has ipython magic functions in it, simply use %run instead of the import.
ipython:
%run utils.ipynb
utils.ipynb:
def asdf():
print("asdf")
!echo asdf
Example above works fine.
Taken from this answer.
On reusing ipython code
Why the original question was an A-B problem of some kind? The reason is that you should not really drag ipython additional functionality to the pure python execution.
If you have a, let's say, google colab notebook with useful utils,
then just !wget it from the public link and %run it.
If you have a python script to execute, do a regular import on .py files.
Sure, there are ways to import .ipynb files to python code: Jupyter notebook's Notebook Loader, ipynb package, nbimporter package (but even the nbimporter's author says you should not really do that. Just convert your notebook to .py using VSCode or another tool).
So, if you use ipython research environment and features, just stick with it. Or switch to pure python environment with proper modules, testing, e.t.c.
Also, if you're struggling with doing wget:
file_id = "1xE8Db1zvQ7v-z13CO2qc3F6wJmtr3YHu" # can be extracted from public link
file_out_name = "utils.ipynb"
!wget "https://docs.google.com/uc?export=download&id=""$file_id" -O "$file_out_name"
However, on the problem of calling cmd, I see no way of executing shell commands interactively in python with one line. While subprocess can do that, it takes multiple lines to achieve.

Is it possible to make all Jupyter notebook cells of bash type by default?

I have only Bash cells in a certain Jupyter notebook which are run using the %%bash magic and it works as expected. However, it looks somewhat unpleasant having %%bash as the first line in all Bash cells and when converting to an HTML file through Markdown I have to clean up the %%bash in the cell as all cells in the notebook are Bash and I don't need to differentiate between Python and Bash.
Is there any plugin that would extend a type of a notebook cell making them all running as Bash without having %%bash written in the cells?
You can use the bash kernel. An example is the kernel for the first notebook in the listing, under ‘Start here the first time’, that comes up after clicking launch Cirocos here. Note ‘bash’ in upper right corner. Other notebooks in the set use the Python kernel.
Install directions here.

Using ipython exclamation point outside of ipython

I want to use the useful ! call-to-shell feature of ipython in regular python script, i.e. I want the following code:
for i in range(5):
!echo {i}
To work in an in-house python module that can be imported (thus simply using ! will not work).
I've tried using subprocess but wasn't able to get the output of the shell run into the Jupyter notebook, where most of our scripts are running at.
So, what I'm looking for is using ! functionality as an IPython import some how..

Is is possible to send code from text editor to existing ipython console

I am starting to learn python with sublime and ipython. They are cool tools and but I want a way to connect them.
I normally have a sublime and a IPython console open. Is there any command that I can run in sublime just send:
runfile('~\someExample.py', wdir='~\myDir')
to the running IPython console?
Thanks!
I edit in geany and use, in ipthon:
run myfile
to load and run myfile.py. ls and cd and pwd are available to check and change the directory.
I save the file from the editor, but I control the run from the ipython console.
If I just need to run the script, I could do a python myfile.py in the editor's terminal window, or maybe via the editor's execute shortcut. But the value in running the code in an existing ipython console is that I can interact with the newly loaded code and variables. I can examine variables, rerun functions with new values, etc.
There is a plugin to do this called SendCode; you can install it directly through the package manager.
As another answer mentioned, you can run some set of shell commands from within ipython, including execution of a file with run python_file.py, as well as other shell commands including cd, mkdir, rm, mv, etc.

IPython workflow (edit, run)

