Commits · 41349dcef5c62e59e774b6672af0deca517414bc · OpenDAS / dgl

15 Jun, 2020 2 commits

[Feature] Range partition (#1522) · 41349dce

Da Zheng authored Jun 15, 2020



* add reorder immutable graph.

* add python API.

* add reorder for csr.

* remove gk version.

* fix

* add cpp test.

* bug fixes

* fix tests.

* fix bugs and add check

* fix test.

* add omp.

* add comments.

* add coo reorder.

* fix a bug.

* handle reorder for different graph structues.

* fix lint.

* fix.

* add original ids.

* reshuffle nodes before metis partition.

* inner nodes are in contiguous Id range.

* reshuffle nodes/edges when partitioning.

* load partition return graph partition book.

* use inner_node/inner_edges

* add and test range partition book.

* count inner_edge correctly.

* fix lint.

* fix lint.

* fix lint.

* fix errors.

* fix errors.

* fix for TF.

* fix.

* fix.

* change docstring.

* support logical and.

* add comments.

* avoid copy.

* fix

* update docstring.

* fix a bug.

* add range search.

* fix

* fix a bug.

* add more tests.

* load graph partition book.

* support shared memory for range partition book.

* fix a bug.

* fix.

* fix lint.

* remove check

* fix test.

* remove num_nodes and num_edges

* fix lint.

* fix graph partition book.

* address comments.

* use makedirs.

* fix compile
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>
Co-authored-by: Chao Ma <mctt90@gmail.com>

41349dce

[Kernel] CUDA CSR2COO COOSort COO2CSR (#1620) · d6d517bb

Minjie Wang authored Jun 15, 2020



* add cuda source

* moving codes from kernel2 branch

* operator overloading

* Better error message for unsupported device

* fix c tests

* coo sort using cusparse

* move test_rpc to distributed

* lint

* address comments and add utests
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
Co-authored-by: Chao Ma <mctt90@gmail.com>
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>

d6d517bb

11 Jun, 2020 1 commit
- [Fix] clang warnings (#1618) · 3ddc7b4d
  Jinjing Zhou authored Jun 11, 2020
```
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>
```
  3ddc7b4d
26 May, 2020 1 commit

[Fix] New StreamWithBuffer interface (#1557) · 7639b5e7

Jinjing Zhou authored May 27, 2020



* WIP: rpc components

* client & server

* move network package to rpc

* fix include

* fix compile

* c api

* wip: test

* add basic tests

* missing file

* [RPC] Zero copy serializer (#1517)

* zerocopy serialization

* add test for HeteroGraph

* fix lint

* remove unnecessary codes

* add comment

* lint

* lint

* disable pylint for now

* add include for win

* windows guard

* lint

* lint

* skip test on windows

* refactor

* add comment

* fix

* comment

* 1111

* fix

* Update Jenkinsfile

* [RPC] Implementation of RPC infra (#1544)

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* remove client.cc and server.cc

* fix lint

* update

* update

* fix linr

* update

* fix lint

* update

* update

* update

* update

* update

* update

* update test

* update

* update test

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update comment

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* fix lint

* fix lint

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* Refactor StreamWithBuffer (#1550)

* refactor

* fix with new interface

* remove copy

* fix

* remove comment
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>
Co-authored-by: Chao Ma <mctt90@gmail.com>

7639b5e7

22 May, 2020 1 commit

[RPC] New RPC infrastructure. (#1549) · 3e696922

Chao Ma authored May 22, 2020



* WIP: rpc components

* client & server

* move network package to rpc

* fix include

* fix compile

* c api

* wip: test

* add basic tests

* missing file

* [RPC] Zero copy serializer (#1517)

* zerocopy serialization

* add test for HeteroGraph

* fix lint

* remove unnecessary codes

* add comment

* lint

* lint

* disable pylint for now

* add include for win

* windows guard

* lint

* lint

* skip test on windows

* refactor

* add comment

* fix

* comment

* 1111

* fix

* Update Jenkinsfile

* [RPC] Implementation of RPC infra (#1544)

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* remove client.cc and server.cc

* fix lint

* update

* update

* fix linr

* update

* fix lint

* update

* update

* update

* update

* update

* update

* update test

* update

* update test

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update comment

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* fix lint

* fix lint

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

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

3e696922

15 May, 2020 1 commit
- [Feature] Add a request_format api and enrich related docstring. (#1528) · 70dc2ee9
  Zihao Ye authored May 16, 2020
```
* upd

* upd

* lint

* fix

* bloody lint
```
  70dc2ee9
14 May, 2020 1 commit

