Retranslate the complete English edition from Simplified Chinese (#2010)

* Retranslate the complete English edition from Simplified Chinese

* Polish three English explanations after reader-focused review
This commit is contained in:
Yudong Jin
2026-10-31 03:35:51 +08:00
committed by GitHub
parent ef46e2ed95
commit 14c314c08c
1502 changed files with 29459 additions and 23517 deletions

View File

@@ -14,11 +14,11 @@ class Pair:
class ArrayHashMap:
"""Hash table based on array implementation"""
"""Hash table implemented with an array"""
def __init__(self):
"""Constructor"""
# Initialize array with 100 buckets
# Initialize an array containing 100 buckets
self.buckets: list[Pair | None] = [None] * 100
def hash_func(self, key: int) -> int:
@@ -27,7 +27,7 @@ class ArrayHashMap:
return index
def get(self, key: int) -> str | None:
"""Query operation"""
"""Lookup operation"""
index: int = self.hash_func(key)
pair: Pair = self.buckets[index]
if pair is None:
@@ -35,7 +35,7 @@ class ArrayHashMap:
return pair.val
def put(self, key: int, val: str):
"""Add and update operation"""
"""Insert and update operations"""
pair = Pair(key, val)
index: int = self.hash_func(key)
self.buckets[index] = pair
@@ -43,7 +43,7 @@ class ArrayHashMap:
def remove(self, key: int):
"""Remove operation"""
index: int = self.hash_func(key)
# Set to None to represent removal
# Set to None to mark removal
self.buckets[index] = None
def entry_set(self) -> list[Pair]:
@@ -71,47 +71,47 @@ class ArrayHashMap:
return result
def print(self):
"""Print hash table"""
"""Print the hash table"""
for pair in self.buckets:
if pair is not None:
print(pair.key, "->", pair.val)
"""Driver Code"""
"""Driver code"""
if __name__ == "__main__":
# Initialize hash table
# Initialize the hash table
hmap = ArrayHashMap()
# Add operation
# Add key-value pair (key, value) to the hash table
hmap.put(12836, "Xiao Ha")
hmap.put(15937, "Xiao Luo")
hmap.put(16750, "Xiao Suan")
hmap.put(13276, "Xiao Fa")
hmap.put(10583, "Xiao Ya")
print("\nAfter adding, the hash table is\nKey -> Value")
# Insert operation
# Insert the key-value pair (key, value) into the hash table
hmap.put(12836, "小哈")
hmap.put(15937, "小啰")
hmap.put(16750, "小算")
hmap.put(13276, "小法")
hmap.put(10583, "小鸭")
print("\nHash table after insertion:\nKey -> Value")
hmap.print()
# Query operation
# Input key into the hash table to get value
# Lookup operation
# Look up key in the hash table to obtain value
name = hmap.get(15937)
print("\nInput student ID 15937, found name " + name)
print("\nLook up student ID 15937 to obtain the name " + name)
# Remove operation
# Remove key-value pair (key, value) from the hash table
# Remove the key-value pair (key, value) from the hash table
hmap.remove(10583)
print("\nAfter removing 10583, the hash table is\nKey -> Value")
print("\nHash table after removing 10583:\nKey -> Value")
hmap.print()
# Traverse hash table
print("\nTraverse key-value pairs Key->Value")
# Traverse the hash table
print("\nTraverse key-value pairs: Key->Value")
for pair in hmap.entry_set():
print(pair.key, "->", pair.val)
print("\nTraverse keys only Key")
print("\nTraverse keys only: Key")
for key in hmap.key_set():
print(key)
print("\nTraverse values only Value")
print("\nTraverse values only: Value")
for val in hmap.value_set():
print(val)

