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🧩 Algorithm Encyclopedia

An interactive terminal sandbox for learning how pathfinding algorithms actually think.

What is this?

Pick an algorithm. Watch it think. Compare it to another.

Reading about BFS and A* is one thing. Watching BFS fan out in every direction while A* cuts straight toward the goal — on the same maze, at the same time — is something else entirely. That's what this is for.

A terminal visualizer for 24+ classic algorithms across four problem domains, built without any external libraries. Every algorithm runs step-by-step with live colour animation, a Big-O HUD, and a post-run report card. You can replay any run frame by frame, overlay two paths on the same maze, race two algorithms side by side, or step through a run cell by cell with the Autopsy Explainer — which explains in plain language what the algorithm is deciding and why.

The goal is simple: make the behaviour of each algorithm visible, not just its result. Because the moment you see A* ignore half the maze and still find the optimal path, the theory clicks in a way that a textbook diagram never quite manages.

This project is in active development. The algorithm core is stable and tested. The interface is functional but still evolving — making it friendlier and more intuitive is the next major focus.

Demo

⚔️  DUEL: BFS  vs  A*

S█~  █ █   █*****█   █   █   █
*█ ███ █ █ █*█ █*███~█ ███ ███~
***█    ~█ █*█ █*****█   █   ~~
 █*█ ███████*███~███*█ ███████~
~█*    █   █*█ █ █***  █  *****
██*███████ █*█ ███*█ █████*███*
  ***********  █***█   █  *█  *
 █ █~███████████*█████████*█ █*
 █ █~  █   █~  █***  █*****█ █*
 ███~███ ███ █████*███*███████*
 █       █  ~█ █ █***█*█  *****
 █████ ███ ███ █ ███*█*███*████
     █   █ █       █*█*  █*█
████ ███ █ ███ █ █ █*█*███*███
       █       █ █ █***  █****E

──────────────────────────────────────────────────────────────
  Metric                 BFS                A*
──────────────────────────────────────────────────────────────
  Steps                  250                238
  Path Length            91                 91
  Path Cost              107                107
  Compute Time           1.92 ms           0.36 ms
──────────────────────────────────────────────────────────────
  1=BFS only (0)   2=A* only (0)   *=shared (91)
──────────────────────────────────────────────────────────────

Modules

#	Module	Algorithms
1	Classic Pathfinding	BFS, DFS, A, Dijkstra, IDA, Bellman-Ford, Bidirectional BFS, Greedy, Wall Followers, Pledge, Random Mouse, Trémaux
2	TSP / Treasure Hunt	Nearest Neighbour, Brute Force (exact, N≤8), Genetic Algorithm + 2-opt
3	MAPF	Independent A*, Prioritised Planning, Conflict-Based Search (CBS)
4	Pursuit-Evasion	Naive Recalculation, Dynamic Repair (D* Lite inspired), Greedy Intercept

Algorithms

Classic Pathfinding

15 algorithms on procedurally generated mazes (7×15 up to 61×151). Weighted terrain — mud patches cost 3× to traverse — makes the difference between cost-aware and cost-blind algorithms immediately visible. Run BFS and Dijkstra on the same muddy maze and compare the paths.

Algorithm	Optimal?	Cost-Aware?	Space	Notes
BFS	✅ hops	❌	O(V)	Fewest hops, ignores terrain cost
DFS	❌	❌	O(V)	Memory-efficient, path quality suffers
A*	✅ cost	✅	O(V)	f = g(cost) + h(manhattan) — heuristic swappable
Dijkstra	✅ cost	✅	O(V)	A* with h = 0 — expands radially
Greedy Best-First	❌	❌	O(V)	f = h only. Charges through mud
Bidirectional BFS	≈ hops	❌	O(V)	Two frontiers from S and E
IDA*	✅ cost	✅	O(d)	A* memory at the cost of re-expansions
Bellman-Ford	✅ cost	✅	O(V)	Relaxes all edges per pass, O(V·E)
Dead-End Filling	—	—	O(V)	Topological: seals dead ends, reveals path
Wall Follower	❌	❌	O(1)	Right-hand rule — fails on braided mazes
Left-Hand Rule	❌	❌	O(1)	Mirror of Wall Follower
Pledge	❌	❌	O(1)	Wall follower + turn counter to escape islands
Random Mouse	❌	❌	O(1)	Pure random walk. Capped at 10k steps
Randomized DFS	❌	❌	O(V)	DFS with shuffled direction order

