mirror of
https://github.com/TheAlgorithms/Python.git
synced 2024-11-28 07:21:07 +00:00
102 lines
3.5 KiB
Python
102 lines
3.5 KiB
Python
|
"""
|
||
|
This is pure python implementation of interpolation search algorithm
|
||
|
"""
|
||
|
from __future__ import print_function
|
||
|
import bisect
|
||
|
|
||
|
|
||
|
def interpolation_search(sorted_collection, item):
|
||
|
"""Pure implementation of interpolation search algorithm in Python
|
||
|
Be careful collection must be sorted, otherwise result will be
|
||
|
unpredictable
|
||
|
:param sorted_collection: some sorted collection with comparable items
|
||
|
:param item: item value to search
|
||
|
:return: index of found item or None if item is not found
|
||
|
"""
|
||
|
left = 0
|
||
|
right = len(sorted_collection) - 1
|
||
|
|
||
|
while left <= right:
|
||
|
point = left + ((item - sorted_collection[left]) * (right - left)) // (sorted_collection[right] - sorted_collection[left])
|
||
|
|
||
|
#out of range check
|
||
|
if point<0 or point>=len(sorted_collection):
|
||
|
return None
|
||
|
|
||
|
current_item = sorted_collection[point]
|
||
|
if current_item == item:
|
||
|
return point
|
||
|
else:
|
||
|
if item < current_item:
|
||
|
right = point - 1
|
||
|
else:
|
||
|
left = point + 1
|
||
|
return None
|
||
|
|
||
|
|
||
|
def interpolation_search_by_recursion(sorted_collection, item, left, right):
|
||
|
|
||
|
"""Pure implementation of interpolation search algorithm in Python by recursion
|
||
|
Be careful collection must be sorted, otherwise result will be
|
||
|
unpredictable
|
||
|
First recursion should be started with left=0 and right=(len(sorted_collection)-1)
|
||
|
:param sorted_collection: some sorted collection with comparable items
|
||
|
:param item: item value to search
|
||
|
:return: index of found item or None if item is not found
|
||
|
"""
|
||
|
point = left + ((item - sorted_collection[left]) * (right - left)) // (sorted_collection[right] - sorted_collection[left])
|
||
|
|
||
|
#out of range check
|
||
|
if point<0 or point>=len(sorted_collection):
|
||
|
return None
|
||
|
|
||
|
if sorted_collection[point] == item:
|
||
|
return point
|
||
|
elif sorted_collection[point] > item:
|
||
|
return interpolation_search_by_recursion(sorted_collection, item, left, point-1)
|
||
|
else:
|
||
|
return interpolation_search_by_recursion(sorted_collection, item, point+1, right)
|
||
|
|
||
|
def __assert_sorted(collection):
|
||
|
"""Check if collection is sorted, if not - raises :py:class:`ValueError`
|
||
|
:param collection: collection
|
||
|
:return: True if collection is sorted
|
||
|
:raise: :py:class:`ValueError` if collection is not sorted
|
||
|
Examples:
|
||
|
>>> __assert_sorted([0, 1, 2, 4])
|
||
|
True
|
||
|
>>> __assert_sorted([10, -1, 5])
|
||
|
Traceback (most recent call last):
|
||
|
...
|
||
|
ValueError: Collection must be sorted
|
||
|
"""
|
||
|
if collection != sorted(collection):
|
||
|
raise ValueError('Collection must be sorted')
|
||
|
return True
|
||
|
|
||
|
|
||
|
if __name__ == '__main__':
|
||
|
import sys
|
||
|
# For python 2.x and 3.x compatibility: 3.x has no raw_input builtin
|
||
|
# otherwise 2.x's input builtin function is too "smart"
|
||
|
if sys.version_info.major < 3:
|
||
|
input_function = raw_input
|
||
|
else:
|
||
|
input_function = input
|
||
|
|
||
|
user_input = input_function('Enter numbers separated by comma:\n')
|
||
|
collection = [int(item) for item in user_input.split(',')]
|
||
|
try:
|
||
|
__assert_sorted(collection)
|
||
|
except ValueError:
|
||
|
sys.exit('Sequence must be sorted to apply interpolation search')
|
||
|
|
||
|
target_input = input_function(
|
||
|
'Enter a single number to be found in the list:\n'
|
||
|
)
|
||
|
target = int(target_input)
|
||
|
result = interpolation_search(collection, target)
|
||
|
if result is not None:
|
||
|
print('{} found at positions: {}'.format(target, result))
|
||
|
else:
|
||
|
print('Not found')
|