I'm working on the cross river problem (previous post here). Any advice on performance improvement in terms of algorithm time complexity, code bugs or code style advice is appreciated.
More specifically, my idea is:
- build a DP set to represent if we can reach a location by a certain speed;
- when checking whether we are reach a certain location by a certain speed, we check if we can reach (1) location - speed with speed, (2) location - speed with speed + 1, (3) location - speed with speed - 1, if any (1), (2) or (3) is true, it means we can reach a certain location with such specific speed;
- For the last location, (1) if it is not land, we will check if it could be reached by any speed, return True, (2) if it is not land, we will check if we can reach end position + 1 with any speed.
Problem
Given a string representation of the rocks in the river e.g. "***** * * * * * *", determine whether the river is crossable. Where,
* = landable = cannot land thereSuppose Initial location: 0 and Initial speed: 0
in each step: 1. choose a new speed from {speed, speed + 1, speed - 1} (but not negative) 2. move speed spaces: loc += speed 3. if I land on water, I fail 4. if I land past end of river, I win 5. otherwise, keep goingFor example, below river could be crossed by the first method. So, it should return True.
X~~~~~~~~~~~~~~~~~~~~~_______($) ***** * * * * * * 011 2 3 4 4 3 3 4 (crossed) 01 2 2 (failed) 01111 2 (failed)
def can_cross_river(river):
# a set of tuple (position, speed), means we can reach
# a specific position by a specific speed
dp = set()
dp.add((0,0))
for i,v in enumerate(river):
if i == 0 or v != '*':
continue
for speed in range(0,i+1):
if (i-speed, speed) in dp or (i-speed, speed-1) in dp or (i-speed, speed+1) in dp:
dp.add((i, speed))
if i == len(river) - 1:
return True
if river[-1] != '*':
for speed in range(0,len(river)+1):
if (len(river)-speed, speed) in dp or (len(river)-speed, speed-1) in dp or (len(river)-speed, speed+1) in dp:
return True
return False
if __name__ == "__main__":
river = "***** * * * * * *" # should return True
river = "* *" # should return False
river = "****** " # should return True
print can_cross_river(river)
