""" File: hash_map_chaining.py Created Time: 2023-06-13 Author: krahets (krahets@163.com) """ import sys from pathlib import Path sys.path.append(str(Path(__file__).parent.parent)) from chapter_hashing.array_hash_map import Pair class HashMapChaining: """Hash table with separate chaining""" def __init__(self): """Constructor""" self.size = 0 # Number of key-value pairs self.capacity = 4 # Hash table capacity self.load_thres = 2.0 / 3.0 # Load factor threshold for triggering expansion self.extend_ratio = 2 # Expansion multiplier self.buckets = [[] for _ in range(self.capacity)] # Bucket array def hash_func(self, key: int) -> int: """Hash function""" return key % self.capacity def load_factor(self) -> float: """Load factor""" return self.size / self.capacity def get(self, key: int) -> str | None: """Query operation""" index = self.hash_func(key) bucket = self.buckets[index] # Traverse bucket, if key is found, return corresponding val for pair in bucket: if pair.key == key: return pair.val # If key is not found, return None return None def put(self, key: int, val: str): """Add operation""" # When load factor exceeds threshold, perform expansion if self.load_factor() > self.load_thres: self.extend() index = self.hash_func(key) bucket = self.buckets[index] # Traverse bucket, if specified key is encountered, update corresponding val and return for pair in bucket: if pair.key == key: pair.val = val return # If key does not exist, append key-value pair to the end pair = Pair(key, val) bucket.append(pair) self.size += 1 def remove(self, key: int): """Remove operation""" index = self.hash_func(key) bucket = self.buckets[index] # Traverse bucket and remove key-value pair from it for pair in bucket: if pair.key == key: bucket.remove(pair) self.size -= 1 break def extend(self): """Expand hash table""" # Temporarily store the original hash table buckets = self.buckets # Initialize expanded new hash table self.capacity *= self.extend_ratio self.buckets = [[] for _ in range(self.capacity)] self.size = 0 # Move key-value pairs from original hash table to new hash table for bucket in buckets: for pair in bucket: self.put(pair.key, pair.val) def print(self): """Print hash table""" for bucket in self.buckets: res = [] for pair in bucket: res.append(str(pair.key) + " -> " + pair.val) print(res) """Driver Code""" if __name__ == "__main__": # Initialize hash table hashmap = HashMapChaining() # Add operation # Add key-value pair (key, value) to the hash table hashmap.put(12836, "Xiao Ha") hashmap.put(15937, "Xiao Luo") hashmap.put(16750, "Xiao Suan") hashmap.put(13276, "Xiao Fa") hashmap.put(10583, "Xiao Ya") print("\nAfter adding, the hash table is\n[Key1 -> Value1, Key2 -> Value2, ...]") hashmap.print() # Query operation # Input key into the hash table to get value name = hashmap.get(13276) print("\nInput student ID 13276, found name " + name) # Remove operation # Remove key-value pair (key, value) from the hash table hashmap.remove(12836) print("\nAfter removing 12836, the hash table is\n[Key1 -> Value1, Key2 -> Value2, ...]") hashmap.print()