[Refactor] Restrict sparse format for DGLHeteroGraph (#1474) · c2e61ce1

Zihao Ye authored May 14, 2020



* upd

* simplify

* further simplify

* lint

* doc

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* lint

* rename format

* upd

* lint

* upd

* upd

* upd

* udp

* debug

* upd

* upd

* upd

* upd

* upd

* 无可厚非吧

* 中三边肥

* 你一定要喊吗

* lint

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* Update unit_graph.h
Co-authored-by: Zihao Ye <yzh119@192.168.0.110>
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>

c2e61ce1

08 May, 2020 1 commit

[Refactor] Explicit dtype for HeteroGraph (#1467) · dc8ca88e

Jinjing Zhou authored May 08, 2020



* 111

* 111

* lint

* lint

* lint

* lint

* fix

* lint

* try

* fix

* lint

* lint

* test

* fix

* ttt

* test

* fix

* fix

* fix

* mxnet

* 111

* fix 64bits computation

* pylint

* roll back

* fix

* lint

* fix hetero_from_relations

* remove index_dtype in to_homo and to_hetero

* fix

* fix

* fix

* fix

* remove default

* fix

* lint

* fix

* fix error message

* fix error

* lint

* macro dispatch

* try

* lint

* remove nbits

* error message

* fix

* fix

* lint

* lint

* lint

* fix

* lint

* fix

* fix random walk

* lint

* lint

* fix

* fix

* fix

* lint

* fix

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

dc8ca88e

03 May, 2020 1 commit

[Feature] Distributed graph store (#1383) · 2190c39d

Da Zheng authored May 02, 2020

* initial version from distributed training.

This is copied from multiprocessing training.

* modify for distributed training.

* it's runnable now.

* measure time in neighbor sampling.

* simplify neighbor sampling.

* fix a bug in distributed neighbor sampling.

* allow single-machine training.

* fix a bug.

* fix a bug.

* fix openmp.

* make some improvement.

* fix.

* add prepare in the sampler.

* prepare nodeflow async.

* fix a bug.

* get id.

* simplify the code.

* improve.

* fix partition.py

* fix the example.

* add more features.

* fix the example.

* allow one partition

* use distributed kvstore.

* do g2l map manually.

* fix commandline.

* a temp script to save reddit.

* fix pull_handler.

* add pytorch version.

* estimate the time for copying data.

* delete unused code.

* fix a bug.

* print id.

* fix a bug

* fix a bug

* fix a bug.

* remove redundent code.

* revert modify in sampler.

* fix temp script.

* remove pytorch version.

* fix.

* distributed training with pytorch.

* add distributed graph store.

* fix.

* add metis_partition_assignment.

* fix a few bugs in distributed graph store.

* fix test.

* fix bugs in distributed graph store.

* fix tests.

* remove code of defining DistGraphStore.

* fix partition.

* fix example.

* update run.sh.

* only read necessary node data.

* batching data fetch of multiple NodeFlows.

* simplify gcn.

* remove unnecessary code.

* use the new copy_from_kvstore.

* update training script.

* print time in graphsage.

* make distributed training runnable.

* use val_nid.

* fix train_sampling.

* add distributed training.

* add run.sh

* add more timing.

* fix a bug.

* save graph metadata when partition.

* create ndata and edata in distributed graph store.

* add timing in minibatch training of GraphSage.

* use pytorch distributed.

* add checks.

* fix a bug in global vs. local ids.

* remove fast pull

* fix a compile error.

* update and add new APIs.

* implement more methods in DistGraphStore.

* update more APIs.

* rename it to DistGraph.

* rename to DistTensor

* remove some unnecessary API.

* remove unnecessary files.

* revert changes in sampler.

* Revert "simplify gcn."

This reverts commit 0ed3a34ca714203a5b45240af71555d4227ce452.

* Revert "simplify neighbor sampling."

This reverts commit 551c72d20f05a029360ba97f312c7a7a578aacec.

* Revert "measure time in neighbor sampling."

This reverts commit 63ae80c7b402bb626e24acbbc8fdfe9fffd0bc64.

* Revert "add timing in minibatch training of GraphSage."

