2015-07-04 07:56:11 +08:00
{
" cells " : [
{
" cell_type " : " markdown " ,
" metadata " : { } ,
" source " : [
2016-07-31 20:11:18 +08:00
" This notebook was prepared by [Donne Martin](http://donnemartin.com). Source and license info is on [GitHub](https://github.com/donnemartin/interactive-coding-challenges). "
2015-07-04 07:56:11 +08:00
]
} ,
{
" cell_type " : " markdown " ,
" metadata " : { } ,
" source " : [
" # Challenge Notebook "
]
} ,
{
" cell_type " : " markdown " ,
" metadata " : { } ,
" source " : [
" ## Problem: Implement a hash table with set, get, and remove methods. \n " ,
" \n " ,
" * [Constraints](#Constraints) \n " ,
" * [Test Cases](#Test-Cases) \n " ,
" * [Algorithm](#Algorithm) \n " ,
" * [Code](#Code) \n " ,
" * [Unit Test](#Unit-Test) \n " ,
" * [Solution Notebook](#Solution-Notebook) "
]
} ,
{
" cell_type " : " markdown " ,
" metadata " : { } ,
" source " : [
" ## Constraints \n " ,
" \n " ,
" * For simplicity, are the keys integers only? \n " ,
" * Yes \n " ,
2015-07-25 04:22:17 +08:00
" * For collision resolution, can we use chaining? \n " ,
2015-07-04 07:56:11 +08:00
" * Yes \n " ,
" * Do we have to worry about load factors? \n " ,
2016-10-17 09:28:31 +08:00
" * No \n " ,
" * Do we have to validate inputs? \n " ,
" * No \n " ,
" * Can we assume this fits memory? \n " ,
" * Yes "
2015-07-04 07:56:11 +08:00
]
} ,
{
" cell_type " : " markdown " ,
" metadata " : { } ,
" source " : [
" ## Test Cases \n " ,
" \n " ,
2016-10-17 09:28:31 +08:00
" * `get` no matching key -> KeyError exception \n " ,
" * `get` matching key -> value \n " ,
2017-05-16 12:30:12 +08:00
" * `set` no matching key -> new key, value \n " ,
2016-10-17 09:28:31 +08:00
" * `set` matching key -> update value \n " ,
" * `remove` no matching key -> KeyError exception \n " ,
" * `remove` matching key -> remove key, value "
2015-07-04 07:56:11 +08:00
]
} ,
{
" cell_type " : " markdown " ,
" metadata " : { } ,
" source " : [
" ## Algorithm \n " ,
" \n " ,
2015-07-05 19:59:00 +08:00
" Refer to the [Solution Notebook](http://nbviewer.ipython.org/github/donnemartin/interactive-coding-challenges/blob/master/arrays_strings/hash_map/hash_map_solution.ipynb). If you are stuck and need a hint, the solution notebook ' s algorithm discussion might be a good place to start. "
2015-07-04 07:56:11 +08:00
]
} ,
{
" cell_type " : " markdown " ,
" metadata " : { } ,
" source " : [
" ## Code "
]
} ,
{
" cell_type " : " code " ,
" execution_count " : null ,
" metadata " : {
" collapsed " : false
} ,
" outputs " : [ ] ,
" source " : [
" class Item(object): \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
2015-07-04 07:56:11 +08:00
" def __init__(self, key, value): \n " ,
" # TODO: Implement me \n " ,
" pass \n " ,
" \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
2015-07-04 07:56:11 +08:00
" class HashTable(object): \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
2015-07-04 07:56:11 +08:00
" def __init__(self, size): \n " ,
" # TODO: Implement me \n " ,
" pass \n " ,
" \n " ,
2016-11-30 20:16:44 +08:00
" def _hash_function(self, key): \n " ,
2015-07-04 07:56:11 +08:00
" # TODO: Implement me \n " ,
" pass \n " ,
" \n " ,
" def set(self, key, value): \n " ,
" # TODO: Implement me \n " ,
" pass \n " ,
" \n " ,
" def get(self, key): \n " ,
" # TODO: Implement me \n " ,
" pass \n " ,
" \n " ,
" def remove(self, key): \n " ,
" # TODO: Implement me \n " ,
" pass "
]
} ,
{
" cell_type " : " markdown " ,
" metadata " : { } ,
" source " : [
" ## Unit Test "
]
} ,
{
" cell_type " : " markdown " ,
" metadata " : { } ,
" source " : [
" \n " ,
" \n " ,
" **The following unit test is expected to fail until you solve the challenge.** "
]
} ,
{
" cell_type " : " code " ,
