2725. Interval Cancellation
Problem Description
The challenge is to implement a function that allows repeated invocation of another function (fn
) at regular intervals (t
milliseconds), and also provides a mechanism to stop these repeated invocations. The function fn
will be called with a list of arguments (args
) provided to the implemented function. Specifically, fn
should be called with args
immediately when the implemented function is invoked and then repeatedly every t
milliseconds, until a generated cancellation function (cancelFn
) is called.
To summarize, the objectives are:
- Call the provided function
fn
with the argumentsargs
right away. - Continue calling
fn
withargs
everyt
milliseconds. - Provide a
cancelFn
that, when called, will stop further invocations offn
.
The implementation requires tracking these invocations and the mechanism to stop them, which introduces two main aspects to handle – initiating a repetitive action and cancelling that action.
Intuition
The intuition behind the solution uses Javascript's setTimeout
and setInterval
functions. Here's a step-by-step breakdown of the approach:
-
Immediate Invocation: Call the function
fn
with the provided argumentsargs
immediately. This ensures thatfn
is executed at least once without delay. -
Repetitive Invocation: Set up an interval (using
setInterval
) that repeatedly callsfn
withargs
everyt
milliseconds.setInterval
is the natural choice since it allows us to specify an action to be performed repeatedly at fixed time-intervals. -
Cancellation Mechanism: Keep track of the interval ID returned by
setInterval
. This ID can be used to cancel the interval later. Return a cancellation function (cancelFn
) that, when called, usesclearInterval
along with the stored ID to cancel further invocations offn
. This cancellation function is essential for stopping the repetitive calls when no longer needed.
By incorporating these steps, we ensure that the function fn
will be called at the specified interval t
, and we give control to the user to cancel these calls using the cancellation function provided. The result is a flexible mechanism that allows scheduling a function's execution and offers the ability to terminate that schedule.
Solution Approach
The implementation of the solution can be broken down into the following key steps:
-
Immediate Execution: The function
fn
is called immediately with the provided argumentsargs
. This is straightforward and does not require any complex data structure or pattern. It's a simple invocation using the spread operator (...
) to pass all the arguments to the function.fn(...args);
-
Setting up the Interval: We then set up a recurring interval using
setInterval
, which is native to JavaScript’s timing events API. It takes two parameters: a function to execute and a time intervalt
in milliseconds. It returns an interval ID which can be used to reference the interval, so it's important to store this ID. We use the spread operator again to callfn
withargs
within the interval callback function.const time = setInterval(() => fn(...args), t);
-
Creating the Cancellation Function: To be able to cancel the repetitive invocations set up by
setInterval
, we require a mechanism that can be called externally. This is done by returning a new function that, when called, usesclearInterval
with the previously stored interval ID.return () => clearInterval(time);
-
Data Structure: The data structure used here is quite simple; the interval ID is stored in a constant called
time
. This variable holds the reference to the interval which is crucial for controlling it.
By using these steps, we can encapsulate the entire functionality needed for repetitive invocations and cancellation in a concise and easily understandable manner. The use of timing events (setInterval
and clearInterval
) makes this approach well-suited for scenarios where function invocations need to be made at regular intervals until explicitly cancelled.
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Start EvaluatorExample Walkthrough
Let's consider a simple scenario to illustrate the solution approach. Suppose we have a function printMessage
that takes a single argument, a string message
, and we want to print this message to the console every 2 seconds. However, we also want to have the ability to stop printing at some point.
Here is our printMessage
function:
function printMessage(message) {
console.log(message);
}
Now, we will use the described approach to invoke this function at regular intervals and also be able to cancel it. Here are the steps:
-
Immediate Execution: We want to print the message immediately. Following the solution approach, we call
printMessage
with the message 'Hello, World!' as soon as our interval setup function is called.printMessage('Hello, World!'); // This will output 'Hello, World!' to the console right away.
-
Setting up the Interval: We will now set up an interval that calls
printMessage
every 2 seconds with the same message. We need to store the interval ID in a variable.const intervalId = setInterval(() => printMessage('Hello, World!'), 2000); // This will output 'Hello, World!' to the console every 2 seconds.
