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71 次代码提交

作者 SHA1 备注 提交日期
nv-dlasalle 17d604b5c7 [Feature] Allow using NCCL for communication in dgl.NodeEmbedding and dgl.SparseOptimizer (#2824)
* Split from NCCL PR

* Fix type in comment

* Expand documentation for sparse_all_to_all_push

* Restore previous behavior in example

* Re-work optimizer to use NCCL based on gradient location

* Allow for running with embedding on CPU but using NCCL for gradient exchange

* Optimize single partition case

* Fix pylint errors

* Add missing include

* fix gradient indexing

* Fix line continuation

* Migrate 'first_step'

* Skip tests without enough GPUs to run NCCL

* Improve empty tensor handling for pytorch 1.5

* Fix indentation

* Allow multiple NCCL communicator to coexist

* Improve handling of empty message

* Update python/dgl/nn/pytorch/sparse_emb.py

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

* Update python/dgl/nn/pytorch/sparse_emb.py

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

* Keepy empty tensor dimensionaless

* th.empty -> th.tensor

* Preserve shape for empty non-zero dimension tensors

* Use shared state, when embedding is shared

* Add support for gathering an embedding

* Fix typo

* Fix more typos

* Fix backend call

* Use NodeDataLoader to take advantage of ddp

* Update training script to share memory

* Only squeeze last dimension

* Better handle empty message

* Keep embedding on the target device GPU if dgl_sparse if false in RGCN example

* Fix typo in comment

* Add asserts

* Improve documentation in example

Co-authored-by: xiang song(charlie.song) <classicxsong@gmail.com>
2021-06-10 21:19:00 -07:00
Quan (Andy) Gan 657c220de7 [Feature] Python interface for adjacency matrix summation and multiplication (#2893)
* test commit

* fixes

* oops

* add docs

* lint

* why does it say I have a trailing whitespace

* oh ok

* fixes

* why there's an invalid argument error

* address comments

* fix

* address comments
2021-05-17 19:47:02 +08:00
Quan (Andy) Gan 2a3a9a0011 [Bugfix] to() method ignores PyTorch default CUDA device (#2897) 2021-05-08 13:23:30 +08:00
nv-dlasalle e70138bbe4 [Performance][GPU] Enable GPU uniform edge sampling (#2716)
* Start on uniform GPU sampling

* Save more work

* Get cu file compiling

* Update sampling

* More changes

* Get GPU sampling for uniform probabilities solved

* Fix batch tensor migration

* Fix

* update kernels

* expand blocking

* Undo testing change

* Cut down on sampling overhead

* Fix replacement

* Update unit tests

* Add option to gpu sample in graphsage

* Copy only csc to gpu

* Add ogbn support

* Fix linting

* Remove nvtx from sample

* Improve documentation and error checking

* Expand documentation

* Update assert checking

* delete extra space

* Use standard dataloader when dataset is a dictionary

* ogb -> ogbn

* Fix edge selection determinism

* Fix typos

* Remove nvtx

* Add comment for self.fanout_arrays and assert

* Fix linting

* Migrate to scalarbatcher

* Fix indentation

* Fix batcher

* Fix indexing

* Only use databatcher for GPU

* Convert to DGL NDArray to PyTorch Tensor

* Add optimization for PyTorch's F.tensor() for list of GPU tensors

Co-authored-by: Da Zheng <zhengda1936@gmail.com>
2021-04-14 18:55:09 -07:00
Zihao Ye e6bf54cdcb [Feature] Support aggregate multiple edge features in to_simple. (#2623)
* upd

* fix

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* fix

* refactor

* upd test

* large feat_len or n in segment reduce

* lint
2021-02-21 10:05:42 +08:00
Zihao Ye cf8a3fb305 [hotfix] Address the performance issue of topk. (#2628)
* upd

* fix

* upd

* upd

* udp

* upd

* upd

* upd

* upd

* upd

* upd

Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
2021-02-11 00:00:39 +08:00
Zihao Ye fb4a0508c6 [bugfix] Solve the boundary issue in backward function of segment sum (#2610)
* upd