" execution_count " : null ,
" metadata " : {
" collapsed " : false
} ,
" outputs " : [ ] ,
" source " : [
" # %lo ad test_hash_map.py \n " ,
2016-10-17 09:28:31 +08:00
" from nose.tools import assert_equal, assert_raises \n " ,
2015-07-04 07:56:11 +08:00
" \n " ,
" \n " ,
" class TestHashMap(object): \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
2015-07-04 07:56:11 +08:00
" # TODO: It would be better if we had unit tests for each \n " ,
" # method in addition to the following end-to-end test \n " ,
" def test_end_to_end(self): \n " ,
" hash_table = HashTable(10) \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
2015-07-04 07:56:11 +08:00
" print( \" Test: get on an empty hash table index \" ) \n " ,
2016-10-17 09:28:31 +08:00
" assert_raises(KeyError, hash_table.get, 0) \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
2015-07-04 07:56:11 +08:00
" print( \" Test: set on an empty hash table index \" ) \n " ,
" hash_table.set(0, ' foo ' ) \n " ,
" assert_equal(hash_table.get(0), ' foo ' ) \n " ,
" hash_table.set(1, ' bar ' ) \n " ,
" assert_equal(hash_table.get(1), ' bar ' ) \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
2015-07-04 07:56:11 +08:00
" print( \" Test: set on a non empty hash table index \" ) \n " ,
" hash_table.set(10, ' foo2 ' ) \n " ,
" assert_equal(hash_table.get(0), ' foo ' ) \n " ,
" assert_equal(hash_table.get(10), ' foo2 ' ) \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
2015-07-04 07:56:11 +08:00
" print( \" Test: set on a key that already exists \" ) \n " ,
" hash_table.set(10, ' foo3 ' ) \n " ,
" assert_equal(hash_table.get(0), ' foo ' ) \n " ,
" assert_equal(hash_table.get(10), ' foo3 ' ) \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
2015-07-04 07:56:11 +08:00
" print( \" Test: remove on a key that already exists \" ) \n " ,
" hash_table.remove(10) \n " ,
" assert_equal(hash_table.get(0), ' foo ' ) \n " ,
2016-10-17 09:28:31 +08:00
" assert_raises(KeyError, hash_table.get, 10) \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
2015-07-04 07:56:11 +08:00
" print( \" Test: remove on a key that doesn ' t exist \" ) \n " ,
2016-10-17 09:28:31 +08:00
" assert_raises(KeyError, hash_table.remove, -1) \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
2015-07-04 07:56:11 +08:00
" print( ' Success: test_end_to_end ' ) \n " ,
" \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
2015-07-04 07:56:11 +08:00
" def main(): \n " ,
" test = TestHashMap() \n " ,
" test.test_end_to_end() \n " ,
2015-07-12 03:34:14 +08:00
" \n " ,
" \n " ,
2015-07-04 07:56:11 +08:00
" if __name__ == ' __main__ ' : \n " ,
" main() "
]
} ,
{
" cell_type " : " markdown " ,
" metadata " : { } ,
" source " : [
" ## Solution Notebook \n " ,
" \n " ,
2015-07-05 19:59:00 +08:00
" Review the [Solution Notebook](http://nbviewer.ipython.org/github/donnemartin/interactive-coding-challenges/blob/master/arrays_strings/hash_map/hash_map_solution.ipynb) for a discussion on algorithms and code solutions. "
2015-07-04 07:56:11 +08:00
]
}
] ,
" metadata " : {
" kernelspec " : {
2016-06-13 11:16:06 +08:00
" display_name " : " Python 3 " ,
2015-07-04 07:56:11 +08:00
" language " : " python " ,
2016-06-13 11:16:06 +08:00
" name " : " python3 "
2015-07-04 07:56:11 +08:00
} ,
" language_info " : {
" codemirror_mode " : {
" name " : " ipython " ,
2016-06-13 11:16:06 +08:00
" version " : 3
2015-07-04 07:56:11 +08:00
} ,
" file_extension " : " .py " ,
" mimetype " : " text/x-python " ,
" name " : " python " ,
" nbconvert_exporter " : " python " ,
2016-06-13 11:16:06 +08:00
" pygments_lexer " : " ipython3 " ,
" version " : " 3.5.0 "
2015-07-04 07:56:11 +08:00
}
} ,
" nbformat " : 4 ,
" nbformat_minor " : 0
}