TSP / Treasure Hunt

Collect all N treasure points on a live maze grid in optimal order. Distances are BFS-accurate — no straight-line shortcuts. The Genetic Algorithm animates each generation live, showing crossover and mutation happening in real time.

Algorithm	Optimal?	Notes
Nearest Neighbour	❌	Greedy. Always fast, often good enough
Brute Force	✅	Exact optimal. Only enabled for N ≤ 8 (N! grows fast)
Genetic Algorithm	≈	Crossover + mutation + 2-opt polish. Animated generation by generation

Multi-Agent Pathfinding (MAPF)

Route 2–3 agents to individual goals without vertex collisions. The three strategies represent a real trade-off: Independent A* is fast but produces conflicts; CBS is optimal but searches exponentially. Conflicts are highlighted live during simulation.

Algorithm	Conflict-Free?	Optimal?	Notes
Independent A*	❌	per agent	Plans in isolation. Conflicts shown live
Prioritised Planning	✅	suboptimal	Reserves space-time cells — fast, no backtracking
CBS	✅	✅ SoC	Constraint tree search. Planning phase animated

Pursuit-Evasion

One agent chases a target that actively flees. The target moves every tick. The key comparison is replan frequency — Naive replans every single step, Dynamic Repair only when the path breaks. Watch the difference in behaviour.

Strategy	Replan Frequency	Notes
Naive Recalculation	Every tick	Correct but expensive
Dynamic Repair	On path invalidation	Repairs the existing path when blocked
Greedy Intercept	On path invalidation	Predicts target trajectory and cuts it off

Features

Live visualisation

Step-by-step animation with adjustable speed: Slow (150ms) / Normal (50ms) / Fast / Instant
Big-O HUD — time and space complexity shown on screen during every run
Priority Queue Inspector — live top-3 heap entries for A*, Dijkstra, Greedy (lets you see what the algorithm is "thinking")
Fog of War — hides unvisited cells so you only see the search frontier expanding
Maze difficulty score — a 0–100 score based on dead ends, tortuosity, and branching shown in the HUD and report card
Topology panel — dead-end count, junction density, branching factor, and longest corridor shown after each generation

Comparison tools

Algorithm Duel — two paths overlaid on the same maze; shared cells, A-only cells, and B-only cells each get a distinct colour
Race Mode — split-screen simultaneous replay of two algorithms on identical mazes
Benchmark — all 15 algorithms timed on the same maze, sorted results table, exported to CSV with topology columns

Post-run analysis

Autopsy — step-by-step forward/backward replay of any run (ENTER / b / jump to step N)
Step-by-step Explainer — each Autopsy step shows why that cell was chosen: g/h/f values for A*, distance for BFS, stack depth for DFS, direction rules for wall followers, and so on. Two levels: Beginner (plain language analogies) and Advanced (numeric state, complexity notes). Toggle between levels mid-session with [e] — no need to restart the replay. Split-screen on wide terminals, stacked on narrow ones.
Heatmap — 256-colour exploration map with absolute visit-count tiers; the same colour always means the same visit count, so you can compare heatmaps across different algorithms
Report Card — steps, compute time, path length, terrain cost, efficiency ratio, and a short explanation of the result

A* heuristic selector

Six built-in presets selectable from the menu with [h]:

#	Heuristic	Formula	Admissible?
1	Manhattan	\|Δr\| + \|Δc\|	✅
2	Euclidean	√(Δr² + Δc²)	✅
3	Chebyshev	max(\|Δr\|, \|Δc\|)	❌ on 4-dir grids
4	Weighted ×1.5	1.5 × Manhattan	❌
5	Weighted ×2.0	2.0 × Manhattan	❌
6	Zero (Dijkstra)	h = 0	✅

Custom heuristic plugin — drop a .py file into custom/heuristics/ and it appears in the selector automatically. The active heuristic is shown in the info bar with its admissibility marker. The Priority Queue Inspector reflects whichever heuristic is active.