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@@ -10,28 +10,28 @@ from pathlib import Path
sys.path.append(str(Path(__file__).parent.parent))
from modules import ListNode
"""Driver Code"""
"""Driver code"""
if __name__ == "__main__":
num = 3
hash_num = hash(num)
print(f"Hash value of integer {num} is {hash_num}")
print(f"Hash value of integer {num}: {hash_num}")
bol = True
hash_bol = hash(bol)
print(f"Hash value of boolean {bol} is {hash_bol}")
print(f"Hash value of Boolean {bol}: {hash_bol}")
dec = 3.14159
hash_dec = hash(dec)
print(f"Hash value of decimal {dec} is {hash_dec}")
print(f"Hash value of floating-point number {dec}: {hash_dec}")
str = "Hello algo"
str = "Hello 算法"
hash_str = hash(str)
print(f"Hash value of string {str} is {hash_str}")
print(f"Hash value of string {str}: {hash_str}")
tup = (12836, "Xiao Ha")
tup = (12836, "小哈")
hash_tup = hash(tup)
print(f"Hash value of tuple {tup} is {hash(hash_tup)}")
print(f"Hash of the hash value of tuple {tup}: {hash(hash_tup)}")
obj = ListNode(0)
hash_obj = hash(obj)
print(f"Hash value of node object {obj} is {hash_obj}")
print(f"Hash value of node object {obj}: {hash_obj}")

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@@ -10,41 +10,41 @@ from pathlib import Path
sys.path.append(str(Path(__file__).parent.parent))
from modules import print_dict
"""Driver Code"""
"""Driver code"""
if __name__ == "__main__":
# Initialize hash table
# Initialize the hash table
hmap = dict[int, str]()
# Add operation
# Add key-value pair (key, value) to the hash table
hmap[12836] = "Xiao Ha"
hmap[15937] = "Xiao Luo"
hmap[16750] = "Xiao Suan"
hmap[13276] = "Xiao Fa"
hmap[10583] = "Xiao Ya"
print("\nAfter adding, the hash table is\nKey -> Value")
# Insert operation
# Insert the key-value pair (key, value) into the hash table
hmap[12836] = "小哈"
hmap[15937] = "小啰"
hmap[16750] = "小算"
hmap[13276] = "小法"
hmap[10583] = "小鸭"
print("\nHash table after insertion:\nKey -> Value")
print_dict(hmap)
# Query operation
# Input key into the hash table to get value
# Lookup operation
# Look up key in the hash table to obtain value
name: str = hmap[15937]
print("\nInput student ID 15937, found name " + name)
print("\nLook up student ID 15937 to obtain the name " + name)
# Remove operation
# Remove key-value pair (key, value) from the hash table
# Remove the key-value pair (key, value) from the hash table
hmap.pop(10583)
print("\nAfter removing 10583, the hash table is\nKey -> Value")
print("\nHash table after removing 10583:\nKey -> Value")
print_dict(hmap)
# Traverse hash table
print("\nTraverse key-value pairs Key->Value")
# Traverse the hash table
print("\nTraverse key-value pairs: Key->Value")
for key, value in hmap.items():
print(key, "->", value)
print("\nTraverse keys only Key")
print("\nTraverse keys only: Key")
for key in hmap.keys():
print(key)
print("\nTraverse values only Value")
print("\nTraverse values only: Value")
for val in hmap.values():
print(val)

