Infinite Sequence Generator
Generators in Python provide a powerful way to create iterators without storing the entire sequence in memory. This is particularly useful when dealing with potentially infinite sequences or very large datasets. This challenge will test your understanding of generator functions and how to use them to efficiently produce sequences.
Problem Description
You are tasked with creating a generator function called infinite_sequence that yields an infinite sequence of numbers based on a given starting value and a step size. The generator should start with the given starting value and then repeatedly add the step size to the previous value, yielding each new value. The generator should continue indefinitely, so it should not terminate.
Key Requirements:
- The generator function must accept two arguments:
start(the initial value) andstep(the increment). - The generator must yield the
startvalue first. - Subsequent values yielded must be calculated by adding the
stepto the previous yielded value. - The generator must run indefinitely (no explicit termination condition).
Expected Behavior:
When the generator is iterated over (e.g., using a for loop or next()), it should produce an infinite stream of numbers. The first number yielded will be start, the second will be start + step, the third will be start + 2 * step, and so on.
Edge Cases to Consider:
startandstepcan be any numeric type (int, float).stepcan be positive, negative, or zero. A zero step will result in an infinite sequence of the same starting value.- The generator should handle large values of
startandstepwithout causing overflow errors (within the limits of Python's numeric types).
Examples
Example 1:
Input: start = 1, step = 2
Output: 1, 3, 5, 7, 9, ... (infinitely)
Explanation: The generator starts at 1 and adds 2 in each subsequent yield.
Example 2:
Input: start = 10, step = -1
Output: 10, 9, 8, 7, 6, ... (infinitely)
Explanation: The generator starts at 10 and subtracts 1 in each subsequent yield.
Example 3:
Input: start = 5, step = 0
Output: 5, 5, 5, 5, 5, ... (infinitely)
Explanation: The generator starts at 5 and yields 5 indefinitely because the step is 0.
Constraints
startandstepmust be numeric types (int or float).- The generator function must be defined using the
yieldkeyword. - The generator must run indefinitely. Do not include any explicit termination conditions (e.g.,
breakorreturn). - The generator should be efficient in terms of memory usage. It should not store the entire sequence in memory.
Notes
Consider using a while True loop within the generator function to create an infinite sequence. The yield keyword is crucial for defining a generator. Remember that generators produce values on demand, which is what makes them memory-efficient for infinite sequences. Think about how to keep track of the previous value to calculate the next one.