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I’m working on a routing service for a huge city. The city map is given as a weighted directed graph – every road goes from one intersection to another and has a positive travel time. I have to answer many “what’s the shortest travel time from *X* to *Y*?” queries. I wrote a simple Dijkstra for each query, but w...
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--- ### 🎯 Learning Objectives * Understand the definition of a **Hamiltonian cycle** in an undirected graph. * Design a **back‑tracking** algorithm that systematically explores possibilities and prunes dead ends. * Reason about the exponential worst‑case behaviour of the problem and why small limits ( |V| ≤ 15...
3,550
I’m working on a collaborative editor that records every character a user types. When two users edit the same document at the same time the server stores **one** final log – just a plain string that contains all keystrokes from both users, in the order they actually arrived. Later I get the two original per‑user l...
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--- ### Problem description (in the voice of the requester) I’m building a tiny data‑processing tool that has to sort a **single list** of numbers that can be as large as *10⁵* items. I heard that the *intro sort* algorithm (quick‑sort + heap‑sort + insertion‑sort) is a good compromise between speed and worst‑case ...
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--- ### What you (the “client”) want I have a huge list of distinct integers that is already sorted in **strictly increasing** order. I need to turn this list into a **height‑balanced binary search tree (BST)** – the classic *array‑to‑BST* construction where the middle element becomes the root, the left half buil...
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I’m building a backend for an online Sudoku tournament. Players upload their completed puzzles as a single file, and before we award any points we have to make sure each submitted board is a *real* solution. The file contains many Sudoku boards, one after another. Each board is represented by 9 lines, each line hold...
3,219
I have a robot that writes its activity to a binary log file. The file is just a stream of *events* one after another – there is no overall header or index. I need to read those logs, extract the data in a Python‑friendly form, and also be able to generate new logs from Python data structures. The log format is delibe...
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I’ve got a list of `N` integers (they can be as big as a million) and I want to know the **largest possible greatest‑common‑divisor** (GCD) that can be obtained from any *pair* of distinct numbers in the list. I tried writing a quick solution that just checks every pair, but it’s hopelessly slow when `N` is big (e.g...
2,455
I’m trying to write a little Game‑of‑Life simulator, but the thing is I want to know what the board looks like after an *enormous* number of steps – think 10⁹, 10¹² or even larger. The board is a rectangular grid with **periodic (toroidal) boundary conditions**: the cell on the far right is a neighbour of the cell o...
3,969
I’m trying to solve the classic egg‑drop puzzle, but my current solution is far too slow for the input sizes I need. I have a piece of code below that works for tiny cases, but it blows up in both time and memory when the building has many floors. Can you write a program that reads several test cases and prints the ...
3,595
I have a small library of mathematically‑interesting functions (they involve exponentials, trigonometry, etc.). For many independent queries I must locate a real root of one of those functions inside a given interval. I know the Secant method converges faster than the plain bisection method, but I’m not sure how to...
4,396
I have a lot of points in a low‑dimensional space (the dimension is at most 5) and I need to answer many “what’s the closest point to this query?” questions. A naïve O(N) scan per query is too slow – N can be tens of thousands and the number of queries can be just as large. I heard that a *KD‑Tree* built from a si...
3,409
Hey there! I’m trying to figure out how many different ways I can climb a staircase. The stair‑case has `N` steps, and I’m allowed to take either **1 step** or **2 steps** at a time. There’s a catch, though – some of the steps are broken and I can’t step on them. I’m given a string that marks which steps are usab...
2,407
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