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using Plots
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using PlutoUI
train (generic function with 1 method)👀 Reading hidden code
function train()
sleep(.1) # fake
end
This is how you would compute 10 epochs in a standalone script:
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The plot only gets generated when the previous cell has finished, i.e. when all epochs have been computed.
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More interactive
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Instead, you could split the code into cells, and use a Button to drive evaluations.
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errors2 = Float64[]
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@bind advance_epoch PlutoUI.Button("Advance epoch 🖐")
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"🥔"begin
advance_epoch # reference the variable to make this cell react to it
let
epoch = length(errors2) + 1
train()
ϵ = 1.0 / epoch # fake
push!(errors2, ϵ)
end
epoch_done = "🥔"
end
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let
epoch_done # reference the variable to make this cell react to it
plot(errors2, xlabel="epoch", ylabel="error")
end
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The array errors2 is only assigned to once, initialising it to the empty array. We later use push! to add elements non-reactively - Pluto doesn't track value changes (such as x[2] = 456), it only tracks variable assingments (such as x = [123, 456]).
To make sure that the plot gets updated, we assign to a dummy variable, epoch_done. Because this is a regular global assignment, it will be reactive.
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