GitLab

* Add helper method for temporary affinitization of compute threads

* Rework DL affinitization as single helper

* Add example usage in benchmarks

* Fix python linter warnings

* Fix affinity helper params

* Use NUMA node 0 cores only by default

* Fix benchmarks

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

* Update citation_graph.py

* Update

* Update

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

* add dist tutorial

* add predictor in dist prediction

* refine after rendering

* change links

* Update 2_link_prediction.py
Co-authored-by: Mufei Li <mufeili1996@gmail.com>
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>
Co-authored-by: Rhett Ying <85214957+Rhett-Ying@users.noreply.github.com>
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>

* Update link to correct destination.

* Update 4_rgcn.py

* Update 4_rgcn.py

* Update tutorials/models/1_gnn/4_rgcn.py

* Update tutorials/models/1_gnn/4_rgcn.py

* Update tutorials/models/1_gnn/4_rgcn.py
Co-authored-by: Rhett Ying <85214957+Rhett-Ying@users.noreply.github.com>

* fix distributed multi-GPU example device

* try Join

* update version requirement in README

* use model.join

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

* fix multi-gpu rgcn example

* remove dgl.multiprocessing in turorials

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

* fix

* raise an error

* fix docserver crash

* huuuuge update

* remove

* lint

* lint

* fix

* what happened to nccl

* update multi-gpu unsupervised graphsage example

* replace most of the dgl.mp.process with torch.mp.spawn

* update if condition for use_uva case

* update user guide

* address comments

* incorporating suggestions from @jermainewang

* oops

* fix tutorial to pass CI

* oops

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

* initial update

* more

* more

* multi-gpu example

* cluster gcn, finalize homogeneous

* more explanation

* fix

* bunch of fixes

* fix

* RGAT example and more fixes

* shadow-gnn sampler and some changes in unit test

* fix

* wth

* more fixes

* remove shadow+node/edge dataloader tests for possible ux changes

* lints

* add legacy dataloading import just in case

* fix

* update pylint for f-strings

* fix

* lint

* lint

* lint again

* cherry-picking commit fa9f494

* oops

* fix

* add sample_neighbors in dist_graph

* fix

* lint

* fix

* fix

* fix

* fix tutorial

* fix

* fix

* fix

* fix warning

* remove debug

* add get_foo_storage apis

* lint

* link prediction tutorial

* add performance tip

* Update L2_large_link_prediction.py

There is some misleading text.
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>

* Update

* Update

* Update dependencies

* Update

* Update

* Fix ogbn-products gat

* Update

* Update

* Reformat

* Fix typo in node2vec_random_walk

* Specify file encoding

* Working for 6.7

* Update

* Fix subgraph

* Fix doc for sample_neighbors_biased

* Fix hyperlink

* Add example for udf cross reducer

* Fix

* Add example for slice_batch

* Replace dgl.bipartite

* Fix GATConv

* Fix math rendering

* Fix doc
Co-authored-by: Ubuntu <ubuntu@ip-172-31-28-17.us-west-2.compute.internal>
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-22-156.us-west-2.compute.internal>

* add user guide for gpu sampling

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

* fix

* remove nvidiasmi

* fix

* fix docs

* fix

* fix

* multi-GPU node classification tutorial

* Update 2_node_classification.py

* fixes

* elaborate a bit more

* address comments

* address comments

* [Doc] modify the dimension of weight to Numpy broadcasting rule

* [Doc] modify the user defined reduce function
Co-authored-by: zhjwy9343 <6593865@qq.com>

* add init version.

* fix build.

* fix format.

* fix.

* fix.

* fix format.

* update README.

* avoid running CI on distributed training tutorials.

* Update tutorials/dist/1_node_classification.py
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>

* fix.
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>

Fix a typo in the tutorial for "Introduction of Neighbor Sampling for GNN Training".
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>

* Update

* Update

* Update tutorials/multi/1_graph_classification.py
Co-authored-by: Tong He <hetong007@gmail.com>

* Update

* Update

* Update
Co-authored-by: Ubuntu <ubuntu@ip-172-31-4-21.us-west-2.compute.internal>
Co-authored-by: Tong He <hetong007@gmail.com>

Fix a typo in the tutorial for "Link Prediction using Graph Neural Networks".
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>

* Update heterograph.py

* remove unit tests

* replace tutorial

The number of edges should be same as posive eids.
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>

* rename block to mfg

* revert

* rename

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

* link prediction clarification

* fix

* reorg

* change titles

* rm some stale API doc; minor fix

* fix docs

* add warning

* rm new-tutorial run in ci

* lint

* update graphdataloader in docs

* fix

* update examples

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

* Update gatedgraphconv.py

* Update entity_classify.py

* Update data-process.rst

* Update reading_data.py

* Update data-process.rst

* Update utils.py

* Update knowledge_graph.py

* Update entity_classify.py

* Update rdf.py

* Update entity_classify_mb.py

* Update test_classify.py

* Update tensor.py

* Update sparse.py

* Update entity_classify_mp.py

* Update 6_line_graph.py

* Some functions used in the tutorial are deprecated

I'm receiving register_message_func and register_reduce_func are deprecated error. I have updated the code such that message and reduce functions are passed to g.send and g.recv

* Update 3_pagerank.py.bak
Co-authored-by: Zihao Ye <expye@outlook.com>

* Update

* Update

* Update

* Update

* Update