GitLab

* 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

Co-authored-by: Minjie Wang <minjie.wang@nyu.edu>

* Add nccl backend  and fix pad_data function cuda bug

* Update train_dist.py

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

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

* added distgnn plus libra codebase

* Dist application codes

* added comments in partition code. changed the interface of partitioning call.

* updated readme

* create libra partitioning branch for the PR

* removed disgnn files for first PR

* updated kernel.cc

* added libra_partition.cc and moved libra code from kernel.cc to libra_partition.cc

* fixed lint error; merged libra2dgl.py and main_Libra.py to libra_partition.py; added graphsage/distgnn folder and partition script.

* removed libra2dgl.py

* fixed the lint error and cleaned the code.

* revisions due to PR comments. added distgnn/tools contains partitions routines

* update 2 PR revision I

* fixed errors; also improved the runtime by 10x.

* fixed minor lint error

* fixed some more lints

* PR revision II changed the interface of libra partition function

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

* tmp fix

* add description

Co-authored-by: Ubuntu <ubuntu@ip-172-31-2-66.ec2.internal>

* fix.

* fix.

* fix.

* fix.

* Fix test

* Deprecate old DistEmbedding impl, use synchronized embedding impl

* update doc
Co-authored-by: Ubuntu <ubuntu@ip-172-31-71-112.ec2.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-2-66.ec2.internal>
Co-authored-by: Da Zheng <zhengda1936@gmail.com>
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>

* add.

* fix.

* fix.

* fix.

* fix.

* add tests.

* support node split and edge split.

* support 1 partition.

* add tests.

* fix.

* fix test.

* use hierarchical partition.

* add check.
Co-authored-by: Zheng <dzzhen@3c22fba32af5.ant.amazon.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-22-57.us-west-2.compute.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-71-112.ec2.internal>

* explicitly set the graph format.

* fix.

* fix.

* fix launch script.

* fix readme.
Co-authored-by: Zheng <dzzhen@3c22fba32af5.ant.amazon.com>
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-71-112.ec2.internal>

* Draft for sparse emb

* add some notes

* Fix

* Add sparse optim for dist pytorch

* Update test

* Fix

* upd

* upd

* Fix

* Fix

* Fix bug

* add transductive exmpale

* Fix example

* Some fix

* Upd

* Fix lint

* lint

* lint

* lint

* upd

* Fix lint

* lint

* upd

* remove dead import

* update

* lint

* update unitest

* update example

* Add adam optimizer

* Add unitest and update data

* upd

* upd

* upd

* Fix docstring and fix some bug in example code

* Update rgcn readme
Co-authored-by: Ubuntu <ubuntu@ip-172-31-57-25.ec2.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-24-210.ec2.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-2-66.ec2.internal>

Co-authored-by: Ubuntu <ubuntu@ip-172-31-73-81.ec2.internal>
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>

* remove num_workers.

* remove num_workers.

* remove num_workers.

* remove num-servers.

* update error message.

* update docstring.

* fix docs.

* fix tests.

* fix test.

* fix.

* print messages in test.

* fix.

* fix test.

* fix.
Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-132.us-west-1.compute.internal>

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

* Update README to use NFS, rather than copying files

* Update README.md

* Update README.md

* Update README.md

* Add ParMetis

* Update README.md

* fix directory.

* fix

* redo.

* fix.

* update.

* add more descriptions
Co-authored-by: Da Zheng <zhengda1936@gmail.com>
Co-authored-by: Quan Gan <coin2028@hotmail.com>

* Distributed heterograph (#3)

* heterogeneous graph partition.

* fix graph partition book for heterograph.

* load heterograph partitions.

* update DistGraphServer to support heterograph.

* make DistGraph runnable for heterograph.

* partition a graph and store parts with homogeneous graph structure.

* update DistGraph server&client to use homogeneous graph.

* shuffle node Ids based on node types.

* load mag in heterograph.

* fix per-node-type mapping.

* balance node types.

* fix for homogeneous graph

* store etype for now.

