Bump dgl from 1.0.1 to 1.1.0

dependabot[bot] commented 1 year ago

Bumps dgl from 1.0.1 to 1.1.0.

Release notes

v1.0.0

What's new

Sparse API improvement

Datasets

Modules and utilities

Deprecation

Performance improvement

Detailed breakdown

Sparse API improvement

SparseMatrix class

Merge DiagMatrix class into SparseMatrix class, where the diagonal matrix is stored as a sparse matrix and inherits all the operators from sparse matrix.

Support converting DGLGraph to SparseMatrix.g.adj(self, etype=None, eweight_name=None) returns the sparse matrix representation of the DGL graph g on the edge type etype and edge weight eweight_name.

Enable zero-overhead conversion between Pytorch sparse tensors and SparseMatrix via dgl.sparse.to_torch_sparse_coo/csr/csc and dgl.sparse.from_torch_sparse.

SparseMatrix operators

Support element-wise multiplication on two sparse matrices with different sparsities, e.g., A * B.

Support element-wise division on two sparse matrices with the same sparsity, e.g., A / B.

Support broadcast operators on a sparse matrix and a 1-D tensor via dgl.sparse.broadcast_add/sub/mul/div.

Support column-wise softmax.

SparseMatrix examples

Example for Heterogeneous Graph Attention Networks (#5568 )

Datasets

PATTERNDataset (#5422, @gyzhou2000 )

CLUSTERDataset (#5389, @ZHITENGLI )

ChameleonDataset (#5477)

SquirrelDataset (#5507)

ActorDataset (#5511)

CornellDataset (#5513)

TexasDataset (#5513)

WisconsinDataset (#5520)

ZINCDataset (#5428, @ZhenyuLU-Heliodore )

Modules and utilities

Dataset split for out-of-distribution (OOD) evaluation (#5418, @gvbazhenov )

SVD-based positional encoding (#5121, @ZhenyuLU-Heliodore )

Utils for measuring homophily of a graph (#5376, #5382)

EdgeGATConv (#5282, @schmidt-ju )

CuGraphGATConv (#5168, @tingyu66 )

... (truncated)

Commits

2e6112e [Release] Modify release version to 1.1.0
f635e2a Polish Tutorial (#5645)
1bd3688 [Tutorial] Add a small test for GAT exercise (#5644)
24b7468 Update comment from 11.6 to 11.8. (#5641)
5eff954 Change hat to bar. (#5640)
d815a00 Turn on GPU. (#5639)
50810a4 Update tutorial cu116 -> cu118. (#5638)
f090e39 Update tutorial cu116 -> cu118. (#5637)
852ddfb Add gat exercise (#5635)
d18d255 Update tutorial cu116 -> cu118. (#5636)
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