##// END OF EJS Templates
Merge pull request #8778 from SylvainCorlay/Meta...
Merge pull request #8778 from SylvainCorlay/Meta Use isinstance to check for types

File last commit:

r21008:bf5fb3f5
r21631:3ac9be53 merge
Show More
Importing Notebooks.ipynb
523 lines | 13.1 KiB | text/plain | TextLexer
/ examples / Notebook / Importing Notebooks.ipynb
MinRK
add Importing Notebooks example
r11699 {
Min RK
upate exmaple notebooks to nbformat v4
r18669 "cells": [
MinRK
add Importing Notebooks example
r11699 {
Min RK
upate exmaple notebooks to nbformat v4
r18669 "cell_type": "markdown",
"metadata": {},
"source": [
"# Importing IPython Notebooks as Modules"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is a common problem that people want to import code from IPython Notebooks.\n",
"This is made difficult by the fact that Notebooks are not plain Python files,\n",
"and thus cannot be imported by the regular Python machinery.\n",
"\n",
"Fortunately, Python provides some fairly sophisticated [hooks](http://www.python.org/dev/peps/pep-0302/) into the import machinery,\n",
"so we can actually make IPython notebooks importable without much difficulty,\n",
"and only using public APIs."
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import io, os, sys, types"
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
"outputs": [],
"source": [
Pietro Battiston
Provide the notebook being imported with "get_ipython"
r21008 "from IPython import get_ipython\n",
Min RK
upate exmaple notebooks to nbformat v4
r18669 "from IPython.nbformat import current\n",
"from IPython.core.interactiveshell import InteractiveShell"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Import hooks typically take the form of two objects:\n",
"\n",
"1. a Module **Loader**, which takes a module name (e.g. `'IPython.display'`), and returns a Module\n",
"2. a Module **Finder**, which figures out whether a module might exist, and tells Python what **Loader** to use"
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def find_notebook(fullname, path=None):\n",
" \"\"\"find a notebook, given its fully qualified name and an optional path\n",
" \n",
" This turns \"foo.bar\" into \"foo/bar.ipynb\"\n",
" and tries turning \"Foo_Bar\" into \"Foo Bar\" if Foo_Bar\n",
" does not exist.\n",
" \"\"\"\n",
" name = fullname.rsplit('.', 1)[-1]\n",
" if not path:\n",
" path = ['']\n",
" for d in path:\n",
" nb_path = os.path.join(d, name + \".ipynb\")\n",
" if os.path.isfile(nb_path):\n",
" return nb_path\n",
" # let import Notebook_Name find \"Notebook Name.ipynb\"\n",
" nb_path = nb_path.replace(\"_\", \" \")\n",
" if os.path.isfile(nb_path):\n",
" return nb_path\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Notebook Loader"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we have our Notebook Loader.\n",
"It's actually quite simple - once we figure out the filename of the module,\n",
"all it does is:\n",
"\n",
"1. load the notebook document into memory\n",
"2. create an empty Module\n",
"3. execute every cell in the Module namespace\n",
"\n",
"Since IPython cells can have extended syntax,\n",
"the IPython transform is applied to turn each of these cells into their pure-Python counterparts before executing them.\n",
"If all of your notebook cells are pure-Python,\n",
"this step is unnecessary."
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"class NotebookLoader(object):\n",
" \"\"\"Module Loader for IPython Notebooks\"\"\"\n",
" def __init__(self, path=None):\n",
" self.shell = InteractiveShell.instance()\n",
" self.path = path\n",
" \n",
" def load_module(self, fullname):\n",
" \"\"\"import a notebook as a module\"\"\"\n",
" path = find_notebook(fullname, self.path)\n",
" \n",
" print (\"importing IPython notebook from %s\" % path)\n",
" \n",
" # load the notebook object\n",
" with io.open(path, 'r', encoding='utf-8') as f:\n",
" nb = current.read(f, 'json')\n",
" \n",
" \n",
" # create the module and add it to sys.modules\n",
" # if name in sys.modules:\n",
" # return sys.modules[name]\n",
" mod = types.ModuleType(fullname)\n",
" mod.__file__ = path\n",
" mod.__loader__ = self\n",
Pietro Battiston
Provide the notebook being imported with "get_ipython"
r21008 " mod.__dict__['get_ipython'] = get_ipython\n",
Min RK
upate exmaple notebooks to nbformat v4
r18669 " sys.modules[fullname] = mod\n",
" \n",
" # extra work to ensure that magics that would affect the user_ns\n",
" # actually affect the notebook module's ns\n",
" save_user_ns = self.shell.user_ns\n",
" self.shell.user_ns = mod.__dict__\n",
" \n",
" try:\n",
" for cell in nb.worksheets[0].cells:\n",
" if cell.cell_type == 'code' and cell.language == 'python':\n",
" # transform the input to executable Python\n",
" code = self.shell.input_transformer_manager.transform_cell(cell.input)\n",
" # run the code in themodule\n",
" exec(code, mod.__dict__)\n",
" finally:\n",
" self.shell.user_ns = save_user_ns\n",
" return mod\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Module Finder"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The finder is a simple object that tells you whether a name can be imported,\n",
"and returns the appropriate loader.\n",
"All this one does is check, when you do:\n",
"\n",
"```python\n",
"import mynotebook\n",
"```\n",
"\n",
"it checks whether `mynotebook.ipynb` exists.\n",
"If a notebook is found, then it returns a NotebookLoader.\n",
"\n",
"Any extra logic is just for resolving paths within packages."
