Overview of My Submission
jaf stands for Jupyter notebook as functions.
jaf skaffolds an Azure Duration Function project to enable a jupyter notebook be deployed as a web endpoint.
Jupyter notebooks are widely used as interactive programming environment to experiment data science and machine learning ideas. However, going from development to deployment once a notebook is drafted is extremely hard. The process usually involves an engineer to rewrite significant portion of the jupyter notebook as a web/rpc service in order to make the model/procedure written in the notebook to be callable to other services.
With jaf, you can quickly spin up a web service that makes the jupyter notebook as a callable function, thus expediting greatly the speed to come from dev to deployment for data science solutions.
Submission Category:
Wacky Wildcards
Link to Code on GitHub
yuhuishi-convect
/
jaf
Jupyter notebook as functions. Project for Azure trial hackathon
jaf
jaf stands for Jupyter notebook as functions. This is a project for Azure trial hackathon.
jaf skaffolds an Azure Duration Function project to enable a jupyter notebook be deployed as a web endpoint.
Usage
Prerequisites
- Azure cli
- Azure functions core tools
Skaffold a project
pip install cookiecutter
cookiecutter https://github.com/yuhuishi-convect/jaf
project_name [JupyterAsFunction]: HelloWorld
notebook_url [https://raw.githubusercontent.com/nteract/papermill/main/binder/cli-simple/simple_output.ipynb]:
Test locally
# start the local runtime
$ func start
Found Python version 3.8.5 (python3).
Azure Functions Core Tools
Core Tools Version: 4.0.3971 Commit hash: d0775d487c93ebd49e9c1166d5c3c01f3c76eaaf (64-bit)
Function Runtime Version: 4.0.1.16815
Functions:
PapermillTrigger: [POST] http://localhost:7071/api/HelloWorld
PapermillDurableOrc: orchestrationTrigger
PapermillRunnotebook: activityTrigger
For detailed output, run func with --verbose flag.
info: Microsoft.AspNetCore.Hosting.Diagnostics[1]
Request starting HTTP/2 POST http://127.0.0.1:46327/AzureFunctionsRpcMessages.FunctionRpc/EventStream application/grpc -
info: Microsoft.AspNetCore.Routing.EndpointMiddleware[0]
Executing endpoint 'gRPC - /AzureFunctionsRpcMessages.FunctionRpc/EventStream'
[2022-03-07T20:00:52.941Z] Worker process started and initialized.
[2022-03-07T20:00:58.149Z] Host lock lease acquired by instance ID '000000000000000000000000EBCD312A'.
Call the endpoint
# we can specify the parameters in the…Additional Resources / Info
[Note:] # Screenshots/demo videos are encouraged!
<img style="max-width:300px;" src="https://cdn.loom.com/sessions/thumbnails/e26b21e1b5b94e589a274faf77863d4a-with-play.gif">
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