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1. Which feature allows a function to remember values between calls without using global variables?
A. Closures
B. Decorators
C. Generators
D. Context managers

Correct answer: A.

2. What is the primary purpose of a decorator in Python?
A. Modify class inheritance
B. Change function behavior without altering its code
C. Improve execution speed
D. Handle exceptions automatically

Correct answer: B.

3. Which statement about Python generators is true?
A. They store all values in memory
B. They use return to yield multiple values
C. They produce values lazily using yield
D. They cannot be iterated over

Correct answer: C.

4. What does the __slots__ attribute primarily optimize?
A. Method resolution order
B. Attribute access speed and memory usage
C. Garbage collection
D. Inheritance depth

Correct answer: B.

5. Which data structure guarantees insertion order preservation as of Python 3.7?
A. set
B. tuple
C. dict
D. frozenset

Correct answer: C.

6. What is the main advantage of using collections.defaultdict?
A. Faster sorting
B. Automatic key initialization
C. Reduced memory footprint
D. Immutable values

Correct answer: B.

7. Which statement about list comprehensions is correct?
A. They always execute faster than loops
B. They cannot contain conditions
C. They create lists eagerly
D. They are equivalent to generators

Correct answer: C.

8. What does the * operator do in function parameters?
A. Forces keyword-only arguments
B. Captures extra positional arguments
C. Unpacks dictionaries
D. Captures extra keyword arguments

Correct answer: B.

9. What is the role of **kwargs in a function definition?
A. Enforce positional arguments
B. Capture extra keyword arguments
C. Define default values
D. Improve performance

Correct answer: B.

10. Which protocol enables objects to be used in for loops?
A. Context manager protocol
B. Descriptor protocol
C. Iterator protocol
D. Numeric protocol

Correct answer: C.

11. What must an object implement to be an iterator?
A. __iter__ only
B. __next__ only
C. Both __iter__ and __next__
D. __getitem__

Correct answer: C.

12. What is the primary use of context managers?
A. Memory allocation
B. Automatic resource management
C. Error suppression
D. Parallel execution

Correct answer: B.

13. Which keyword is used to define a context manager without a class?
A. with
B. manage
C. using
D. yield

Correct answer: D.

14. What problem does the Global Interpreter Lock (GIL) primarily affect?
A. File I/O performance
B. Network latency
C. CPU-bound multithreaded code
D. Memory leaks

Correct answer: C.

15. Which module is commonly used for parallelism that bypasses the GIL?
A. threading
B. asyncio
C. multiprocessing
D. concurrent.futures.thread

Correct answer: C.

16. What distinguishes asyncio from threading?
A. It uses OS-level threads
B. It is based on cooperative multitasking
C. It bypasses the GIL
D. It is suitable only for CPU-bound tasks

Correct answer: B.

17. What does the await keyword do?
A. Blocks the entire program
B. Pauses execution until a coroutine completes
C. Starts a new thread
D. Forces synchronous execution

Correct answer: B.

18. Which operation is typically CPU-bound?
A. Reading a file
B. Waiting for a network response
C. Parsing a large dataset
D. Sleeping for one second

Correct answer: C.

19. What is the main benefit of using functools.lru_cache?
A. Improves recursion depth
B. Memoizes function results
C. Reduces function arguments
D. Enables parallel execution

Correct answer: B.

20. Which statement about Python exceptions is correct?
A. They always terminate the program
B. They cannot be nested
C. They propagate up the call stack if unhandled
D. They are only for runtime errors

Correct answer: C.
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