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authorEgor Tensin <Egor.Tensin@gmail.com>2016-06-24 01:54:13 +0300
committerEgor Tensin <Egor.Tensin@gmail.com>2016-06-24 01:54:13 +0300
commit82a674e409fce161299efeb43e1176f869af64af (patch)
tree3b544bd96688f3847233e011452c754c38755116 /algorithms
parentadd Pylint configuration (diff)
downloadsorting-algorithms-82a674e409fce161299efeb43e1176f869af64af.tar.gz
sorting-algorithms-82a674e409fce161299efeb43e1176f869af64af.zip
major refactoring
With the focus on (re)usability. That includes adding separate modules for plotting, input generation and things like that.
Diffstat (limited to '')
-rw-r--r--algorithms/algorithm.py26
-rw-r--r--algorithms/impl/__init__.py26
-rw-r--r--algorithms/impl/bubble_sort.py28
-rw-r--r--algorithms/impl/heapsort.py23
-rw-r--r--algorithms/impl/insertion_sort.py23
-rw-r--r--algorithms/impl/median.py32
-rw-r--r--algorithms/impl/merge_sort.py23
-rw-r--r--algorithms/impl/quicksort.py31
-rw-r--r--algorithms/impl/selection_sort.py23
-rw-r--r--algorithms/inputgen.py30
-rw-r--r--algorithms/params.py110
-rw-r--r--algorithms/plotter.py38
-rw-r--r--algorithms/registry.py12
-rw-r--r--algorithms/timer.py23
14 files changed, 349 insertions, 99 deletions
diff --git a/algorithms/algorithm.py b/algorithms/algorithm.py
index 322a51f..b65ed04 100644
--- a/algorithms/algorithm.py
+++ b/algorithms/algorithm.py
@@ -2,24 +2,22 @@
# This file is licensed under the terms of the MIT License.
# See LICENSE.txt for details.
+from . import inputgen
+
class Algorithm:
def __init__(self, codename, display_name, f):
- self._codename = codename
- self._display_name = display_name
- self._f = f
-
- def get_codename(self):
- return self._codename
-
- def get_display_name(self):
- return self._display_name
+ self.codename = codename
+ self.display_name = display_name
+ self.function = f
- def get_function(self):
- return self._f
-
- def __str__(self):
- return self.get_display_name()
+ @staticmethod
+ def gen_input(n, case=inputgen.InputKind.AVERAGE):
+ #raise NotImplementedError('inputgen generation is not defined for generic algorithms')
+ return inputgen.gen_input_for_sorting(n, case)
class SortingAlgorithm(Algorithm):
def __init__(self, codename, display_name, f):
super().__init__(codename, display_name, f)
+
+ def gen_input(self, n, case=inputgen.InputKind.AVERAGE):
+ return inputgen.gen_input_for_sorting(n, case)
