How Can I Import One Jupyter Notebook Into Another
Solution 1:
Yes, you can add all of that code to a notebook if you want.
And yes, you shouldn't do so as a general solution.
A notebook is a complicated structure, as alluded to in the details of the text (I think it's JSON). It can contain python code, it can contain magics - cython, bash, latex and more - which would not be understood by the Python kernel. Essentially you have to replicate a portion of the functionality of the normal Python import process, as natively Python won't understand there is Python code inside an Ipython notebook.
However ... normally if you have a significant amount of Python code you would split it into modules, and then import the modules. These work as normal, because it is a normal Python import.
For example, once the code has been loaded to tell it how to understand what a notebook is, the actual import is only
import nbpackage.mynotebook
We can use the same technique with the module import code - find_notebook
and NotebookLoader
can be put into a helper module (e.g. helper.py
), and all you would have to do is, from within your notebook, use from helper import NotebookFinder
.
I suspect you'd still have to call sys.meta_path.append(NotebookFinder())
from inside your notebook along with the import.
Here is a specific example of how you can use the import capabilities to create an API drawn from a notebook:
Create a notebook. We'll call it scanner.ipynb
:
import os, sys
defscanner(start):
for root, dirs,files in os.walk(start):
# remove any already processed fileif'done'in dirs:
dirs.remove('done')
for names in files:
name, ext = os.path.splitext(names)
# only interested in media filesif ext == '.mp4'or ext == '.mkv':
print(name)
Create a regular python file called reuse.py
. This is your general re-usable Ipython import module:
#! /usr/env/bin python# *-* coding: utf-8 *-*import io, os, sys, types
from IPython import get_ipython
from nbformat import read
from IPython.core.interactiveshell import InteractiveShell
deffind_notebook(fullname, path=None):
"""find a notebook, given its fully qualified name and an optional path
This turns "foo.bar" into "foo/bar.ipynb"
and tries turning "Foo_Bar" into "Foo Bar" if Foo_Bar
does not exist.
"""
name = fullname.rsplit('.', 1)[-1]
ifnot path:
path = ['']
for d in path:
nb_path = os.path.join(d, name + ".ipynb")
if os.path.isfile(nb_path):
return nb_path
# let import Notebook_Name find "Notebook Name.ipynb"
nb_path = nb_path.replace("_", " ")
if os.path.isfile(nb_path):
return nb_path
classNotebookLoader(object):
"""Module Loader for Jupyter Notebooks"""def__init__(self, path=None):
self.shell = InteractiveShell.instance()
self.path = path
defload_module(self, fullname):
"""import a notebook as a module"""
path = find_notebook(fullname, self.path)
print ("importing Jupyter notebook from %s" % path)
# load the notebook objectwith io.open(path, 'r', encoding='utf-8') as f:
nb = read(f, 4)
# create the module and add it to sys.modules# if name in sys.modules:# return sys.modules[name]
mod = types.ModuleType(fullname)
mod.__file__ = path
mod.__loader__ = self
mod.__dict__['get_ipython'] = get_ipython
sys.modules[fullname] = mod
# extra work to ensure that magics that would affect the user_ns# actually affect the notebook module's ns
save_user_ns = self.shell.user_ns
self.shell.user_ns = mod.__dict__
try:
for cell in nb.cells:
if cell.cell_type == 'code':
# transform the input to executable Python
code = self.shell.input_transformer_manager.transform_cell(cell.source)
# run the code in themoduleexec(code, mod.__dict__)
finally:
self.shell.user_ns = save_user_ns
return mod
classNotebookFinder(object):
"""Module finder that locates Jupyter Notebooks"""def__init__(self):
self.loaders = {}
deffind_module(self, fullname, path=None):
nb_path = find_notebook(fullname, path)
ifnot nb_path:
return
key = path
if path:
# lists aren't hashable
key = os.path.sep.join(path)
if key notin self.loaders:
self.loaders[key] = NotebookLoader(path)
return self.loaders[key]
Create your specific API file that connects the loader above with the notebook above. Call it scan_api.py
:
# Note the python import hereimport reuse, sys
# This is the Ipython hook
sys.meta_path.append(reuse.NotebookFinder())
import scanner
# And now we can drawn upon the code
dir_to_scan = "/username/location"
scanner.scanner(dir_to_scan)
Solution 2:
Simple Solution with 2 lines of code
Use 'nbimporter' package in python for importing another notebook A (or its function) in notebook B. You can install 'nbimporter' by using the command - pip install nbimporter
Assume there are two Notebooks A.ipynb and B.ipynb. we are trying to import Notebook A (or its function) inside B Code sample below should solve the issue.
Inside Notebook B.ipynb
import nbimporter
import A # or dothis --> from A import func1
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