-
Creating the Cancellation Function: To stop the messages from printing, we provide a cancellation function (or
cancelFn
) that, when invoked, will clear the interval using the storedintervalId
.const cancelFn = () => clearInterval(intervalId);
With our cancellation function in place, we can now control when to stop printing the message to the console. Here's how we could use it in practice:
// Set up the message to print every 2 seconds.
const cancelPrintMessage = setupPrintInterval('Hello, World!', 2000);
// Let's say we want to stop printing after 10 seconds.
setTimeout(() => {
cancelPrintMessage();
console.log('Message printing cancelled.');
}, 10000);
In the script above:
- We pretend there's a function
setupPrintInterval
that implements our interval setup logic. - It is initially set to print 'Hello, World!' every 2 seconds.
- After setting a timeout for 10 seconds, we call
cancelPrintMessage
, which stops the interval. - We then print 'Message printing cancelled.' to confirm the action.
This example illustrates how the described solution can be used to set up and cancel repeated invocations of a function at regular time intervals.
Solution Implementation
1from typing import Callable, List, Any
2import time
3import threading
4
5
6def cancellable(fn: Callable, args: List[Any], interval: float) -> Callable:
7 """
8 Creates a cancellable function that executes repetitively at a specified interval.
9
10 :param fn: The function to be executed.
11 :param args: The arguments to be passed to the function.
12 :param interval: The time interval in seconds at which the function is to be executed.
13 :return: A cancel function that, when invoked, stops the repeated execution.
14 """
15 # Execute the function with the provided arguments immediately.
16 fn(*args)
17
18 # Function to stop the timer
19 def stop_timer(timer: threading.Timer):
20 timer.cancel()
21
22 # Set up a function that is repeatedly called at the given time interval.
23 def schedule_repeated_execution():
24 fn(*args)
25 timer = threading.Timer(interval, schedule_repeated_execution)
26 timer.start()
27 # Store the timer in the closure to allow cancellation.
28 schedule_repeated_execution.timer = timer
29
30 # Start the initial timer
31 schedule_repeated_execution()
32
33 # Return a function that will cancel the timer, thus stopping the execution
34 return lambda: stop_timer(schedule_repeated_execution.timer)
35
36
37# Example usage:
38
39# Output list to capture the results of the function calls.
40result = []
41
42# The function to be repeatedly invoked, here to multiply its first argument by 2.
43def multiply(x: float) -> float:
44 return x * 2
45
46# Arguments to the function, the interval between function calls, and time after which to cancel.
47args = [4]
48interval = 0.02 # 20 milliseconds in seconds
49cancel_time = 0.11 # 110 milliseconds in seconds
50
51# Wrapped logging function that stores the time and result of each function call.
52def log(*args_arr: Any):
53 elapsed_time = time.time() - start_time # Calculate elapsed time in seconds.
54 returned_value = multiply(*args_arr)
55 result.append({"time": elapsed_time, "returned": returned_value}) # Store time and returned value.
56
57# Record the start time of the operation.
58start_time = time.time()
59
60# Use the cancellable wrapper
61cancel = cancellable(log, args, interval)
62
63# Set up cancellation to stop the function calls after a certain time.
64cancel_timer = threading.Timer(cancel_time, cancel)
65cancel_timer.start()
66
1import java.util.ArrayList;
2import java.util.List;
3import java.util.Timer;
4import java.util.TimerTask;
5
6/**
7 * Creates a cancellable function that executes repetitively at a specified interval.
8 * @param task - The function (Runnable) to be executed.
9 * @param interval - The time interval in milliseconds at which the function is to be executed.
10 * @return A Runnable that, when run, stops the repeated execution.
11 */
12public Runnable createCancellableFunction(Runnable task, long interval) {
13 // Set up a timer that will execute the task repeatedly.
14 Timer timer = new Timer(true);
15
16 // Schedule the task for repeated fixed-delay execution, beginning after the specified delay.
17 timer.scheduleAtFixedRate(new TimerTask() {
18 @Override
19 public void run() {
20 task.run();
21 }
22 }, 0, interval);
23
24 // Return a Runnable that can be used to cancel the Timer and stop the task from continuing.
