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How can I ensure my Python code is thread-safe?

To make your Python code thread-safe, use locks, semaphores, or queues from the `threading` module. Avoid shared mutable state when possible, and consider using thread-local storage.

Ensuring thread safety in Python is crucial for avoiding data corruption and unpredictable behavior in multithreaded applications. One of the primary strategies is to minimize shared mutable state, which can lead to race conditions. Instead, try to use immutable objects or separate data for each thread. When shared mutable state is unavoidable, utilize synchronization mechanisms from the threading module, such as Locks or Semaphores, to control access to shared resources. A Lock allows only one thread to access a particular block of code at a time, effectively preventing race conditions. Queues are also thread-safe and can be used for communication between threads. Consider using threading.local() to create thread-local storage, allowing each thread to maintain its own data without interference from others. Additionally, implement logging to track thread behavior and identify potential issues. By following these practices, you can create Python code that is safe for concurrent execution.

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