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Code behind blog post deploying Graph Neural Networks (GNNs) for Monitoring Supply Chain Risk

Python 100.00%

gnn-db-blogpost's Introduction

Hi there 👋

🔭 I’m currently working on ML 🤖 solutions for communications, media and entertainment (CME) 📡.
🌱 I’m currently learning the CME domain and Databricks field engineering practice.
👯 I’m looking to collaborate on any ML projects related to CME!
🤔 I’m looking for help with how to be a more effective and productive author and OSS contributor.
💬 Ask me about anything related to programming, system design, machine learning and data science.
📫 How to reach me: [email protected].
😄 Pronouns: He/Him
🙈 My personal GitHub account ➡ https://github.com/coreyabshire

gnn-db-blogpost's People

Contributors

gnn-db-blogpost's Issues

Make sure it works with GPU as expected

Ran into a couple of rough edges in trying to run on CUDA:

The model wasn't moved to GPU if CUDA was specified so it failed immediately because of that.
The compute_auc_ap utility function didn't move back to CPU where needed.
It still doesn't seem to be fully using the GPU after fixing those two, not sure why.
There are several places to change in the code to move over. Would be nice to either auto-detect GPU or provide a single configuration variable or widget to make it easier to switch.
It also doesn't properly move the inputs over in the evaluate function.

Notebook 5 fails due to missing widgets.

Formatting is inconsistent

Make formatting consistent throughout. In some cases its two spaces, in others four spaces.

Would be nice to just have it be consistently four spaces everywhere.

TQDM doesn't show the right number of steps if you change the config

Update to latest edge loaders.

DGL deprecated EdgeDataLoader a while back but provided a replacement.

Just need to adopt that to be able to use the latest.

Create dashboard artifacts and loader

Need to create and package up the dashboards in a way that users can load them (incl. the queries).

Model output returned as array - need to get the first value for query to work

Update to use models in Unity Catalog.

Find and load rest of data for the dashboards

All the data needed for the dashboard doesn't seem to be loaded.

Need to find it and load it to be able to create the dashboard.

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