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def mi_linear(arg1, arg2, output_size, global_bias_start=0.0, scope=None): | |
"""Multiplicated Integrated Linear map: | |
See http://arxiv.org/pdf/1606.06630v1.pdf | |
A * (W[0] * arg1) * (W[1] * arg2) + (W[0] * arg1 * bias1) + (W[1] * arg2 * bias2) + global_bias. | |
Args: | |
arg1: batch x n, Tensor. | |
arg2: batch x n, Tensor. | |
output_size: int, second dimension of W[i]. | |
global_bias_start: starting value to initialize the global bias; 0 by default. | |
scope: VariableScope for the created subgraph; defaults to "MILinear". |