* fix data name.

* fix a bug in example.

* add profiler in rgcn.

* heterogeneous RGCN.

* map homogeneous node ids to hetero node ids.

* fix graph partition book.

* fix DistGraph.

* shuffle eids.

* verify eids and their mappings when loading a partition.

* Id map from homogneous Ids to per-type Ids.

* verify partitioned results.

* add test for distributed sampler.

* add mapping from per-type Ids to homogeneous Ids.

* update example.

* fix DistGraph.

* Revert "add profiler in rgcn."

This reverts commit 36daaed8b660933dac8f61a39faec3da2467d676.

* add tests for homogeneous graphs.

* fix a bug.

* fix test.

* fix for one partition.

* fix for standalone training and evaluation.

* small fix.

* fix two bugs.

* initialize projection matrix.

* small fix on RGCN.

* Fix rgcn performance (#17)
Co-authored-by: Ubuntu <ubuntu@ip-172-31-62-171.ec2.internal>

* fix lint.

* fix lint.

* fix lint.

* fix lint.

* fix lint.

* fix lint.

* fix.

* fix test.

* fix lint.

* test partitions.

* remove redundant test for partitioning.

* remove commented code.

* fix partition.

* fix tests.

* fix RGCN.

* fix test.

* fix test.

* fix test.

* fix.

* fix a bug.

* update dmlc-core.

* fix.

* fix rgcn.

* update readme.

* add comments.
Co-authored-by: Ubuntu <ubuntu@ip-172-31-2-202.us-west-1.compute.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-132.us-west-1.compute.internal>
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-62-171.ec2.internal>

* fix.

* fix.

* add div_int.

* fix.

* fix.

* fix lint.

* fix.

* fix.

* fix.

* adjust.

* move code.

* handle heterograph.

* return pytorch tensor in GPB.

* remove some tests in example.

* add to_block for distributed training.

* use distributed to_block.

* remove unnecessary function in DistGraph.

* remove distributed to_block.

* use pytorch tensor.

* fix a bug in ntypes and etypes.

* enable norm.

* make the data loader compatible with the old format.

* fix.

* add comments.

* fix a bug.

* add test for heterograph.

* support partition without reshuffle.

* add test.

* support partition without reshuffle.

* fix.

* add test.

* fix bugs.

* fix lint.

* fix dataset.

* fix for mxnet.

* update docstring.

* rename to floor_div

* avoid exposing NodePartitionPolicy and EdgePartitionPolicy.

* fix docstring.

* fix error.

* fixes.

* fix comments.

* rename.

* rename.

* explain IdMap.

* fix docstring.

* fix docstring.

* update docstring.

* remove the code of returning heterograph.

* remove argument.

* fix example.

* make GraphPartitionBook an abstract class.

* fix.

* fix.

* fix a bug.

* fix a bug in example

* fix a bug

* reverse heterograph sampling.

* temp fix.

* fix lint.

* Revert "temp fix."

This reverts commit c450717b9f578b8c48769c675f2a19d6c1e64381.

* compute norm.

* Revert "reverse heterograph sampling."

This reverts commit bd6deb7f52998de76508f800441ff518e2fadcb9.

* fix.

* move id_map.py

* remove check

* add more comments.

* update docstring.
Co-authored-by: Ubuntu <ubuntu@ip-172-31-2-202.us-west-1.compute.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-132.us-west-1.compute.internal>
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-62-171.ec2.internal>

* update

* update

* update

* update

* update

Co-authored-by: Ubuntu <ubuntu@ip-172-31-10-127.us-west-2.compute.internal>
Co-authored-by: Chao Ma <mctt90@gmail.com>

Co-authored-by: hzliuchw <hzliuchw@corp.netease.com>
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>

* check num_workers

* update

* update

* update

* update

* update

* update

* fix issues on GPU

* update

* update

* update

* update

* update

* update

* update

* update

* update
Co-authored-by: Ma <manchao@38f9d3587685.ant.amazon.com>

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* rename get_data_size.

