GitLab

* Update aug.py

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

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

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

[Feature] Add Heterograph support on Python for builtin unary msg functions (copy_u, copy_e) (#2989)

* heterograph for binary func

* Added SDDMM support

* Added unittest

* added binary test cases

* unary mfuncs works

* Fixed lint err

* lint check and others

* link check

* fixed import *_hetero issue

* lint check

* replace torch with dgl backend

* lint cehck

* removed torch from test

* skip mxnet unittest

* skip gpu test

* Remove unused/duplicated code

* minor

* changed data structure of ndata and edata

* link check

* reorganized

* minor lint

* minor lint

* raise error for udf func

* lint check

* fix for CUDA 10.1

* add a note for future cross-type max/min reducing

* Add support CUDA < 11

* lint check

* tidied C code

* remove dummy GSDDMM_hetero backward implementation
Co-authored-by: Israt Nisa <nisisrat@amazon.com>
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>
Co-authored-by: Quan Gan <coin2028@hotmail.com>

* fix

* fix

* lint

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

* fix faiss issue on k 3

* Add Hilander paper link
Co-authored-by: Tong He <hetong007@gmail.com>

* add docstring for missing API; fix some docstring

* rename apis; address comments

* fix.

* fix.

* fix.

* fix.

* Fix test
Co-authored-by: Ubuntu <ubuntu@ip-172-31-71-112.ec2.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-2-66.ec2.internal>

* add user guide for gpu sampling

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

* revise the doc of forward function in SAGEConv

* remove trailing space

* add hilander model implementation draft

* use focal loss

* fix

* change data root

* add necessary scripts

* update download links

* update

* update example table

* fix

* update readme with numbers

* add empty folder

* only eval at the end

* set up hilander

* inform results may fluctuate

* address comments
Co-authored-by: sneakerkg <xiaotj1990327@gmail.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-19-212.us-east-2.compute.internal>

* fix bugs in partitioning on heterogeneous graphs.

* fix.

* fix.

* fix example.

* fix.

* fix test.

* fix.

* fix.

* fix.

* fix tests.
Co-authored-by: Ubuntu <ubuntu@ip-172-31-71-112.ec2.internal>
Co-authored-by: Zheng <dzzhen@3c22fba32af5.ant.amazon.com>

Co-authored-by: Tong He <hetong007@gmail.com>

* try enable kvstore test

* fix

* fix

* seperate out kvstore test

* add comment

Co-authored-by: Ankit Garg <gaank@amazon.com>
Co-authored-by: Da Zheng <zhengda1936@gmail.com>

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

* Add dgl.utils.is_sorted_srcdst

* Fix linting issues

* delete blank line

* Specify datatype to index tensor in test

* Force integer conversion
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>

* add knn benchmark result

* update

* update knn benchmark to test on multiple algorithms

* update benchmark script

* update

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

* [Feature] Add dgl.reorder() to re-order graph according to specified strategy

* fix unit test failure for metis reorder

* fix unit test failure on mxnet_cpu

* refine unit test for dgl.reorder

* fix unit test failure on mxnet

* fix array_equal error for mxnet unit test

* fix unit test failure for mxnet

* convert metis output to numpy array explicitly
Co-authored-by: Tong He <hetong007@gmail.com>

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

* add instructions for VC2015 redist install

* fix typo

* Fix example datasplitting

* Remove left-over split parameter

* Remove unused parameter

* Set epoch when using multiple GPUs
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>

* fix

* lint

* Revert "lint"

This reverts commit 263f913f02a9ece8491e9a9f812e50892da899ba.
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>

* add knn benchmark result

* update

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

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

* fix

* remove nvidiasmi

* fix

* fix docs

* fix

* fix

* 1

* fix

* remove

* skip deprecated kernel

* fix

* Revert "skip deprecated kernel"

This reverts commit c5ceb7f60dbbaf065b81cc3680757fd611d90ad3.

* fix

* skip deprecated kernels

* Revert "skip deprecated kernels"

This reverts commit 2ee7f212d11d0858a0f863349a5e02ad04e4bc3c.

* fix

* update docstrings and tidy code

* add docs

* address comments

* Update __init__.py

* address comments

* 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>

[Bug fix] Use shared memory for grad sync when NCCL is not avaliable as PyTorch distributed backend. (#3034)

* Use shared memory for grad sync when NCCL is not avaliable as PyTorch distributed backend.

Fix small bugs and update unitests

* Fix bug

* update test

* update test

* Fix unitest

* Fix unitest

* Fix test

* Fix

* simple update
Co-authored-by: Ubuntu <ubuntu@ip-172-31-24-212.ec2.internal>

Co-authored-by: maqy1995 <maqingyun0718>
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>

* update

* update

* update

* update

* lint

* lint

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* lint

* update

* clone

* update

* update

* update

* update

* replace idarray with ndarray

* refactor cpp part

* refactor python part

* debug

* refactor interface

* test and doc

* lint and test

* lint

* fix

* fix

* fix

* const

* doc

* fix

* fix

* fix

* fix

* fix & doc

* fix

* fix

* update

* update

* update

* merge

* doc

* doc

* lint

* fix

* more tests

* doc

* fix

* fix

* update

* update

* update

* fix

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