"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer-primer)."
"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer)."
]
]
},
},
{
{
...
...
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer-primer).
This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer).
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
# Design a deck of cards
# Design a deck of cards
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
## Constraints and assumptions
## Constraints and assumptions
* Is this a generic deck of cards for games like poker and black jack?
* Is this a generic deck of cards for games like poker and black jack?
* Yes, design a generic deck then extend it to black jack
* Yes, design a generic deck then extend it to black jack
* Can we assume the deck has 52 cards (2-10, Jack, Queen, King, Ace) and 4 suits?
* Can we assume the deck has 52 cards (2-10, Jack, Queen, King, Ace) and 4 suits?
* Yes
* Yes
* Can we assume inputs are valid or do we have to validate them?
* Can we assume inputs are valid or do we have to validate them?
"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer-primer)."
"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer)."
]
]
},
},
{
{
...
...
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer-primer).
This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer).
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
# Design a hash map
# Design a hash map
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
## Constraints and assumptions
## Constraints and assumptions
* For simplicity, are the keys integers only?
* For simplicity, are the keys integers only?
* Yes
* Yes
* For collision resolution, can we use chaining?
* For collision resolution, can we use chaining?
* Yes
* Yes
* Do we have to worry about load factors?
* Do we have to worry about load factors?
* No
* No
* Can we assume inputs are valid or do we have to validate them?
* Can we assume inputs are valid or do we have to validate them?
"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer-primer)."
"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer)."
]
]
},
},
{
{
...
...
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer-primer).
This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer).
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
# Design an LRU cache
# Design an LRU cache
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
## Constraints and assumptions
## Constraints and assumptions
* What are we caching?
* What are we caching?
* We are caching the results of web queries
* We are caching the results of web queries
* Can we assume inputs are valid or do we have to validate them?
* Can we assume inputs are valid or do we have to validate them?
* Assume they're valid
* Assume they're valid
* Can we assume this fits memory?
* Can we assume this fits memory?
* Yes
* Yes
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
## Solution
## Solution
%% Cell type:code id: tags:
%% Cell type:code id: tags:
``` python
``` python
%%writefilelru_cache.py
%%writefilelru_cache.py
classNode(object):
classNode(object):
def__init__(self,results):
def__init__(self,results):
self.results=results
self.results=results
self.prev=None
self.prev=None
self.next=None
self.next=None
classLinkedList(object):
classLinkedList(object):
def__init__(self):
def__init__(self):
self.head=None
self.head=None
self.tail=None
self.tail=None
defmove_to_front(self,node):# ...
defmove_to_front(self,node):# ...
defappend_to_front(self,node):# ...
defappend_to_front(self,node):# ...
defremove_from_tail(self):# ...
defremove_from_tail(self):# ...
classCache(object):
classCache(object):
def__init__(self,MAX_SIZE):
def__init__(self,MAX_SIZE):
self.MAX_SIZE=MAX_SIZE
self.MAX_SIZE=MAX_SIZE
self.size=0
self.size=0
self.lookup={}# key: query, value: node
self.lookup={}# key: query, value: node
self.linked_list=LinkedList()
self.linked_list=LinkedList()
defget(self,query)
defget(self,query)
"""Get the stored query result from the cache.
"""Get the stored query result from the cache.
Accessing a node updates its position to the front of the LRU list.
Accessing a node updates its position to the front of the LRU list.
"""
"""
node=self.lookup.get(query)
node=self.lookup.get(query)
ifnodeisNone:
ifnodeisNone:
returnNone
returnNone
self.linked_list.move_to_front(node)
self.linked_list.move_to_front(node)
returnnode.results
returnnode.results
defset(self,results,query):
defset(self,results,query):
"""Set the result for the given query key in the cache.
"""Set the result for the given query key in the cache.
When updating an entry, updates its position to the front of the LRU list.
When updating an entry, updates its position to the front of the LRU list.
If the entry is new and the cache is at capacity, removes the oldest entry
If the entry is new and the cache is at capacity, removes the oldest entry
before the new entry is added.
before the new entry is added.
"""
"""
node=self.lookup.get(query)
node=self.lookup.get(query)
ifnodeisnotNone:
ifnodeisnotNone:
# Key exists in cache, update the value
# Key exists in cache, update the value
node.results=results
node.results=results
self.linked_list.move_to_front(node)
self.linked_list.move_to_front(node)
else:
else:
# Key does not exist in cache
# Key does not exist in cache
ifself.size==self.MAX_SIZE:
ifself.size==self.MAX_SIZE:
# Remove the oldest entry from the linked list and lookup
# Remove the oldest entry from the linked list and lookup
"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer-primer)."
"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer)."
]
]
},
},
{
{
...
...
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer-primer).
This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer).
"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer-primer)."
"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer)."
]
]
},
},
{
{
...
...
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer-primer).
This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/system-design-primer).
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
# Design a parking lot
# Design a parking lot
%% Cell type:markdown id: tags:
%% Cell type:markdown id: tags:
## Constraints and assumptions
## Constraints and assumptions
* What types of vehicles should we support?
* What types of vehicles should we support?
* Motorcycle, Car, Bus
* Motorcycle, Car, Bus
* Does each vehicle type take up a different amount of parking spots?
* Does each vehicle type take up a different amount of parking spots?
* Yes
* Yes
* Motorcycle spot -> Motorcycle
* Motorcycle spot -> Motorcycle
* Compact spot -> Motorcycle, Car
* Compact spot -> Motorcycle, Car
* Large spot -> Motorcycle, Car
* Large spot -> Motorcycle, Car
* Bus can park if we have 5 consecutive "large" spots
* Bus can park if we have 5 consecutive "large" spots