Created
December 14, 2015 05:30
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function generate_batch(batch_size, num_skips, skip_window, data_index) | |
@assert batch_size % num_skips == 0 | |
@assert num_skips <= 2 * skip_window | |
batch = zeros(Int32, (batch_size)) | |
labels = zeros(Int32, (batch_size,1)) | |
span = 2 * skip_window + 1 | |
buffer = Int[] | |
for _ in 1:span | |
push!(buffer,data[data_index]) | |
data_index = (data_index + 1) > length(data)? 1:(data_index + 1) # circular pointer | |
end | |
for i in 0:round(Int,batch_size / num_skips)-1 | |
target = skip_window +1 # target label at the center of the buffer | |
targets_to_avoid = [ (skip_window +1) ] | |
for j in 0:num_skips-1 | |
while target in targets_to_avoid | |
target = rand(collect(1:span)) #random.randint(0, span - 1) | |
end | |
push!(targets_to_avoid, target) | |
batch[i * (num_skips) + j + 1] = buffer[skip_window+1] | |
labels[i * (num_skips) + j + 1, 1] = buffer[target] | |
end | |
push!(buffer,data[data_index]); | |
while length(buffer) > span shift!(buffer) end | |
data_index = (data_index + 1) > length(data)? 1:(data_index + 1) | |
end | |
return batch, labels, data_index | |
end |
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