How to use Panel with VS Code

Running Your Panel App

You can use the multi-command extension to configure a keyboard short cut to execute panel serve <> with livereload.

You start by installing the multi-command extension and adding the configuration shown to your settings.json file.

_images/vscode_multi-command.pngVS Code multi-command

    "command": "multiCommand.panelActiveFile",
    "label": "Panel: Run Active File",
    "description": "Panel run active file in active terminal",
    "sequence": [
            "command": "workbench.action.terminal.sendSequence",
            "args": {
                "text": "python -m panel serve '${relativeFile}' --dev --show\u000D"

Then you can execute your panel serve command via the command palette (CTRL+SHIFT+P)

_images/vscode_multi-command_execute.pngVS Code multi-command execute

_images/vscode_multi-command_panel_serve.pngVS Code multi-command Panel serve

Or you can setup a keyboard shortcut in your keybindings.json file to serve Panel

_images/vscode_open_keyboardshortcuts.pngVS Code open keyboard settings

_images/vscode_keybindings_json.pngVS Code keybindings

    "key": "ctrl+m ctrl+p",
    "command": "multiCommand.panelActiveFile",

_images/vscode_terminal.pngVS Code terminal

Please note that I run

  • panel serve as a module via python -m because its needed on Windows to make the livereload work via the --dev option. See Panel Issue 790.
  • with the --show option to open a new tab in my browser after the server reload. It saves me a click to Reload the page.
  • I have opened Bokeh Issue 9501 to suggest a faster reload of the server and an automatic refresh of the browser tab. Please upvote if you like it.


Manual Debugging

You can debug mannually by inserting a breakpoint() (Python 3.7+) or import pdb;pdb.set_trace() (Python 3.6 or below) in your code.

Please note that I often experience that my terminal freezes during debugging of Panel apps. So inserting a breakpoint() manually is not something I often do. As an alternative I might use a print or logging.debug statement for debugging.

_images/vscode_breakpoint.pngDebugging via breakpoint

Integrated Debugging

You can also use the integrated debugger in VS Code via the ptvsd Python package

Debugging with ptvsd on Windows with python 3.7.4 is working really well but there are reports in the Streamlit community that running ptvsd on ubuntu 18.04.3 LTS with Python 3.6.8 does not work. See Streamlit Issue 648.

First you should pip install ptvsd.

Then you need to insert the following snippet in your <your-app_name>.py file.

import ptvsd
ptvsd.enable_attach(address=('localhost', 5678))
ptvsd.wait_for_attach() # Only include this line if you always want to attach the debugger

Then you should configure your Remote Attach: debug PTVSD option

_images/vscode_add_configuration.pngAdd Configuration

_images/vscode_select_debugging_configuration.pngDebug Configuration

and update to the below in your launch.json file. Please make sure that you manually insert the redirectOutput setting below.

    "name": "Python: Remote Attach",
    "type": "python",
    "request": "attach",
    "port": 5678,
    "host": "localhost",
    "justMyCode": true,
    "redirectOutput": true,
    "pathMappings": [
            "localRoot": "${workspaceFolder}",
            "remoteRoot": "."

Please note that by default you will be debugging your own code only. If you want to debug into for example the panel code, then you can change the justMyCode setting from true to false.

Then you can start your Panel app

panel serve <your-app_name>.py

Finally you can attach the debugger by clicking the debugger play button

_images/vscode_python_remote_attach.pngPython remote attach

and you can debug away.

Please note, that you need to re-attach the debugger when the server reloads.

Using a ptvsd snippet

You can create a snippet in your python.json snippet configuration to insert the import ptvsd... code.

_images/vscode_configure_user_snippet.pngptvsd code snippet

_images/vscode_configure_user_snippet_python.pngptvsd code snippet

_images/vscode_ptvsd_snippet.pngptvsd code snippet

"ptvsd": {
    "prefix": "ptvsd debugging snippet",
    "body": [
        "import ptvsd",
        "ptvsd.enable_attach(address=('localhost', 5678))",
        "print('Ready to attach the VS Code debugger')",
        "ptvsd.wait_for_attach() # Only include this line if you always want to attach the debugger",
    "description": "Inserts snippet to setup debugging via ptvsd"

Using a dedicated file for debugging

Adding and removing the ptvsd code above can be cumbersome. So a usefull trick is to setup a dedicated file for debugging.

Assuming your file has a def main(): function, then your file could look as follows

"""Use this module for development with VS Code and the integrated debugger"""
import ptvsd
import panel as pn

print("Ready to attach the VS Code debugger")

ptvsd.enable_attach(address=("localhost", 5678))

import app


then you run panel serve instead of panel serve and attach the debugger.

For a use case see my and files.

Using the integrated Debugging Console

When you are running your integrated debugging in VS Code, you can use the Debugging Console with Panel. Then you can write dataframes and charts to the browser window and take a better look at your data, than you can in VS Code. You can also add or remove a Viewable to and from any layout.

_images/vscode_debugging_console1.pngImport Panel

_images/vscode_debugging_console2.pngImport Panel

You should also remember to print your dataframes to the debugger console to get a useable formatting.

_images/vscode_print_nice_dataframe.pngNice Print of DataFrame

Increasing the log level

You can add --log-level=debug to your panel serve command to increase the level of logging from panel it self.

Additional Resources

The Debugging section been developed on top of many great sources