diff --git a/algorithms/impl/__init__.py b/algorithms/impl/__init__.py
index 29cd51c..dcb8fc4 100644
--- a/algorithms/impl/__init__.py
+++ b/algorithms/impl/__init__.py
@@ -2,18 +2,16 @@
# This file is licensed under the terms of the MIT License.
# See LICENSE.txt for details.
-_ALL_ALGORITHMS = {}
+from importlib import import_module
+import os.path
+from pkgutil import iter_modules
-def _refresh_algorithms():
- _ALGORITHMS_NAME = '_ALGORITHMS'
- global _ALL_ALGORITHMS
- _ALL_ALGORITHMS = {}
+from .. import algorithm
- from algorithms.algorithm import Algorithm
+_ALGORITHMS_NAME = '_ALGORITHMS'
- from importlib import import_module
- import os.path
- from pkgutil import iter_modules
+def refresh_algorithms():
+ all_algorithms = {}
for _, module_name, is_pkg in iter_modules([os.path.dirname(__file__)]):
if is_pkg:
@@ -21,9 +19,9 @@ def _refresh_algorithms():
module = import_module('.' + module_name, __package__)
if hasattr(module, _ALGORITHMS_NAME):
module_algorithms = getattr(module, _ALGORITHMS_NAME)
- for algorithm in module_algorithms:
- assert isinstance(algorithm, Algorithm)
- assert algorithm.get_codename() not in _ALL_ALGORITHMS
- _ALL_ALGORITHMS[algorithm.get_codename()] = algorithm
+ for descr in module_algorithms:
+ assert isinstance(descr, algorithm.Algorithm)
+ assert descr.codename not in all_algorithms
+ all_algorithms[descr.codename] = descr
-_refresh_algorithms()
+ return all_algorithms
diff --git a/algorithms/impl/bubble_sort.py b/algorithms/impl/bubble_sort.py
index 2abfc43..e6aa645 100644
--- a/algorithms/impl/bubble_sort.py
+++ b/algorithms/impl/bubble_sort.py
@@ -2,6 +2,10 @@
# This file is licensed under the terms of the MIT License.
# See LICENSE.txt for details.
+import sys
+
+from ..algorithm import SortingAlgorithm
+
def bubble_sort(xs):
while True:
swapped = False
@@ -14,7 +18,7 @@ def bubble_sort(xs):
return xs
def bubble_sort_optimized(xs):
- n = len(xs)
+ n = len(xs)
while True:
new_n = 0
for i in range(1, n):
@@ -26,14 +30,18 @@ def bubble_sort_optimized(xs):
break
return xs
-if __name__ == '__main__':
- import sys
- xs = list(map(int, sys.argv[1:]))
+_ALGORITHMS = [
+ SortingAlgorithm('bubble_sort', 'Bubble sort', bubble_sort),
+ SortingAlgorithm('bubble_sort_optimized', 'Bubble sort (optimized)', bubble_sort_optimized),
+]
+
+def _parse_args(args=sys.argv):
+ return list(map(int, args[1:]))
+
+def main(args=sys.argv):
+ xs = _parse_args(args)
print(bubble_sort(list(xs)))
print(bubble_sort_optimized(list(xs)))
-else:
- from algorithms.algorithm import SortingAlgorithm
- _ALGORITHMS = [
- SortingAlgorithm('bubble_sort', 'Bubble sort', bubble_sort),
- SortingAlgorithm('bubble_sort_optimized', 'Bubble sort (optimized)', bubble_sort_optimized),
- ]
+
+if __name__ == '__main__':
+ main()
diff --git a/algorithms/impl/heapsort.py b/algorithms/impl/heapsort.py
index db3b6bd..c92a04c 100644
--- a/algorithms/impl/heapsort.py
+++ b/algorithms/impl/heapsort.py
@@ -2,6 +2,10 @@
# This file is licensed under the terms of the MIT License.
# See LICENSE.txt for details.
+import sys
+
+from ..algorithm import SortingAlgorithm
+
# Disclaimer: implemented in the most literate way.
def heapsort(xs):
@@ -49,11 +53,16 @@ def _siftdown(xs, start, end):
else:
break
+_ALGORITHMS = [
+ SortingAlgorithm('heapsort', 'Heapsort', heapsort),
+]
+
+def _parse_args(args=sys.argv):
+ return list(map(int, args[1:]))
+
+def main(args=sys.argv):
+ xs = _parse_args(args)
+ print(heapsort(list(xs)))
+
if __name__ == '__main__':
- import sys
- print(heapsort(list(map(int, sys.argv[1:]))))
-else:
- from algorithms.algorithm import SortingAlgorithm
- _ALGORITHMS = [
- SortingAlgorithm('heapsort', 'Heapsort', heapsort),
- ]
+ main()
diff --git a/algorithms/impl/insertion_sort.py b/algorithms/impl/insertion_sort.py
