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ctgnn's Introduction

CTGNN

Multi-dimentional Information Integrated Graph Neural Network for Sequential Recommendation

We setup our experiment on a Titan V and 256G memory on CentOs.

Experiment Environment

  • python 3.6.5
  • tensorflow-gpu 1.12
  • numpy

Project Struct

datasets file

  • data\ctgnn\adj_matrix\ctgnn_clothes\s_norm_adj_mat_time.npz ------ the adjacent matrix of Amazon clothes dataset
  • data\ctgnn\ctgnn_clothes_category_idx.pk ------ item categories of Amazon clothes
  • data\ctgnn\ctgnn_clothes_time_4.txt.pk ------ train and test dataset

program file

  • main_ctgnn.py ------ this is the program entry
  • model_ctgnn.py ------ the CTGNN model
  • utils.py ------ some helper functions we used
  • modules_time.py ------ the CTGNN model used function
  • sampler_time_gcn.py ------ the data processing function

Recommended Setup

You can run the main_ctgnn.py directly for easily running the program. If you run the code on linux, just running the following command:

python main_ctgnn.py

ctgnn's People

Contributors

jmax302 avatar

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