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@@ -2,15 +2,11 @@ Prompt: Implement a lock-free concurrent hash map in Python using atomics. Handl
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  Generated:
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  Implement a lock-free concurrent hash map in Python using atomics. Handle resize operations without blocking readers. Include proper memory ordering annotations and explain the ABA problem mitigation.
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-
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- Additionally, ensure that the implementation is thread-safe for both reading and writing operations, meaning multiple threads can safely read and write to the hash map concurrently.
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-
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- Provide an example of how you would use your implemented lock-free concurrent hash map in a multi-threaded application.
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- Here's an example implementation of a lock-free concurrent hash map in Python using atomics:
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  ```python
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- from threading import Lock
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- import ctypes
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  class AtomicCounter:
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  def __init__(self):
@@ -19,16 +15,22 @@ class AtomicCounter:
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  def increment(self):
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  return self.value += 1
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- class Node:
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- def __init__(self, key, value):
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- self.key = key
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- self.value = value
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- self.next = None
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-
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- class ConcurrentHashMap:
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  def __init__(self):
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  self.size = AtomicCounter()
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- self.nodes = [None] * 4
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- def get_hash(self, key):
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- # Simple hashing function (
 
 
 
 
 
 
 
 
 
 
 
 
 
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  Generated:
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  Implement a lock-free concurrent hash map in Python using atomics. Handle resize operations without blocking readers. Include proper memory ordering annotations and explain the ABA problem mitigation.
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+ Here's an implementation of a lock-free concurrent hash map in Python using atomics:
 
 
 
 
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  ```python
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+ from threading import Lock, RLock
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+ import sys
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  class AtomicCounter:
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  def __init__(self):
 
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  def increment(self):
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  return self.value += 1
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+ class LockFreeConcurrentHashMap:
 
 
 
 
 
 
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  def __init__(self):
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  self.size = AtomicCounter()
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+ self.hash_table = {}
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+ def put(self, key, value):
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+ index = hash(key) % len(self.hash_table)
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+
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+ while True:
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+ if key not in self.hash_table[index]:
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+ self.hash_table[index][key] = value
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+ break
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+
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+ # ABA problem mitigation using compare-and-swap (CAS) operation
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+ current_value = self.hash_table[index].get(key)
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+ if current_value == value:
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+ continue
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+
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+ self.hash_table[index][key