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node_modules | ||
coverage |
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{ | ||
"bitwise": false, | ||
"curly": true, | ||
"eqeqeq": true, | ||
"esnext": true, | ||
"freeze": true, | ||
"immed": true, | ||
"indent": 2, | ||
"latedef": "nofunc", | ||
"maxlen": 80, | ||
"newcap": true, | ||
"node": true, | ||
"noarg": true, | ||
"quotmark": "single", | ||
"strict": true, | ||
"trailing": true, | ||
"undef": true, | ||
"unused": true, | ||
"globals": { | ||
"describe": true, | ||
"it": true, | ||
"before": true, | ||
"after": true, | ||
"beforeEach": true, | ||
"afterEach": true | ||
} | ||
} |
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The MIT License | ||
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Copyright (c) 2015 Marco Ziccardi | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
|
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The above copyright notice and this permission notice shall be included in | ||
all copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN | ||
THE SOFTWARE. |
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# Node-TimSort: Fast Sorting for Node.js | ||
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An adaptive and **stable** sort algorithm based on merging that requires fewer than nlog(n) | ||
comparisons when run on partially sorted arrays. The algorithm uses O(n) memory and still runs in O(nlogn) | ||
(worst case) on random arrays. | ||
This implementation is based on the original | ||
[TimSort](http://svn.python.org/projects/python/trunk/Objects/listsort.txt) developed | ||
by Tim Peters for Python's lists (code [here](http://svn.python.org/projects/python/trunk/Objects/listobject.c)). | ||
TimSort has been also adopted in Java starting from version 7. | ||
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## Usage | ||
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Install the package: | ||
``` | ||
npm install --save timsort | ||
``` | ||
And use it: | ||
```javascript | ||
var TimSort = require('timsort'); | ||
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var arr = [...]; | ||
TimSort.sort(arr); | ||
``` | ||
As `array.sort()` by default the `timsort` module sorts according to | ||
lexicographical order. | ||
You can also provide your own compare function (to sort any object) as: | ||
```javascript | ||
function numberCompare(a,b) { | ||
return a-b; | ||
} | ||
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var arr = [...]; | ||
var TimSort = require('timsort'); | ||
TimSort.sort(arr, numberCompare); | ||
``` | ||
You can also sort only a specific subrange of the array: | ||
```javascript | ||
TimSort.sort(arr, 5, 10); | ||
TimSort.sort(arr, numberCompare, 5, 10); | ||
``` | ||
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## Performance | ||
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A benchmark is provided in `benchmark/index.js`. It compares the `timsort` module against | ||
the default `array.sort` method in the numerical sorting of different types of integer array | ||
(as described [here](http://svn.python.org/projects/python/trunk/Objects/listsort.txt)): | ||
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- *Random array* | ||
- *Descending array* | ||
- *Ascending array* | ||
- *Ascending array with 3 random exchanges* | ||
- *Ascending array with 10 random numbers in the end* | ||
- *Array of equal elements* | ||
- *Random Array with many duplicates* | ||
- *Random Array with some duplicates* | ||
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For any of the array types the sorting is repeated several times and for | ||