index f671712..006ab66 100644
--- a/algorithms/impl/insertion_sort.py
+++ b/algorithms/impl/insertion_sort.py
@@ -2,6 +2,10 @@
# This file is licensed under the terms of the MIT License.
# See LICENSE.txt for details.
+import sys
+
+from ..algorithm import SortingAlgorithm
+
def insertion_sort(xs):
for i in range(1, len(xs)):
j = i
@@ -10,11 +14,16 @@ def insertion_sort(xs):
j -= 1
return xs
+_ALGORITHMS = [
+ SortingAlgorithm('insertion_sort', 'Insertion sort', insertion_sort),
+]
+
+def _parse_args(args=sys.argv):
+ return list(map(int, args[1:]))
+
+def main(args=sys.argv):
+ xs = _parse_args(args)
+ print(insertion_sort(list(xs)))
+
if __name__ == '__main__':
- import sys
- print(insertion_sort(list(map(int, sys.argv[1:]))))
-else:
- from algorithms.algorithm import SortingAlgorithm
- _ALGORITHMS = [
- SortingAlgorithm('insertion_sort', 'Insertion sort', insertion_sort),
- ]
+ main()
diff --git a/algorithms/impl/median.py b/algorithms/impl/median.py
index ba51c71..e6b9901 100644
--- a/algorithms/impl/median.py
+++ b/algorithms/impl/median.py
@@ -2,9 +2,11 @@
# This file is licensed under the terms of the MIT License.
# See LICENSE.txt for details.
-from algorithms.impl.quicksort import quicksort_random
+from heapq import heappush, heappop
+import sys
-from heapq import *
+from ..algorithm import Algorithm
+from .quicksort import quicksort_random
def calc_median_heaps(xs):
cur_median = 0.0
@@ -30,7 +32,7 @@ def calc_median_heaps(xs):
cur_median = min_heap[0]
return cur_median
-def calc_median_sort_first(xs):
+def calc_median_sorting(xs):
if not xs:
return 0.0
quicksort_random(xs)
@@ -39,14 +41,18 @@ def calc_median_sort_first(xs):
else:
return xs[len(xs) // 2 - 1] / 2 + xs[len(xs) // 2] / 2
-if __name__ == '__main__':
- import sys
- xs = list(map(int, sys.argv[1:]))
- print(calc_median_sort_first(list(xs)))
+_ALGORITHMS = [
+ Algorithm('median_sorting', 'Median value (using explicit sorting)', calc_median_sorting),
+ Algorithm('median_heaps', 'Median value (using heaps)', calc_median_heaps),
+]
+
+def _parse_args(args=sys.argv):
+ return list(map(int, args[1:]))
+
+def main(args=sys.argv):
+ xs = _parse_args(args)
+ print(calc_median_sorting(list(xs)))
print(calc_median_heaps(list(xs)))
-else:
- from algorithms.algorithm import Algorithm
- _ALGORITHMS = [
- Algorithm('median_sort_first', 'Median (input is sorted first)', calc_median_sort_first),
- Algorithm('median_heaps', 'Median (using heaps)', calc_median_heaps),
- ]
+
+if __name__ == '__main__':
+ main()
