Simulate Players Moving Under a Watcher's Gaze
Hudson River TradingSoftware Engineer · Technical ScreenLast updated
Simulate the movement and freezing of players on a 1D track under the gaze of a moving watcher who reverses direction at specified times.
Problem Statement
You are refereeing a game played on a one-dimensional road of length L, spanning integer coordinates from 0 to L inclusive.
There are n players. Each player i starts at an initial position players[i] (0 <= players[i] <= L). Players move strictly to the right (+1 unit per second) toward the finish line at L. A player who reaches position L finishes the game and is permanently safe.
A watcher begins at coordinate watcher_pos with an initial direction watcher_dir (1 for moving right toward L, -1 for moving left toward 0). At certain integer seconds given in flip_times, the watcher reverses direction.
The game proceeds in discrete time steps for T seconds (t = 1, 2, ..., T). At each second t, the following events occur in exact order:
- Direction Flip: If
tis present inflip_times, the watcher toggles direction (watcher_dir = -watcher_dir). If a timestamp appears multiple times inflip_times, each occurrence toggles the direction. - Watcher Movement: The watcher advances by
watcher_dir. The watcher cannot move beyond[0, L]; if the move would exit this range, the watcher clamps at the boundary (remains at0orL). - Player Movement: Every active (unfrozen and not yet finished) player advances by
+1unit. If a player reachesL, their position becomesLand they immediately finish. - Gaze & Freezing: The watcher gazes in their current
watcher_dir:- If
watcher_dir == 1, the watcher's field of view covers all coordinatesx >= watcher_pos. - If
watcher_dir == -1, the watcher's field of view covers all coordinatesx <= watcher_pos. - Any active player currently inside the watcher's field of view who has not finished (i.e.,
pos < L) is caught and becomes permanently frozen at their current coordinate. Frozen players can no longer move for the remainder of the game.
- If
Given L, players, watcher_pos, watcher_dir, flip_times, and T, return a list of tuples (final_position, is_frozen) corresponding to each player in the original input order.
Function Signature
def simulate_game(
L: int,
players: list[int],
watcher_pos: int,
watcher_dir: int,
flip_times: list[int],
T: int
) -> list[tuple[int, bool]]:
pass
Constraints
1 <= L <= 10^51 <= len(players) <= 2,0000 <= players[i] <= L0 <= watcher_pos <= Lwatcher_dir in {-1, 1}0 <= len(flip_times) <= 10^51 <= flip_times[k] <= 10^5(elements may be unsorted and may contain duplicates)1 <= T <= 2,000
Examples
Example 1
Input:
L = 10
players = [0, 4]
watcher_pos = 5
watcher_dir = 1
flip_times = [2]
T = 3
Output:
[(0, True), (7, False)]
Explanation:
t = 0:
Player 0 is at 0, Player 1 is at 4.
Watcher is at 5, facing 1.
t = 1:
1. No flip (flip_times has 2).
2. Watcher moves to 6 (dir = 1).
3. Player 0 moves to 1; Player 1 moves to 5.
4. Watcher faces 1, line of sight is [6, 10]. Neither player is in sight.
t = 2:
1. t = 2 is in flip_times: watcher reverses direction to -1.
2. Watcher moves to 5 (dir = -1).
3. Player 0 moves to 2; Player 1 moves to 6.
4. Watcher faces -1, line of sight is [0, 5]. Player 0 is at 2 <= 5, so Player 0 freezes! Player 1 is at 6 (not in [0, 5]).
t = 3:
1. No flip.
2. Watcher moves to 4 (dir = -1).
3. Player 0 is frozen at 2. Player 1 moves to 7.
4. Watcher faces -1, line of sight is [0, 4]. Player 1 is at 7 (not in [0, 4]).
Final result: Player 0 is at (2, True), Player 1 is at (7, False).
Example 2
Input:
L = 5
players = [3]
watcher_pos = 2
watcher_dir = 1
flip_times = []
T = 2
Output:
[(5, False)]
Explanation:
t = 1: Watcher moves to 3 (facing 1). Player moves to 4. Sight is [3, 5], but player has not reached L yet so player at 4 is in [3, 5] -> Player freezes at 4!
Wait: at t = 1, player moves to 4, watcher is at 3, facing 1, sight is [3, 5]. 4 is in [3, 5], so player freezes at (4, True).
Hints
Hint 1
Preprocess flip_times using a frequency map or an array of toggle counts so that checking for a direction reversal at any second t is an O(1) operation.
Hint 2
Pay strict attention to the ordering of operations: direction flips happen before movement, movement happens before gaze evaluation, and reaching the finish line L confers immunity before freezing checks.
Hint 3
Watch boundary conditions: clamp the watcher's position to [0, L] after moving, and ensure players who reach L cannot be marked frozen even if they fall within the watcher's line of sight.
Follow-up questions
- How would you optimize the solution if both the number of players N and the simulation time T were up to 10^5?
- If players had different speeds or could stop moving strategically to avoid detection, how would you model the game state?
- Can you determine the earliest freeze time for each player in O((N + T) log N) without simulating tick-by-tick?
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