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* Address bug where epochs exceed specified limit

* fix spacing

* PPIDataset

* Revert "PPIDataset"

This reverts commit 264bd0c960cfa698a7bb946dad132bf52c2d0c8a.

* Hide implementations that may cause confusions to the user

* fix number of classes in Amazon Cobuy datasets

* add four papers

* Update README.md

* Update README.md

* [example] arma

* update

* update

* update

* update

* update

* [example] dimenet

* [docs] update dimenet

* [docs] update tf results

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

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

* finish graph matching gpu version

* use C++ shuffle

* finish graph matching

* fix bug

* fix bug

* change name and use swap

* upt

* fix format problem

* fix format problem

* stronger test

* upt

* upt

* change python api

* upt

* upt

* format check

* upt

* upt

* fix bug
Co-authored-by: Tong He <hetong007@gmail.com>

* change DiffPoolBatchedGraphLayer

* fix bug and add benchmark

* upt

* upt

* upt

* upt
Co-authored-by: Tong He <hetong007@gmail.com>

* Add implementation of unsupervised model

* [Doc] Update Implementor's information

* [doc] add index of infograph

* [Feature] QM9_v2 Dataset Support

* fix a typo

* move qm9dataset from data to examples

* Update qm9_v2.py

* Infograph -> InfoGraph

* add implementation and results of semi-supervised model

* Update README.md

* Update README.md

* fix a typo

* Remove the duplicated links.

* fix some typos

* fix typos

* update model.py

* update collate fn

* remove unused functions

* Update model.py

* add device option

* Update evaluate_embedding.py

* Update evaluate_embedding.py

* Update unsupervised.py

* Fix typos

* fix bugs

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

* [Feature] Support QM9Edge Datset

* Update qm9_edge.py

* disable tqdm

* Update qm9_edge.py

* Update qm9_edge.py

* Update qm9_edge.py

* Update qm9_edge.py

* Update qm9_edge.py

* Update qm9_edge.py

* Update qm9_edge.py

* remove preprocessing part

* add comparisons in qm9.py

* [docs] add qm9edge dataset
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* Update

* update

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

* add ogb to docker build

* mxnet 1.6 disappeared

* [Example]Variational Graph Auto-Encoders

* change dgl dataset to single directional graph

* clean code

* refresh
Co-authored-by: Tianjun Xiao <xiaotj1990327@gmail.com>

* support gpu training.

* remove unnecessary arguments.

* update README.

* update time measurement.

* add zero_grad.
Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-132.us-west-1.compute.internal>
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>

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

* Update README to use NFS, rather than copying files

* Update README.md

* Update README.md

* Update README.md

* Add ParMetis

* Update README.md

* fix directory.

* fix

* redo.

* fix.

* update.

* add more descriptions
Co-authored-by: Da Zheng <zhengda1936@gmail.com>
Co-authored-by: Quan Gan <coin2028@hotmail.com>

* rename block to mfg

* revert

* rename

* [example] arma

* update

* update

* update

* update

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

* add seal example

* 1. add paper infomation in examples/README
2. adjust codes
3. option test

* use latest `to_simple` to replace coalesce graph function

* remove outdated codes

* remove useless comment

Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-132.us-west-1.compute.internal>

* Update partition.py

* fix lint.
Co-authored-by: Da Zheng <zhengda1936@gmail.com>

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

* add script

* 21

* log

* fix regression tests

* add iter time

* fix

* Revert "fix"

This reverts commit 9b4587ad61dfeb82dcce6d1de188809f62947663.

* fix

* fix

* add

* add ogb instruction

* add cu11 dockerfile

* fix

* fix

* more iter apply_edge

* add iteration time
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>

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

* link prediction clarification

* fix

* add docstring for gin

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

* upd

* lint

* upd

* fix

* fix

* upd

* upd

* fix

* warning

* upd

* upd

* fix doc.

* explain the schema file.

* fix.

* Fix munmap bug

* lint

* update
Co-authored-by: Ubuntu <ubuntu@ip-172-31-56-220.ec2.internal>

* Add warning for invalid graph of edge UDF

* lint
Co-authored-by: Ubuntu <ubuntu@ip-172-31-56-220.ec2.internal>

* fix

* lint

* lint

* upd

* fix

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* fix

* refactor

* upd test

* large feat_len or n in segment reduce

* lint

* reorg

* change titles

* rm some stale API doc; minor fix

* fix docs

* add warning

* rm new-tutorial run in ci

* lint

* update DistGraph docstrings.

* add user guide.

* add doc string.

* fix.

* fix.

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

Co-authored-by: Ubuntu <ubuntu@ip-172-31-56-220.ec2.internal>
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>