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hb_diagram for Ising Module
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# Phase diagram (magnetization by temperature) using heat bath algorithm | |
function hb_diagram(;n::Int=20, m::Int=50, max::Float64=6.0, h::Float64 = 0.0, iters::Int=50000, ε::Float64 = 0.001, plot::Bool=true, verbose::Bool=true) | |
temps = Array(Float64, n) | |
mags = Array(Float64, n) | |
i = 1 | |
for temp in linspace(0.5, max, n) | |
avgmag = mean([heatbath!(spinarray(n), h=h, temp=temp, iters=iters, ε=ε, plot=false, verbose=false)[end] for i in 1:m]) | |
if verbose println("(T=$temp) Avg. magnetization after heat bath $avgmag") end | |
temps[i] = t | |
mags[i] = avgmag | |
i += 1 | |
end | |
if plot | |
PyPlot.plot(temps, mags, "o", color="blue") | |
PyPlot.plot(temps, mags, "-", color="blue") | |
PyPlot.title("Phase Diagram (Heat Bath") | |
PyPlot.savefig("Plots/diag.png") | |
PyPlot.close() | |
end | |
return mags, temps | |
end |
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