This content originally appeared on DEV Community and was authored by DEV Community
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'.
# we can specify the parameters in the…
Additional Resources / Info
[Note:] # Screenshots/demo videos are encouraged!
Demo video:
This content originally appeared on DEV Community and was authored by DEV Community
DEV Community | Sciencx (2022-03-07T22:50:56+00:00) Jaf – Deploy Jupyter Notebook as an Azure Function. Retrieved from https://www.scien.cx/2022/03/07/jaf-deploy-jupyter-notebook-as-an-azure-function/
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