97 lines
2.5 KiB
Python
97 lines
2.5 KiB
Python
from os import makedirs
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from pathlib import Path
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import matplotlib.pyplot as plt
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import seaborn as sns
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sns.set_theme()
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params = {
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"font.family": "Serif",
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"font.serif": "Roman",
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"text.usetex": True,
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"axes.titlesize": "large",
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"axes.labelsize": "large",
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"xtick.labelsize": "large",
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"ytick.labelsize": "large",
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"legend.fontsize": "medium",
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}
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plt.rcParams.update(params)
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def plot(indir, outdir):
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if not (path := Path(outdir)).exists():
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makedirs(path)
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files = [
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"no_burn_in.txt",
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"burn_in.txt",
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]
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labels = [
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"Without",
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"With",
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]
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colors = [
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"darkred",
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"seagreen",
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]
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figure1, ax1 = plt.subplots()
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figure2, ax2 = plt.subplots()
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figure3, ax3 = plt.subplots()
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figure4, ax4 = plt.subplots()
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for file, label, color in zip(files, labels, colors):
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t = []
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e = []
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m = []
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CV = []
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X = []
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with open(Path(indir, file)) as f:
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lines = f.readlines()
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for line in lines:
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l = line.strip().split(",")
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t.append(float(l[0]))
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e.append(float(l[1]))
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m.append(float(l[2]))
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CV.append(float(l[3]))
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X.append(float(l[4]))
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ax1.plot(t, e, label=label, color=color)
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ax2.plot(t, m, label=label, color=color)
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ax3.plot(t, CV, label=label, color=color)
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ax4.plot(t, X, label=label, color=color)
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ax1.set_xlabel(r"T $(J/k_{B})$")
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ax1.set_ylabel(r"$\langle \epsilon \rangle$ $(J)$")
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ax1.legend(title="Burn-in time", loc="upper right")
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ax2.set_xlabel(r"T $(J/k_{B})$")
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ax2.set_ylabel(r"$\langle |m| \rangle$ $(unitless)$")
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ax2.legend(title="Burn-in time", loc="upper right")
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ax3.set_xlabel(r"T $(J/k_{B})$")
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ax3.set_ylabel(r"$C_{V}$ $(k_{B})$")
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ax3.legend(title="Burn-in time", loc="upper right")
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ax4.set_xlabel(r"T $(J/k_{B})$")
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ax4.set_ylabel(r"$\chi$ $(1/J)$")
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ax4.legend(title="Burn-in time", loc="upper right")
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figure1.savefig(Path(outdir, "energy.pdf"), bbox_inches="tight")
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figure2.savefig(Path(outdir, "magnetization.pdf"), bbox_inches="tight")
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figure3.savefig(Path(outdir, "heat_capacity.pdf"), bbox_inches="tight")
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figure4.savefig(Path(outdir, "susceptibility.pdf"), bbox_inches="tight")
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plt.close(figure1)
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plt.close(figure2)
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plt.close(figure3)
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plt.close(figure4)
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if __name__ == "__main__":
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plot(
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"./data/hp/test_burn_in_time/",
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"./latex/images/test_burn_in",
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)
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