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Co-authored-by: Ubuntu <ubuntu@ip-172-31-28-63.ap-northeast-1.compute.internal>

* auto-format-test

* more

* remove

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Co-authored-by: Ubuntu <ubuntu@ip-172-31-28-63.ap-northeast-1.compute.internal>

Signed-off-by: Serge Panev <spanev@nvidia.com>
Signed-off-by: Serge Panev <spanev@nvidia.com>

* [Dist] enable access DistGraph.edges via canonical etype

* refine code

* refine test

* refine code

* [Dist] deprecate etype and always use canonical etype for partition and load

* enable canonical etypes in dist part pipeline

* resolve rebase conflicts

* fix lint

* fix test failure

* throw exception if outdated part config is loaded

* refine

* refine

* revert unnecessary change

* fix typo

* sample neighbors with masks

* oops

* refactor again

* remove

* remove debug code

* rename macro

* address comments

* more stuff

* remove

* fix

* try fix unit test

* oops

* fix test

* oops

* change name

* rename a lot of stuff

* oops

* ugh

* misc fixes

* lint

* address a lot of comments

* lint

* lint

* fix

* that was silly

* fix

* fix

* fix

* oops

* [Dist] reduce startup overhead: enable to save in specified formats

* [Dist] reduce startup overhead: sort partitions when generating

* sort csc/csr only whenmultiple etypes

* refine

* [Dist] Reduce peak memory in DistDGL: avoid validation, release memory once loaded

* remove orig_id from ndata/edata for partition_graph()

* delete orig_id from ndata/edata in dist part pipeline

* reduce dtype size and format before saving graphs

* fix lint

* ETYPE requires to be int32/64 for CSRSortByTag

* fix test failure

* refine

* [DistTest] fix incorrect shell if statement

* fix incorrect use of dist.initialize()

* [Dist] enable to specify sort_etype for sample_etype_neighbours

* fix lint

* pass argument instead of env

* fix lint and doc string

* refine args

* remove unnecessary lines

* debug only

* debug add sort time log

* change interface

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

* [Dist][BugFix] enable sampling on bipartite

* add comments for tests

* [Fix] sleep for a while when launching clients which will connect to multiple servers

* pre-allocate more ports

* no multiple partitions on single machine

* [Feature] long live server for multiple client groups

* generate globally unique name for DistTensor within DGL automatically

* [Fix] reduce error msg, refine fetch logic of available ports

* un-initialize client before sending shutdown request

* fix import error

* print connect failure log only in debug mode

* enable DMLC_LOG_DEBUG=1 in CI

* [Feature] enable TP::Receiver wait for any numbers of senders

* fix random unit test failure

* avoid endless future wait

* fix unit test failure

* fix seg fault when finalize wait in receiver

* [Feature] refactor sender connect logic and remove unnecessary sleeps in unit tests

* fix lint

* release RPCContext resources before process exits

* [Debug] TPReceiver wait start log

* [Debug] add log in get port

* [Debug] add log

* [ReDebug] revert time sleep in unit tests

* [Debug] remove sleep for test_distri,test_mp

* [debug] add more log

* [debug] add listen_booted_ flag

* [debug] restore commented code for queue

* [debug] sleep more in rpc_client

* restore change in tests

* Revert "restore change in tests"

This reverts commit 41a18926d181ec2517069389bfc41de2cc949280.

* Revert "[debug] sleep more in rpc_client"

This reverts commit a908e758eabca0a6ce62eb2e59baea02a840ac67.

* Revert "[debug] restore commented code for queue"

This reverts commit d3f993b3746e6bb6e2cc2f90204dd7e9461c6301.

* Revert "[debug] add listen_booted_ flag"

This reverts commit 244b2167d94942ff2a0acec8823b974975e52580.

* Revert "[debug] add more log"

This reverts commit 4b78447b0a575a824821dc7e25cca2246e6e30e2.

* Revert "[Debug] remove sleep for test_distri,test_mp"

This reverts commit e1df1aadcc8b1c2a0013ed77322ac391a8807612.

* remove debug code

* revert unnecessary change

* revert unnecessary changes

* always reset RPCContext when get started and reset all data

* remove time.sleep in dist tests

* fix lint

* reset envs before each dist test

* reset env properly

* add time sleep when start each server

* sleep for a while when boot server

* replace wait_thread with callback

* fix lint

* add dglconnect handshake check
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>

[Feature] Add a HINT for the per edge type sampler of heterogeneous DistGraph that highlighting the etypes are sorted already. (#3260)

* pass cpp test

* distgraph use sorted edge flag.

* lint

* triger

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

* handle empty frontiers.

* fix lint.

* fix
Co-authored-by: Ubuntu <ubuntu@ip-172-31-2-202.us-west-1.compute.internal>
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>

* make heterogeneous find_edges

* add distributed EdgeDataLoader.

* fix.

* fix a bug.

* fix bugs.

* add tests on distributed heterogeneous graph sampling.

* fix.
Co-authored-by: Zheng <dzzhen@3c22fba32af5.ant.amazon.com>

* fix.

* fix.

* fix.

* fix.

* Fix test

* Deprecate old DistEmbedding impl, use synchronized embedding impl

* Basic imple of heterogeneous on homogenenous sampling

* make pass

* Pass C++ test

* Add python test code

* lint

* lint

* Add MultiLayerEtypeNeighborSampler

* Add unitest for single machine dataloader

* Add dist dataloader test for edge type sampler

* Fix lint

* fix

* support for per etype sample

* Fix some bug and enable distributed training with per edge sample

* fix

* Now distributed training works

* turn off some mxnet

* turn off mxnet for some dist test

* fix

* upd

* upd according to the comments

* Fix

* Fix test and now distributed works.

* upd

* upd

* Fix

* Fix bug

* remove dead code.

* upd

* Fix

* upd

* Fix
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>

* support hetero RGCN.

* fix.

* simplify code.

* sample_neighbors return heterograph directly.

* avoid using to_heterogeneous.

* compute canonical etypes in advance.

* fix tests.

* fix.

* fix distributed data loader for heterograph.

* use NodeDataLoader.

* fix bugs in partitioning on heterogeneous graphs.

* fix lint.

* fix tests.

* fix.

* fix.

* fix bugs.

* fix tests.

* fix.

* enable coo for distributed.

* fix.

* fix.

* fix.

* fix.

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

* 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>

* add distributed in-degree and out-degree.

* update comments.

* fix a bug.

* add tests.

* add tests.

* fix a bug.

* fix docstring.

* update doc.

* fix

* fix.
Co-authored-by: Zheng <dzzhen@3c22fba32af5.ant.amazon.com>
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.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>

* 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....

* fix.

* doesn't support EdgeDataLoader

* add test.

* fix.

* fix test.

* catch errors in the test.

* fix.

* fix error message

* add print.

* join the server processes.

* update test.

* fix test.

* 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