e36c5db614
[Distributed] Simplify distributed API ( #2775 )
...
* 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 >
2021-03-29 19:19:23 -07:00
bb54206620
remove pyinstrument. ( #2772 )
...
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com >
2021-03-21 20:27:12 -07:00
93074dd358
Bug fix for RGCN Link Prediction Example Exceeding Specified Epochs ( #2757 )
...
* Address bug where epochs exceed specified limit
* fix spacing
2021-03-17 14:29:45 +08:00
d0638b1ea9
[Example] Update the example of distributed GNN training of RGCN ( #2709 )
...
* support gpu training.
* remove unnecessary arguments.
* update README.
* update time measurement.
* add zero_grad.
Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-132.us-west-1.compute.internal >
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com >
2021-03-01 12:00:15 -08:00
28b0a76618
[Example] Provide instructions of setting up passwordless SSH login. ( #2707 )
2021-02-27 18:34:46 -08:00
6568d0aaf6
[Example] Recommend NFS over copy files ( #2689 )
...
* 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 >
2021-02-25 20:20:52 +08:00
0526b885ee
[Distributed] Fix the path for distributed partitioning. ( #2700 )
...
Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-132.us-west-1.compute.internal >
2021-02-24 20:41:41 -08:00
ff64bd0de8
add warning for a bug in README ( #2665 )
2021-02-16 00:16:40 -08:00
e4ff484494
[Distributed] Distributed METIS partition ( #2576 )
...
* add convert.
* fix.
* add write_mag.
* fix convert_partition.py
* write data.
* use pyarrow to read.
* update write_mag.py
* fix convert_partition.py.
* load node/edge features when necessary.
* reshuffle nodes.
* write mag correctly.
* fix a bug: inner nodes in a partition might be empty.
* fix bugs.
* add verify code.
* insert reverse edges.
* fix a bug.
* add get node/edge data.
* add instructions.
* remove unnecessary argument.
* update distributed preprocessing.
* fix readme.
* fix.
* fix.
* fix.
* fix readme.
* fix doc.
* fix.
* update readme
* update doc.
* update readme.
Co-authored-by: Ubuntu <ubuntu@ip-172-31-9-132.us-west-1.compute.internal >
Co-authored-by: Ubuntu <ubuntu@ip-172-31-2-202.us-west-1.compute.internal >
2021-02-08 17:19:18 -08:00
48d357b8f6
Fix numbers ( #2641 )
...
Co-authored-by: Ubuntu <ubuntu@ip-172-31-56-220.ec2.internal >
2021-02-08 14:05:30 +08:00
23afe911b2
[Bug Fix] Fix several sparse optimizer bugs ( #2596 )
...
* Fix pytorch TCP kvstore bug
* lint
* Fix
* upd
* Fix lint
* Fix
* trigger
* fix
Co-authored-by: Ubuntu <ubuntu@ip-172-31-56-220.ec2.internal >
2021-02-05 11:49:41 +08:00
a7e941c379
[Feature] Add support for sparse embedding ( #2451 )
...
* Add sparse embedding for dgl and update rgcn example
* upd
* Fix
* Revert "Fix"
This reverts commit 4da87cdfb8b8c3506b7fc7376cd2385ba8045c2a.
* Fix
* upd
* upd
* Fix
* Add unitest and update impl
* fix
* Clean up rgcn example code
* upd
* upd
* update
* Fix
* update score
* sparse for sage
* remove model sparse
* upd
* upd
* remove global norm
* revert delete model_sparse.py
* update according to comments
* Fix doc
* upd
* Fix test
* upd
* lint
* lint
* lint
* upd
* upd
* clean up
Co-authored-by: Ubuntu <ubuntu@ip-172-31-56-220.ec2.internal >
2021-01-28 00:26:49 +08:00
25ac334403
[Distributed] Heterogeneous graph support ( #2457 )
...
* 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 >
2021-01-24 19:18:00 -08:00
492ad9be81
[Fix] Avoid Overloading Nonzero for PyTorch Backend ( #2434 )
...
* 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
2020-12-20 13:12:17 +08:00
62b4bbb494
[Fix] Enable mini-batch rgcn for CPU ( #2345 )
2020-11-16 17:27:54 +08:00
782527d481
Fix partition for 0.5.1 ( #2187 )
...
Co-authored-by: Ubuntu <ubuntu@ip-172-31-24-210.ec2.internal >
2020-09-13 16:25:51 +08:00
e8273a8510
update README.md ( #2138 )
2020-09-02 15:42:28 +08:00
1e3fcc7c53
update comments ( #2132 )
...
Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal >
2020-08-31 13:23:43 +08:00
0435b74c48
[Hotfix] Fix layer norm ( #2119 )
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* hotfix
* Fix Layer Norm
Co-authored-by: Ubuntu <ubuntu@ip-172-31-87-240.ec2.internal >
2020-08-28 11:20:33 +08:00
0052f1212b
[Example] Rgcn distributed training ( #1999 )
...
* add entity_classify_dist
* upd
* update
* Fix
* Fix
* upd
* upd
* upd
* upd
* global eval
* Fix
* Fix
* Fix
* Fix
* FIx
* upd
* upd
* update
* support pytorch sparse embedding
* Fix
* Fix
* update Readme
* update with new API
* Fix
* update Readme
* add fanout for validation neighbor sampling
Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal >
Co-authored-by: Ubuntu <ubuntu@ip-172-31-24-210.ec2.internal >
Co-authored-by: Chao Ma <mctt90@gmail.com >
Co-authored-by: Da Zheng <zhengda1936@gmail.com >
2020-08-18 12:12:21 -07:00
be444e52d9
[Doc/Feature] Refactor, doc update and behavior fix for graphs ( #1983 )
...
* Update graph
* Fix for dgl.graph
* from_scipy
* Replace canonical_etypes with relations
* from_networkx
* Update for hetero_from_relations
* Roll back the change of canonical_etypes to relations
* heterograph
* bipartite
* Update doc
* Fix lint
* Fix lint
* Fix test cases
* Fix
* Fix
* Fix
* Fix
* Fix
* Fix
* Update
* Fix test
* Fix
* Update
* Use DGLError
* Update
* Update
* Update
* Update
* Fix
* Fix
* Fix
* Fix
* Fix
* Fix
* Fix
* Fix
* Update
* Fix
* Update
* Fix
* Fix
* Fix
* Update
* Fix
* Update
* Fix
* Update
* Update
* Update
* Update
* Update
* Update
* Update
* Fix
* Fix
* Update
* Update
* Update
* Update
* Update
* Update
* rewrite sanity checks
* delete unnecessary checks
* Update
* Update
* Update
* Update
* Update
* Update
* Update
* Update
* Fix
* Update
* Update
* Update
* Fix
* Fix
* Fix
* Update
* Fix
* Update
* Fix
* Fix
* Update
* Fix
* Update
* Fix
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com >
Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com >
Co-authored-by: Quan Gan <coin2028@hotmail.com >
2020-08-18 04:26:29 +08:00
4ef01dbb05
[Example] Rgcn support ogbn-mag dataset. ( #1812 )
...
* rgcn support ogbn-mag dataset
* upd
* multi-gpu val and test
* Fix
* fix
* Add support for ogbn-mag
* Fix
* Fix
* Fix
* Fix
* Add layer_norm
* update
* Fix merge
* Clean some code
* update Readme
* upd
Co-authored-by: Ubuntu <ubuntu@ip-172-31-68-185.ec2.internal >
Co-authored-by: Ubuntu <ubuntu@ip-172-31-87-240.ec2.internal >
Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal >
2020-08-09 15:56:15 +08:00
dbb028acc8
[Dataset] Builtin knowledge graph dataset ( #1881 )
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* buildin knowledge graph dataset
* upd
* docstring
* Fix
Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal >
Co-authored-by: Tong He <hetong007@gmail.com >
2020-07-30 23:37:33 +08:00
aee1067941
[Dataset] RDF dataset with DGL-Dataset template ( #1869 )
...
* update rdf builtin dataset
* Fix
* use new dataset
* fix
* rdf dataset using new framework
* tf work
* Fix mxnet
* Fix tensorflow
* Fix mxnet
* Update
* upd
* update some docstring
* clean some dead code
Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal >
2020-07-30 09:12:00 +08:00
44089c8b4d
[Refactor][Graph] Merge DGLGraph and DGLHeteroGraph ( #1862 )
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* Merge
* [Graph][CUDA] Graph on GPU and many refactoring (#1791 )
* change edge_ids behavior and C++ impl
* fix unittests; remove utils.Index in edge_id
* pass mx and th tests
* pass tf test
* add aten::Scatter_
* Add nonzero; impl CSRGetDataAndIndices/CSRSliceMatrix
* CSRGetData and CSRGetDataAndIndices passed tests
* CSRSliceMatrix basic tests
* fix bug in empty slice
* CUDA CSRHasDuplicate
* has_node; has_edge_between
* predecessors, successors
* deprecate send/recv; fix send_and_recv
* deprecate send/recv; fix send_and_recv
* in_edges; out_edges; all_edges; apply_edges
* in deg/out deg
* subgraph/edge_subgraph
* adj
* in_subgraph/out_subgraph
* sample neighbors
* set/get_n/e_repr
* wip: working on refactoring all idtypes
* pass ndata/edata tests on gpu
* fix
* stash