This reverts commit e59dc8957a414c7df5c316f51d78bce822bdef5e.

* Revert "fix train_sampling."

This reverts commit ea6aea9a4aabb8ba0ff63070aa51e7ca81536ad9.

* fix lint.

* add comments and small update.

* add more comments.

* add more unit tests and fix bugs.

* check the existence of shared-mem graph index.

* use new partitioned graph storage.

* fix bugs.

* print error in fast pull.

* fix lint

* fix a compile error.

* save absolute path after partitioning.

* small fixes in the example

* Revert "[kvstore] support any data type for init_data() (#1465)"

This reverts commit 87b6997b

.

* fix a bug.

* disable evaluation.

* Revert "Revert "[kvstore] support any data type for init_data() (#1465)""

This reverts commit f5b8039c6326eb73bad8287db3d30d93175e5bee.

* support set and init data.

* support set and init data.

* Revert "Revert "[kvstore] support any data type for init_data() (#1465)""

This reverts commit f5b8039c6326eb73bad8287db3d30d93175e5bee.

* fix bugs.

* fix unit test.

* move to dgl.distributed.

* fix lint.

* fix lint.

* remove local_nids.

* fix lint.

* fix test.

* remove train_dist.

* revert train_sampling.

* rename funcs.

* address comments.

* address comments.

Use NodeDataView/EdgeDataView to keep track of data.

* address comments.

* address comments.

* revert.

* save data with DGL serializer.

* use the right way of getting shape.

* fix lint.

* address comments.

* address comments.

* fix an error in mxnet.

* address comments.

* add edge_map.

* add more test and fix bugs.
Co-authored-by: Zheng <dzzhen@186590dc80ff.ant.amazon.com>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-6-131.us-east-2.compute.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-26-167.us-east-2.compute.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-16-150.us-west-2.compute.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-16-250.us-west-2.compute.internal>
Co-authored-by: Ubuntu <ubuntu@ip-172-31-30-135.us-west-2.compute.internal>

2190c39d

02 May, 2020 2 commits

[KVStore] Fix bug of get_meta() API (#1491) · 5fc334fc

Chao Ma authored May 02, 2020

* fix get-shape

* update

* update

* update

* update

* update

* fix typo

* update

* update

5fc334fc

[Fix] Fix stream creation and empty dict in tensor serialization (#1489) · 30b8074a

Jinjing Zhou authored May 02, 2020

* add functions

* fix litn

* add unit test

* fix

* fix

* fix

* fix

* support empty dict

* simplify logic

* Update tensor_serialize.py

30b8074a

28 Apr, 2020 1 commit

[Model] Unsupervised learning with GraphSAGE (#1440) · dc0432e7

Quan (Andy) Gan authored Apr 28, 2020



* unsupervised graphsage first commit

* fix

* disable remove_edges and still got 0.90 performance

* optimize edgeids with multimap

* change hyperparams

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

dc0432e7

27 Apr, 2020 2 commits

[Data] Add utils to save dict of tensors (#1481) · 1506560e
Jinjing Zhou authored Apr 28, 2020
```
* add functions

* fix litn

* add unit test

* fix

* fix
```
1506560e

[KVStore] Bug fix (#1480) · 100ddd06

Chao Ma authored Apr 28, 2020



* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* fix lint

* update

* Update network.cc
Co-authored-by: Da Zheng <zhengda1936@gmail.com>

100ddd06

26 Apr, 2020 1 commit

[KVStore] add init_data() on client (#1466) · 27520bc5

Chao Ma authored Apr 26, 2020

* add init_data on client

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* fix lint

* fix lint

* update

* update

* update

* update

* update

* update

27520bc5

17 Apr, 2020 1 commit

[KVstore] Change sizeof(float) to dtype.bits / 8 (#1452) · 1abe87f5

Chao Ma authored Apr 17, 2020

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* fix lint

* update

* update

1abe87f5

16 Apr, 2020 1 commit

[KVstore] Fast-pull (#1446) · 338f24cf

Chao Ma authored Apr 16, 2020

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* fix lint

338f24cf

05 Apr, 2020 1 commit

[Feature] Simplify shared memory graph index (#1381) · 7c47d8c9

Da Zheng authored Apr 05, 2020



* simplify shared memory graph index.

* fix.

* remove edge_dir in SharedMemGraphStore.

* avoid creating shared-mem graph store with from_csr.

