Adam Lewis

Thanks for your reply @danlester. For our use-case, there is no reason the spawner form has to appear on the dashboard edit page. The alternatives you propose should would work...

This worked for me. ```import socketio import asyncio sio = socketio.AsyncClient() async def main(): await sio.connect('ws://localhost:8000', socketio_path='/ws/socket.io') asyncio.run(main()) ```

I believe I experienced a similar problem. I was running out of memory (used > 10GB) when running the following configuration: ```--mode=test --model=results/run-1/models/final.pth --test_fold=results/run-1-sal-e --sal_mode=e --no-cuda --test_mode=1``` I believe it...

There are a few possible options that I've considered: [jupyterhub-ssh](https://github.com/yuvipanda/jupyterhub-ssh), [kbatch](https://github.com/kbatch-dev/kbatch), or just let whatever solution we come up with https://github.com/Quansight/qhub/issues/1100 and/or https://github.com/Quansight/qhub/issues/1099 handle this as well. Kbatch and jupyterhub-ssh...

Other options to consider: - https://github.com/Quansight/jhub-client - https://argoproj.github.io/argo-workflows/ with https://argoproj.github.io/argo-events/ - https://github.com/hongkunyoo/jupyterflow/ - https://github.com/ktaletsk/yason - https://kedro.readthedocs.io/en/stable/index.html - https://github.com/argoproj-labs/hera-workflows - https://github.com/couler-proj/couler

Yason ===== - last non-trivial commit was May 31, 2019 - looked similar to jupyterflow, but Yason only runs notebooks so I think we'd prefer Jupyterflow over Yason.

Kedro ===== - very popular, 6800 stars on Github - Active discord community - wide integration - integration with Grafana - can deploy with argo, prefect, kubeflow, aws batch, and...

Jupyterflow ========= CLI tool that will launch an environment similar to jupyter user pod via an Argo workflow Can specify simple dependencies (a bit clunky, but works) Seems stagnant for...

Hera / Couler ========== - These are unrelated, but similar projects that are both like a python SDK for Argo Workflows. - They both seem a bit young, without great...

I'm curious to learn more about the visualizations/reporting in Argo Workflows. I'm also not clear on how authentication/authorization would work. Maybe we don't need to worry about authentication/authorization just yet...