I am trying to find out whether a list of integers is coherent or 'at one stretch', meaning that the difference between two neighboring elements must be exactly one and that the numbers must be increasing monotonically. I found a neat approach where we can group by the number in the list minus the position of the element in the list -- this difference changes when the numbers are not coherent. Obviously, there should be exactly one group when the sequence does not contain gaps or repetitions.
Test:
>>> l1 = [1, 2, 3, 4, 5, 6]
>>> l2 = [1, 2, 3, 4, 5, 7]
>>> l3 = [1, 2, 3, 4, 5, 5]
>>> l4 = [1, 2, 3, 4, 5, 4]
>>> l5 = [6, 5, 4, 3, 2, 1]
>>> def is_coherent(seq):
... return len(list(g for _, g in itertools.groupby(enumerate(seq), lambda (i,e): i-e))) == 1
...
>>> is_coherent(l1)
True
>>> is_coherent(l2)
False
>>> is_coherent(l3)
False
>>> is_coherent(l4)
False
>>> is_coherent(l5)
False
It works well, but I personally find that this solution is a bit too convoluted in view of the simplicity of the problem. Can you come up with a clearer way to achieve the same without significantly increasing the code length?
Edit: summary of answers
From the answers given below, the solution
def is_coherent(seq):
return seq == range(seq[0], seq[-1]+1)
clearly wins. For small lists (10^3 elements), it is on the order of 10 times faster than the groupby approach and (on my machine) still four times faster than the next best approach (using izip_longest). It has the worst scaling behavior, but even for a large list with 10^8 elements it is still two times faster than the next best approach, which again is the izip_longest-based solution.
Relevant timing information obtained with timeit:
Testing is_coherent_groupby...
small/large/larger/verylarge duration: 8.27 s, 20.23 s, 20.22 s, 20.76 s
largest/smallest = 2.51
Testing is_coherent_npdiff...
small/large/larger/verylarge duration: 7.05 s, 15.81 s, 16.16 s, 15.94 s
largest/smallest = 2.26
Testing is_coherent_zip...
small/large/larger/verylarge duration: 5.74 s, 20.54 s, 21.69 s, 24.62 s
largest/smallest = 4.28
Testing is_coherent_izip_longest...
small/large/larger/verylarge duration: 4.20 s, 10.81 s, 10.76 s, 10.81 s
largest/smallest = 2.58
Testing is_coherent_all_xrange...
small/large/larger/verylarge duration: 6.52 s, 17.06 s, 17.44 s, 17.30 s
largest/smallest = 2.65
Testing is_coherent_range...
small/large/larger/verylarge duration: 0.96 s, 4.14 s, 4.48 s, 4.48 s
largest/smallest = 4.66
Testing code:
import itertools
import numpy as np
import timeit
setup = """
import numpy as np
def is_coherent_groupby(seq):
return len(list(g for _, g in itertools.groupby(enumerate(seq), lambda (i,e): i-e))) == 1
def is_coherent_npdiff(x):
return all(np.diff(x) == 1)
def is_coherent_zip(seq):
return all(x==y+1 for x, y in zip(seq[1:], seq))
def is_coherent_izip_longest(l):
return all(a==b for a, b in itertools.izip_longest(l, xrange(l[0], l[-1]+1)))
def is_coherent_all_xrange(l):
return all(l[i] + 1 == l[i+1] for i in xrange(len(l)-1))
def is_coherent_range(seq):
return seq == range(seq[0], seq[-1]+1)
small_list = range(10**3)
large_list = range(10**6)
larger_list = range(10**7)
very_large_list = range(10**8)
"""
fs = [
'is_coherent_groupby',
'is_coherent_npdiff',
'is_coherent_zip',
'is_coherent_izip_longest',
'is_coherent_all_xrange',
'is_coherent_range'
]
for n in fs:
print "Testing %s..." % n
t1 = timeit.timeit(
'%s(small_list)' % n,
setup,
number=40000
)
t2 = timeit.timeit(
'%s(large_list)' % n,
setup,
number=100
)
t3 = timeit.timeit(
'%s(larger_list)' % n,
setup,
number=10
)
t4 = timeit.timeit(
'%s(very_large_list)' % n,
setup,
number=1
)
print " small/large/larger/verylarge duration: %.2f s, %.2f s, %.2f s, %.2f s" % (t1, t2, t3, t4)
print " largest/smallest = %.2f" % (t4/t1)
Test machine:
Linux 3.2.0 (Ubuntu 12.04)
Python 2.7.3 (gcc 4.1.2)
numpy 1.6.2 built with Intel compiler
CPU: E5-2650 @ 2.00GHz
24 GB of memory
解决方案
how bout
sorted_list = sorted(my_list)
return sorted_list == range(sorted_list[0],sorted_list[-1]+1)
or if its only coherent if it is already sorted
return my_list == range(my_list[0],my_list[-1]+1)
if you are using python 3 you will need list(range(...))
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