A Deep Graph Networks library for Python - - PowerPoint PPT Presentation

a deep graph networks library for python
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A Deep Graph Networks library for Python - - PowerPoint PPT Presentation

A Deep Graph Networks library for Python https://github.com/diningphil/PyDGN Federico Errica 1 Robust Evaluation Requirements: (no more eval. mistakes) Requirements: A dataset implementation A data split file 2 An Example Data


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SLIDE 1

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A Deep Graph Networks library for Python

https://github.com/diningphil/PyDGN Federico Errica

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SLIDE 2

Robust Evaluation

(no more eval. mistakes)

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Requirements:

Requirements:

  • A dataset implementation
  • A data split file
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SLIDE 3

An Example

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Data Preprocessing

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SLIDE 4

Three experiment classes (more are coming!)

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Incremental Supervised Semi-supervised

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SLIDE 5

An Example

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Supervised Experiment

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SLIDE 6

Plotting

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Profiling Progress

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SLIDE 7

PyDGN final remarks

  • Leverages Pytorch Geometric

○ Data processing ○ Graph convolution

  • An extended library w.r.t. our ICLR paper
  • In continuous development

○ Every project requires some improvement

  • Latest News: Ray support for distributed computing

○ by A.Carta (thanks!)

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