diff --git a/algorithms/impl/merge_sort.py b/algorithms/impl/merge_sort.py
index 9fa96ec..8d0b573 100644
--- a/algorithms/impl/merge_sort.py
+++ b/algorithms/impl/merge_sort.py
@@ -2,6 +2,10 @@
# This file is licensed under the terms of the MIT License.
# See LICENSE.txt for details.
+import sys
+
+from ..algorithm import SortingAlgorithm
+
def merge(left, right):
result = []
l, r = 0, 0
@@ -24,11 +28,16 @@ def merge_sort(xs):
mid = len(xs) // 2
return merge(merge_sort(xs[:mid]), merge_sort(xs[mid:]))
+_ALGORITHMS = [
+ SortingAlgorithm('merge_sort', 'Merge sort', merge_sort),
+]
+
+def _parse_args(args=sys.argv):
+ return list(map(int, args[1:]))
+
+def main(args=sys.argv):
+ xs = _parse_args(args)
+ print(merge_sort(list(xs)))
+
if __name__ == '__main__':
- import sys
- print(merge_sort(list(map(int, sys.argv[1:]))))
-else:
- from algorithms.algorithm import SortingAlgorithm
- _ALGORITHMS = [
- SortingAlgorithm('merge_sort', 'Merge sort', merge_sort),
- ]
+ main()
diff --git a/algorithms/impl/quicksort.py b/algorithms/impl/quicksort.py
index 32100b0..ddc8269 100644
--- a/algorithms/impl/quicksort.py
+++ b/algorithms/impl/quicksort.py
@@ -3,6 +3,9 @@
# See LICENSE.txt for details.
from random import randrange
+import sys
+
+from ..algorithm import SortingAlgorithm
def _partition(xs, beg, end, select_pivot):
pivot = select_pivot(xs, beg, end)
@@ -55,20 +58,24 @@ def quicksort_random(xs):
_quicksort(xs, 0, len(xs) - 1, _select_random)
return xs
-if __name__ == '__main__':
- import sys
- xs = list(map(int, sys.argv[1:]))
+_ALGORITHMS = [
+ SortingAlgorithm('quicksort_first', 'Quicksort (first element as pivot)', quicksort_first),
+ SortingAlgorithm('quicksort_second', 'Quicksort (second element as pivot)', quicksort_second),
+ SortingAlgorithm('quicksort_middle', 'Quicksort (middle element as pivot)', quicksort_middle),
+ SortingAlgorithm('quicksort_last', 'Quicksort (last element as pivot)', quicksort_last),
+ SortingAlgorithm('quicksort_random', 'Quicksort (random element as pivot)', quicksort_random),
+]
+
+def _parse_args(args=sys.argv):
+ return list(map(int, args[1:]))
+
+def main(args=sys.argv):
+ xs = _parse_args(args)
print(quicksort_first(list(xs)))
print(quicksort_second(list(xs)))
print(quicksort_middle(list(xs)))
print(quicksort_last(list(xs)))
print(quicksort_random(list(xs)))
-else:
- from algorithms.algorithm import SortingAlgorithm
- _ALGORITHMS = [
- SortingAlgorithm('quicksort_first', 'Quicksort (first element as pivot)', quicksort_first),
- SortingAlgorithm('quicksort_second', 'Quicksort (second element as pivot)', quicksort_second),
- SortingAlgorithm('quicksort_middle', 'Quicksort (middle element as pivot)', quicksort_middle),
- SortingAlgorithm('quicksort_last', 'Quicksort (last element as pivot)', quicksort_last),
- SortingAlgorithm('quicksort_random', 'Quicksort (random element as pivot)', quicksort_random),
- ]
+
+if __name__ == '__main__':
+ main()
diff --git a/algorithms/impl/selection_sort.py b/algorithms/impl/selection_sort.py
index 27b319f..d5d11d2 100644
--- a/algorithms/impl/selection_sort.py
+++ b/algorithms/impl/selection_sort.py
@@ -2,6 +2,10 @@
# This file is licensed under the terms of the MIT License.
# See LICENSE.txt for details.
+import sys
+
+from ..algorithm import SortingAlgorithm
+
def selection_sort(xs):
for i in range(len(xs) - 1):
min_i = i
@@ -12,11 +16,16 @@ def selection_sort(xs):
xs[i], xs[min_i] = xs[min_i], xs[i]
return xs
+_ALGORITHMS = [
+ SortingAlgorithm('selection_sort', 'Selection sort', selection_sort),
+]
+
+def _parse_args(args=sys.argv):
+ return list(map(int, args[1:]))
+
+def main(args=sys.argv):
+ xs = _parse_args(args)
+ print(selection_sort(list(xs)))
+
if __name__ == '__main__':
- import sys
- print(selection_sort(list(map(int, sys.argv[1:]))))
-else:
- from algorithms.algorithm import SortingAlgorithm
- _ALGORITHMS = [
- SortingAlgorithm('selection_sort', 'Selection sort', selection_sort),
- ]
+ main()
diff --git a/algorithms/inputgen.py b/algorithms/inputgen.py
new file mode 100644
index 0000000..2659ffc
--- /dev/null
+++ b/algorithms/inputgen.py
@@ -0,0 +1,30 @@
+# Copyright 2016 Egor Tensin <Egor.Tensin@gmail.com>
+# This file is licensed under the terms of the MIT License.