Maze generation

Three generators: DFS (winding, high dead-end density), Kruskal's (uniform spanning tree), Prim's (more open, fewer corridors)
Press [g] in any module to cycle between them; the generator name is shown in the info bar
All four modules (Classic, TSP, MAPF, Pursuit-Evasion) support all three generators

Classroom / learning tools

Hypothesis Challenge — before each run, predict the algorithm's behaviour; your predictions are scored afterward and tracked across the session
Tutorial — data structure and complexity notes for each algorithm, accessible from the main menu
--learn flag — simplified menu with just the 15 algorithms, tutorial, fog, and hypothesis; hides the advanced comparison modes for classroom use
Weighted terrain (mud = 3×) makes cost-aware vs cost-blind behaviour visible without any explanation needed

Extensibility

Custom algorithm plugin — drop a .py file into custom/ and it appears in the menu automatically; _template.py included
Custom heuristic plugin — drop a .py file into custom/heuristics/; wrong signatures are caught at session start, not mid-run
Maze import/export — saves maze to disk with complexity, generator, and terrain metadata; reload in any later session
ASCII export — press [x] in any module to save the current maze as a .txt file with a header showing size, generator, difficulty, and topology stats

Requirements

Python 3.9+
A terminal with ANSI colour support:
- Linux / macOS — any modern terminal works out of the box
- Windows — Windows Terminal or VS Code's integrated terminal. cmd.exe won't work.
Minimum terminal size: 80 columns × 30 rows
Race Mode requires ~120+ columns (two mazes side by side)
Step-by-step Explainer split screen requires maze width + 50 columns; falls back to stacked layout automatically on narrower terminals
No pip installs. No virtual environment. Standard library only.

Getting started

git clone https://github.com/Sperfect99/Algorithm_Encyclopedia.git
cd Algorithm_Encyclopedia
python _encyclopedia_launcher.py

Or run a single module directly:

python maze_controller.py      # Classic Pathfinding (15 algorithms)