* trigger

* upd
2021-02-03 18:50:07 +08:00
Zihao Ye fb3c07094f Revert part of #2563 (#2584) 2021-01-28 14:53:55 +08:00
Minjie Wang 878acdb0fc Revert "Refactor code for retaining formats in message-passing. (#2570)" (#2583)
This reverts commit a613ad8806.
2021-01-28 14:04:07 +08:00
Zihao Ye 7bab1365e2 [feature] Supporting half precision floating data type (fp16). (#2552)
* add tvm as submodule

* compilation is ok but calling fails

* can call now

* pack multiple modules, change names

* upd

* upd

* upd

* fix cmake

* upd

* upd

* upd

* upd

* fix

* relative path

* upd

* upd

* upd

* singleton

* upd

* trigger

* fix

* upd

* count reducible

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* only keep related files

* upd

* upd

* upd

* upd

* lint

* lint

* lint

* lint

* pylint

* upd

* upd

* compilation

* fix

* upd

* upd

* upd

* upd

* upd

* upd

* upd doc

* refactor

* fix

* upd number

Co-authored-by: Zhi Lin <linzhilynn@gmail.com>
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Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
2021-01-28 11:21:58 +08:00
Zihao Ye a613ad8806 Refactor code for retaining formats in message-passing. (#2570) 2021-01-25 16:55:16 +08:00
Da Zheng 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.

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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
Zihao Ye aa884d43b6 [doc][fix] Improve the docstring and fix its behavior in DGL's kernel (#2563)
* upd

* fix

* lint

* fix

* upd
2021-01-25 00:18:57 +08:00
Jinjing Zhou 917a755291 [Fix] fix version check (#2544) 2021-01-19 19:35:43 +08:00
Mufei Li 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
Zihao Ye 58775ada1f Remove redundant print information in #2361 (#2362) 2020-11-23 03:41:58 +08:00
Zihao Ye 3adbfa1812 [Performance] Use segment operators for graph readout. (#2361)
* upd

* upd

* update

* upd

* upd

* upd

* fix

* lint

* lint

* pylint

* doc
2020-11-23 01:45:33 +08:00
nv-dlasalle c6890c231a [Performance] In HeteroNodeView, build arange on target device, instead of on CPU and copying it (#2266)
* Build arange on target device

* Utilize arange device in viewpy:HeteroNodeView.__call__

* Work around uint64 error in TF to_dlpack

* Restore else clause

Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
Co-authored-by: Da Zheng <zhengda1936@gmail.com>
2020-11-02 14:03:26 -08:00
Zihao Ye 45b610c49a fix edge_softmax (#2160)
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
2020-09-09 14:19:43 +08:00
Jinjing Zhou 35e25914ad Update version check of PyTorch to 1.5 (#2079) 2020-08-20 21:33:29 +08:00
Quan (Andy) Gan 63e2ba23c6 [WIP][Kernel] Set the built-in reduce result of zero-degree nodes to 0 in C (#2017)
* test idea

* cuda kernels

* lint and fixes

* lint

* change to another strategy

* use infinity

* fix

Co-authored-by: Zihao Ye <expye@outlook.com>
2020-08-14 22:59:24 +08:00
Zihao Ye 6294677f8a [hotfix] Set reduce results to all zero for nodes with zero in-degrees. (#2011) 2020-08-13 01:20:56 +08:00
Quan (Andy) Gan f5eb80d221 [Feature] Edge DataLoader for edge classification & link prediction (#1828)
* clean commit

* oops forgot the most important files

* use einsum

* copy feature from frontier to block

* Revert "copy feature from frontier to block"

This reverts commit 5224ec963eb6a3ef1b6ab74d8ecbd44e4e42f285.