+# See LICENSE.txt for details.
+
+from array import array
+from enum import Enum
+from random import seed, sample
+
+seed()
+
+class InputKind(Enum):
+ BEST, AVERAGE, WORST = 'best', 'average', 'worst'
+
+ def __str__(self):
+ return self.value
+
+def _gen_input_from(xs):
+ return array('l', xs)
+
+def gen_input_for_sorting(n, case=InputKind.AVERAGE):
+ if n < 0:
+ raise ValueError('input length must not be a negative number')
+ if case is InputKind.BEST:
+ return _gen_input_from(range(n))
+ elif case is InputKind.AVERAGE:
+ return _gen_input_from(sample(range(n), n))
+ elif case is InputKind.WORST:
+ return _gen_input_from(range(n - 1, -1, -1))
+ else:
+ raise NotImplementedError('invalid input kind: ' + str(case))
diff --git a/algorithms/params.py b/algorithms/params.py
new file mode 100644
index 0000000..a66f7a2
--- /dev/null
+++ b/algorithms/params.py
@@ -0,0 +1,110 @@
+# Copyright 2016 Egor Tensin <Egor.Tensin@gmail.com>
+# This file is licensed under the terms of the MIT License.
+# See LICENSE.txt for details.
+
+from numbers import Integral
+
+from .inputgen import InputKind
+from .plotter import PlotBuilder
+from . import registry
+from .timer import Timer
+
+class AlgorithmParameters:
+ def __init__(self, algorithm, min_len, max_len,
+ input_kind=InputKind.AVERAGE, iterations=1):
+
+ if isinstance(algorithm, str):
+ algorithm = registry.get(algorithm)
+ self.algorithm = algorithm
+
+ self.input_kind = input_kind
+
+ self._min_len = None
+ self._max_len = None
+ self.min_len = min_len
+ self.max_len = max_len
+
+ self._iterations = None
+ self.iterations = iterations
+
+ @property
+ def min_len(self):
+ return self._min_len
+
+ @min_len.setter
+ def min_len(self, val):
+ if not isinstance(val, Integral):
+ raise TypeError('must be an integral value')
+ val = int(val)
+ if val < 0:
+ raise ValueError('must not be a negative number')
+ if self.max_len is not None and self.max_len < val:
+ raise ValueError('must not be greater than the maximum length')
+ self._min_len = val
+
+ @property
+ def max_len(self):
+ return self._max_len
+
+ @max_len.setter
+ def max_len(self, val):
+ if not isinstance(val, Integral):
+ raise TypeError('must be an integral value')
+ val = int(val)
+ if val < 0:
+ raise ValueError('must not be a negative number')
+ if self.min_len is not None and self.min_len > val:
+ raise ValueError('must not be lesser than the minimum length')
+ self._max_len = val
+
+ @property
+ def iterations(self):
+ return self._iterations
+
+ @iterations.setter
+ def iterations(self, val):
+ if not isinstance(val, Integral):
+ raise TypeError('must be an integral value')
+ val = int(val)
+ if val < 1:
+ raise ValueError('must be a positive number')
+ self._iterations = val
+
+ def measure_running_time(self):
+ input_len_range = list(range(self.min_len, self.max_len + 1))
+ running_time = []
+ for input_len in input_len_range:
+ input_sample = self.algorithm.gen_input(input_len, self.input_kind)
+ input_copies = [list(input_sample) for _ in range(self.iterations)]
+ with Timer(running_time, self.iterations):
+ for i in range(self.iterations):
