GitLab

* 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>

* 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

* add num nodes in ctors

* fix

* lint

* addresses comments

* replace with constexpr

* remove function with rvalue reference

* address comments

* 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>

* Update README.md

* Update README.md

* Update README.md
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com>
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>

* Fix RelGraphConv when num_bases is None

* Improve error message in when num_bases is wrong

* Fix integer modulo by zero exception when num_bases is 0
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>

* fix

* data type

* fix

* fix

* fix

* automatically select nn backend

* rename load_backend to private

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

* upd

* upd

* upd

* lint

* fix

* fix test

* fix

* fix

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* upd tutorial

* upd

* upd

* fix kg

* upd doc organization

* refresh test

* upd

* refactor doc

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

This commit fixes a bug where the lock guard (for concurrently accessing
the same scope from different threads) had basically no effect, due to
being bound to a temporary only.
Co-authored-by: Minjie Wang <minjie.wang@nyu.edu>

* add working scripts

* add frcnn training script

* remove redundent files

* refactor validation computation, will optimize sgdet and training

* validation finally finished

* f-rcnn training

* test reldn

* rm file

* update reldn training

* data preprocess to h5

* temp

* use coco json

* fix conflict

* new obj dataset for detection

* update training

* before cleanup

* remove abundant files

* add arg parse to train

* cleanup code file

* update

* fix

* add readme

* add ipynb as demo

* add demo pic

* update readme

* add demo script

* improve paths

* improve readme

* add docstrings

* fix args description

* update readme

* add models from s3

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

* fix.

* fix.

* fix.

* fix cmake.

* regression test

* script

* Update README.md

 add News section for zz request.

* Update README.md

* Update README.md
Co-authored-by: Minjie Wang <minjie.wang@nyu.edu>

* replace np.array with np.asarray

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

* 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

* update

* change name

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* change worker number

* update

* update

* update

* update

* update

* update

* test

* update

* update

* update

* remove barrier

* max_step

* update

* add complex

* update

* chmod +x

* update

* update

* random partition

* random partition

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* change num_test_proc

* update num_thread

* update

* [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>

* push

* 1111

* 111

* fix

* 222

* 1231231

* 111

* 45458643465

* fix

* fix

* fix

* 4156416

* fix

* path

* 111

* 1231

* 111

* 152554

* fix

* fix

* fix

* fix

* try fix

* change name

* try

* fix

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

* fix script

* t

* fix weird bugs

* fix

* fix

* upload

* fix

* fix

* lint

* fix

* fix nodeflow bug when using builtin on edge data

* fix

* update

* str to int

* update

* update

* update

* test remove sync

* update

* update

* update

* update

* update

* update

* update

* update

* clear

* WIP

* fix shape of stack reducer

* apply merge order by edge id for stack reducer

* 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

* typed udf

* docstrings

* 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

* 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

* Add soft relation part

* Upd

* Some fix

* upd

* Now work

* Fix TransR

* Fix eval and add some doc string

* triger

* upd

* Add some training scripts for freebase multi-gpu

* upd

* upd

* upd

* upd

* upd

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

* fix script

* t

* fix weird bugs

* fix

* fix