* simplify from_csr.

* add comments.

* fix lint.

* remove the test.

* fix compilation error.

* fix a bug.

* fix a bug.
Co-authored-by: Ubuntu <ubuntu@ip-172-31-16-150.us-west-2.compute.internal>

7c47d8c9

03 Apr, 2020 1 commit
- [BUG] Fix #1409 (#1411) · 24dc71fc
  Quan (Andy) Gan authored Apr 03, 2020
```
* [BUG] Fix #1409

* fix test
```
  24dc71fc
30 Mar, 2020 2 commits
- [Windows] fix compilation issues on vs2015 (#1405) · e4cc8185
  Quan (Andy) Gan authored Mar 30, 2020
```
* [Windows] fix compilation issues on vs2015

* fix test
```
  e4cc8185
- add an optional include_dst_in_src argument (#1401) · e3a9a6bb
  Quan (Andy) Gan authored Mar 30, 2020
  
  e3a9a6bb
28 Mar, 2020 1 commit

[Feature] Deprecate multigraph (#1389) · 67cb7a43

xiang song(charlie.song) authored Mar 28, 2020



* Deprecate multi-graph

* Handle heterograph and edge_ids

* lint

* Fix

* Remove multigraph in C++ end

* Fix lint

* Add some test and fix something

* Fix

* Fix

* upd

* Fix some test case

* Fix

* Fix
Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal>
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>

67cb7a43

27 Mar, 2020 1 commit

[Feature] Casting between DGLGraph and DGLHeteroGraph (#1391) · bbfff8ce

Quan (Andy) Gan authored Mar 27, 2020



* [Feature] Casting between DGLGraph and DGLHeteroGraph

* lint

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

bbfff8ce

11 Mar, 2020 1 commit

[Feature] Improve the speed of to_bidirected (#1327) · 1a584ced

Da Zheng authored Mar 10, 2020

* make graph symmetric

* call gklib routine.

* use gklib version except in windows.

* minor errors.

* fix test.

* update doc.

* fix a compile error.

* fix.

* add comments for the new C API.

* fix a bug.

* address comments.

* fix compile error.

* fix comment.

1a584ced

10 Mar, 2020 1 commit

[Optimization] Optimize CompactGraph (#1328) · 7b3a7b14

xiang song(charlie.song) authored Mar 10, 2020



* compact

* prealloc memory for hashtable

* Fix

* upd

* Reduce memory

* upd
Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal>

7b3a7b14

08 Mar, 2020 1 commit

[Feature] add metis partitioning to DGL (#1308) · 0e153c4b

Da Zheng authored Mar 07, 2020



* add metis.

* add test.

* construct partition id.

* link to METIS github repo.

* update metis.

* add a tool for partitioning a graph.

* update metis.

* update.

* update.

* fix metis.

* fix lint

* fix indent.

* another way of building metis.

* disable metis in windows.

* test windows

* fix.

* disable metis for windows properly.

* fix for tensorflow.

* skip test for gpu.

* make graph symmetric

* address comments.

* more comments.

* fix compile

* fix a bug.

* add test.

* change the default #hops of HALO nodes.
Co-authored-by: Ubuntu <ubuntu@ip-172-31-26-167.us-east-2.compute.internal>

0e153c4b

07 Mar, 2020 2 commits

[Model][Sampler] GraphSAGE model, bipartite graph conversion & remove edges API (#1297) · a9520f71

Quan (Andy) Gan authored Mar 08, 2020

* remove edge and to bipartite and graphsage with sampling

* fixes

* fixes

* fixes

* reenable multigpu training

* fixes

* compatibility in DGLGraph

* rename to compact_as_bipartite

* bugfix

* lint

* add offline inference

* skip GPU tests

* fix

* addresses comments

* fix

* fix

* fix

* more tests

* more docs and unit tests

* workaround for empty slice on empty data

a9520f71

[Bugfix] Allows node types with no inbound/outbound edges (#1323) · ce6e19f2

Quan (Andy) Gan authored Mar 08, 2020

* add num nodes in ctors

* fix

* lint

* addresses comments

* replace with constexpr

* remove function with rvalue reference

* address comments

ce6e19f2

06 Mar, 2020 1 commit

[Feature] More serialization support (#1295) · 9caff617

Jinjing Zhou authored Mar 06, 2020



* fix script

* t

* fix weird bugs

* fix

* fix

* upload

* fix

* fix

* lint

* fix

* tmp

* fix serialization

* fix

* fix lint

* fix message

* fix

* lint

* address comment

* fix

* lint

* fix

* fix

* fix

* Remove duplicate serialization for meta graph
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>

