aimagic 0.1.0

AI magic

aimagic

Install

Clone this repo, and then:

cd aimagic
pip install -e .
mkdir -p $VIRTUAL_ENV/share/jupyter/nbextensions
rm -f $VIRTUAL_ENV/share/jupyter/nbextensions/nbmeta.js
ln -s ${PWD}/static/nbmeta.js $VIRTUAL_ENV/share/jupyter/nbextensions/
mkdir -p $VIRTUAL_ENV/etc/jupyter/nbconfig/notebook.d
rm -f $VIRTUAL_ENV/etc/jupyter/nbconfig/notebook.d/nbmeta.json
ln -s ${PWD}/jupyter-config/nbmeta.json $VIRTUAL_ENV/etc/jupyter/nbconfig/notebook.d/
export JUPYCFG=$(jupyter --config-dir)
mkdir -p $JUPYCFG/serverconfig
cp customizations/notebook.json $JUPYCFG/serverconfig/

Optional extras:

rm -f $JUPYCFG/custom/custom.css
mkdir -p $JUPYCFG/custom
cp customizations/custom.css $JUPYCFG/custom/

…then restart jupyter

To have the magic available automatically in all notebooks, run:

aimagic_install

You can check it worked:

cat ~/.ipython/profile_default/ipython_config.py
# should print: c.InteractiveShellApp.extensions.append('aimagic')

If you want to tweak the look of aimagic uncomment the line that adds the custom.css file to the custom subdirectory in your jupyter config directory.

NB: this project requires nbclassic, or a notebook version less than 7. It doesn’t work on Jupyter Lab, vscode, etc.

Other useful extensions

You might also like to add these extensions:

pip install nbclassic-collapsible-headings nbclassic-toc2

nbclassic-gist-it has to be installed from a local directory, at least for now, so cd to your git repo folder and run:

# First set $GIST_TOKEN or $GITHUB_TOKEN to a github token with access to gist
git clone [e-mail]:AnswerDotAI/nbclassic-gist-it.git
cd nbclassic-gist-it
pip install .

How to use

If you didn’t run aimagic_install, then load the extension in your notebook:

%load_ext aimagic

Then you can start asking the LLM questions. You’ll need the standard LLM environment vars set up. You can call %ai as a line magic, which is what we use for commands that don’t actually call AI, whereas %%ai is used as a cell magic to ask the model a question.

If we %ai reset, then a new dialog is created.

Nifty features

%ai (line magic) commands

command	description	usage
obj	return the magic object	o = %ai obj
dialog	create a markdown cell containing the dialog up to the previous cell	%ai dialog

Put %ai skip as the first line of a cell, and that cell will be skipped when creating Claude’s dialog. Other than that, the cell runs in the usual way.

%%ai (cell magic) options

These options all also require that you include text on lines underneath the %%ai line.

option	description	usage
-t	see the prompt that is created for you. see below for more info.	%%ai -t
-nv	don’t include vars in the ai context	%%ai -nv

Trace your prompt

Add -t after your %%ai calls (e.g. %%aip -t) to see the trace – i.e. to see the prompt that is created for you. Or, to see the entire session exactly as it’s sent to Claude, set this env var:

import os
os.environ['ANTHROPIC_LOG'] = 'debug'

Keyboard Shortcuts

Here’s a list of keyboard shortcuts you can use to improve your workflow. If you haven’t done so already follow the steps in the Customizations section above to setup the keyboard shortcuts.

name	description	mode	multicell	shortcut
disable ai	add a 0 to an ai cell magic which disables the call to the ai	command	yes	q,d
extract code blocks	extract code blocks from the ai reply (must be used on the reply cell)	command	no	q,w
skip cell	add %ai skip to the top of all selected cells, which removes them from the ai context	command	yes	q.s
create ai cell magic	prefix the selected cell with %%ai	command	no	q,1

Note:

• to make first time setup as easy as possible read the Customization section further up in the readme.
• the keyboard shortcut for each command above can be edited in Edit Keyboard Shortcuts.
• on multicell shortcuts such as skip cell, all cells will be set to the desired state of the first selected cell.

Troubleshooting

If any of the keyboard shortcuts above are not working, it’s possible that they are clashing with one of your existing shortcuts. To see if this is the case:

1. Go to Help in the navbar and open up Edit Keyboard Shortcuts.
2. Confirm that the commands (e.g. disable ai) are listed. They should be towards the bottom of the list.
3. If the commands are listed but no keys are next to add shortcut then a clash has occurred.
4. In many cases you can resolve this by scrolling up to the close pager command and removing its shortcut by clicking x.
5. If you refresh your browser, and check Edit Keyboard Shortcuts again, the shortcuts for each command should be populated.