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http://www.seedpeer.me/details/4848277/TutsPlus---Build-Web-Apps-in-Node-and-Express.html http://www.seedpeer.me/details/5683153/Tutsplus---Catch-Up-with-Ruby-on-Rails-4.html http://www.seedpeer.me/details/4918947/TutsPlus---CodeIgniter-Essentials.html http://www.seedpeer.me/details/5069781/TutsPlus---Connected-to-the-Backbone.html http://www.seedpeer.me/details/5513056/Tutsplus---Designing-Professional-Resumes.html http://www.seedpeer.me/details/5706815/Tutsplus-Easier-JavaScript-Apps-with-AngularJS.html http://www.seedpeer.me/details/6462415/TutsPlus---Easier-JavaScript-with-TypeScript.html http://www.seedpeer.me/details/5868293/TutsPlus---Getting-Started-With-Windows-8-Development-Using-HTML,-CSS-&-JavaScript-V413HAV.html http://www.seedpeer.me/details/6150521/TutsPlus-HTML5-Video-Essentials-PRODEV.html http://www.seedpeer.me/details/4841911/TutsPlus---JavaScript-Testing-With-Jasmine.html http://www.seedpeer.me/details/6593486/TutsPlus---Less-is-More.html http://www.seedpeer.me/details/6571637/TutsPlus---Modern-Testing-in-PHP-with-Codeception.html http://www.seedpeer.me/details/6095651/Tutsplus---Parallax-Scrolling-for-Web-Design.html http://www.seedpeer.me/details/6574591/TutsPlus---Say-Yo-to-Yeoman.html http://www.seedpeer.me/details/4811335/Tutsplus---Test-Driven-Development-in-Ruby.html http://www.seedpeer.me/details/6268980/TutsPlus-Test-Driven-Development-With-CoffeeScript-and-Jasmine.html http://www.seedpeer.me/details/6185755/TutsPlus---The-MVC-Mindser-Jeffery-Way---ICARUS.html http://www.seedpeer.me/details/5024493/TutsPlus---Venture-Into-Vim.html http://www.seedpeer.me/details/6286416/Tutsplus---Vim-for-Advanced-Users.html http://www.seedpeer.me/details/6585031/Tutsplus---WordPress-Hackers-Guide-to-the-Galaxy.html http://www.seedpeer.me/details/4848477/TutsPlus---Writing-Modular-JavaScript.html @giansalex Owner Author giansalex commented on 26 Feb 2018 • SOLID http://www.allitebooks.com/beginning-solid-principles-and-design-patterns-for-asp-net-developers/ @giansalex Owner Author giansalex commented on 7 Mar 2018 Udemy: AWS Arquitecto de Soluciones Certificado Asociado https://mega.co.nz/#!ZzhGWSAL!wuthFca0SdJBjmaP5lFX0QF6PeMsrdclKFXlZL1Rsi4 Pass: gratismas.org @giansalex Owner Author giansalex commented on 7 Mar 2018 Go lang Complete https://www.freetutorials.us/wp-content/uploads/2017/11/FreeTutorials.Us-Udemy-go-the-complete-developers-guide.torrent @GCPBigData GCPBigData commented on 15 Jul 2018 go books https://drive.google.com/open?id=1d6OsFAn8kpHCXtw0bcoYuyHqrAdGZva0 @freisrael freisrael commented on 14 Aug 2018 giansalex thanks for sharing. I am looking for learning phython with Joe Marini. It would be great if you post it. @FirstBoy1 FirstBoy1 commented on 25 May 2019 Can anyone provide this book "Getting started with Spring Framework: covers Spring 5" by " J Sharma (Author), Ashish Sarin ". Thanks in advance @okreka okreka commented on 31 May 2019 Can anyone provide "Windows Presentation Foundation Masterclass" course from Udemy. Thanks in advance @singhaltanvi singhaltanvi commented on 8 Aug 2019 can anyone provide 'sedimentology and petroleum geology' course from Udemy. Thanks in advance. @kumarsreenivas051 kumarsreenivas051 commented on 9 Sep 2019 Can anyone provide "Programming languages A,B and C" course from Coursera. Thanks in advance. @BrunoMoreno BrunoMoreno commented on 11 Sep 2019 The link for the torrents in piratebay, now is .org to the correct url. @sany2k8 sany2k8 commented on 24 Sep 2019 Can anyone add this The Complete Hands-On Course to Master Apache Airflow @pharaoh1 pharaoh1 commented on 30 Sep 2019 can you pls add this course to your list https://www.udemy.com/course/advanced-python3/ @SushantDhote936 SushantDhote936 commented on 1 Oct 2019 Can you add Plural Sight CISSP @allayGerald allayGerald commented on 1 Oct 2019 open directive for lynda courses: https://drive.google.com/drive/folders/1zQan1cq1ZnqXmueRF5IqKoOtpFxl6Y4G @ezekielskottarathil ezekielskottarathil commented on 3 Oct 2019 can anyone provide 'sedimentology and petroleum geology' course from Udemy. Thanks in advance. "wrong place