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* [Misc] Black auto fix.

* sort
Co-authored-by: Steve <ubuntu@ip-172-31-34-29.ap-northeast-1.compute.internal>

* [Misc] Black auto fix.

* sort
Co-authored-by: Steve <ubuntu@ip-172-31-34-29.ap-northeast-1.compute.internal>

* Refactor link pred example for graphsage

* Use ogb evaluator + README update

* Update

* Add comments

The example was updated in https://github.com/dmlc/dgl/pull/3972

 but the README file was not. This PR updates it to reflect the correct environment requirement.
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>

* Use black for formatting

* limit line width to 80 characters.

* Use a backslash instead of directly concatenating

* file structure adjustment.

* file structure adjustment(2)
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* debug

* debug

* readme

* fix readme

* fix readme

* Update

* Update

* update

* fix bug of syn2
Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-26.ap-northeast-1.compute.internal>
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* [examples]educe memory consumption

* reffine help message

* refine

* Add refactors for multi-gpu and full-graph example

* Fix format

* Update

* Update

* Update

* [Example] SEAL for OGBL

* update index

* update

* fix readme typo

* add seal sampler

* modify set ops

* prefetch

* efficiency test

* update

* optimize

* fix ScatterAdd dtype issue

* update sampler style

* update
Co-authored-by: Quan Gan <coin2028@hotmail.com>

* version-1

* version-2

* version-3

* update examples/README

* Update .gitignore

* update performance in README, delete scripts

* 1st approving review

* 2nd approving review
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* Refactor full graph entity classification

* Refactor rgcn with sampling

* README update

* Update

* Results update

* Respect default setting of self_loop=false in entity.py

* Update

* Update README

* Update for multi-gpu

* Update

* add multigpu folder for related examples

* NGNN for ogbl

* modify doc organization.

* merge similar parts

* 1st approving review.

* minor changes

* Remove the "Usage" section.
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* rgcn-ogbn-mag

* Add link in README.md

* correct code-format,add the reset_parameters function to the HeteroEmbedding module

* add the annotation in hetero.py

* add a unit test

* modify format

* Update
Co-authored-by: Mufei Li <mufeili1996@gmail.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-50-143.us-west-2.compute.internal>

* Refactor GIN example

* Update

* Update README

* Minor update

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

* Fixed device type in inference

* change buffer_device instead

* Modify to repro crash

* Revert to orig. scenario and add fix

* Update
Co-authored-by: Xin Yao <xiny@nvidia.com>

* Refactor gat example

* Add ppi support

* Minor update

* Update

* Update

* Change valid_xxx to val_xxx

* Readme Update

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

* upload PSS

* upload PSS

* upload PSS

* pss code reformat

* fix bug

* update README

* update train bash

* remove vit

* update README

* delete InfoPlotter

* delete Smooth_AP_loss.py

* update README

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

* Fix node_classification.py

* Minor update
Co-authored-by: nv-dlasalle <63612878+nv-dlasalle@users.noreply.github.com>

* First update to fix two examples

* Update to fix RGCN/graphsage example and dataloader

* Update

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

* Fix arma example

* Update
Co-authored-by: Xin Yao <xiny@nvidia.com>

Co-authored-by: Xin Yao <xiny@nvidia.com>

* Refactor GCN example

* Refactor GCN based on graphsage

* Readme update

* Minor update

* update

* Remove user-defined GCN implementation

* README update

* Update

* Update CONTRIBUTORS.md

* update task_example_test
Co-authored-by: Xin Yao <xiny@nvidia.com>

* minor update on golden example

* update

* update

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

* Regolden graphsage example to guide others

* update golden

* update

* Update example and propagate to original folder

* Update to remove ^M (windows DOS) character

* update

* Merge file changes and update README

* Minor comment update
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

Co-authored-by: Xin Yao <xiny@nvidia.com>

Co-authored-by: Mufei Li <mufeili1996@gmail.com>
Co-authored-by: Xin Yao <xiny@nvidia.com>

* Remove all torchtext legacy-related APIs

* Remove unused BagOfWordsPretrained class, and fix some typos
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* Explicitly unpin tensoradapter allocated arrays

* Undo unrelated change

* Add unit test

* update unit test

* add pinned_by_dgl flag to NDArray::Container

* use dgl.ndarray for holding the pinning status

* update multi-gpu uva inference

* reinterpret cast NDArray::Container* to DLTensor* in MoveAsDLTensor

* update unpin column and examples

* add unit test for unpin column
Co-authored-by: Dominique LaSalle <dlasalle@nvidia.com>
Co-authored-by: nv-dlasalle <63612878+nv-dlasalle@users.noreply.github.com>

[Bugfix] Fix example case: examples/pytorch/ogb/ogbn-proteins and examples/pytorch/ogb/ogbn-products (#4080)

* [Bugfix] Fix ogbn-gat-proteins/products examples

* Remove unused BatchSampler definition

* Remove comments to ease reading/reviewing

* Remove dataloader wrapper

* typo fix in TUDataset docs

* remove bias in Linear layer because of BatchNorm1d
Co-authored-by: decoherencer <decoherencer@users.noreply.github.com>
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* [Example][Bug] Fix GCMC examples

* Revert the change of model.py from #74f01405

* Add BGRL example

* Update README.md

* Update utils.py

* Update

* Update utils.py

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