lut_sampler/plot_histogram.py at main · Fable95/lut_sampler · GitHub

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import matplotlib.pyplot as plt
from collections import Counter

def plot_hist():
    gauss = {
        0: 3.9894227826686170558168053638920741154861270277868301417338993588787185596697e-1,
        1: 4.8394144644892121945986800177152774459228997183032318515737623769208432410819e-1,
        2: 1.07981932448610569635613149168206080874864941295962183842951156726559017079514e-1,
        3: 8.8636967764501312660837337725838724897579726112896700104245713234580592569630e-3,
        4: 2.6766045009763312788470155478174499929767160933275005479185368454710673085876e-4,
        5: 2.9734390135589840454845125640091132987498343326346165752537403791492009515468e-6,
        6: 1.2151765634627625628656767864521897158186637431284053092190170521818024550630e-8,
        7: 1.8269440718977155967492610596393578896618056364101901602957321593353037084918e-11,
        8: 1.01045421130086642354283646439217135705409486434058121979341197638876885433641e-14,
        9: 2.0559547033332411030203366413188102400600707486120797620957026795693469227050e-18,
        10: 1.5389197171071769924594131618246090684614349894464848808527217348063672335131e-22,
        11: 4.2376384843449004015798275506421216041966620949583221304990751743204502793261e-27,
        12: 4.2927674483573422839442554241859945011312618169257930379465861146549895167192e-32,
        13: 1.5997655428416952089508337346207615079942528212952381932491055609410272268984e-37,
        14: 2.1932131070429892382293228350460677993021433265416801667018145389274741615437e-43,
        15: 1.10614190405038692717236558901262330221301289009076568952160596489234383936165e-49
    }

