#630 - Crossed Lines
Given a set, \(L\), of unique lines, let \(M(L)\) be the number of lines in the set and let \(S(L)\) be the sum over every line of the number of times that line is crossed by another line in the set. For example, two sets of three lines are shown below:
In both cases \(M(L)\) is \(3\) and \(S(L)\) is \(6\): each of the three lines is crossed by two other lines. Note that even if the lines cross at a single point, all of the separate crossings of lines are counted.
Consider points \((T_{2k-1}, T_{2k})\), for integer \(k \ge 1\), generated in the following way:
\(S_0 = 290797\)
\(S_{n+1} = S_n^2 \bmod 50515093\)
\(T_n = (S_n \bmod 2000) - 1000\)
For example, the first three points are: \((527, 144)\), \((-488, 732)\), \((-454, -947)\). Given the first \(n\) points generated in this manner, let \(L_n\) be the set of unique lines that can be formed by joining each point with every other point, the lines being extended indefinitely in both directions. We can then define \(M(L_n)\) and \(S(L_n)\) as described above.
For example, \(M(L_3) = 3\) and \(S(L_3) = 6\). Also \(M(L_{100}) = 4948\) and \(S(L_{100}) = 24477690\).
Find \(S(L_{2500})\).
Problem text © Project Euler, licensed under CC BY-NC-SA 4.0. Original: projecteuler.net/problem=630. Published Sunday, 1st July 2018, 07:00 am. Solved by 1,251 members at time of mirroring.
Why this is useful
General Problem Solving. Builds computational thinking, decomposition, and debugging discipline - transferable, without a specific financial application.
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Prerequisites
Lessons that prepare you:
1.1 Sets, Functions, and Relations · 17.1 Python for Quants: NumPy, pandas, and Vectorization · 2.1 Functions, Limits, and Continuity · 4.2 Linear Maps, Matrices, Rank, and the Null Space
Recommended stepping-stone problems: #164 · #686 · #719
Concepts: algebra
Likely techniques: hashing
Learning mode
Pick how much scaffolding you want. Your choice is remembered per problem.
Understand the problem
- What exactly is the input to problem 630? Is it a bound (50515093), a supplied dataset, or a definition you must generate from?
- What is the required output - restate it precisely: a single exact integer.
- Which objects exactly are in scope, and which are excluded by the wording (strict vs non-strict inequality, 'distinct', 'proper', 'below' vs 'up to')?
- What do the arguments of M(L), S(L) mean, and what is the value's type (count, sum, probability)?
- What are the edge cases: the smallest legal object, zero/one, ties, and the boundary at exactly 50515093?
- Why is brute force hard HERE specifically? Estimate the number of candidates implied by 50515093 and the cost of testing one.
- Which algebra fact would, if true, collapse the search - and can you state it as a testable claim before you look for a proof?
Predict & plan (before you code)
- Predict the strategy: in one sentence, what will your solution do? (The classification says algebra / hashing - do you agree, and why?)
- Predict the complexity of your intended method in terms of N = 50515093, and the wall-clock time you expect. Write both down now.
- Predict the key data structure: what is stored, keyed by what, and how large will it get at full scale?
- Predict the failure mode: what is most likely to break - an off-by-one on the bound, a definition misread, precision, or memory?
- Predict the output of the small case from rung 3 BEFORE running it (the statement says: "For example, two sets of three lines are shown below: In both cases M(L) is 3 and S(L) is 6: each of the three lines is crossed by two other lines.") - then run it. A surprise here is worth more than an hour of debugging later.
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Progressive hints
Optimization
You have a correct answer. That is the start of the learning, not the end.
- Reduce the time complexity. What is the bottleneck, and what mathematical fact removes it?
- Reduce memory. Can you stream, or keep only the last k states?
- Replace brute force with a closed form, a sieve, a recurrence, or a symmetry argument.
- Prove the optimized version computes the same thing.
- Compare two implementations and time them.
Explain it
Which step of your solution were you least confident about, and what evidence would settle it?
What did you try first, and what specifically made you abandon it - a proof, a timing, or a wrong small-case answer?
Where did the algebra structure do the real work? Name the single observation that collapsed the search space.
Could you have reached the hashing idea faster? Which words in the statement were pointing at it, and did you notice them?
What was the bug that cost you the most time, and what CLASS of bug was it (off-by-one, definition misread, precision, state under-specified)?
How would your solution change if the bound 50515093 were multiplied by 1000? Does it survive, or does it need a different idea?
What is the honest complexity of what you wrote (not what you intended), and where is the remaining slack?
Which problem you have already solved is this most similar to, and what is the shared skeleton - is it really 'hashing' underneath?
State the transferable technique in one sentence, without mentioning this problem's story at all.
Self-assess (mastery is not a correct number)
You reach Mastered only when you have solved it, rated yourself at least Solid across the dimensions, and written a real explanation.
Confidence
Low confidence schedules this problem for spaced review, even if you solved it.
Mastery check
- Variation: change the bound (or a rule) in the statement. Does your method still work? What breaks first?
- Constraints: if the limit were 10× larger, which step fails, and what would you replace it with?
- Related problem: #164 · #686 · #719
- Transfer: where else does this technique appear? Name a lesson and a real computational setting.
- Spaced re-attempt: come back after the review interval and re-solve it with no hints.