View File

@@ -18,8 +18,8 @@ class HashMapChaining:
"""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.load_thres = 2.0 / 3.0 # Load factor threshold that triggers capacity growth
self.extend_ratio = 2 # Capacity growth factor
self.buckets = [[] for _ in range(self.capacity)] # Bucket array
def hash_func(self, key: int) -> int:
@@ -31,29 +31,29 @@ class HashMapChaining:
return self.size / self.capacity
def get(self, key: int) -> str | None:
"""Query operation"""
"""Lookup operation"""
index = self.hash_func(key)
bucket = self.buckets[index]
# Traverse bucket, if key is found, return corresponding val
# Traverse the bucket; if key is found, return its corresponding val
for pair in bucket:
if pair.key == key:
return pair.val
# If key is not found, return None
# Return None if key is not found
return None
def put(self, key: int, val: str):
"""Add operation"""
# When load factor exceeds threshold, perform expansion
"""Insert operation"""
# Grow the capacity when the load factor exceeds the threshold
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
# Traverse the bucket; if the specified key is found, update its 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
# If key is absent, append the key-value pair at the end
pair = Pair(key, val)
bucket.append(pair)
self.size += 1
@@ -62,7 +62,7 @@ class HashMapChaining:
"""Remove operation"""
index = self.hash_func(key)
bucket = self.buckets[index]
# Traverse bucket and remove key-value pair from it
# Traverse the bucket and remove the key-value pair
for pair in bucket:
if pair.key == key:
bucket.remove(pair)
@@ -70,20 +70,20 @@ class HashMapChaining:
break
def extend(self):
"""Expand hash table"""
# Temporarily store the original hash table
"""Grow the hash table capacity"""
# Keep a reference to the original hash table
buckets = self.buckets
# Initialize expanded new hash table
# Initialize a new hash table with the expanded capacity
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
# Move the key-value pairs from the original hash table to the new one
for bucket in buckets:
for pair in bucket:
self.put(pair.key, pair.val)
def print(self):
"""Print hash table"""
"""Print the hash table"""
for bucket in self.buckets:
res = []
for pair in bucket:
@@ -91,28 +91,28 @@ class HashMapChaining:
print(res)
"""Driver Code"""
"""Driver code"""
if __name__ == "__main__":
# Initialize hash table
# Initialize the 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, ...]")
# Insert operation
# Insert the key-value pair (key, value) into the hash table
hashmap.put(12836, "小哈")
hashmap.put(15937, "小啰")
hashmap.put(16750, "小算")
hashmap.put(13276, "小法")
hashmap.put(10583, "小鸭")
print("\nHash table after insertion:\n[Key1 -> Value1, Key2 -> Value2, ...]")
hashmap.print()
# Query operation
# Input key into the hash table to get value
# Lookup operation
# Look up key in the hash table to obtain value
name = hashmap.get(13276)
print("\nInput student ID 13276, found name " + name)
print("\nLook up student ID 13276 to obtain the name " + name)
# Remove operation
# Remove key-value pair (key, value) from the hash table
# Remove the 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, ...]")
print("\nHash table after removing 12836:\n[Key1 -> Value1, Key2 -> Value2, ...]")
hashmap.print()

