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* 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>

* Update

* Update

* Update dgl.data.rst

* CI

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

* Update model.py

* Update entity_classify_mb.py

* add label propagation module

* fix prev bug in example

* add dgn

* fix linting and doc issues

* update label propagation & dgn

* update label propagation & dgn

* update example

* fix unit test

* fix agg heritage issue

* fix agg issue

* fix lint

* fix idx

* fix lp gpu issue

* Update

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

* fix hetero ogbn-mag full neighbor inference.

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

* rename

* Update node_classification.py

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

Co-authored-by: Rhett Ying <85214957+Rhett-Ying@users.noreply.github.com>

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

* [Feature] enable socket net_type for rpc

* fix lint

* fix lint

* fix build issue on windows

* fix test failure on windows

* fix test failure

* fix cpp unit test failure

* net_type blocking max_try_times

* fix other comments

* fix lint

* fix comment

* fix lint

* fix cpp

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

* fix

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

* add eges example

* remove csv files and add data link

* Update README.md

* Update main.py

* Update model.py

* Update sampler.py

* Update utils.py

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

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

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

* enable UVA sampling with CPU indices

* add docs

* add more docs

* lint

* fix

* fix

* better error message

* use mp.Barrier instead of queues

* revert

* revert

* oops

* revert dgl.multiprocessing.spawn

* Update pytorch.py

* cleaned pl node classification example

* conform to PL's method of updating the dataloader

* update

* lint

* fix test

* fix

Signed-off-by: Serge Panev <spanev@nvidia.com>
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>

* Update README.md

* Update README.md

* Update README.md
Co-authored-by: Rhett Ying <85214957+Rhett-Ying@users.noreply.github.com>

[Examples] Update graphsage multi-gpu example to use mutliple GPUs for validation and testing. (#3827)

* Update graphsage multi-gpu example to use mutliple GPUs for validation and
testing.

* Remove argmax

* Fix rebase error

* Add more documentation to example and simplify

* Switch to name shared memory

* Add comment about how training is distributed

* Restore iteration count

* fix munmap error reporting for better error messages
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

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

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

* gat layers fix

* minor bug
Co-authored-by: decoherencer <decoherencer@users.noreply.github.com>
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>