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* [Sparse] Use X to represent dense tensors in sddmm

* indent

* pylint: disable=invalid-name
Co-authored-by: Hongzhi (Steve), Chen <chenhongzhi.nkcs@gmail.com>

* use NotImplemented

* format

* extend to pytorch scalar

* sparse div scalar

* oops

* Apply suggestions from code review
Co-authored-by: Mufei Li <mufeili1996@gmail.com>
Co-authored-by: Mufei Li <mufeili1996@gmail.com>

* [Sparse] Refactor matmul interface.

* Update

* as_sp_to_sp

* dense

* revert_mock

* test

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

* use NotImplemented

* format

* extend to pytorch scalar

* reformat

* reformat

* lint

* use NotImplemented

* add TypeError tests

* format

* lint

* fix type

* fix docstring

* lint

* remove redundant condition

* Add failing unit test

* Add fix

* Remove extra newline

* skip cpu test
Co-authored-by: Xin Yao <yaox12@outlook.com>

* [Sparse] Reduce peak memory usage of SpSpAdd

* Update

* Update

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

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

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

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

* add mul and div

* polish

* equivalent

* indent

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

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

* Avoid initializing CUDA at importing

* renaming

* doc

* minor

* black

* no-lint

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

* remove unnecessary exposure.

* remove_add_power

* remove_warning

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

* [BugFix] fix unexpected exception when agg_type is GCN and bias is disabled

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

* Adding tarfile member sanitization to extractall()

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

* overwrite default_collate_fn

* Update dataloader.py

* Update dataloader.py

* Update dataloader.py

* Update dataloader.py

* Update test_dataloader.py

* revert the test code being reverted in #4956

* Optimize bias term in sageconv

* fix lint

* Remove bias sharing

* Update sageconv.py
Co-authored-by: Bartlomiej Gawrych <barlomiej.gawrych@intel.com>
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>

* Update

* Update

* Update

* lint

* lint

* Update

* CI

* Update diag_matrix.py

* Update sparse_matrix.py

* Update sparse_matrix.py
Co-authored-by: Ubuntu <ubuntu@ip-172-31-36-188.ap-northeast-1.compute.internal>
Co-authored-by: Hongzhi (Steve), Chen <chenhongzhi.nkcs@gmail.com>

* [CI] updgrade pytorch version for benchmark CI

* update build arguments

* updage

* updage

* upgrade torch to 1.13

* updage docker image

* update cmake args

* try with cu116_torch112

* update build

* update

* update

* update

* update docker image

* update

* update

* update

* update

* final update

* fix continue running

* update

* update

* update

* fix fp16 in nn modules

* fix lint

* remove the example
Co-authored-by: Quan Gan <coin2028@hotmail.com>