Created
April 28, 2015 14:05
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Pure python linspace / logspace implementation
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#!/usr/bin/env python | |
# -*- coding: utf-8 -*- | |
# author: Panagiotis Mavrogiorgos | |
# email: gmail, pmav99 | |
from __future__ import division | |
from __future__ import print_function | |
from __future__ import unicode_literals | |
from __future__ import absolute_import | |
import pytest | |
def _logspace(start, stop, num): | |
num = int(num) | |
start = start * 1. | |
stop = stop * 1. | |
if num <=1: | |
raise ValueError("num must be greater than 1, not %d" % num) | |
ratio = stop ** (1 / (num - 1)) | |
print(ratio) | |
for i in range(num): | |
if i == num - 1: | |
yield stop | |
return | |
yield ratio ** i | |
def logspace(start, stop, num=10): | |
diff = stop - start | |
for i, value in enumerate(_logspace(start, stop, num)): | |
if i == 0: | |
yield start | |
elif i == num: | |
yield stop | |
else: | |
yield start + value * diff / stop | |
def linspace(start, stop, num=50, endpoint=True): | |
num = int(num) | |
start = start * 1. | |
stop = stop * 1. | |
if num == 1: | |
yield stop | |
return | |
if endpoint: | |
step = (stop - start) / (num - 1) | |
else: | |
step = (stop - start) / num | |
for i in range(num): | |
yield start + step * i | |
def test_linspace(): | |
assert list(linspace(0, 10, 3, True)) == [0, 5, 10] | |
assert list(linspace(0, 10, 5, True)) == [0, 2.5, 5, 7.5, 10] | |
assert list(linspace(0, 10, 11, True)) == [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10] | |
assert list(linspace(1, 10, 3, False)) == [1, 4, 7] | |
assert list(linspace(0, 10, 5, False)) == [0, 2, 4, 6, 8] | |
assert list(linspace(0, 10, 10, False)) == [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] |
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