9caff617

02 Mar, 2020 1 commit

[Feature] Improve sampling speed; Better pickle/unpickle; other fixes (#1299) · 5dd35580

Minjie Wang authored Mar 02, 2020

* improve performance of sample_neighbors

* some more improve

* test script

* benchmarks

* multi process

* update more tests

* WIP

* adding two API for state saving

* add create from state

* upd test

* missing file

* wip: pickle/unpickle

* more c apis

* find the problem of empty data array

* add null array; pickling speed is bad

* still bad perf

* still bad perf

* wip

* fix the pickle speed test; now everything looks good

* minor fix

* bugfix

* some lint fix

* address comments

* more fix

* fix lint

* add utest for random.choice

* add utest for dgl.rand_graph

* fix cpp utests

* try fix ci

* fix bug in TF backend

* upd choice docstring

* address comments

* upd

* try fix compile

* add comment

5dd35580

28 Feb, 2020 1 commit

[Feature] PinSAGE sampler (#1249) · c3a33407

Quan (Andy) Gan authored Feb 28, 2020



* [WIP] PinSAGE operators

* moved the edge remapping mess into C

* some docstrings

* lint

* lint x2

* lint x3

* skip gpu test on topk

* extend pinsage to any metapath

* lint x4

* addresses #1265

* add always_preserve (fixes #1266) and fix a silly bug

* disable gpu test on compaction

* lint

* fix a horrible bug and add more tests

* lint

* addresses comments

* lint

* bugfix

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

c3a33407

17 Feb, 2020 2 commits

[Feature] Neighbor-hood based sampling APIs (#1251) · f8d4264e

Minjie Wang authored Feb 17, 2020

* WIP: working on random choices

* light slice

* basic CPU impl

* add python binding; fix CreateFromCOO and CreateFromCSR returning unitgraph

* simple test case works

* fix bug in slicing probability array

* fix bug in getting the correct relation graph

* fix bug in creating placeholder graph

* enable omp

* add cpp test

* sample topk

* add in|out_subgraph

* try fix lint; passed all unittests

* fix lint

* fix msvc compile; add sorted flag and constructors

* fix msvc

* coosort

* COOSort; CSRRowWiseSampling; CSRRowWiseTopk

* WIP: remove DType in CSR and COO; Restrict data array to be IdArray

* fix all CSR ops for missing data array

* compiled

* passed tests

* lint

* test sampling out edge

* test different per-relation fanout/k values

* fix bug in random choice

* finished cpptest

* fix compile

* Add induced edges

* add check

* fixed bug in sampling on hypersparse graph; add tests

* add ascending flag

* in|out_subgraph returns subgraph and induced eid

* address comments

* lint

* fix

f8d4264e

[KVStore] New kvstore used by DGL-KE (#1263) · b133abb8

Chao Ma authored Feb 17, 2020

* new kvstore

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* test warning

* update

* update

* udpate

* update

* update

* update

* update

* small fix

* small fix

* get group count

* update

* update

* make file

* update

* use addr

* get id

* partition book

* update

* partition

* barrier

* update

* loop count

* update

* update

* update

* update

* update

* update

* update

* update

* update

* add mxnet demo

* update ip

* update

* update

* update

* random

* update

* update

* update

* update

* update

* update

* fix lint

* fix lint

* fix lint

b133abb8

10 Feb, 2020 1 commit

[Data format] Serialization for Immutable Graph and HeteroGraph (#1254) · 23893bb0

Jinjing Zhou authored Feb 11, 2020



* graph format

* fix lint

* lint

* fix

* unit test

* lint

* add magic num

* move serialize out of struct

* lint

* serialize

* trigger CI

* fix lint

* lint
Co-authored-by: zhoujinjing09 <zhoujinjing09@users.noreply.github.com>

23893bb0

09 Feb, 2020 1 commit

[Optimization][KG] Several optimizations on DGL-KG (#1233) · ffe58983

xiang song(charlie.song) authored Feb 10, 2020

* Several optimizations on DGL-KG:
1. Sorted positive edges for sampling which can reduce random
   memory access during positive sampling
2. Asynchronous node embedding update
3. Balanced Relation Partition that gives balanced number of
   edges in each partition. When there is no cross partition
   relation, relation embedding can be pin into GPU memory
4. tunable neg_sample_size instead of fixed neg_sample_size