Is there a GUI for IPython that allows me to open/run/edit Python files? My way of working in IDLE is to have two windows open: the shell and a .py file. I edit the .py file, run it, and interact with the results in the shell.
Is it possible to use IPython like this? Or is there an alternative way of working?
When I'm working with python, I usually have two terminal windows open - one with IPython, and the other with a fairly customized Vim.
Two good resources:
http://blog.dispatched.ch/2009/05/24/vim-as-python-ide/
http://dancingpenguinsoflight.com/2009/02/python-and-vim-make-your-own-ide/
Though it sounds like what you want is IPython's magic function %ed/%edit:
An example of what you can do:
In [72]: %ed
IPython will make a temporary file named: c:\docume~1\wjwe312\locals~1\temp\ipython_edit_ar8veu.py
In the file I put:
x = "Hello World"
print 3
After saving and quitting the file:
Editing... done. Executing edited code...
3
Out[72]: "x = 'Hello world'\nprint 3\n"
In [73]: x
Out[73]: 'Hello world'
You can define functions or anything else - just remember that the contents of the file will be executed when you close it.
Another similar workflow is to cd to the directory containing your Python script that you're editing with your favorite editor. Then you can %run the script from within IPython and you'll have access to everything defined in the file. For instance, if you have the following in the file test.py in your /home/myself directory:
class Tester(object):
def __init__(self):
print "hi"
def knightme(name):
print "Hello, Sir ", name
Then you can do the following:
In [42]: cd /home/myself
/home/myself
In [43]: %run test.py # <Tab> autocomplete also works
In [44]: knightme('John')
Hello, Sir John
In [45]: t = Tester()
Hi
Either a mix or one of those workflows should give you something very similar to the way you're used to working in IDLE.
Spyder, previously known as SPyderlib / Spyder2
Pretty lightweight, fast and support almost all features you will ever need to work with a python project. It can edit and run .py files in an embedded IPython instance and then interact with them, set breakpoints, etc.
full-size
Try Spyder, I have spent all day trying to find an IDE which has the functionality of ipython and Spyder just kicks it out of the park..
Autocomplete is top notch right from install, no config files and all that crap, and it has an Ipython terminal in the corner for you to instantly run your code.
big thumbs up
Take a look at DreamPie. Might be what you are looking for.
Personally, I like PyScripter. Unfortunately, it only works on Windows, but also runs perfectly in Wine.
The latest version of IdleX supports IPython within IDLE, as well as the %edit magic. You can run your files from the IDLE editor within the IPython shell many ways, either by F5 (run everything), F9 (run a selection), or Ctrl+Enter (run a subcode).
sudo apt-get install ipython
Once you are done with installing ipython.
Start ipython from terminal (just hit ipython in the ternminal)
To run ravi.py file all you need to do is
%run ravi.py
If you like the work-flow under Matlab, then you probably should try the following two:
1, Try the combination of Spyder and Vim.
Edit python files in Vim (Spyder can reload the file automatically)
Run the code in Spyder (in the same interpreter, which is important for me):
Use F9 to run the current file
Ctrl+F9 to run the selected block
2, Use Vim + conque-shell. (on google code)
Open your preferred Python interpreter in Vim,
e.g., just :ConqueTermSplit python.
then visual select some Python code
press F9 to paste and run it in the Python interpreter buffer.
Note: a few more:
:ConqueTermVSplit python,
:ConqueTerm python
:ConqueTermVSplit rlwrap python
If your interpretor misses readline, you can use rlwrap.
You might like PySlices...
It's kind of a shell/editor hybrid that lets you save your session as special (barely) modified python files called .pyslice files.
It's now part of wxPython, so just install that (v2.8.11 or later) and run "python -m wx.py.PySlices" on the command line to launch it.
That said, I still end up using an external editor for scripts (geany).
I want to suggest excellent plugin for vim that makes two-way integration between Vim and IPython: vim-ipython.
From project page on http://github.com/ivanov/vim-ipython:
Using this plugin, you can send lines or whole files for IPython to execute, and also get back object introspection and word completions in Vim, like what you get with: object? and object. in IPython.
This plugin has one big limitation: it doesn't support python 3 (it's planned).
Personally, I use what #Wayne suggested, a combination of vim and ipython...
However, if you'd prefer a different approach, take a look at spyder.
As of the latest version (1.1) ipython should be fully integrated. If you download an earlier version, things will work fine with ipython as an external shell, but you won't get a few of spyder's nifty features (like viewing all of the currently defined variables in the workspace window).
Spyder is definitely a bit heavyweight, but it's an interesting project.
Another (very, very, new) similar project to take a look at is iep. It will (sort-of) work with ipython as shell, and I'd be willing to be bet that nicer ipython integration will be along before too long. At any rate, iep is essentially a more lightweight alternative to spyder.
Both of these are oriented towards scientific computing, and so have nice integration with things like matplotlib (and thus can automatically run gui main loops in a seperate thread). They're not quite like "normal" IDE's but they may fill the niche you're looking for quite nicely.
You can use the autoreload module in IPython to automatically reload code.
Open jupyter qtconsole or jupyter console and type:
%load_ext autoreload
%autoreload 2
from your_work_file import *
Now every time you save your_work_file.py, it will be automatically reloaded.
Hint: if you want this to happen automatically, put the followinglines in your ipython_config.py file:
c.InteractiveShellApp.extensions = ['autoreload']
c.InteractiveShellApp.exec_lines = ['%autoreload 2']
Try Ptpython. It has much better integration with VIM. You can directly edit in VIM by just pressing V. It also allows browsing your history.. so you can pretty much code in the shell, and incrementally build up your code.
If you are already familiar with ipython, you can check the advantages of ptpython here:
https://www.youtube.com/watch?v=XDgIDslyAFM
I just use the exclamation mark (!) to run vi as a shell command
In [1]: !vi myScript.py
and when done with editing I just quit vi to get back to the Ipython shell.
To run the script one can then use
In [2]: %run myScript.py
as suggested in another answer and not !python ... because the Python version in ipython might be different from the one in the underlying shell.
If you want to dump some code in a file use the magic %%writefile
In [3]:%%writefile myScript.py
...: print("hello")
...:
...:
Be careful because this will overwrite myScript.py. To append use %%writefile -a.

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