Plot net working
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#library(ggnet) | |
#library(RkittleBrewer) | |
#library(network) | |
plot_net = function(nodes_per_layer, | |
layer_shape, | |
connection_type, | |
stride_length, | |
layer_color, | |
node_values, | |
node_labels){ | |
total_nodes = sum(nodes_per_layer) | |
adjacency = matrix(0,nrow=total_nodes,ncol=total_nodes) | |
for(i in seq_along(connection_type)){ | |
source_nodes = 1:nodes_per_layer[i] + (i-1 > 0)*sum(nodes_per_layer[1:(i-1)]) | |
sink_nodes = 1:nodes_per_layer[(i+1)] + (i > 0)*sum(nodes_per_layer[1:i]) | |
nsource = length(source_nodes) | |
nsink = length(sink_nodes) | |
if(connection_type[i] == "s"){ | |
if(nsource!=nsink){ | |
stop(paste("Can't use straight at layer",i,"because # of nodes doesn't match")) | |
}else{ | |
adjacency = index_assign(source_nodes,sink_nodes,adjacency) | |
} | |
}else if(connection_type[i] == "f"){ | |
adjacency = index_assign(rep(source_nodes,each=nsink), | |
rep(sink_nodes,nsource),adjacency) | |
}else if(connection_type[i] == "c"){ | |
index = rep(1:stride_length[i]) + rep(0:(nsink-1),each=stride_length[i]) | |
adjacency = index_assign(source_nodes[index], | |
rep(sink_nodes,each=stride_length[i]),adjacency) | |
} | |
} | |
net = network(adjacency,directed=TRUE) | |
node_index = rep(seq_along(nodes_per_layer),times=nodes_per_layer) | |
net %v% "shape" = layer_shape[node_index] | |
net %v% "x" = node_index | |
net %v% "y" = unlist(sapply(nodes_per_layer,function(x){ (x:1)/(x+1) })) | |
net %v% "alpha" = node_values | |
net %v% "color" = layer_color[node_index] | |
ggnet2(net,mode=c("x","y"), | |
shape="shape", | |
arrow.size = 12, | |
arrow.gap = 0.25, | |
alpha="alpha", | |
label=node_labels, | |
color="color") | |
} | |
index_assign = function(x,y,mat){ | |
for(i in seq_along(x)){ | |
mat[x[i],y[i]] = 1 | |
} | |
mat | |
} | |
# Run this code to see it work | |
# | |
# trop = RSkittleBrewer("tropical") | |
# nodes_per_layer = c(5,5,3,3,1) | |
# layer_shape = c(19,15,19,15,19) | |
# connection_type=c("s","c","s","c") | |
# stride_length=c(3,3,3,3) | |
# layer_color=trop[c(2,3,2,3,2)] | |
# node_values = runif(sum(nodes_per_layer)) | |
# node_labels = round(node_values,1) | |
# | |
# | |
# | |
# plot_net(nodes_per_layer, | |
# layer_shape, | |
# connection_type, | |
# stride_length, | |
# layer_color, | |
# node_values, | |
# node_labels) | |
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