* workaround nonzero issue
* stash
* nx conversion
* test_hetero_basics except update routines
* test_update_routines
* test_hetero_basics for pytorch
* more fixes
* WIP: flatten graph
* wip: flatten
* test_flatten
* test_to_device
* fix bug in to_homo
* fix bug in CSRSliceMatrix
* pass subgraph test
* fix send_and_recv
* fix filter
* test_heterograph
* passed all pytorch tests
* fix mx unittest
* fix pytorch test_nn
* fix all unittests for PyTorch
* passed all mxnet tests
* lint
* fix tf nn test
* pass all tf tests
* lint
* lint
* change deprecation
* try fix compile
* lint
* update METIDS
* fix utest
* fix
* fix utests
* try debug
* revert
* small fix
* fix utests
* upd
* upd
* upd
* fix
* upd
* upd
* upd
* upd
* upd
* trigger
* +1s
* [kernel] Use heterograph index instead of unitgraph index (#1813 )
* upd
* upd
* upd
* fix
* upd
* upd
* upd
* upd
* upd
* trigger
* +1s
* [Graph] Mutation for Heterograph (#1818 )
* mutation add_nodes and add_edges
* Add support for remove_edges, remove_nodes, add_selfloop, remove_selfloop
* Fix
Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal >
* upd
* upd
* upd
* fix
* [Transfom] Mutable transform (#1833 )
* add nodesy
* All three
* Fix
* lint
* Add some test case
* Fix
* Fix
* Fix
* Fix
* Fix
* Fix
* fix
* triger
* Fix
* fix
Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal >
* [Graph] Migrate Batch & Readout module to heterograph (#1836 )
* dgl.batch
* unbatch
* fix to device
* reduce readout; segment reduce
* change batch_num_nodes|edges to function
* reduce readout/ softmax
* broadcast
* topk
* fix
* fix tf and mx
* fix some ci
* fix batch but unbatch differently
* new checkk
* upd
* upd
* upd
* idtype behavior; code reorg
* idtype behavior; code reorg
* wip: test_basics
* pass test_basics
* WIP: from nx/ to nx
* missing files
* upd
* pass test_basics:test_nx_conversion
* Fix test
* Fix inplace update
* WIP: fixing tests
* upd
* pass test_transform cpu
* pass gpu test_transform
* pass test_batched_graph
* GPU graph auto cast to int32
* missing file
* stash
* WIP: rgcn-hetero
* Fix two datasety
* upd
* weird
* Fix capsuley
* fuck you
* fuck matthias
* Fix dgmg
* fix bug in block degrees; pass rgcn-hetero
* rgcn
* gat and diffpool fix
also fix ppi and tu dataset
* Tree LSTM
* pointcloud
* rrn; wip: sgc
* resolve conflicts
* upd
* sgc and reddit dataset
* upd
* Fix deepwalk, gindt and gcn
* fix datasets and sign
* optimization
* optimization
* upd
* upd
* Fix GIN
* fix bug in add_nodes add_edges; tagcn
* adaptive sampling and gcmc
* upd
* upd
* fix geometric
* fix
* metapath2vec
* fix agnn
* fix pickling problem of block
* fix utests
* miss file
* linegraph
* upd
* upd
* upd
* graphsage
* stgcn_wave
* fix hgt
* on unittests
* Fix transformer
* Fix HAN
* passed pytorch unittests
* lint
* fix
* Fix cluster gcn
* cluster-gcn is ready
* on fixing block related codes
* 2nd order derivative
* Revert "2nd order derivative"
This reverts commit 523bf6c249bee61b51b1ad1babf42aad4167f206.
* passed torch utests again
* fix all mxnet unittests
* delete some useless tests
* pass all tf cpu tests
* disable
* disable distributed unittest
* fix
* fix
* lint
* fix
* fix
* fix script
* fix tutorial
* fix apply edges bug
* fix 2 basics
* fix tutorial
Co-authored-by: yzh119 <expye@outlook.com >
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com >
Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal >
Co-authored-by: Ubuntu <ubuntu@ip-172-31-7-42.us-west-2.compute.internal >
Co-authored-by: Ubuntu <ubuntu@ip-172-31-1-5.us-west-2.compute.internal >
Co-authored-by: Ubuntu <ubuntu@ip-172-31-68-185.ec2.internal >
2020-07-28 14:30:41 +08:00
d6b4e286b6
RGCN minibatch using homogeneous graph. ( #1745 )
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* minibatch rgcn
* minibatch based rgcn
* remove ogb
* lint
* Add sparse emb
* Fix
* Fix
Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal >
Co-authored-by: Ubuntu <ubuntu@ip-172-31-68-185.ec2.internal >
Co-authored-by: Ubuntu <ubuntu@ip-172-31-87-240.ec2.internal >
2020-07-07 00:26:10 +08:00
6c7c403914
[Feature] Filtered MRR metrics for R-GCN example ( #1298 )
...
