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Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>
Co-authored-by: Xin Yao <xiny@nvidia.com>

* enhance EGATConv| nfeats as tuples

* egatconv modified for bipartite graphs

* modified docstrings

* added/modified unittests for EGATConv

* Update egatconv.py

* rectified lint errors
Co-authored-by: rijulizer <riju.mukherjee@gmail.com>
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

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

* 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>

* Update

* Update

* Update

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

* add EGNN & PNA

* fix egnn issues

* fix pna issues

* update pna conv

* add doc strings

* update pnaconv

* fix unused args issue

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

* radius graph

* remove trailing whitespaces from docs

* disable invalid name for transform func

* disable radius graph module invalid name

* move pylint disable before init

* fix missing nodes from point set

* update docs indexing

* add compute mode as optional param

* radius graph test

* remove trailing whitespaces

* fix precision when comparing tensors
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* Update

* Fix

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* WIP: TypedLinear and new RelGraphConv

* wip

* further simplify RGCN

* a bunch of tweak for performance; add basic cpu support

* update on segmm

* wip: segment.cu

* new backward kernel works

* fix a bunch of bugs in kernel; leave idx_a for future

* add nn test for typed_linear

* rgcn nn test

* bugfix in corner case; update RGCN README

* doc

* fix cpp lint

* fix lint

* fix ut

* wip: hgtconv; presorted flag for rgcn

* hgt code and ut; WIP: some fix on reorder graph

* better typed linear init

* fix ut

* fix lint; add docstring

* modify hetero

* modify rst document

* update hetero

* update hetero

* update hetero

* update hetero

* Update

* Update

* Update

* Update

* 20220216

* Update

* Update

* Fix
Co-authored-by: Mufei Li <mufeili1996@gmail.com>
Co-authored-by: ShelkerX <925089962@qq.com>

* Update

* Update

* Fix

* Update

* Update

* Update

* Update

* Fix

* Update

* Update

* Update

* Update

* Fix lint

* lint

* Update

* Update

* lint fix

* Fix CI

* Fix

* Fix CI

* Update

* Fix

* Update

* Update

* Update ginconv.py

* Update test_nn.py
Co-authored-by: Ubuntu <ubuntu@ip-172-31-31-136.us-west-2.compute.internal>

* Update

* Update

* Update

* Update

* Update

* CI

* CI

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

* Fix a bug in TWIRLS, add unittest

* reformatting the code

* modify unittest for TWIRLS
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>

* Update

* Update

* Fix

* Update

* Update

* update

* Fix test

* CI

* CI

* add

* fix optional docing

* fix

* lint

* add normalized by edge weight

* add test

* fix

* lint

* fix docs

* fix

* fix docs

* Update

* Fix

* Update

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* Fix

* Update

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* Fix

* Fix

* Update

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* Update

* Update

* Update

* lint fix

* lint fix

* Fix lint

* Update

* Fix CI

* Fix CI

* Fix

* CI

* Fix

* Update

* Fix

* Fix

* Fix CI

* Fix CI

* [Model][Core] GATv2

* lint

* gatv2conv.py

* lint

* lint

* style and docs

* lint

* gatv2conv fix
Co-authored-by: Shaked Brody shakedbr@campus.technion.ac.il <shakedbr@tangerine.cslcs.technion.ac.il>
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* added nn pytorch egatconv

* aligned with test build

* aligned with test build

* fixed wihite spaces

* fixed wihite spaces

* fixed wihite spaces

* added missing egatconv in imports

* added indentation in forward

* GATConv based implementation

* removed **kw_args

* added dgl relative imports

* PR corrections

* added DGL Error to EGATConv imports

* Update test_nn.py
Co-authored-by: Argusmocny <k.kaminski@cent.uw.edu.pl>
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* add left normalizer for gcn

* fix

* fixes and some bug stuff

* csr and csc creation

* fix

* fix

* fixes to adj transpose

* fine

* raise error if indptr did not match number of nodes

* fix

* huh?

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

* fix gatedgcn

* fix lint

* Update

* update
Co-authored-by: Ubuntu <ubuntu@ip-172-31-59-108.us-west-2.compute.internal>

* upd

* lint

* upd

* upd

* compatibility

* upd

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

* fix pickle problem

* lint

* add pickle tests

* fix

* fix

* fix

* fix

* fix for windows

* Update

* update

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

* fix heterograph conv

* remove test cases

* fix test

* fix test

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

* add multihead in DotGatConv

* Fix spacing issue

* Add Unit test for dotgat

* Modified Unit test for dotgat

* Add transformer like divisor

* Update dotgatconv.py
Co-authored-by: Chen <chesirui@3c22fbe5458c.ant.amazon.com>
Co-authored-by: Zihao Ye <expye@outlook.com>

* add edge weight in forward

* fix lint

* fix

* fix

* address comments

* add utils

* add util to normalize in gcn way

* fix lint

* add unittest

* fix lint

* fix docstring

* fix docstring

* address comments

* improve notation consistence

* use preferred fn

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

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

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

* Update

* Update

* Update adj

* Fix

* Update graph

* Fix for dgl.graph

* from_scipy

* Replace canonical_etypes with relations

* from_networkx

* Update for hetero_from_relations

* Roll back the change of canonical_etypes to relations

* heterograph

* bipartite

* Update doc

* Fix lint

* Fix lint

* Fix test cases

* Fix

* Fix

* Fix

* Fix

* Fix

* Fix

* Update

* Fix test

* Fix

* Update

* Use DGLError

* Update

* Update

* Update

* Update

* Fix

* Fix

* Fix

* Fix

* Fix

* Fix

* Fix

* Fix

* Update

* Fix

* Update

* Fix

* Fix

* Fix

* Update

* Fix

* Update

* Fix

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Fix

* Fix

* Update

* Update

* Update

* Update

* Update

* Update

* rewrite sanity checks

* delete unnecessary checks

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Update

* Fix

* Update

* Update

* Update

* Fix

* Fix

* Fix

* Update

* Fix

* Update

* Fix

* Fix

* Update

* Fix

* Update

* Fix
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>
Co-authored-by: Quan Gan <coin2028@hotmail.com>