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* minor tweak

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* Update notebooks/sparse/quickstart.ipynb

* dgl

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

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* update notebook

* minor update

* [Sparse] Refactor matmul interface.

* Update

* as_sp_to_sp

* dense

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

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* doc

* minor

* black

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* reorg
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* remove unnecessary exposure.

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* remove_warning

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* Update diag_matrix.py

* Update sparse_matrix.py

* Update sparse_matrix.py
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Co-authored-by: Hongzhi (Steve), Chen <chenhongzhi.nkcs@gmail.com>

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Co-authored-by: Ubuntu <ubuntu@ip-172-31-36-188.ap-northeast-1.compute.internal>

* 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

* polish the docstring

* fix doc

* lint
Co-authored-by: Ubuntu <ubuntu@ip-172-31-14-146.ap-northeast-1.compute.internal>
Co-authored-by: rudongyu <ru_dongyu@outlook.com>

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* [Doc] update doc page for distributed partition pipeline

* update

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

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

* 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
Co-authored-by: Ubuntu <ubuntu@ip-172-31-14-146.ap-northeast-1.compute.internal>
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* Add biased multi-head attention module (dense)

* fix lint issues

* refine according to dongyu's comments
Co-authored-by: rudongyu <ru_dongyu@outlook.com>