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76 changes: 76 additions & 0 deletions src/rewriting_hw_1/walker_scheme.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,76 @@
from math import floor


class WalkerScheme:
def __init__(self, events_and_probabilities: list[tuple[str, int]]):
if sum(probability[1] for probability in events_and_probabilities) != 1:
raise Exception("Сумма вероятностей не равна 1.")
self.table = self._get_table(events_and_probabilities)

def _get_table(self, events_and_probabilities):
"""Генерирует таблицу Уолкера."""
equal_probability = (
1 / len(events_and_probabilities)
) # Переменная с вероятностью события, если бы все события были равновероятными.
probabilities = {
event: equal_probability for event, _ in events_and_probabilities
} # Словарь, где изначально все вероятности эквивалентны и меняются после донорства кого-то кому-то.
how_many_added_for_event = {
event: 0 for event, _ in events_and_probabilities
} # Для заполнения нерозданных отрезков в конце
table = []
global_barrier = 0

for i in range(len(events_and_probabilities)):
break_flag = False
for donor_event, donor_probability in events_and_probabilities:
if donor_probability < probabilities[donor_event]:
for (
recipient_event,
recipient_probability,
) in events_and_probabilities:
if recipient_probability > probabilities[recipient_event]:
table.append(
(
donor_event,
recipient_event,
global_barrier
+ equal_probability
- probabilities[donor_event]
+ donor_probability, # Подсчёт барьера, где к глобальному барьеру прибавляется остаток вероятности донора по модулю эквивалентной вероятности
)
)
global_barrier += equal_probability

how_many_added_for_event[recipient_event] += (
equal_probability
- probabilities[donor_event]
+ donor_probability
)
how_many_added_for_event[donor_event] += (
probabilities[donor_event] - donor_probability
)

probabilities[recipient_event] += (
probabilities[donor_event] - donor_probability
)
probabilities[donor_event] = donor_probability

break_flag = True
break
if break_flag:
break
else: # Для оставшихся
for event, probability in how_many_added_for_event.items():
print(how_many_added_for_event)
if probability < probabilities[event]:
global_barrier += equal_probability
table.append((event, event, global_barrier))
break

return table

def get_random(self, probability):
if self.table[floor(probability * len(self.table))][2] > probability:
return self.table[floor(probability * len(self.table))][0]
return self.table[floor(probability * len(self.table))][1]
9 changes: 9 additions & 0 deletions tests/walker_scheme_test.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,9 @@
from rewriting_hw_1.walker_scheme import WalkerScheme


def test_exception():
try:
scheme = WalkerScheme([("A", 0.1), ("B", 1)])
print(scheme)
except Exception as e:
assert str(e) == "Сумма вероятностей не равна 1."