Delta orthogonal initialization for Lua Torch
An implementation of the weight initialization proposed in the paper "Dynamical Isometry and a Mean Field Theory of CNNs: How to Train 10,000-Layer Vanilla Convolutional Neural Networks" by Xiao et al.
To initialize the weights in a single layer, call makeDeltaOrthogonal():
local conv = nn.SpatialConvolution(in, out, 3, 3)
makeDeltaOrthogonal(conv.weight)
To initialize all layers in a network, call initAll()
local model = nn.Sequential(...)
initAll(model)
License: MIT
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