25 return () -> timer.cancel();
26}
27
28// Example usage:
29
30public static void main(String[] args) {
31 // Setup the output list to capture the results of the function calls.
32 List<Result> results = new ArrayList<>();
33
34 // Create a task that should be repeatedly invoked; in this case, it multiplies its input by 2.
35 Runnable task = new MultiplyTask(4, results);
36
37 // Interval between function calls in milliseconds and time after which to cancel in milliseconds.
38 final long interval = 20;
39 final long cancelTime = 110;
40
41 // Create the cancellable function.
42 CancellableFunctionExample example = new CancellableFunctionExample();
43 Runnable cancel = example.createCancellableFunction(task, interval);
44
45 // Set up cancellation to stop the function calls after a specified time.
46 new Timer().schedule(new TimerTask() {
47 @Override
48 public void run() {
49 cancel.run(); // Stop the repeated task execution.
50 // Output the results stored in the list.
51 for (Result result : results) {
52 System.out.println(result);
53 }
54 }
55 }, cancelTime);
56}
57
58// Class to represent individual results with time and value.
59class Result {
60 final long time;
61 final int returned;
62
63 Result(long time, int returned) {
64 this.time = time;
65 this.returned = returned;
66 }
67
68 @Override
69 public String toString() {
70 return "{ time: " + time + ", returned: " + returned + " }";
71 }
72}
73
74// The actual task class.
75class MultiplyTask implements Runnable {
76 private final int number;
77 private final List<Result> results;
78 private final long startTime;
79
80 MultiplyTask(int number, List<Result> results) {
81 this.number = number;
82 this.results = results;
83 this.startTime = System.currentTimeMillis();
84 }
85
86 @Override
87 public void run() {
88 // Calculate elapsed time.
89 long time = System.currentTimeMillis() - startTime;
90 // Perform the multiplication operation.
91 int returned = number * 2;
92 // Store the time and returned value in results.
93 results.add(new Result(time, returned));
94 }
95}
96
97class CancellableFunctionExample {
98 // Create a method similar to the JavaScript code provided
99}
100
1#include <chrono>
2#include <thread>
3#include <vector>
4#include <functional>
5#include <iostream>
6
7/**
8 * Creates a cancellable function that executes repetitively at a specified interval.
9 * @param fn - The function to be executed.
10 * @param args - The arguments to be passed to the function.
11 * @param interval - The time interval in milliseconds at which the function is to be executed.
12 * @return A function that, when invoked, stops the repeated execution.
13 */
14std::function<void()> cancellable(const std::function<void(int)>& fn, int arg, int interval) {
15 // Call the function with the provided argument immediately.
16 fn(arg);
17
18 // Create a shared flag to control the cancellation from multiple contexts.
19 auto isCancelled = std::make_shared<bool>(false);
20
21 // Set up a thread to call the function repeatedly at the given time interval.
22 std::thread t([fn, arg, interval, isCancelled]() {
23 while (!(*isCancelled)) {
24 std::this_thread::sleep_for(std::chrono::milliseconds(interval));
25 if (!(*isCancelled)) fn(arg);
26 }
27 });
28
29 // Detach the thread to allow it to run independently.
30 t.detach();
31
32 // Return a function that can be used to set the shared flag to stop the thread.
33 return [isCancelled]() { *isCancelled = true; };
34}
35
36int main() {
37 // Output vector to capture the results of the function calls.
38 std::vector<std::pair<long long, int>> result;
39
40 // The function to be repeatedly invoked, here to multiply its first argument by 2.
41 auto multiply = [](int x) -> int { return x * 2; };
42
43 // Arguments to the function, interval between function calls, and time after which to cancel.
44 int args = 4;
45 int interval = 20;
46 int cancelTime = 110;
47
48 // Record the start time of the operation.
49 auto startTime = std::chrono::steady_clock::now();
50
51 // A wrapped logging function that stores the time and result of each function call.