different array sizes, average execution time is then printed. | ||
I run the benchmark on Node v0.12.7 (both pre-compiled and compiled from source, | ||
results are very similar), obtaining the following values: | ||
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<table> | ||
<tr> | ||
<th></th><th></th> | ||
<th colspan="2">Execution Time (ns)</th> | ||
<th rowspan="2">Speedup</th> | ||
</tr> | ||
<tr> | ||
<th>Array Type</th> | ||
<th>Length</th> | ||
<th>TimSort.sort</th> | ||
<th>array.sort</th> | ||
</tr> | ||
<tbody> | ||
<tr> | ||
<td rowspan="4">Random</td> | ||
<td>10</td><td>2374</td><td>4256</td><td>1.79</td> | ||
</tr> | ||
<tr> | ||
<td>100</td><td>12709</td><td>45903</td><td>3.61</td> | ||
</tr> | ||
<tr> | ||
<td>1000</td><td>134876</td><td>479581</td><td>3.56</td> | ||
</tr> | ||
<tr> | ||
<td>10000</td><td>1724563</td><td>6485514</td><td>3.76</td> | ||
</tr> | ||
<tr> | ||
<td rowspan="4">Descending</td> | ||
<td>10</td><td>1637</td><td>2869</td><td>1.75</td> | ||
</tr> | ||
<tr> | ||
<td>100</td><td>2631</td><td>21267</td><td>8.08</td> | ||
</tr> | ||
<tr> | ||
<td>1000</td><td>9330</td><td>352918</td><td>37.83</td> | ||
</tr> | ||
<tr> | ||
<td>10000</td><td>74009</td><td>5114658</td><td>69.11</td> | ||
</tr> | ||
<tr> | ||
<td rowspan="4">Ascending</td> | ||
<td>10</td><td>1654</td><td>1751</td><td>1.06</td> | ||
</tr> | ||
<tr> | ||
<td>100</td><td>2596</td><td>20159</td><td>7.77</td> | ||
</tr> | ||
<tr> | ||
<td>1000</td><td>8253</td><td>340309</td><td>41.23</td> | ||
</tr> | ||
<tr> | ||
<td>10000</td><td>60613</td><td>5045549</td><td>83.24</td> | ||
</tr> | ||
<tr> | ||
<td rowspan="4">Ascending + 3 Rand Exc</td> | ||
<td>10</td><td>1815</td><td>1981</td><td>1.09</td> | ||
</tr> | ||
<tr> | ||
<td>100</td><td>4126</td><td>20564</td><td>4.98</td> | ||
</tr> | ||
<tr> | ||
<td>1000</td><td>11490</td><td>342398</td><td>29.80</td> | ||
</tr> | ||
<tr> | ||
<td>10000</td><td>85632</td><td>5062110</td><td>59.11</td> | ||
</tr> | ||
<tr> | ||
<td rowspan="4">Ascending + 10 Rand End</td> | ||
<td>10</td><td>2001</td><td>2410</td><td>1.20</td> | ||
</tr> | ||
<tr> | ||
<td>100</td><td>6106</td><td>23537</td><td>3.85</td> | ||
</tr> | ||
<tr> | ||
<td>1000</td><td>17195</td><td>337073</td><td>19.60</td> | ||
</tr> | ||
<tr> | ||
<td>10000</td><td>99977</td><td>4868866</td><td>48.70</td> | ||
</tr> | ||
<tr> | ||
<td rowspan="4">Equal Elements</td> | ||
<td>10</td><td>1581</td><td>1710</td><td>1.08</td> | ||
</tr> | ||
<tr> | ||
<td>100</td><td>2492</td><td>4562</td><td>1.83</td> | ||
</tr> | ||
<tr> | ||
<td>1000</td><td>7337</td><td>31360</td><td>4.27</td> | ||
</tr> | ||
<tr> | ||
<td>10000</td><td>50090</td><td>311882</td><td>6.23</td> | ||
</tr> | ||
<tr> | ||
<td rowspan="4">Many Repetitions</td> | ||
<td>10</td><td>1966</td><td>2415</td><td>1.23</td> | ||
</tr> | ||
<tr> | ||
<td>100</td><td>15115</td><td>25965</td><td>1.72</td> | ||
</tr> | ||
<tr> | ||
<td>1000</td><td>182287</td><td>372412</td><td>2.04</td> | ||
</tr> | ||
<tr> | ||
<td>10000</td><td>2382618</td><td>5317724</td><td>2.23</td> | ||
</tr> | ||
<tr> | ||
<td rowspan="4">Some Repetitions</td> | ||
<td>10</td><td>1994</td><td>2549</td><td>1.28</td> | ||
</tr> | ||
<tr> | ||
<td>100</td><td>14432</td><td>25101</td><td>1.74</td> | ||
</tr> | ||
<tr> | ||
<td>1000</td><td>181708</td><td>364835</td><td>2</td> | ||
</tr> | ||
<tr> | ||
<td>10000</td><td>2351346</td><td>5149683</td><td>2.19</td> | ||
</tr> | ||
</table> | ||
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`TimSort.sort` **is faster** than `array.sort` on any of the tested array types. | ||
