79 lines
5.5 KiB
Python
79 lines
5.5 KiB
Python
from simpful import *
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def create_fuzzy_system():
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FS = FuzzySystem(show_banner=False)
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# ADVANTAGE_STANDINGS
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adv_standings_negative = TriangleFuzzySet(5, 5, 50, term="negative")
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adv_standings_neutral = TriangleFuzzySet(10, 50, 90, term="neutral")
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adv_standings_positive = TriangleFuzzySet(50, 95, 95, term="positive")
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FS.add_linguistic_variable("ADVANTAGE_STANDINGS",
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LinguisticVariable([adv_standings_negative,
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adv_standings_neutral,
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adv_standings_positive],
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universe_of_discourse=[0, 100]))
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# ADVANTAGE_FORM
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adv_form_negative = TriangleFuzzySet(5, 5, 50, term="negative")
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adv_form_neutral = TriangleFuzzySet(10, 50, 90, term="neutral")
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adv_form_positive = TriangleFuzzySet(50, 95, 95, term="positive")
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FS.add_linguistic_variable("ADVANTAGE_FORM",
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LinguisticVariable([adv_form_negative,
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adv_form_neutral,
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adv_form_positive],
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universe_of_discourse=[0, 100]))
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# ADVANTAGE_PERFORMANCE
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adv_performance_negative = TriangleFuzzySet(5, 5, 50, term="negative")
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adv_performance_neutral = TriangleFuzzySet(10, 50, 90, term="neutral")
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adv_performance_positive = TriangleFuzzySet(50, 95, 95, term="positive")
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FS.add_linguistic_variable("ADVANTAGE_PERFORMANCE",
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LinguisticVariable([adv_performance_negative,
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adv_performance_neutral,
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adv_performance_positive],
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universe_of_discourse=[0, 100]))
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# RESULT
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team_b_surely_wins = TriangleFuzzySet(10, 10, 25, term="team_b_surely_wins")
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team_b_most_likely_wins = TrapezoidFuzzySet(17, 27, 37, 47, term="team_b_most_likely_wins")
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draw = TrapezoidFuzzySet(37, 47, 53, 63, term="draw")
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team_a_most_likely_wins = TrapezoidFuzzySet(53, 63, 73, 83, term="team_a_most_likely_wins")
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team_a_surely_wins = TriangleFuzzySet(75, 90, 90, term="team_a_surely_wins")
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FS.add_linguistic_variable("RESULT",
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LinguisticVariable([team_b_surely_wins,
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team_b_most_likely_wins,
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draw,
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team_a_most_likely_wins,
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team_a_surely_wins],
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universe_of_discourse=[0, 100]))
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RULE1 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS positive) THEN (RESULT IS team_a_surely_wins)"
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RULE2 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS negative) THEN (RESULT IS team_b_surely_wins)"
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RULE3 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS negative) THEN (RESULT IS team_a_most_likely_wins)"
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RULE4 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS positive) THEN (RESULT IS team_b_most_likely_wins)"
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RULE5 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS positive) THEN (RESULT IS team_a_most_likely_wins)"
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RULE6 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS negative) THEN (RESULT IS team_b_most_likely_wins)"
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RULE7 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS neutral) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS draw)"
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RULE8 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_a_surely_wins)"
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RULE9 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_b_surely_wins)"
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RULE10 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS positive) THEN (RESULT IS team_a_most_likely_wins)"
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RULE11 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS negative) THEN (RESULT IS team_b_most_likely_wins)"
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RULE12 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS neutral) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_a_most_likely_wins)"
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RULE13 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS neutral) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_b_most_likely_wins)"
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RULE14 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_a_most_likely_wins)"
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RULE15 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_b_most_likely_wins)"
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FS.add_rules([RULE1, RULE2, RULE3, RULE4, RULE5, RULE6, RULE7, RULE8, RULE9, RULE10, RULE11, RULE12, RULE13, RULE14, RULE15])
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return FS
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def make_inference(FS, standings, form, performance):
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FS.set_variable("ADVANTAGE_STANDINGS", standings)
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FS.set_variable("ADVANTAGE_FORM", form)
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FS.set_variable("ADVANTAGE_PERFORMANCE", performance)
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return FS.inference(["RESULT"])
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