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This is a TensorFlow implementation of Simple Graph Convolution. For
simplicity, we use the implementation of AdamW in TensorFlow Addons
that differs from Adam in PyTorch. This results in worse performance
on the evaluation datasets.
Co-authored-by: Josh Carty <joshuac@spotify.com>
Co-authored-by: Zihao Ye <expye@outlook.com>

* add sagpool example for pytorch backend

* polish sagpool example for pytorch backend

* [Example] SAGPool: use std variance

* [Example] SAGPool: change to std

* add sagpool example to index page

* add graph property prediction tag to sagpool

* [Example] add graph classification example HGP-SL

* [Example] fix sagpool

* fix bug

* [Example] change tab to space in README of hgp-sl

* remove redundant files

* remote redundant network

* [Example]: change link from code to doc in HGP-SL

* [Example] in HGP-SL, change to meaningful name

* [Example] Fix path mistake for 'hardgat'
Co-authored-by: zhangtianqi <tianqizh@amazon.com>

* Add hgat example

* Add experiment

* Clean code

* clear the code

* Add index in README

* Add index in README

* Add index in README

* Add index in README

* Add index in README

* Add index in README

* Change the code title and folder name

* Ready to merge

* Prepare for rebase and change message passing function

* use git ignore to handle empty file

* change file permission to resolve empty file

* Change permission

* change file mode
Co-authored-by: Chen <chesirui@3c22fbe5458c.ant.amazon.com>
Co-authored-by: Tianjun Xiao <xiaotj1990327@gmail.com>

* gnnfilm

* update

* readme
Co-authored-by: zhjwy9343 <6593865@qq.com>

* Add Implementation of GRAND

* Performance updated

* Update README.md

add indexing entries

* add indexing entries for grand

* change grand from 2021 to 2020

* [Example] fix some bugs

* [Examples] fix bug
Co-authored-by: 张恒瑞 <hengrui@macbook.local>
Co-authored-by: 张恒瑞 <hengrui@192.168.124.35>
Co-authored-by: zhjwy9343 <6593865@qq.com>

Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>

* add bench jenkins

* instance type

* fix

* fix

* fix

* 111

* test

* 111

* 111

* fix

* test

* run

* fix

* fix

* fix

* fix

* fix

* publish results

* 111

* regression

* launch ec2 script

* fix

* add

* run on master

* change

* rrr

* run gpu

* fix

* fix

* try fix

* fix

* ff

* fix

* fix

* fix

* refactor

* fix

* fix

* update

* fix

* fix

* fix

* fix

* remove import torchtext

* add shm size

* update

* fix

* fix

* fix

* fix

* fix this!!!!

* 111

* fix

* remove verbose

* fix

* fix

* fix

* fix

* fix

* fix

* fix

* fix

* update readme

* fix

* fix

* fix

* change asv default to head

* commit sage and rgcn

* fix

* update

* update graphdataloader in docs

* fix

* update examples

* fix sagpool
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>

Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>

Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* add sagpool example for pytorch backend

* polish sagpool example for pytorch backend

* [Example] SAGPool: use std variance

* [Example] SAGPool: change to std

* add sagpool example to index page

* add graph property prediction tag to sagpool
Co-authored-by: zhangtianqi <tianqizh@amazon.com>

* Update

* Update

* Update

* Update README.md

* Update README.md

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update gatedgraphconv.py

* Update entity_classify.py

* Update data-process.rst

* Update reading_data.py

* Update data-process.rst

* Update utils.py

* Update knowledge_graph.py

* Update entity_classify.py

* Update rdf.py

* Update entity_classify_mb.py

* Update test_classify.py

* Update tensor.py

* Update sparse.py

* Update entity_classify_mp.py

* Update 6_line_graph.py

* [Model] MixHop for Node Classification task

* [docs] update

* [docs] update

* [fix] remove seed option

* [fix] update readme
Co-authored-by: xnuohz@126.com <ubuntu@ip-172-31-44-184.us-east-2.compute.internal>
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* correct error when using enisum

* Correct error when using enisum
Co-authored-by: Zihao Ye <expye@outlook.com>

Co-authored-by: Zihao Ye <expye@outlook.com>

* modify code with buildin function

* use enisum
Co-authored-by: Zihao Ye <expye@outlook.com>

In the bucket sampler, the length array should be recovered after random picking samples.

* sign for ogbn products, arxiv, mag

* texts

* fix

* update ogb folder readme

* use dgl nightly build
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* upd

* upd

* upd

* upd

* upd

* fix OpenMP compatibility issues

* typo

* partition

* misc

* fix typo

* num_parts=1

* import torch

* long

* print info

* print info

* print info

* upd

* remove debug code

* revert partition.py

* fix cut count

* fix cut count

* Revert "fix cut count"

This reverts commit 10926b4fd48f45c8f1ddb58be7db6c22e653effd.

* Revert "fix cut count"

This reverts commit 76465283bef093a2b4209ad70dd15d2437b2ec8a.

* type of deprecate

* typo in deprecate info

* fix typo

* use cv for partitioning

* CE

* no message

* revert

* typo

* no message

* no message

* no message

* practice

* dmlc-core

* DGLGraph
Co-authored-by: yzh119 <expye@outlook.com>
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>

* [Bug] fix multiple bugs in JTNN example

* remove debug code

* add sparse and mutil gpu support

* update multi gpu

* update readme

* remove multi gpu

* add multiple gpus support
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>
Co-authored-by: Zihao Ye <expye@outlook.com>

* line

* two lines

* update readme

* readme

* update readme

* update

* Implement LINE

* readme

* readme

* typos

* update readme
Co-authored-by: Zihao Ye <expye@outlook.com>
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>

* [Example] GCN on ogbn-arxiv dataset

* Add README.md

* Update GCN implementation on ogbn-arxiv

* Update GCN on ogbn-arxiv

* Fix typo

* Use evaluator to get results

* Fix duplicated

* Fix duplicated

* Update GCN on ogbn-arxiv

* Add GAT for ogbn-arxiv

* Update README.md

* Update GAT on ogbn-arxiv

* Update README.md
Co-authored-by: Mufei Li <mufeili1996@gmail.com>
Co-authored-by: Zihao Ye <expye@outlook.com>

* update

* update

* update

* update

* update

Co-authored-by: Ubuntu <ubuntu@ip-172-31-10-127.us-west-2.compute.internal>
Co-authored-by: Chao Ma <mctt90@gmail.com>

* line

* two lines

* update readme

* readme

* update readme

* update
Co-authored-by: Zihao Ye <expye@outlook.com>
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>

Co-authored-by: Ubuntu <ubuntu@ip-172-31-24-210.ec2.internal>

Co-authored-by: hzliuchw <hzliuchw@corp.netease.com>
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>

* Update dgl.DGLGraph.rst

* Update gcn.py