52 auto log = [&startTime, &result, &multiply](int arg) {
53 auto time = std::chrono::duration_cast<std::chrono::milliseconds>(
54 std::chrono::steady_clock::now() - startTime).count();
55 int returned = multiply(arg);
56 result.push_back({time, returned});
57 };
58
59 // Use the cancellable wrapper
60 auto cancel = cancellable(log, args, interval);
61
62 // Sleep to simulate the interval before cancelling the repeated function calls.
63 std::this_thread::sleep_for(std::chrono::milliseconds(cancelTime));
64
65 // Stop the repeated function execution.
66 cancel();
67
68 // Log the results stored in the output vector.
69 for (const auto& entry : result) {
70 std::cout << "Time: " << entry.first << " ms, Returned: " << entry.second << std::endl;
71 }
72
73 return 0;
74}
75
1/**
2 * Creates a cancellable function that executes repetitively at a specified interval.
3 * @param fn - The function to be executed.
4 * @param args - The arguments to be passed to the function.
5 * @param interval - The time interval in milliseconds at which the function is to be executed.
6 * @returns A cancel function that, when invoked, stops the repeated execution.
7 */
8function cancellable(fn: (...args: any[]) => void, args: any[], interval: number): () => void {
9 // Call the function with the provided arguments immediately.
10 fn(...args);
11
12 // Set up an interval to call the function repeatedly at the given time interval.
13 const timerId = setInterval(() => fn(...args), interval);
14
15 // Return a function that can be used to clear the interval and stop repeating the function.
16 return () => clearInterval(timerId);
17}
18
19// Example usage:
20
21// Output array to capture the results of the function calls.
22const result: Array<{ time: number; returned: number }> = [];
23
24// The function to be repeatedly invoked, here to multiply its first argument by 2.
25const multiply = (x: number) => x * 2;
26
27// Arguments to the function, interval between function calls, and time after which to cancel.
28const args = [4];
29const interval = 20;
30const cancelTime = 110;
31
32// A wrapped logging function that stores the time and result of each function call.
33const log = (...argsArr: any[]) => {
34 const time = Date.now() - startTime; // Calculate elapsed time.
35 const returned = multiply(...argsArr);
36 result.push({ time, returned }); // Store the time and returned value.
37};
38
39// Record the start time of the operation.
40const startTime = Date.now();
41
42// Use the cancellable wrapper
43const cancel = cancellable(log, args, interval);
44
45// Set up cancellation to stop the function calls after a certain time.
46setTimeout(() => {
47 cancel(); // Stop the repeated function execution.
48 console.log(result); // Log the results stored in the output array.
49}, cancelTime);
50
Time and Space Complexity
Time Complexity
The time complexity of the cancellable
function mainly depends on the interval (setInterval
) at which the provided function fn
is repeatedly executed. Since fn
is called every t
milliseconds, and assuming that the function fn
itself has a constant time complexity O(1)
, the total number of invocations of fn
until the interval is cleared is approximately cancelT / t
.
However, the complexity of setInterval
cannot be considered in traditional time complexity terms because it's an asynchronous operation that depends on the runtime environment's event loop and task scheduling. If we consider the number of times fn
is invoked as the measure of time complexity, then it can be expressed as O(cancelT / t)
.
In the example code, the setTimeout()
callback just clears the interval and outputs the result, which operates in O(1)
time since it's just cleanup and a single console.log operation.
Space Complexity
The space complexity of the function is O(1)
, as there is a fixed number of variables (time
, fn
, args
, t
) and no additional space that grows with the input size is allocated during the execution of the function. The space taken up by the interval ID, returned by setInterval
, does not depend on the size of the input.
The console output or storing of results in an array, as shown in the example, will grow over time with O(cancelT / t)
space complexity since it's adding a result every t
milliseconds until cancelT
milliseconds have passed. However, this isn't accounted for in the cancellable
function itself, but rather in the external result
array logic demonstrated in the example usage.
Note that the actual space complexity can be different if fn
itself uses additional space from the args
, but based on the given function (fn = (x) => x * 2
) and execution in the example (which maintains constant space), we consider the cancellable
function standalone without external side effects.
What is the best way of checking if an element exists in a sorted array once in terms of time complexity? Select the best that applies.
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