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FuxiCTR Milestones

FuxiCTR v2.0, Doing.

  • Add more models of year 2021.
  • Add support for saving pb file, exporting embeddings, exporting feature vocab

FuxiCTR v1.1

FuxiCTR v1.1.1, 2022-03-01

  • Add DESTINE/MaskNet models

FuxiCTR v1.1.0, 2021-12-12.

  • Refactor the code of layers.EmbeddingLayer
  • Add support for loading blocks of h5 data
  • Add tests for DIN, FmFM
  • Refine the DIN model to support feature concatenation
  • Add tutorials on how to use sequence features and pretrained embeddings
  • Fix the defect in using padding_idx (no impact on Criteo/Avazu results)
  • Fix the defect in loading pretrain embeddings (no impact on Criteo/Avazu results)

FuxiCTR v1.0

FuxiCTR v1.0.2, 2021-12-01

Refactor the code and documentation to support reproducing steps on the BARS benchmark.

FuxiCTR v1.0.1, 2021-10-01

This is the first release of FuxiCTR, including 28 models: LR, FM, CCPM, FFM, DNN, Wide&Deep, FNN, IPNN, DeepCross, HOFM, DeepFM, NFM, AFM, DCN, FwFM, xDeepFM, DIN, FiGNN, AutoInt+, FiBiNET, FGCNN, HFM+, ONN, AFN+, LorentzFM, InterHAt, FLEN, FmFM. Especially, this version corresponds to the original implementations used for reproducing the experiments in the following paper: Jieming Zhu, Jinyang Liu, Shuai Yang, Qi Zhang, Xiuqiang He, Open Benchmarking for CTR Prediction, CIKM 2021.