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Co-authored-by: Ubuntu <ubuntu@ip-172-31-59-204.ec2.internal>
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.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>

* Update README.md

* Update README.md

* Update README.md

* fix doc build

* hide GPU code

fix typo
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.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

* PPIDataset

* Revert "PPIDataset"

This reverts commit 264bd0c960cfa698a7bb946dad132bf52c2d0c8a.

* data pipeline user guide

* remove chapter numbers

* Update data.rst

* image in dataset userguide

* update links using ref

* modify the link of save_graphs and load_graphs in dataset user guide

* move image to s3 server.

* fix links and ref

* Hide implementations that may cause confusions to the user

* add papers

* fix number of classes in Amazon Cobuy datasets

* add two papers to Awesome paper list

* Update README.md

* update graphdataloader in docs

* fix

* update examples

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

* new tutorials for small graphs

* address changes and use GraphDataLoader

* fix and add data

* fix load_data

* style fixes

* Update 5_graph_classification.py

* Add sage neighbor sample test for reddit

* Add ogbn-products dataset

* upd

* upd

* Add ogbn-mag

* rgcn heterogeneous performance test

* upd

* update

* upd

* upd

* use dgl dataloader

* upd

* Update with new collator
Co-authored-by: Ubuntu <ubuntu@ip-172-31-59-204.ec2.internal>

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

* return indices from dataloader

* fixes

* fix

* fix distgraph and added some todos

* Update dataloader.py

* Update dataloader.py
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>

* add graph dataloader

* add to doc

* fix

* fix

* fix docstring

* update according to torch default_collate

* add unittest

* fix

* fix lint

* fix

* fix

* fix test

* Update

* Update

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

* PPIDataset

* Revert "PPIDataset"

This reverts commit 264bd0c960cfa698a7bb946dad132bf52c2d0c8a.

* Update gnn_benckmark.py

* Hide implementations that may cause confusions to the user

* fix number of classes in Amazon Cobuy datasets

* Add sage neighbor sample test for reddit

* Add ogbn-products dataset

* upd

* upd

* use symbolic other than copy data for ogb datasets

* upd

* upd

* Add graphsage unsupervised neighbor sampler

* update unsupervised

* Add pinsage

* Add pinsage speed

* upd
Co-authored-by: Ubuntu <ubuntu@ip-172-31-59-204.ec2.internal>

* wip

* udp

* upd

* fix typo

* lint

* lint

* upd

* upd

* lint

* lint

* upd

* upd

* tftest

* fix

* fallback numpy

* fix tf

* docstring
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* WIP

* finish lowmem impl; benchmarking

* wip

* wip

* fix benchmarks

* fix bug in searchsorted

* update readme

* update

* lint and ogb dependency

* add flags to to_homogeneous

* fix docstring

* address comments

* Add gat neighbor sampler speed

* upd
Co-authored-by: Ubuntu <ubuntu@ip-172-31-59-204.ec2.internal>

There is a small typo in python/dgl/dataloading/async_transferer.py.

Should read `transfer` rather than `tranfer`.
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>

Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>

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

Co-authored-by: Ubuntu <ubuntu@ip-172-31-59-204.ec2.internal>

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

Added three papers using DGL:
NHK_STRL at WNUT-2020 Task 2: GATs with Syntactic Dependencies as Edges and CTC-based Loss for Text Classification
Relation-aware Graph Attention Networks with Relational Position Encodings for Emotion Recognition in Conversations
PGM-Explainer: Probabilistic Graphical Model Explanations for Graph Neural Networks

* Add sage neighbor sample test for reddit

* Add ogbn-products dataset

* upd

* upd

* use symbolic other than copy data for ogb datasets

* upd

* upd

* Add graphsage unsupervised neighbor sampler

* update unsupervised

* upd

* upd
Co-authored-by: Ubuntu <ubuntu@ip-172-31-59-204.ec2.internal>
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.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>

* add rgcn acc bench

* fix issue of multiple parametrize

* model acc/speed test: RGCN

* fix dep problem in docker run

* add docstring

* Add sage neighbor sample test for reddit

* Add ogbn-products dataset

* upd

* upd

* use symbolic other than copy data for ogb datasets

* upd

* upd

* Add graphsage unsupervised neighbor sampler
Co-authored-by: Ubuntu <ubuntu@ip-172-31-59-204.ec2.internal>
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>

* delete shared memory when receive signal.

* rename.

* fix lint.

* fix lint.

* fix compile.

* Fix.

* we need to report error if the shared memory exist.

* disable tensorflow test for shared memory.

* revert.
Co-authored-by: Ubuntu <ubuntu@ip-172-31-2-202.us-west-1.compute.internal>
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>