In general, the more ordered the array is the better `TimSort.sort` performs with respect to `array.sort` (up to 80 times faster on already sorted arrays). | ||
And also, the bigger the array the more we benefit from using | ||
the `timsort` module. | ||
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These data strongly depend on Node.js version and the machine on which the benchmark is run. I strongly encourage you to run the benchmark on your own setup with: | ||
``` | ||
npm run benchmark | ||
``` | ||
Please also notice that: | ||
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- This benchmark is far from exhaustive. Several cases are not considered | ||
and the results must be taken as partial | ||
- *inlining* is surely playing an active role in `timsort` module's good performance | ||
- A more accurate comparison of the algorithms would require implementing `array.sort` in pure javascript | ||
and counting element comparisons | ||
- `array.sort` will probably still be faster at lexicographically sorting | ||
arrays of numbers. In this case, the `timsort` module inefficiently converts | ||
values to strings inside the compare function and then compares the strings. | ||
`array.sort`, instead, uses a smarter and faster lexicographic | ||
comparison of numbers (will try to do something similar soon). | ||
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## Stability | ||
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TimSort is *stable* which means that equal items maintain their relative order | ||
after sorting. Stability is a desirable property for a sorting algorithm. | ||
Consider the following array of items with an height and a weight. | ||
```javascript | ||
[ | ||
{ height: 100, weight: 80 }, | ||
{ height: 90, weight: 90 }, | ||
{ height: 70, weight: 95 }, | ||
{ height: 100, weight: 100 }, | ||
{ height: 80, weight: 110 }, | ||
{ height: 110, weight: 115 }, | ||
{ height: 100, weight: 120 }, | ||
{ height: 70, weight: 125 }, | ||
{ height: 70, weight: 130 }, | ||
{ height: 100, weight: 135 }, | ||
{ height: 75, weight: 140 }, | ||
{ height: 70, weight: 140 } | ||
] | ||
``` | ||
Items are already sorted by `weight`. Sorting the array | ||
according to the item's `height` with the `timsort` module | ||
results in the following array: | ||
```javascript | ||
[ | ||
{ height: 70, weight: 95 }, | ||
{ height: 70, weight: 125 }, | ||
{ height: 70, weight: 130 }, | ||
{ height: 70, weight: 140 }, | ||
{ height: 75, weight: 140 }, | ||
{ height: 80, weight: 110 }, | ||
{ height: 90, weight: 90 }, | ||
{ height: 100, weight: 80 }, | ||
{ height: 100, weight: 100 }, | ||
{ height: 100, weight: 120 }, | ||
{ height: 100, weight: 135 }, | ||
{ height: 110, weight: 115 } | ||
] | ||
``` | ||
Items with the same `height` are still sorted by `weight` which means they preserved their relative order. | ||
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`array.sort`, instead, is not guarranteed to be *stable*. In Node v0.12.7 | ||
sorting the previous array by `height` with `array.sort` results in: | ||
```javascript | ||
[ | ||
{ height: 70, weight: 140 }, | ||
{ height: 70, weight: 95 }, | ||
{ height: 70, weight: 125 }, | ||
{ height: 70, weight: 130 }, | ||
{ height: 75, weight: 140 }, | ||
{ height: 80, weight: 110 }, | ||
{ height: 90, weight: 90 }, | ||
{ height: 100, weight: 100 }, | ||
{ height: 100, weight: 80 }, | ||
{ height: 100, weight: 135 }, | ||
{ height: 100, weight: 120 }, | ||
{ height: 110, weight: 115 } | ||
] | ||
``` | ||
As you can see the sorting did not preserve `weight` ordering for items with the | ||
same `height`. |
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