* temp fix

* unit test

* fix

* revert jtnn

* lint

* fix win64

* docstring fixes and doc indexing

* revert einsum in sparse bidecoder

* fix some examples

* lint

* fix due to some tediousness in remove_edges

* addresses comments

* fix

* more jtnn fixes

* fix
2020-08-11 18:00:58 +08:00
Zihao Ye 18bfec24cf [hotfix] Refactor edge softmax module (#1967)
* upd

* upd

* upd

* upd

* upd

* upd

* upd

* upd
2020-08-07 23:50:12 +08:00
Minjie Wang 22167f7203 [Refactor] Enable new kernel in all message passing APIs (#1953)
* WIP: frame refactor

* new frame

* simple update_all builtin

* move all subgraph routines into the same file

* sddmm & spmm schedule; node & edge udf

* degree bucketing

* some tricky 0deg corner cases

* bug in frame append

* merge test_hetero_basics and test_basics

* some code rearange

* fix test_heterograph

* add mean spmm

* enable all builtin combinations

* pass gpu test

* pass pytorch tests

* wip

* fix some pt debugging codes

* fix bug in mxnet backward

* pass all mxnet utests

* passed tf tests

* docstring

* lint

* lint

* fix broadcasting bugs

* add warning and clamp for mean reducer

* add test for zero-degree mean

* address comments

* lint

* small fix
2020-08-07 15:40:25 +08:00
xiang song(charlie.song) f9bde91fbd [hotfix] Remove dead code (#1942)
* Remove dead code

* Fix

Co-authored-by: Ubuntu <ubuntu@ip-172-31-51-214.ec2.internal>
2020-08-05 23:16:46 +08:00
Zihao Ye c801a164ee [hotfix] Allow broadcastable expand in the backward phase of gspmm (#1939)
* upd

* upd

* upd

* upd

* upd

* trigger

* simplify unittest

* patch-sp

Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
2020-08-05 17:02:25 +08:00
Zihao Ye a28bfa9f5f [hotfix] Activate kernel unittest for tensorflow (#1895)
* upd

* upd

* upd

* upd

* upd

* trigger

* simplify unittest

Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
2020-07-31 19:57:53 +08:00
Minjie Wang 444becf00a [Misc] Move many deprecated codes to the deprecate folder (#1893)
* some file movements

* move some codes to deprecated

* more deprecation

* lint

* remove useless test
2020-07-30 18:17:33 +08:00
Zihao Ye 2fa2b4534e [Feature] Support higher order derivative for message passing. (#1877)
* upd

* fix typo
2020-07-28 23:11:06 +08:00
Minjie Wang 44089c8b4d [Refactor][Graph] Merge DGLGraph and DGLHeteroGraph (#1862)
* 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>
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2020-07-28 14:30:41 +08:00
Da Zheng ff8f7082a3 [Distributed] turn off recording on embeddings in the inference. (#1861)
* turn on/off recording in sparse embedding.

* add test.
2020-07-27 00:42:40 -07:00
Zihao Ye f25b1a064d [Feature] Autograd of gspmm and gsddmm on PyTorch/MXNet/Tensorflow (#1680)
* init

* reverse(by minjie

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* gpu

* upd

* upd

* upd

* upd

* udp

* upd

* upd

* imidiot

* fix

* upd

* upd

* upd

* udp

* upd

* upd

* fix

* udp

* upd

* upd

* upd

* upd

* upd

* fix

* remove redundency

* upd

* upd

* upd

* cache

* upd

* upd

* upd

* upd

* upd

* udp

* upd

* trigger

* upd

* fix

* upd

* unused import

* upd

* upd
2020-07-13 23:21:22 +08:00
Da Zheng 6a3685bea0 [BUGFIX] fix a bug in graph partitioning. (#1769)
* fix

* use utils.toindex in the right place.

* fix.

* update tensor for mxnet backend.

* fix

* fix
2020-07-09 01:16:42 -07:00
Da Zheng cadcc1c2a6 [Feature] add sparse embedding. (#1497)
* add sparse embedding.

* fix

* add test.

* man fixes.

