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hopwise documentation

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Install Hopwise
Distributed Training

Tutorials

Introduction to hopwise

User Guide

Usage
Config Introduction
Data Module Introduction
Tasks & Models
- Context-aware Recommendation
  - LR
  - FM
  - NFM
  - DeepFM
  - xDeepFM
  - AFM
  - FFM
  - FwFM
  - FNN
  - PNN
  - DSSM
  - WideDeep
  - DIN
  - DIEN
  - DCN
  - DCN V2
  - AutoInt
  - XGBOOST(External algorithm library)
  - LIGHTGBM(External algorithm library)
  - KD_DAGFM
  - FiGNN
  - EulerNet
- General Recommendation
  - AsymKNN
  - Pop
  - ItemKNN
  - BPR
  - NeuMF
  - ConvNCF
  - DMF
  - FISM
  - NAIS
  - SpectralCF
  - GCMC
  - NGCF
  - LightGCN
  - DGCF
  - LINE
  - MultiVAE
  - MultiDAE
  - MacridVAE
  - CDAE
  - ENMF
  - NNCF
  - RaCT
  - RecVAE
  - EASE
  - SLIMElastic
  - SGL
  - ADMMSLIM
  - NCEPLRec
  - SimpleX
  - NCL
  - Random
  - DiffRec
  - LDiffRec
- Knowledge-based Recommendation
  - CKE
  - CFKG
  - KTUP
  - KGAT
  - KGIN
  - RippleNet
  - MCCLK
  - MKR
  - KGCN
  - KGNNLS
  - KGLRR
  - PGPR
  - CAFE
  - TPRec
- Knowledge Graph Embeddings
  - TransE
  - TransH
  - TransR
  - TransD
  - TorusE
  - RotatE
  - TuckER
  - DistMult
  - Analogy
  - HolE
  - RESCAL
  - ComplEx
  - ConvE
  - ConvKB
- Path Reasoning Recommendation
  - KGGLM
  - PEARLM
  - PLM
- Sequential Recommendation
  - FPMC
  - GRU4Rec
  - NARM
  - STAMP
  - Caser
  - NextItNet
  - TransRec
  - SASRec
  - BERT4Rec
  - SRGNN
  - GCSAN
  - GRU4RecF
  - SASRecF
  - FDSA
  - S3Rec
  - GRU4RecKG
  - KSR
  - FOSSIL
  - SHAN
  - RepeatNet
  - HGN
  - HRM
  - NPE
  - LightSANs
  - SINE
  - CORE
  - FEARec
  - SASRecCPR
  - GRU4RecCPR
Training, Evaluation and Metrics Introduction
Hyperparameters Tuning Introduction
Clarifications on some practical issues
Significance Test
Item Cold Start
Training in FP16 and BF16

Architecture

Customize Configuration
Create Datasets
Create Samplers
Create Dataloaders
Create Trainers
Create Models
Create Metrics

Case Study

Top-k Recommendation Analysis
t-SNE embedding visualization
Semantic IDs with RQ-VAE
Semantic IDs with FAISS

API

API Reference
- hopwise

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Introduction to hopwise¶

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