46 lines
1.6 KiB
Python
46 lines
1.6 KiB
Python
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import matplotlib.pyplot as plt
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DarkBlue = "#011627"
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DarkWhite = "#c9d2df"
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class GAILHistory(object):
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def __init__(self):
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self.meanRewards = []
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self.discrimLosses = []
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self.actorLosses = []
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self.criticLosses = []
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self.demoAccs = []
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self.agentAccs = []
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def saveHis(self, rewards, dLosses, aLosses, cLosses, demoAcc, agentAcc):
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self.meanRewards.extend([rewards])
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self.discrimLosses.extend(dLosses)
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self.actorLosses.extend(aLosses)
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self.criticLosses.extend(cLosses)
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self.demoAccs.extend([demoAcc])
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self.agentAccs.extend([agentAcc])
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def drawHis(self):
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def setSubFig(subFig, data, title):
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subFig.set_facecolor(DarkBlue)
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subFig.tick_params(colors=DarkWhite)
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subFig.spines["top"].set_color(DarkWhite)
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subFig.spines["bottom"].set_color(DarkWhite)
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subFig.spines["left"].set_color(DarkWhite)
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subFig.spines["right"].set_color(DarkWhite)
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subFig.plot(range(len(data)), data, color=DarkWhite, label=title)
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subFig.set_title(title, color=DarkWhite)
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fig, ((ax1, ax2), (ax3, ax4), (ax5, ax6)) = plt.subplots(
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3, 2, figsize=(21, 13), facecolor=DarkBlue
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)
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plt.tick_params()
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setSubFig(ax1, self.meanRewards, "meanRewards")
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setSubFig(ax2, self.discrimLosses, "discrimLosses")
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setSubFig(ax3, self.demoAccs, "demoAccs")
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setSubFig(ax4, self.actorLosses, "actorLosses")
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setSubFig(ax5, self.agentAccs, "agentAccs")
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setSubFig(ax6, self.criticLosses, "criticLosses")
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plt.show()
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