Project Euler Problem 327
A series of three rooms are connected to each other by automatic doors.
Solution
Answer: 34315549139516
Let $M(C,R)$ be the minimum number of cards needed to pass through $R$ rooms when we may carry at most $C$ cards.
The key is to derive a recurrence for moving cards through one door.
Step 1: Transporting cards through one door
Suppose we need $x$ cards available in the next room.
A round trip through a door:
- start with $C$ cards,
- use 1 card to enter,
- leave as many as possible in the next room,
- use 1 card to return.
This deposits at most $C-2$ cards into the next room.
A final one-way trip:
- start with $y+1$ cards,
- use one to enter,
- end in the next room holding $y$ cards.
So if
$$x=t(C-2)+y,\qquad 1\le y\le C-1,$$
then:
- $t$ round trips deposit $t(C-2)$,
- one final trip deposits $y$.
Total cards required in the current room:
$$g_C(x)=tC+(y+1).$$
We choose the decomposition minimizing this quantity.
Step 2: Recursive structure
To cross $R$ rooms, there are $R+1$ doors (including the exit door).
Let $f_k$ be the minimum cards needed before $k$ remaining doors.
Base case:
$$f_0=0.$$
Recurrence:
$$f_{k+1}=g_C(f_k).$$
Then:
$$M(C,R)=f_{R+1}.$$
This reproduces the examples:
- $M(3,6)=123$,
- $M(4,6)=23$,
- $\sum_{C=3}^{10}M(C,10)=10382$.
Python implementation
def transport_cost(C, x):
"""
Minimum cards needed in the current room
to end up in the next room with x cards.
"""
# One trip is enough
if x <= C - 1:
return x + 1
best = float("inf")
# Try all possible sizes of the final trip
for y in range(1, C):
remaining = x - y
# Must be exactly covered by round trips
if remaining % (C - 2) == 0:
t = remaining // (C - 2)
cost = t * C + (y + 1)
best = min(best, cost)
return best
def M(C, R):
"""
Minimum cards needed to traverse R rooms.
"""
f = 0 # no doors remaining
# R rooms => R+1 doors (including exit)
for _ in range(R + 1):
f = transport_cost(C, f)
return f
# Compute the required sum
answer = sum(M(C, 30) for C in range(3, 41))
print(answer)
Code walkthrough
-
transport_cost(C, x)computes the minimum cards required to move $x$ cards through a single door. -
If $x \le C-1$, one trip suffices, so cost is
x + 1. -
Otherwise, try every possible final-trip size $y\in[1,C-1]$.
-
The remaining cards must come from full round trips depositing exactly $C-2$ cards each.
-
M(C, R)repeatedly applies this transport rule. -
There are
R + 1doors total. -
Start from
f = 0(nothing needed after the final exit).
Verification against examples
The code gives:
M(3,6) = 123✓M(4,6) = 23✓sum(M(C,10) for C in range(3,11)) = 10382✓
So the recurrence is consistent with all stated checks.
The computed value is:
Answer: 34315549139516