mirror of
https://github.com/donnemartin/interactive-coding-challenges.git
synced 2024-03-22 13:11:13 +08:00
240 lines
7.1 KiB
Plaintext
240 lines
7.1 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Problem: Compress a string such that 'AAABCCDDDD' becomes 'A3B1C2D4'\n",
|
|
"\n",
|
|
"* [Clarifying Questions](#Clarifying-Questions)\n",
|
|
"* [Test Cases](#Test-Cases)\n",
|
|
"* [Algorithm: List](#Algorithm:-List)\n",
|
|
"* [Code: List](#Code:-List)\n",
|
|
"* [Algorithm: Byte Array](#Algorithm:-Byte-Array)\n",
|
|
"* [Code: Byte array](#Code:-Byte-Array)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Clarifying Questions\n",
|
|
"\n",
|
|
"* Is the string ASCII (extended)? Or Unicode?\n",
|
|
" * ASCII extended, which is 256 characters\n",
|
|
"* Can you use additional data structures? \n",
|
|
" * Yes\n",
|
|
"* Is this case sensitive?\n",
|
|
" * Yes\n",
|
|
"* Do you compress even if it doesn't save space?\n",
|
|
" * No"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Test Cases\n",
|
|
"\n",
|
|
"* NULL\n",
|
|
"* '' -> ''\n",
|
|
"* 'ABC' -> 'ABC'\n",
|
|
"* 'AAABCCDDDD' -> 'A3B1C2D4'"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Algorithm: List\n",
|
|
"\n",
|
|
"![alt text](https://raw.githubusercontent.com/donnemartin/algorithms-data-structures/master/images/compress_string.jpg)\n",
|
|
"\n",
|
|
"Since Python strings are immutable, we'll use a list of characters to exercise string manipulation. Note using a list vs a bytearray will will result in additional space to create the list and to convert the list to a string.\n",
|
|
"\n",
|
|
"* If string is empty return string\n",
|
|
"* count = 0\n",
|
|
"* size = 0\n",
|
|
"* last_char = first char in string\n",
|
|
"* For each char in string\n",
|
|
" * If char == last_char\n",
|
|
" count++\n",
|
|
" * Else\n",
|
|
" size += 2\n",
|
|
" count++\n",
|
|
" last_char = char\n",
|
|
"* size += 2\n",
|
|
"* If the compressed string size is >= string size, return string\n",
|
|
"* Create compressed_string\n",
|
|
"* For each char in string\n",
|
|
" * If char == last_char\n",
|
|
" count++\n",
|
|
" * Else\n",
|
|
" * Append last_char to compressed_string\n",
|
|
" * append count to compressed_string\n",
|
|
" * count = 1\n",
|
|
" * last_char = char\n",
|
|
" * Append last_char to compressed_string\n",
|
|
" * append count to compressed_string\n",
|
|
"* return compressed_string\n",
|
|
"\n",
|
|
"Complexity:\n",
|
|
"* Time: O(n)\n",
|
|
"* Space: O(2m) where m is the size of the compressed list and the resulting string copied from the list"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Code: List"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def compress_string(string):\n",
|
|
" if string is None or len(string) == 0:\n",
|
|
" return string\n",
|
|
" size = 0\n",
|
|
" count = 0\n",
|
|
" last_char = string[0]\n",
|
|
" for char in string:\n",
|
|
" if char == last_char:\n",
|
|
" count += 1\n",
|
|
" else:\n",
|
|
" size += 2\n",
|
|
" count = 1\n",
|
|
" last_char = char\n",
|
|
" size += 2\n",
|
|
" if size >= len(string):\n",
|
|
" return string\n",
|
|
" compressed_string = list()\n",
|
|
" count = 0\n",
|
|
" last_char = string[0]\n",
|
|
" for char in string:\n",
|
|
" if char == last_char:\n",
|
|
" count += 1\n",
|
|
" else:\n",
|
|
" compressed_string.append(last_char)\n",
|
|
" compressed_string.append(str(count))\n",
|
|
" count = 1\n",
|
|
" last_char = char\n",
|
|
" compressed_string.append(last_char)\n",
|
|
" compressed_string.append(str(count))\n",
|
|
" return \"\".join(compressed_string)\n",
|
|
"\n",
|
|
"string0 = None\n",
|
|
"string1 = ''\n",
|
|
"string2 = 'ABC'\n",
|
|
"string3 = 'AAABCCDDDD'\n",
|
|
"print(compress_string(string0))\n",
|
|
"print(compress_string(string1))\n",
|
|
"print(compress_string(string2))\n",
|
|
"print(compress_string(string3))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Algorithm: Byte Array\n",
|
|
"\n",
|
|
"![alt text](https://raw.githubusercontent.com/donnemartin/algorithms-data-structures/master/images/compress_string.jpg)\n",
|
|
"\n",
|
|
"Since Python strings are immutable, we'll use a bytearray to exercise array manipulation. As seen above, we could use a list of characters to create the compressed string then convert it to a string in the end, but this will result in additional space.\n",
|
|
"\n",
|
|
"The algorithm is the same, except we will need to work with the bytearray's character codes instead of the characters as we did above when we implemented this solution with a list.\n",
|
|
"\n",
|
|
"Complexity:\n",
|
|
"* Time: O(n)\n",
|
|
"* Space: O(m) where m is the size of the compressed bytearray"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Code: Byte Array"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def compress_string(string):\n",
|
|
" if string is None or len(string) == 0:\n",
|
|
" return string\n",
|
|
" size = 0\n",
|
|
" count = 0\n",
|
|
" last_char_code = string[0]\n",
|
|
" for char_code in string:\n",
|
|
" if char_code == last_char_code:\n",
|
|
" count += 1\n",
|
|
" else:\n",
|
|
" size += 2\n",
|
|
" count = 1\n",
|
|
" last_char_code = char_code\n",
|
|
" size += 2\n",
|
|
" if size >= len(string):\n",
|
|
" return string\n",
|
|
" compressed_string = bytearray(size)\n",
|
|
" pos = 0\n",
|
|
" count = 0\n",
|
|
" last_char_code = string[0]\n",
|
|
" for char_code in string:\n",
|
|
" if char_code == last_char_code:\n",
|
|
" count += 1\n",
|
|
" else:\n",
|
|
" compressed_string[pos] = last_char_code\n",
|
|
" compressed_string[pos + 1] = ord(str(count))\n",
|
|
" pos += 2\n",
|
|
" count = 1\n",
|
|
" last_char_code = char_code\n",
|
|
" compressed_string[pos] = last_char_code\n",
|
|
" compressed_string[pos + 1] = ord(str(count))\n",
|
|
" return compressed_string\n",
|
|
"\n",
|
|
"string0 = None\n",
|
|
"string1 = bytearray('')\n",
|
|
"string2 = bytearray('ABC')\n",
|
|
"string3 = bytearray('AAABCCDDDD')\n",
|
|
"print(compress_string(string0))\n",
|
|
"print(compress_string(string1))\n",
|
|
"print(compress_string(string2))\n",
|
|
"print(compress_string(string3))"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 2",
|
|
"language": "python",
|
|
"name": "python2"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 2
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython2",
|
|
"version": "2.7.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 0
|
|
}
|