    l = [2, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 2, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 2, 0, 0, 3, 1, 1, 0, 1, 0, 0, 0, 2, 2, 1, 1, 0, 1, 0, 1, 1, 2, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 2, 1, 1, 0, 1, 1, 0, 2, 0, 0, 0, 0, 1, 0, 2, 2, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 2, 1, 0, 0, 2, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 2, 0, 2, 1, 1, 0, 2, 2, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 2, 0, 0, 1, 1, 0, 2, 0, 1, 1, 1, 0, 2, 2, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 3, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 2, 2, 0, 2, 0, 2, 1, 0, 1, 0, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 0, 1, 2, 0, 1, 1, 0, 0, 0, 1, 2, 1, 1, 0, 0, 0, 0, 2, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 2, 0, 1, 0, 0, 1, 1, 1, 0, 0, 2, 1, 1, 0, 1, 0, 1, 1, 0, 2, 1, 1, 2, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 2, 2, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 2, 1, 0, 1, 0, 1, 0, 0, 2, 1, 1, 0, 1, 1, 1, 2, 1, 2, 0, 3, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 2, 0, 0, 0, 1, 1, 0, 1, 0, 2, 2, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 2, 1, 0, 1, 1, 1, 2, 2, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 2, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 2, 0, 1, 0, 0, 0, 1, 2, 0, 0, 1, 1, 0, 2, 0, 2, 0, 1, 1, 2, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 2, 0, 1, 2, 1, 2, 1, 1, 0, 1, 1, 2, 0, 0, 2, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 2, 0, 1, 1, 1, 0, 1, 1, 2, 0, 0, 0, 3, 1, 1, 0, 1, 0, 1, 3, 0, 0, 0, 0, 1, 2, 1, 0, 0, 1, 0, 1, 2, 1, 0, 0, 1, 2, 1, 1, 1, 1, 0, 2, 1, 1, 0, 0, 1, 2, 2, 0, 2, 1, 1, 2, 2, 0, 2, 1, 1, 1, 0, 2, 1, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 2, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 2, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 2, 0, 0, 1, 1, 1, 2, 0, 2, 1, 0, 1, 1, 0, 2, 3, 2, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 2, 0, 0, 0, 1, 0, 1, 1, 0, 2, 1, 0, 2, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 2, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 2, 1, 2, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 2, 2, 1, 0, 1, 0, 1, 2, 1, 0, 0, 1, 1, 0, 2, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 2, 0, 0, 1, 3, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 2, 1, 0, 1, 0, 2, 0, 1, 0, 1, 1, 0, 1, 2, 1, 1, 0, 1, 1, 0, 0, 0, 2, 1, 1, 1, 1, 1, 2, 2, 0, 0, 0, 0, 1, 0, 1, 0, 0, 2, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 3, 0, 0, 1, 2, 1, 1, 0, 1, 1, 1, 2, 1, 1, 0, 0, 0, 1, 0, 2, 2, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 2, 2, 1, 1, 1, 0, 2, 1, 1, 1, 0, 0, 1, 1, 0, 1, 2, 0, 1, 0, 2, 1, 0, 1, 1, 1, 1, 0, 0, 2, 1, 1, 1, 0, 1, 0, 2, 0, 1, 1, 1, 2, 2, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 2, 1, 0, 2, 0, 0, 2, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 2, 0, 1, 2, 0, 1, 2, 0, 0, 1, 2, 0, 1, 1, 1, 1, 2, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 2, 0, 1, 0, 1, 1, 0, 1, 2, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 2, 1, 0, 1, 0, 0, 2, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 2, 1, 0, 0, 1, 1, 1, 2, 1, 0, 2, 1, 0, 1, 1, 0, 1, 2, 0, 1, 2, 2, 0, 2, 0, 0, 2, 1, 1, 0, 2, 1, 1, 1, 1, 2, 1, 1, 0, 0, 1, 0, 2, 2, 0, 0, 1, 0, 2, 1, 1, 1, 2, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 2, 0, 1, 1, 1, 2, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 2, 0, 0, 1, 3, 0, 1, 2, 1, 1, 1, 0, 1, 0, 2, 1, 1, 1, 0, 2, 3, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 3, 1, 1, 3, 0, 1, 0, 0, 0, 2, 2, 1, 1, 0, 0, 0, 2, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 2, 1, 0, 0, 0, 1, 1, 1, 0, 2, 1, 1, 0, 1, 2, 0, 0, 1, 1, 0, 1, 0, 1, 0, 3, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 2, 2, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 2, 0, 2, 1, 0, 0, 1, 1, 0, 1, 1, 2, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 2, 1, 2, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 2, 1, 0, 2, 0, 1, 0, 1, 1, 2, 1, 0, 0, 0, 0, 1, 2, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 2, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 2, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 2, 0, 0, 1, 1, 0, 0, 1, 0, 2, 1, 0, 1, 0, 0, 2, 0, 1, 1, 0, 1, 2, 0, 1, 0, 2, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 2, 0, 1, 0, 0, 1, 1, 0, 0, 2, 0, 2, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 2, 1, 0, 0, 1, 1, 1, 1, 2, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 2, 0, 0, 1, 1, 0, 1, 1, 0, 1, 2, 0, 1, 1, 1, 0, 0, 2, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 2, 1, 2, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 2, 0, 0, 2, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 2, 1, 0, 3, 0, 1, 1, 1, 0, 1, 1, 0, 2, 1, 0, 0, 0, 0, 0, 1, 1, 2, 2, 1, 1, 0, 1, 1, 1, 1, 0, 2, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 2, 1, 2, 0, 1, 0, 0, 0, 1, 0, 2, 0, 2, 0, 0, 1, 0, 1, 1, 2, 2, 1, 0, 1, 2, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 2, 1, 1, 1, 2, 0, 1, 1, 0, 2, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 2, 1, 0, 2, 0, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 2, 1, 1, 0, 0, 1, 1, 1, 0, 2, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 3, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 2, 0, 2, 0, 1, 0, 1, 2, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 2, 0, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 2, 1, 0, 1, 1, 0, 0, 1, 2, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 2, 0, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 2, 1, 2, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 2, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 2, 1, 1, 0, 2, 0, 2, 1, 0, 2, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 2, 1, 1, 1, 1, 1, 0, 0, 1, 2, 2, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 0, 1, 2, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 2, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 2, 1, 1, 0, 1, 1, 0, 2, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 2, 0, 0, 0, 1, 0, 2, 1, 2, 1, 2, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 2, 1, 0, 1, 1, 2, 0, 0, 2, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 2, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 2, 1, 1, 0, 2, 2, 2, 0, 0, 0, 2, 2, 1, 2, 0, 0, 1, 1, 0, 2, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 2, 2, 0, 1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 2, 1, 0, 1, 0, 0, 1, 1, 1, 2, 2, 1, 0, 0, 1, 2, 2, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 2, 0, 2, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 2, 3, 1, 0, 1, 1, 2, 0, 1, 1, 2, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 2, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 2, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 2, 1, 1, 1, 1, 1, 1, 1, 0, 1, 2, 1, 2, 0, 0, 1, 0, 1, 3, 1, 0, 1, 2, 1, 1, 1, 0, 1, 2, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 2, 1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 2, 2, 1, 2, 1, 0, 1, 1, 2, 0, 1, 0, 1, 3, 1, 2, 1, 1, 0, 1, 0, 0, 1, 2, 2, 0, 0, 1, 1, 0, 1, 1, 0, 1, 2, 1, 0, 0, 1, 0, 3, 2, 1, 3, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 2, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 2, 1, 1, 0, 1, 1, 1, 0, 2, 0, 1, 1, 0, 0, 1, 1, 2, 1, 0, 1, 1, 2, 0, 0, 0, 0, 0, 0, 1, 0, 1, 2, 3, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 2, 0, 0, 2, 0, 0, 0, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 2, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 2, 1, 0, 2, 1, 0, 0, 1, 1, 2, 2, 2, 0, 0, 1, 1, 1, 2, 1, 0, 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1, 0, 1, 0, 1, 2, 1, 0, 0, 1, 0, 1, 2]


    count = Counter(l)
    total_count = sum(count.values())
    probs = {k: v/total_count for k, v in count.items()}
    keys = sorted(probs.keys())
    vals = [probs[k] for k in keys]
    keys_target = [i for i in range(16)]
    vals_target = [gauss[k] for k in keys_target]
    # print([(keys_target[i], l_target[0][i]) for i in range(len(keys_target))])
    plt.figure(figsize=(12, 9))
    # plt.scatter(keys, vals, color='blue', label='$A_Z$(X=x)')
    plt.scatter(keys_target, vals_target, color='red', label='$N_Z(\\sigma=967$')
    plt.scatter(keys, vals, color='blue', label='$A_{N_Z}$')
    # [plt.scatter(keys_target, list_target, label=f'Z(p={0.1+(1+p_index)*0.01})') for (p_index, list_target) in enumerate(l_target)]
    plt.xlabel('x')
    plt.ylabel('P(X=x)')
    plt.title('Probability Mass Function')
    plt.grid(True)

    plt.legend()
    plt.show()


plot_hist()