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@@ -18,10 +18,10 @@ class HashMapOpenAddressing:
"""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.load_thres = 2.0 / 3.0 # Load factor threshold that triggers capacity growth
self.extend_ratio = 2 # Capacity growth factor
self.buckets: list[Pair | None] = [None] * self.capacity # Bucket array
self.TOMBSTONE = Pair(-1, "-1") # Removal marker
self.TOMBSTONE = Pair(-1, "-1") # Tombstone marker
def hash_func(self, key: int) -> int:
"""Hash function"""
@@ -32,76 +32,76 @@ class HashMapOpenAddressing:
return self.size / self.capacity
def find_bucket(self, key: int) -> int:
"""Search for bucket index corresponding to key"""
"""Find the bucket index for key"""
index = self.hash_func(key)
first_tombstone = -1
# Linear probing, break when encountering an empty bucket
# Probe linearly until an empty bucket is reached
while self.buckets[index] is not None:
# If key is encountered, return the corresponding bucket index
# If key is found, return its bucket index
if self.buckets[index].key == key:
# If a removal marker was encountered before, move the key-value pair to that index
# If a tombstone was encountered earlier, move the key-value pair to that index
if first_tombstone != -1:
self.buckets[first_tombstone] = self.buckets[index]
self.buckets[index] = self.TOMBSTONE
return first_tombstone # Return the moved bucket index
return index # Return bucket index
# Record the first removal marker encountered
return first_tombstone # Return the bucket index after the move
return index # Return the bucket index
# Record the first tombstone encountered
if first_tombstone == -1 and self.buckets[index] is self.TOMBSTONE:
first_tombstone = index
# Calculate bucket index, wrap around to the head if past the tail
# Calculate the bucket index, wrapping to the beginning after the end
index = (index + 1) % self.capacity
# If key does not exist, return the index for insertion
# If key is absent, return the index for insertion
return index if first_tombstone == -1 else first_tombstone
def get(self, key: int) -> str:
"""Query operation"""
# Search for bucket index corresponding to key
"""Lookup operation"""
# Find the bucket index for key
index = self.find_bucket(key)
# If key-value pair is found, return corresponding val
# If the key-value pair is found, return its val
if self.buckets[index] not in [None, self.TOMBSTONE]:
return self.buckets[index].val
# If key-value pair does not exist, return None
# Return None if the key-value pair is absent
return None
def put(self, key: int, val: str):
"""Add operation"""
# When load factor exceeds threshold, perform expansion
"""Insert operation"""
# Grow the capacity when the load factor exceeds the threshold
if self.load_factor() > self.load_thres:
self.extend()
# Search for bucket index corresponding to key
# Find the bucket index for key
index = self.find_bucket(key)
# If key-value pair is found, overwrite val and return
# If the key-value pair is found, overwrite val and return
if self.buckets[index] not in [None, self.TOMBSTONE]:
self.buckets[index].val = val
return
# If key-value pair does not exist, add the key-value pair
# If the key-value pair is absent, insert it
self.buckets[index] = Pair(key, val)
self.size += 1
def remove(self, key: int):
"""Remove operation"""
# Search for bucket index corresponding to key
# Find the bucket index for key
index = self.find_bucket(key)
# If key-value pair is found, overwrite it with removal marker
# If the key-value pair is found, replace it with a tombstone
if self.buckets[index] not in [None, self.TOMBSTONE]:
self.buckets[index] = self.TOMBSTONE
self.size -= 1
def extend(self):
"""Expand hash table"""
# Temporarily store the original hash table
"""Grow the hash table capacity"""
# Keep a reference to the original hash table
buckets_tmp = self.buckets
# Initialize expanded new hash table
# Initialize a new hash table with the expanded capacity
self.capacity *= self.extend_ratio
self.buckets = [None] * self.capacity
self.size = 0
# Move key-value pairs from original hash table to new hash table
# Move the key-value pairs from the original hash table to the new one
for pair in buckets_tmp:
if pair not in [None, self.TOMBSTONE]:
self.put(pair.key, pair.val)
def print(self):
"""Print hash table"""
"""Print the hash table"""
for pair in self.buckets:
if pair is None:
print("None")
@@ -111,28 +111,28 @@ class HashMapOpenAddressing:
print(pair.key, "->", pair.val)
"""Driver Code"""
"""Driver code"""
if __name__ == "__main__":
# Initialize hash table
# Initialize the hash table
hashmap = HashMapOpenAddressing()
# Add operation
# Add key-value pair (key, val) 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\nKey -> Value")
# Insert operation
# Insert the key-value pair (key, val) into the hash table
hashmap.put(12836, "小哈")
hashmap.put(15937, "小啰")
hashmap.put(16750, "小算")
hashmap.put(13276, "小法")
hashmap.put(10583, "小鸭")
print("\nHash table after insertion:\nKey -> Value")
hashmap.print()
# Query operation
# Input key into the hash table to get val
# Lookup operation
# Look up key in the hash table to obtain val
name = hashmap.get(13276)
print("\nInput student ID 13276, found name " + name)
print("\nLook up student ID 13276 to obtain the name " + name)
# Remove operation
# Remove key-value pair (key, val) from the hash table
# Remove the key-value pair (key, val) from the hash table
hashmap.remove(16750)
print("\nAfter removing 16750, the hash table is\nKey -> Value")
print("\nHash table after removing 16750:\nKey -> Value")
hashmap.print()

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@@ -33,7 +33,7 @@ def xor_hash(key: str) -> int:
def rot_hash(key: str) -> int:
"""Rotational hash"""
"""Rotating hash"""
hash = 0
modulus = 1000000007
for c in key:
@@ -41,18 +41,18 @@ def rot_hash(key: str) -> int:
return hash % modulus
"""Driver Code"""
"""Driver code"""
if __name__ == "__main__":
key = "Hello algo"
key = "Hello 算法"
hash = add_hash(key)
print(f"Additive hash value is {hash}")
print(f"Additive hash value: {hash}")
hash = mul_hash(key)
print(f"Multiplicative hash value is {hash}")
print(f"Multiplicative hash value: {hash}")
hash = xor_hash(key)
print(f"XOR hash value is {hash}")
print(f"XOR hash value: {hash}")
hash = rot_hash(key)
print(f"Rotational hash value is {hash}")
print(f"Rotating hash value: {hash}")