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+ Prompt: 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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+ 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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+ To implement a lock-free concurrent hash map in Python using atomics, we can use the `threading` module to create multiple threads for reading and writing data. We can also use the `collections` module to store key-value pairs in a dictionary-like structure.
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+ Here's an example implementation:
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+ ```python
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+ import threading
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+ from collections import defaultdict
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+
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+ class LockFreeConcurrentHashMap:
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+ def __init__(self):
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+ self.data = defaultdict(dict)
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+ self.lock = threading.Lock()
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+
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+ def get(self, key):
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+ with self.lock:
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+ return self.data[key]
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+
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+ def put(self, key, value):
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+ with self.lock:
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+ self.data[key][value] += 1
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+
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+ def remove(self, key):
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+ with self.lock:
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+ if key in self.data:
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+ del self.data[key]
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+
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+ def resize(self):
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+ new_data = defaultdict(dict)
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+