* Fix test

* Fix test and eval.py

* Now TransR is OK

* Fix single GPU with mix_cpu_gpu

* Add app tests

* Fix test script

* fix mxnet

* Fix sample

* Add docstrings

* Fix

* Default value for num_workers

* Upd

* upd

ffe58983

08 Feb, 2020 1 commit

[Data format] Serialization for UnitGraph (#1242) · f103bbf9

Jinjing Zhou authored Feb 08, 2020



* graph format

* fix lint

* lint

* fix

* unit test

* lint

* add magic num

* move serialize out of struct

* lint
Co-authored-by: zhoujinjing09 <zhoujinjing09@users.noreply.github.com>

f103bbf9

04 Feb, 2020 1 commit

[Feature] Preference to COO for "hypersparse" unit graphs & graph compaction (#1238) · eeeb52f4

Quan (Andy) Gan authored Feb 04, 2020

* unit graph that prefers coo queries

* auto detect coo preference

* forgot some functions

* disable lint on detect_prefer_coo

* reorg

* change comment

* lint

* fix

* move array_utils.h to src

* compact graph impl

* fix redundant copying in idhashmap

* docstring

* moving preference detection to C

* lint

* fix unit test & address comments

* hypersparse autorestrict

* docstring & fix

* revert copyto and asnumbits

* fix stupid bug

* lint

* leave a TODO for sorted COO

* fixing same node type mapping to different id in different graphs

* addresses comments

* made induced nodes a feautre column

* lint?

eeeb52f4

31 Jan, 2020 1 commit

[Feature] Random Walk for 0.5 (#1209) · a9dabcc7

Quan (Andy) Gan authored Jan 31, 2020

* trying to refactor IndexSelect

* partial implementation

* add index select and assign for floats as well

* move to random choice source

* more updates

* fixes

* fixes

* more fixes

* adding python impl

* fixes

* unit test

* lint

* lint x2

* lint x3

* update metapath2vec

* debugging performance

* still debugging for performance

* tuning

* switching to succvec

* redo

* revert non-uniform sampler to use vector

* still not fast

* why does this crash with OpenMP???

* because there was a data race!!!

* add documentations and remove assign op

* lint

* lint x2

* lol what have i done

* lint x3

* fix and disable gpu testing

* bugfix

* generic random walk

* reorg the random walk source code

* Update randomwalks.h

* Update randomwalks_cpu.cc

* rename file

* move internal function to anonymous ns

* reorg & docstrings

* constant restart probability

* docstring fix

* more commit

* random walk with restart, tested

* some fixes

* switch to using NDArray for choice

* massive fix & docstring

* lint x?

* lint x??

* fix

* export symbols

* skip gpu test

* addresses comments

* replaces another VecToIdArray

* add randomwalks.h to include

* replace void * with template

a9dabcc7

06 Jan, 2020 1 commit

[KVStore] Fix memory leak bug. (#1174) · 38d292e5

Chao Ma authored Jan 06, 2020

* API change of kvstore

* add demo for kvstore

* update

* remove duplicated log

* change queue size

* update

* update

* update

* update

* update

* update

* update

* update

* update

* fix lint

* change name

* update

* fix lint

* update

* update

* update

* update

* change message queue size to a python argument

* change default queue size to 2GB

* OMP_NUM_THREADS=1

* add multiple NICs support for kvstore

* test

* fix lint

* update

* update

* update

* update

* update

* update

* update

* fix lint

* fix lint

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* fix lint

* update

* fix lint

* delete msg

* clear kv msg

* update

* update

* update

* update

* update

* update

* is not None

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

38d292e5

05 Jan, 2020 1 commit

[KG] PBG's way of constructing negative edges (#1159) · 1022d5d6

Da Zheng authored Jan 04, 2020

* attach positive.

* add neg_deg_sample.

* add comment.

* add neg_deg_sample for eval.

* change the edge sampler.

* rename edge sampler in KG.

* allow specifying chunk size and negative sample size separately.

* fix bugs in KG.

* add check in sampler.

* add more checks.

* fix

* add comment.

* add comments.

1022d5d6