* Add filtered metrics for R-GCN example
* Add new line to end of file
* Add evaluation protocol argument option for R-GCN example
* Update README
Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com >
Co-authored-by: Quan (Andy) Gan <coin2028@hotmail.com >
Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal >
2020-03-13 16:25:03 +08:00
b05cb84a77
[BUG] Fixes #1262 ( #1286 )
2020-02-24 13:33:55 +08:00
7a80faf120
[Bugfix] Correct the loss function in RGCN model ( #1217 )
...
* upd
* upd
* fix
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com >
2020-02-13 18:35:07 +08:00
1c91f460d3
[Hetero][Model] RGCN for heterogeneous input ( #885 )
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* new hetero RGCN
* bgs running
* fix gpu
* am dataset
* fix bug in label preparation
* Fix AM training; add result
* rm sym link
* new embed layer; mutag
* mutag matched; other fix
* minor fix
* dataset refactor
* new data loading
* rm old files
* refactor
* docstring
* include literal nodes in AIFB dataset
* address comments
* docstring
2019-09-29 00:21:17 -04:00
708765f0a1
[NN] RGCN modules ( #744 )
...
* rgcn module
* support id input
* WIP: model codes
* use faster index select
* dropout
* self loop
* WIP: link prediction
* fix lint
* WIP: docs
* docstring
* docstring
* merge two child classes
* mxnet rgcn module
* fix lint
* fix lint
* fix rename bug
* add uniform edge sampler
* fix fn name
* docstring
* fix mxnet rgcn module
* fix mx rgcn
* enable test on cuda
2019-08-23 16:38:48 -04:00
77c58289a7
[Bugfix][Model] Fixing RGCN evaluation bug ( #778 )
2019-08-20 15:54:03 -04:00
714f2e1ced
fix node id dtype ( #674 )
2019-06-20 10:53:26 +08:00
2dff1aba83
[Bugfix] Fix shape of test_relation tensor in RGCN ( #464 )
2019-03-28 14:34:07 -04:00
d3c24cc25b
[BugFix] Fix bug in RGCN data processing and use index_select to improve speed ( #429 )
...
* use index_select instead of __getitem__
* fix bug in dataset processing
* fix edge_type shape bug
* comments
2019-03-04 10:52:21 -05:00
ae1806f651
[Bugfix] RGCN tutorial ( #388 )
...
* fix rgcn tutorial
* small fix
* upd
2019-02-15 11:14:56 +08:00
6c3dba867a
[Tutorial] Update prerequisites of README ( #380 )
...
* Update prerequisites of README
* dependencies for pytorch models
* dependencies for mxnet models
* minor
2019-02-11 22:58:17 -05:00
707334ce85
minor spelling tweaks ( #349 )
...
* minor spelling tweaks
* Update CONTRIBUTORS.md
2019-01-10 12:02:31 -05:00
ac660f45ef
[Doc] Readme ( #265 )
...
* [Doc] updated readme
* contribution guide change
* small edits
* add perf #
* Update README.md
* Update README.md
* add others...
* rewrite scalability
* model & code links
* some note for treelstm
* rewrite scalability
2018-12-06 00:31:04 -05:00
e557ed89ff
[Doc][Model] example folder doc and model summary ( #259 )
...
* update example readme
* mx example readme
* add results in readme
* mx rgcn readme
2018-12-05 14:35:14 -05:00
b98dc92c59
[Model] Relational GCN ( #55 )
...
* data preprocessing for rgcn
* edge subgraph
* WIP: RGCN
* use edge feature in spmv
* fix bugs
* match AIFB accuracy
* match mutag accuracy
* avoid materializing in featureless case
* remove untouched nodes and relabel nodes
* fix python list concatenate overhead
* sparsely store edge types
* refactor entity classify code for clean link prediction implementation
* further refactor code
* refactoring
* rgcn block decompose layers
* link predict dataset
* link predict model and eval code
* dropout, self-loop, regularization, etc, plus bug fixes
* update to new api
* dataset update
* bugs, WIP, need to impl early stopping and filtered metrics
* instruction to run, and minor
* group conv and early stop
* clean slow code
* some code comments
* use new api in model code
* change data preprocessing
* entity classify model
* WIP
* move dgl graph out of model
* hot fix for extract zip
* fix link predict model
* use latest dgl apis
* still have memory issue...
* bug fix and move inference to cpu
* move rgcn data processing to contrib
* th.allclose -> U.allclose
* minor change in readme
* fix memory issue in entity classify
* fix and testing code for link predict
* fix entity classify
* clean up
* fix comments
* revert erroneous git merge changes
* code clean up and more comments
* minor
* dependent package version
2018-12-03 13:01:27 -05:00
Da Zheng