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"class NotebookFinder(object):\n",
" \"\"\"Module finder that locates IPython Notebooks\"\"\"\n",
" def __init__(self):\n",
" self.loaders = {}\n",
" \n",
" def find_module(self, fullname, path=None):\n",
" nb_path = find_notebook(fullname, path)\n",
" if not nb_path:\n",
" return\n",
" \n",
" key = path\n",
" if path:\n",
" # lists aren't hashable\n",
" key = os.path.sep.join(path)\n",
" \n",
" if key not in self.loaders:\n",
" self.loaders[key] = NotebookLoader(path)\n",
" return self.loaders[key]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Register the hook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we register the `NotebookFinder` with `sys.meta_path`"
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sys.meta_path.append(NotebookFinder())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"After this point, my notebooks should be importable.\n",
"\n",
"Let's look at what we have in the CWD:"
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "outputs": [],
Min RK
upate exmaple notebooks to nbformat v4
r18669 "source": [
"ls nbpackage"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So I should be able to `import nbimp.mynotebook`.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Aside: displaying notebooks"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is some simple code to display the contents of a notebook\n",
"with syntax highlighting, etc."
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "outputs": [],
Min RK
upate exmaple notebooks to nbformat v4
r18669 "source": [
"from pygments import highlight\n",
"from pygments.lexers import PythonLexer\n",
"from pygments.formatters import HtmlFormatter\n",
"\n",
"from IPython.display import display, HTML\n",
"\n",
"formatter = HtmlFormatter()\n",
"lexer = PythonLexer()\n",
"\n",
"# publish the CSS for pygments highlighting\n",
"display(HTML(\"\"\"\n",
"<style type='text/css'>\n",
"%s\n",
"</style>\n",
"\"\"\" % formatter.get_style_defs()\n",
"))"
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "outputs": [],
Min RK
upate exmaple notebooks to nbformat v4
r18669 "source": [
"def show_notebook(fname):\n",
" \"\"\"display a short summary of the cells of a notebook\"\"\"\n",
" with io.open(fname, 'r', encoding='utf-8') as f:\n",
" nb = current.read(f, 'json')\n",
" html = []\n",
" for cell in nb.worksheets[0].cells:\n",
" html.append(\"<h4>%s cell</h4>\" % cell.cell_type)\n",
" if cell.cell_type == 'code':\n",
" html.append(highlight(cell.input, lexer, formatter))\n",
" else:\n",
" html.append(\"<pre>%s</pre>\" % cell.source)\n",
" display(HTML('\\n'.join(html)))\n",
"\n",
"show_notebook(os.path.join(\"nbpackage\", \"mynotebook.ipynb\"))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So my notebook has a heading cell and some code cells,\n",
"one of which contains some IPython syntax.\n",
"\n",
"Let's see what happens when we import it"
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "outputs": [],
Min RK
upate exmaple notebooks to nbformat v4
r18669 "source": [
"from nbpackage import mynotebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hooray, it imported! Does it work?"
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "outputs": [],
Min RK
upate exmaple notebooks to nbformat v4
r18669 "source": [
"mynotebook.foo()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hooray again!\n",
"\n",
"Even the function that contains IPython syntax works:"
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "outputs": [],
Min RK
upate exmaple notebooks to nbformat v4
r18669 "source": [
"mynotebook.has_ip_syntax()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Notebooks in packages"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We also have a notebook inside the `nb` package,\n",
"so let's make sure that works as well."
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "outputs": [],
Min RK
upate exmaple notebooks to nbformat v4
r18669 "source": [
"ls nbpackage/nbs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the `__init__.py` is necessary for `nb` to be considered a package,\n",
"just like usual."
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "outputs": [],
Min RK
upate exmaple notebooks to nbformat v4
r18669 "source": [
"show_notebook(os.path.join(\"nbpackage\", \"nbs\", \"other.ipynb\"))"
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "outputs": [],
Min RK
upate exmaple notebooks to nbformat v4
r18669 "source": [
"from nbpackage.nbs import other\n",
"other.bar(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So now we have importable notebooks, from both the local directory and inside packages.\n",
"\n",
"I can even put a notebook inside IPython, to further demonstrate that this is working properly:"
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import shutil\n",
"from IPython.utils.path import get_ipython_package_dir\n",
"\n",
"utils = os.path.join(get_ipython_package_dir(), 'utils')\n",
"shutil.copy(os.path.join(\"nbpackage\", \"mynotebook.ipynb\"),\n",
" os.path.join(utils, \"inside_ipython.ipynb\")\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and import the notebook from `IPython.utils`"
]
},
{
"cell_type": "code",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "execution_count": null,
Min RK
upate exmaple notebooks to nbformat v4
r18669 "metadata": {
"collapsed": false
},
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "outputs": [],
Min RK
upate exmaple notebooks to nbformat v4
r18669 "source": [
"from IPython.utils import inside_ipython\n",
"inside_ipython.whatsmyname()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This approach can even import functions and classes that are defined in a notebook using the `%%cython` magic."
]
MinRK
add Importing Notebooks example
r11699 }
Min RK
upate exmaple notebooks to nbformat v4
r18669 ],
"metadata": {
"gist_id": "6011986",
Min RK
add kernel metadata to example notebooks
r20278 "kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
Jonathan Frederic
A LOT OF CLEANUP IN examples/Notebook
r20536 "version": "3.4.3"
Min RK
add kernel metadata to example notebooks
r20278 }
Min RK
upate exmaple notebooks to nbformat v4
r18669 },
"nbformat": 4,
"nbformat_minor": 0
Min RK
add kernel metadata to example notebooks
r20278 }