* many fixes

* fix sparse emb.

* fix.

* fix lint.

* fix lint.

* fix kvstore.

* expose DistTensor.

* test sparse embeddings.

* add attach_grad to the backends.

* remove part_id

* fix.

* move backward computation.

* move more computation to backend.

* fix a bug when applying learning rate.

* fix a few things.

* fix a few things.

* add docstring

* fix.

* apply no_grad.

* fix tests.

* fix for other frameworks.

* add examples in docstring.
2020-07-03 10:42:09 -07:00
Minjie Wang f1b19a6b67 [CUDA] Many CUDA operators; Prepare for DGLGraph on CUDA (#1660)
* add cuda utils; change g.to; add g.device

* split array.h into several headers

* cuda index select

* file

* three cuda kernels

* add cuda elementwise arith and several others

* cuda CSRIsNonZero

* fix lint

* lint

* lint

* fix bug in changing ctx to property

* address comments

* remove unused codes

* address comments
2020-06-19 15:44:42 +08:00
Da Zheng 41349dcef5 [Feature] Range partition (#1522)
* 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>
2020-06-15 11:43:04 -07:00
Zihao Ye 04522a76c6 [bugfix] Quick fix of #1547 (#1600)
* upd

* upd
2020-06-15 09:27:37 +08:00
Da Zheng 96984faca4 [Feature] Split data for distributed training (#1505)
* fix tests in graph partition book.

* implement node_split and edge_split.

* fix a bug.

* add tests.

* remove unnecessary code.

* avoid storing graph structure in partition book.

* add partition book in DistGraph.

* Revert "avoid storing graph structure in partition book."

This reverts commit 55b11fbf9293efcae5f8c97e93f1e121399dadae.

* small fixes.

* add a test for boolean mask vector.

* fix test.

* fix bugs.

* make it work for all different cases.

* fix tests.

* fix boolean mask

* fix for TF

* fix for tensorflow.

* fix test for TF

* only support boolean mask for now.

* fix tests.

* make the code more readable.

* fix test.

Co-authored-by: Chao Ma <mctt90@gmail.com>
Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
2020-05-14 12:46:37 -07:00
Jinjing Zhou dc8ca88e58 [Refactor] Explicit dtype for HeteroGraph (#1467)
* 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>
2020-05-08 14:26:28 +08:00
Minjie Wang f25bc176d0 [Hetero] Improve speed of several Hetero APIs (#1486)
* add clone function to frame

* add utest

* replace all local_var with local_scope

* fix utest

* avoid creating canonical types in __getitem__

* lint

* try another utest  appraoch for mx

* utest
2020-05-01 15:21:33 +08:00
Minjie Wang 3c4506e91e [Bugfix] Add bool data type to backend. (#1487)
* add bool to F.data_type_dict

* add utest

* skip bool test for mx
2020-04-29 20:08:36 +08:00
Jinjing Zhou e9440acb06 [TF] TF backend fix and new logic to choose backend (#1393)
* TF backend fix and new logic to choose backend

* fix

* fix

* fix

* fix

* fix backend

* fix

* dlpack alignment

* add flag

* flag

* lint

* lint

* remove unused

* several fixes

Co-authored-by: Minjie Wang <wmjlyjemaine@gmail.com>
2020-03-30 18:45:17 +08:00
Quan (Andy) Gan 86fe58ebb8 [Bug] Another fix on PyTorch memory leakage issue (#1139)
* another fix

* another try

* fix

* rewriting with kernel functions

* revert mxnet softmax changes

* lint fix

Co-authored-by: Zihao Ye <zihaoye.cs@gmail.com>
2020-01-14 22:54:19 +08:00
Quan (Andy) Gan 655d75688a fix deprecation warning (#1147) 2019-12-28 12:42:16 +08:00
VoVAllen d30a69bf27 [Backend] TF backend (#978)
* tf

* add builtin support

* fiix

* pytest

* fix

* fix

* fix some bugs

* fix selecting

* fix todo

* fix test

* fix test fail in tf

* fix

* fix

* fix gather row

* fix gather row

* log backend

* fix gather row

* fix gather row

* fix for pytorch

* fix

* fix

* fix

* fix

* fix

* fix tests

* fix

* fix

* fix

* fix

* fix

* fix

* fix convert

* fix

* fix

* fix

* fix inplace

* add alignment setting

* add debug option

* Revert "add alignment setting"

This reverts commit ec63fb3506ea84fff7d447a1fbdfd1d5d1fb6110.

