com.microsoft - WordConvEmbedding#
WordConvEmbedding - 1 (com.microsoft)#
Version
domain: com.microsoft
since_version: 1
function:
support_level:
shape inference:
This version of the operator has been available since version 1 of domain com.microsoft.
Summary
The WordConvEmbedding takes in a batch of sequence words and embed each word to a vector.
Attributes
char_embedding_size: Integer representing the embedding vector size for each char.If not provide, use the char embedding size of embedding vector. Default value is
?.conv_window_size: This operator applies convolution to word from left to right with window equal to conv_window_size and stride to 1.Take word ‘example’ for example, with conv_window_size equal to 2, conv is applied to [ex],[xa], [am], [mp]…If not provide, use the first dimension of conv kernal shape. Default value is
?.embedding_size: Integer representing the embedding vector size for each word.If not provide, use the fileter size of conv weight Default value is
?.
Inputs
Sequence (heterogeneous) - T: Specify batchs of sequence words to embedding
W (heterogeneous) - T1: Specify weights of conv
B (heterogeneous) - T1: Specify bias of conv
C (heterogeneous) - T1: Specify embedding vector of char
Outputs
Y (heterogeneous) - T1: output
Examples