+ self.algorithm.function(input_copies[i])
+ return input_len_range, running_time
+
+ @staticmethod
+ def _format_plot_xlabel():
+ return 'Input length'
+
+ @staticmethod
+ def _format_plot_ylabel():
+ return 'Running time (sec)'
+
+ def _format_plot_title(self):
+ return '{}, {} case'.format(
+ self.algorithm.display_name, self.input_kind)
+
+ def _format_plot_suptitle(self):
+ return self.algorithm.display_name
+
+ def plot_running_time(self, output_path=None):
+ plot_builder = PlotBuilder()
+ plot_builder.show_grid()
+ plot_builder.set_xlabel(self._format_plot_xlabel())
+ plot_builder.set_ylabel(self._format_plot_ylabel())
+ plot_builder.set_title(self._format_plot_title())
+ xs, ys = self.measure_running_time()
+ plot_builder.plot(xs, ys)
+ if output_path is None:
+ plot_builder.show()
+ else:
+ plot_builder.save(output_path)
diff --git a/algorithms/plotter.py b/algorithms/plotter.py
new file mode 100644
index 0000000..048894f
--- /dev/null
+++ b/algorithms/plotter.py
@@ -0,0 +1,38 @@
+# Copyright 2016 Egor Tensin <Egor.Tensin@gmail.com>
+# This file is licensed under the terms of the MIT License.
+# See LICENSE.txt for details.
+
+import matplotlib.pyplot as plt
+
+class PlotBuilder:
+ @staticmethod
+ def set_xlabel(s):
+ plt.xlabel(s)
+
+ @staticmethod
+ def set_ylabel(s):
+ plt.ylabel(s)
+
+ @staticmethod
+ def show_grid():
+ plt.grid()
+
+ @staticmethod
+ def set_title(s):
+ plt.title(s)
+
+ @staticmethod
+ def set_suptitle(s):
+ plt.suptitle(s)
+
+ @staticmethod
+ def plot(xs, ys):
+ plt.plot(xs, ys)
+
+ @staticmethod
+ def show():
+ plt.show()
+
+ @staticmethod
+ def save(output_path):
+ plt.savefig(output_path)#, bbox_inches='tight')
diff --git a/algorithms/registry.py b/algorithms/registry.py
index 8f0469d..0f75dce 100644
--- a/algorithms/registry.py
+++ b/algorithms/registry.py
@@ -2,16 +2,12 @@
# This file is licensed under the terms of the MIT License.
# See LICENSE.txt for details.
-import algorithms.impl
+from . import impl
-def refresh_algorithms():
- algorithms.impl._refresh_algorithms()
+_ALL_ALGORITHMS = impl.refresh_algorithms()
def get_codenames():
- return algorithms.impl._ALL_ALGORITHMS.keys()
-
-def iter_algorithms():
- return iter(algorithms.impl._ALL_ALGORITHMS.values())
+ return _ALL_ALGORITHMS.keys()
def get(codename):
- return algorithms.impl._ALL_ALGORITHMS[codename]
+ return _ALL_ALGORITHMS[codename]
diff --git a/algorithms/timer.py b/algorithms/timer.py
new file mode 100644
index 0000000..d334b94
--- /dev/null
+++ b/algorithms/timer.py
@@ -0,0 +1,23 @@
+# Copyright 2016 Egor Tensin <Egor.Tensin@gmail.com>
+# This file is licensed under the terms of the MIT License.
+# See LICENSE.txt for details.
+
+import gc, time
+
+def get_timestamp():
+ return time.perf_counter()
+
+class Timer:
+ def __init__(self, dest, iterations=1):
+ self._dest = dest
+ self._iterations = iterations
+
+ def __enter__(self):
+ gc.disable()
+ self._start = get_timestamp()
+ return self
+
+ def __exit__(self, *args):
+ end = get_timestamp()
+ gc.enable()
+ self._dest.append((end - self._start) / self._iterations)