* remove g from DistTensor.

* remove g from DistEmbedding.

* clean up API of graph partition book.

* fix DistGraph

* fix lint.

* collect all part policies.

* fix.

* fix.

* support distributed sampler.

* remove partition.py

* move server start code to initialize.

* fix.

* fix lint.

* fix examples.

* add more checks.

* remove server_count from ip_config.txt

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* lint

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* Update dist_context.py

* fix lint.

* make it work for multiple spaces.

* update ip_config.txt.

* fix examples.

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* udpate

* update

* update

* update

* update

* update
Co-authored-by: Da Zheng <zhengda1936@gmail.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-19-1.us-west-2.compute.internal>

* fix tests.

* fix.

* remove a test.

* make code work in the standalone mode.

* fix example.

* more fix.

* make DistDataloader work with num_workers=0

* fix DistDataloader tests.

* fix.

* fix lint.

* fix cleanup.

* fix test

* remove unnecessary code.

* remove tests.

* fix.

* fix.

* fix.

* fix example

* fix.

* fix.

* fix launch script.
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-19-1.us-west-2.compute.internal>

* fix example.

* move feature copy to sampler.
Co-authored-by: Ubuntu <ubuntu@ip-172-31-19-1.us-west-2.compute.internal>

* 111

* 111

* fix

* 111

* fix

* 11

* fix

* lint

* Update __init__.py

* lint

* fix

* lint

* fix

* fix

* fix

* fix

* fix

* try fix

* try fix

* fix

* Revert "fix"

This reverts commit a0b954fd4e99b7df92b53db8334dcb583d6e1551.

* fixes.

* fix.

* fix test.

* fix exit.

* fix.

* fix

* fix

* lint

* lint

* lint

* fix

* Update .gitignore

* 111

* fix

* 111

* 111

* fff

* 1111

* 111

* 1325315

* ffff

* f???

* fff

* 1111

* 111

* fix

* 111

* asda

* 1111

* 11

* 123

* 啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊

* spawn

* 1231231

* up

* 111

* fix

* fix

* Revert "fix"

This reverts commit 7373f95312fdcaa36d2fc330bf242339e89c045d.

* fix

* fix

* 1111

* fix

* fix tests

* start kvclient as early as possible.

* lint

* fix test

* lint

* 1111

* fix

* fix

* 111

* fix

* fix

* 1

* fix

* fix

* lint

* fix

* lint

* lint

* remove quit

* fix

* lint

* fix

* fix several

* lint

* fix minor

* fix

* lint
Co-authored-by: Da Zheng <zhengda1936@gmail.com>
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>

* client init graph on the backup servers.

* fix.

* test multi-server.

* fix anonymous dist tensors.

* check #parts.

* fix init_data

* add multi-server multi-client tests.

* update tests in kvstore.

* fix.

* verify the loaded partition.

* fix a bug.

* fix lint.

* fix.

* fix example.

* fix rpc.

* fix pull/push handler for backup kvstore

* fix example readme.

* change ip.

* update docstring.
Co-authored-by: Ubuntu <ubuntu@ip-172-31-19-1.us-west-2.compute.internal>

* Standalone can run

* fix

* Add save

* Fix

* Fix

* Fix

* Fix

* debug

* test

* test

* Fix

* Fix

* log

* Fix

* fix

* Profile

* auto sync grad

* update

* add test for unsupervised dist training

* upd

* Fix lr

* Fix update

* sync

* fix

* Revert "fix"

This reverts commit d5caa7398b36125f6d6e2c742a95c6ff4298c9e9.

* Fix

* unsupervised

* Fix

* remove debug

* Add test case for dist_graph find_edges()

* Fix

* skip tensorflow test for find_edges

* Update readme

* remove some test

* upd

* Update partition_graph.py
Co-authored-by: Ubuntu <ubuntu@ip-172-31-68-185.ec2.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-24-210.ec2.internal>
Co-authored-by: Da Zheng <zhengda1936@gmail.com>