boy" @pulkitd2699 pulkitd2699 commented on 8 Oct 2019 Does anyone has a link for 'Cyber security: Python and web applications' course? Thanks @mohanrajrc mohanrajrc commented on 19 Oct 2019 • Can anyone provide torrent file for Mastering React By Mosh Hamedani. Thanks https://codewithmosh.com/p/mastering-react @evilprince2009 evilprince2009 commented on 27 Oct 2019 Can you please add these two below ? https://codewithmosh.com/p/the-ultimate-java-mastery-series https://codewithmosh.com/p/data-structures-algorithms-part-2 @nunusandio nunusandio commented on 30 Oct 2019 Can anyone post torrent file for ASP.NET Authentication: The Big Picture https://app.pluralsight.com/library/courses/aspdotnet-authentication-big-picture/table-of-contents @EslamElmadny EslamElmadny commented on 9 Dec 2019 Can you please add these two below ? https://codewithmosh.com/p/the-ultimate-java-mastery-series https://codewithmosh.com/p/data-structures-algorithms-part-2 any luck ? @Genius-K-SL Genius-K-SL commented on 14 Dec 2019 hay brother! do you have html5 game development with javascript course ? @Genius-K-SL Genius-K-SL commented on 14 Dec 2019 This link is not working brother! http://www.seedpeer.me/details/4657790/Lynda.com-Building-Facebook-Applications-with-HTML-and-JavaScript.html @smithtuka smithtuka commented on 20 Dec 2019 Can you please add these two below ? https://codewithmosh.com/p/the-ultimate-java-mastery-series https://codewithmosh.com/p/data-structures-algorithms-part-2 any luck ? Has this come through by any chances? @AbdOoSaed AbdOoSaed commented on 22 Dec 2019 Can you please add these two below ? https://codewithmosh.com/p/the-ultimate-java-mastery-series https://codewithmosh.com/p/data-structures-algorithms-part-2 any luck ? Has this come through by any chances? fff @EslamElmadny EslamElmadny commented on 23 Dec 2019 • Can you please add these two below ? https://codewithmosh.com/p/the-ultimate-java-mastery-series https://codewithmosh.com/p/data-structures-algorithms-part-2 any luck ? Has this come through by any chances? fff data-structures-algorithms-part-2 https://drive.google.com/open?id=1oYYdPp4MVVk7ZzZL6rLepFe33IjXtkqj @jedi2610 jedi2610 commented on 27 Dec 2019 Can anyone provide me with Code with Mosh's Ultimate Java Mastery Series link? plis @InnocentZaib InnocentZaib commented on 31 Dec 2019 Please provide the link of codewithmosh The ultimate data structures and algorithms Bundle the link is given below. Please give me the torrnet file or link to download https://codewithmosh.com/p/data-structures-algorithms @edward-teixeira edward-teixeira commented on 1 Jan 2020 Please provide the link of codewithmosh The ultimate data structures and algorithms Bundle the link is given below. Please give me the torrnet file or link to download https://codewithmosh.com/p/data-structures-algorithms Yea i'm looking for it too @kaneyxx kaneyxx commented on 1 Jan Can you please add these two below ? https://codewithmosh.com/p/the-ultimate-java-mastery-series https://codewithmosh.com/p/data-structures-algorithms-part-2 any luck ? Has this come through by any chances? fff data-structures-algorithms-part-2 https://drive.google.com/open?id=1oYYdPp4MVVk7ZzZL6rLepFe33IjXtkqj could you please share the part-1 & part-3? @edward-teixeira edward-teixeira commented on 2 Jan Can you please add these two below ? https://codewithmosh.com/p/the-ultimate-java-mastery-series https://codewithmosh.com/p/data-structures-algorithms-part-2 any luck ? Has this come through by any chances? fff data-structures-algorithms-part-2 https://drive.google.com/open?id=1oYYdPp4MVVk7ZzZL6rLepFe33IjXtkqj Can you share part 1 and 3? @ravisharmaa ravisharmaa commented on 7 Jan Please add this . https://www.letsbuildthatapp.com/course/AppStore-JSON-APIs @WaleedAlrashed WaleedAlrashed commented on 13 Jan This one kindly. https://www.udemy.com/course/flutter-build-a-complex-android-and-ios-apps-using-firestore/ @Sopheakmorm Sopheakmorm commented on 19 Jan Anyone have this course: https://www.udemy.com/course/mcsa-web-application-practice-test70-480-70-483-70-486 @EslamElmadny EslamElmadny commented on 19 Jan Anyone have this course: