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* update

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* new functional for creating data splits in graph

* minor fix in data split implementation

* apply suggestions from code review
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* refactoring + unit tests

* fix test file name

* move imports to the top

* Revert "fix test file name"

This reverts commit 126323e38c8de6fdc73c826dccc9048aed8f9634.

* remove nccl submodule

* address linter issues

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* add PATTERN dataset

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* fix bugs

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* add CuGraphGATConv model

* lintrunner

* update model to reflect changes in make_mfg_csr(), move max_in_degree to forward()

* simplify pytest markers

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* update error msg

* add feat_drop and activation options

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* add CLUSTER dataset

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* subgraphx commit

* nits

* newline eof added

* lint fix

* test script updated to use default values

* lint fix

* graphs that are used for test cases are updated to a small graph

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* add CuGraphSAGEConv model

* fix lint issues

* update model to reflect changes in make_mfg_csr(), move max_in_degree to forward()

* lintrunner

* allow reset_parameters()

* remove norm option, simplify test

* allow full graph fallback option, add example

* address comments

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* add SVD positional encoding

* modify importing module

* Fixed certain problems

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* Fixed typo and make accord with lintrunner

* added svd_pe into dgl.rst

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* doc

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* Add SpatialEncoder and SpatialEncoder3d

* Optimize the code execution efficiency

* Fixed certain problems according to Dongyu's suggestions.

* Fix an error about probability of division by zero in PathEcoder; Change certain designs in SpatialEncoder

* Fix a typo

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* Add GraphTransformerLayer (dense)

* beautify the python code with black

* refine according to mufei's comments

* fix AttributeError in unit test

* rename module as GraphormerLayer

* fix name issue
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* Add PathEncoder to transformer.py

* add blank line at the and

* rename variabl sp to shortest_path

* Fixed corresponding problems

* Fixed certain bugs when running on CUDA

* changed clamp min from 0 to 1
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* Add biased multi-head attention module (dense)

* fix lint issues

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* added relgraphconv

* add tests for CuGraphRelGraphConv

* move test to tests directory

* update docs

* address PR review 1

* address PR review, continued

* remove stashing ctx.device

* make fanout optional

* fanout -> max_in_degree

* improve docstrings consistency

* initialize parameters directly in __init__

* get rid of shared memory size check

* improve docs

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* skip test case for regularizer=None
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* add ToLevi transform

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rename DGLHeteroGraph to DGLGraph

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This file will contain several utility modules for Graph Transformer. DegreeEncoder has been implemented in this file now.

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* add save/load for distributed  optimizer
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* add a learned laplacian positional encoder

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* [Model] Heterogeneous graph support for GNNExplainer (#1)

* add HeteroGNNExplainer

* GNNExplainer for heterogeenous graph

* fix typo

* variable name cleanup

* added HeteroGNNExplainer test

* added doc indexing for HeteroGNNExplainer

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* Update python/dgl/nn/pytorch/explain/gnnexplainer.py
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* Update python/dgl/nn/pytorch/explain/gnnexplainer.py
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* Update python/dgl/nn/pytorch/explain/gnnexplainer.py
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* Update python/dgl/nn/pytorch/explain/gnnexplainer.py
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* Update python/dgl/nn/pytorch/explain/gnnexplainer.py
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* Update python/dgl/nn/pytorch/explain/gnnexplainer.py
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* Update python/dgl/nn/pytorch/explain/gnnexplainer.py
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* Update python/dgl/nn/pytorch/explain/gnnexplainer.py
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* Update python/dgl/nn/pytorch/explain/gnnexplainer.py
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* Update python/dgl/nn/pytorch/explain/gnnexplainer.py
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* Update python/dgl/nn/pytorch/explain/gnnexplainer.py
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* Update gnnexplainer.py

Change DGLHeteroGraph to DGLGraph, and specified parameter inputs

* Added ntype parameter to the explainer_node call

* responding to @mufeili's comment regarding restoring empty lines at appriopiate places to be consistent with existing practices

* responding to @mufeili's comment regarding restoring empty lines at appriopiate places that were missed in the last commit

* docstring comments added based on @mufeili suggestions

* indorporated @mufeili requested changes related to docstring model declaration.

* example model and test_nn.py added for explain_graphs

* explain_nodes fixed and fixed the way hetero num nodes and edges are handled

* white spaces removed

* lint issues fixed

* explain_graph model updated

* explain nodes model updated

* minor fixes related to gpu compatability

* cuda support added

* simplify WIP

* _init_masks for ennexplainer updated to match heterographs

* Update

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* nits: docstring udpated

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* lint check updated

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* metapath2vec package

* fix bugs --metapath2vec package

* add unittest and fix bugs

* fix pyling messages

* del init.py

* fix bugs

* modify metapath2vec and add deepwalk

* metapath2vec module

* Update

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* rollback to initial metapath2vec

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