* tf ci

* fix lint

* fix lint

* add tfdlpack

* fix type

* add env

* fix backend

* fix

* fix tests

* remove one_hot

* remove comment

* remove comment

* fix

* use pip to install all

* fix test

* fix base

* fix

* fix

* add skip

* upgrade cmake

* change version

* change ci

* fix

* fix

* fix

* fix

* fix seg fault

* fix

* fix python version

* fix

* try fix

* fix

* fix

* tf takes longer time in ci

* change py version

* fix

* fix

* fix oom

* change kg env

* change kg env

* 啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊啊

* 我再也不搞各种乱七八糟环境了……

* use pytest

* Chang image
2019-12-20 15:56:51 +08:00
Quan (Andy) Gan 49b406c981 memory leak fix in PyTorch (#1060) 2019-11-29 14:37:33 +08:00
VoVAllen bf8bb58f60 [Transform] Add to_self_loop, remove_self_loop, onehot_degree transform (#862)
* add transform

* lint

* lint

* fix

* fixmx

* fix

* add test

* fix typo

* fix default num_classes

* change to non-inplace operation

* fix lint

* fix
2019-09-21 00:05:38 +08:00
xiang song(charlie.song) 0a56d65223 [Feature] x_dot_x builtin kernel support (#831)
* upd

* fig edgebatch edges

* add test

* trigger

* Update README.md for pytorch PinSage example.

Add noting that the PinSage model example under
example/pytorch/recommendation only work with Python 3.6+
as its dataset loader depends on stanfordnlp package
which work only with Python 3.6+.

* Provid a frame agnostic API to test nn modules on both CPU and CUDA side.

1. make dgl.nn.xxx frame agnostic
2. make test.backend include dgl.nn modules
3. modify test_edge_softmax of test/mxnet/test_nn.py and
    test/pytorch/test_nn.py work on both CPU and GPU

* Fix style

* Delete unused code

* Make agnostic test only related to tests/backend

1. clear all agnostic related code in dgl.nn
2. make test_graph_conv agnostic to cpu/gpu

* Fix code style

* fix

* doc

* Make all test code under tests.mxnet/pytorch.test_nn.py
work on both CPU and GPU.

* Fix syntex

* Remove rand

* Start implementing masked-mm kernel.

Add base control flow code.

* Add masked dot declare

* Update func/variable name

* Skeleton compile OK

* Update Implement. Unify BinaryDot with BinaryReduce

* New Impl of x_dot_x, reuse binary reduce template

* Compile OK.

TODO:
1. make sure x_add_x, x_sub_x, x_mul_x, x_div_x work
2. let x_dot_x work
3. make sure backward of x_add_x, x_sub_x, x_mul_x, x_div_x work
4. let x_dot_x backward work

* Fix code style

* Now we can pass the tests/compute/test_kernel.py for add/sub/mul/div forward and backward

* Fix mxnet test code

* Add u_dot_v, u_dot_e, v_dot_e unitest.

* Update doc

* Now also support v_dot_u, e_dot_u, e_dot_v

* Add unroll for some loop

* Add some Opt for cuda backward of dot builtin.

Backward is still slow for dot

* Apply UnravelRavel opt for broadcast backward

* update docstring
2019-09-14 19:27:31 +08:00
Chao Ma 7782276962 [KVStore] Distributed kvstore (#851)
* update

* speedup

* add some comments
2019-09-11 14:54:50 +08:00