Pipeline crash when using rtspsrc on Python debug (VSCode - debugpy)

I am running RTSP stream in a .devcontainer in VSCode, in Python.
When running in release mode all works perfectly.
When I run in debug mode, soon after setting pipeline to PLAY, I get total crash.
Sometimes this message appears, but I have no clue where it comes from:

terminate called after throwing an instance of 'std::runtime_error'
  what():  Unable to read configuration

I am running on a machine with NVidia GPU, could not figure out if it may be related.

This is minimal sample that fails on debug-

import gi
gi.require_version('Gst', '1.0')
from gi.repository import Gst, GLib


def on_pad_added(rtspsrc, pad, decodebin):
    print(f"New pad detected from RTSP source: {pad.get_name()}")

    # Get the pad's capabilities
    caps = pad.query_caps()
    if caps and caps.to_string().startswith('application/x-rtp'):
        structure = caps.get_structure(0)
        media_type = structure.get_value('media')
        if media_type == 'video':
            pad.link(decodebin.get_static_pad('sink'))


def on_decodebin_pad_added(decodebin, pad, videoconvert):
    print("Decodebin pad detected")

    caps = pad.get_current_caps()
    if caps and caps.to_string().startswith('video'):
        print(f"caps: {caps.to_string()}")
        sink_pad = videoconvert.get_static_pad('sink')
        res = pad.link(sink_pad)
        if res != Gst.PadLinkReturn.OK:
            print("Failed to link pad")


def main():
    Gst.init(None)

    pipeline = Gst.Pipeline()

    rtspsrc = Gst.ElementFactory.make('rtspsrc', 'rtspsrc')
    decodebin = Gst.ElementFactory.make('decodebin', 'decodebin')
    videoconvert = Gst.ElementFactory.make('videoconvert', 'videoconvert')
    # videosink = Gst.ElementFactory.make('autovideosink', 'videosink')
    videosink = Gst.ElementFactory.make('fakesink', 'videosink')

    pipeline.add(rtspsrc)
    pipeline.add(decodebin)
    pipeline.add(videoconvert)
    pipeline.add(videosink)

    videoconvert.link(videosink)

    rtspsrc.set_property('location', some_stream')

    rtspsrc.connect('pad-added', on_pad_added, decodebin)
    decodebin.connect('pad-added', on_decodebin_pad_added, videoconvert)

    loop = GLib.MainLoop()

    state_return = pipeline.set_state(Gst.State.PLAYING)
    if state_return == Gst.StateChangeReturn.FAILURE:
        print("Failed to set pipeline to PLAYING state")

    try:
        loop.run()
    except KeyboardInterrupt:
        pass

    pipeline.set_state(Gst.State.NULL)


if __name__ == '__main__':
    main()

I would appreciate any advice on what the cause for that could be.