https://www.udemy.com/course/mcsa-web-application-practice-test70-480-70-483-70-486 +1 @EslamElmadny EslamElmadny commented on 20 Jan Can you please add these two below ? https://codewithmosh.com/p/the-ultimate-java-mastery-series https://codewithmosh.com/p/data-structures-algorithms-part-2 any luck ? Has this come through by any chances? fff data-structures-algorithms-part-2 https://drive.google.com/open?id=1oYYdPp4MVVk7ZzZL6rLepFe33IjXtkqj Can you share part 1 and 3? https://vminhsang.name.vn/category/it-courses/codewithmosh/ this link includes almost all mosh courses @mohanrajrc mohanrajrc commented on 22 Jan Can you please add these two below ? https://codewithmosh.com/p/the-ultimate-java-mastery-series https://codewithmosh.com/p/data-structures-algorithms-part-2 any luck ? Has this come through by any chances? fff data-structures-algorithms-part-2 https://drive.google.com/open?id=1oYYdPp4MVVk7ZzZL6rLepFe33IjXtkqj Can you share part 1 and 3? https://vminhsang.name.vn/category/it-courses/codewithmosh/ this link includes almost all mosh courses Yes. Java mastery and Data Structures 1, 2, 3 are available in this site. free download. @shihab122 shihab122 commented on 22 Jan Please give me the torrnet file or link to download The Ultimate Design Patterns @EslamElmadny EslamElmadny commented on 22 Jan • Please give me the torrnet file or link to download The Ultimate Design Patterns Waiting for it also :D @K-wachira K-wachira commented on 23 Jan Can you please add these two below ? https://codewithmosh.com/p/the-ultimate-java-mastery-series https://codewithmosh.com/p/data-structures-algorithms-part-2 any luck ? Has this come through by any chances? fff data-structures-algorithms-part-2 https://drive.google.com/open?id=1oYYdPp4MVVk7ZzZL6rLepFe33IjXtkqj Can you share part 1 and 3? https://vminhsang.name.vn/category/it-courses/codewithmosh/ this link includes almost all mosh courses Yes. Java mastery and Data Structures 1, 2, 3 are available in this site. free download. You are a saviour .. Altho i feel bad i cant really buy the course... its really good @msdyn95 msdyn95 commented 25 days ago • Please give me the torrent file or link to download https://codewithmosh.com/p/design-patterns https://coursedownloader.net/code-with-mosh-the-ultimate-design-patterns-part-1/ https://coursedownloader.net/code-with-mosh-the-ultimate-design-patterns-part-2/ @K-wachira K-wachira commented 23 days ago This one kindly. https://www.udemy.com/course/flutter-build-a-complex-android-and-ios-apps-using-firestore/ Hey did you find this one? @edward-teixeira edward-teixeira commented 22 days ago Please give me the torrent file or link to download https://codewithmosh.com/p/design-patterns https://coursedownloader.net/code-with-mosh-the-ultimate-design-patterns-part-1/ https://coursedownloader.net/code-with-mosh-the-ultimate-design-patterns-part-2/ Did you find those? @msdyn95 msdyn95 commented 21 days ago Please give me the torrent file or link to download https://codewithmosh.com/p/design-patterns https://coursedownloader.net/code-with-mosh-the-ultimate-design-patterns-part-1/ https://coursedownloader.net/code-with-mosh-the-ultimate-design-patterns-part-2/ Did you find those? unfortunately not. @edward-teixeira edward-teixeira commented 20 days ago Please give me the torrent file or link to download https://codewithmosh.com/p/design-patterns https://coursedownloader.net/code-with-mosh-the-ultimate-design-patterns-part-1/ https://coursedownloader.net/code-with-mosh-the-ultimate-design-patterns-part-2/ Did you find those? unfortunately not. Found it ! https://vminhsang.name.vn/category/it-courses/codewithmosh/ @ZainA14 ZainA14 commented 16 days ago • Can someone please link me to this mosh course for torrent or direct download link https://codewithmosh.com/p/the-ultimate-full-stack-net-developer-bundle @khushiigupta khushiigupta commented 9 days ago Can any one please provide me link for jenkins so that I can learn as al as possible to join this conversation on GitHub. Already have an account? Sign in to comment © 2020 GitHub, Inc. Terms Privacy Security Status Help Contact GitHub Pricing API Training Blog About

Algorithm_Encyclopedia