nd2py.utils.nn package#

Submodules#

nd2py.utils.nn.gnn module#

class nd2py.utils.nn.gnn.GNNLayer(*args: Any, **kwargs: Any)[source]#

Bases: Module

__init__(node_dim, edge_dim, out_dim, residual=False)[source]#
forward(v, e, edge_list, num_nodes)[source]#
  • v: [N, V, node_dim] (N: SampleNum, V: TotalNodes)

  • e: [N, E, edge_dim] (N: SampleNum, E: TotalEdges)

  • edge_list: [2, E] (第0行: source, 第1行: target)

  • num_nodes: [N] (每个样本的节点数量)

  • return: [N, V, out_dim], [N, E, out_dim]

class nd2py.utils.nn.gnn.GNN(*args: Any, **kwargs: Any)[source]#

Bases: Module

__init__(d_emb, n_layers, node_dim, edge_dim, dropout)[source]#
fwd(v, e, edge_list, num_nodes)[source]#
forward(v, e, edge_list, num_nodes, chunk_size=None)[source]#

nd2py.utils.nn.positional_encoding module#

class nd2py.utils.nn.positional_encoding.PositionalEncoding(*args: Any, **kwargs: Any)[source]#

Bases: Module

__init__(d_emb, dropout=0.2, max_len=5000)[source]#
forward(x)[source]#