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Raiden-p-bot

Details
Author Raiden
Race Protoss
Type python
Bot Zip --
Bot data --
Created 14. May 2023 - 17:30:44
Last Updated 22. Dec. 2023 - 10:11:45

Trophies
No trophies
Biography

Introduction

This is my first bot, I made this bot with the goal of implementing a Machine Learning algorithm.

I followed the steps suggested by Sentdex in his tutorial and started building a bot where the decision making is handled by the ML model while execution is scripted.

Specs

Bot made with Python and using Burny's framework as well as MapAnalyser for pathing.

The model was built with ~1000 wins against Very Hard AI. I prepared the input data by using docker image provided by BurnySC2 and running 10 containers playing at the same time. It took 48h to get the matches done. The training took 30 min on google colab to finish.

I used keras sequential model with 10 epochs, lr = 0.0001, batch size = 128, test size = 100, shuffle = True.

Rankings

Season Opened Closed Division ELO
Sc2 AI Arena 2024 Pre-Season 2 17. March 2024 - 01:11:31 -- 2 1545 Stats
Sc2 AI Arena 2024 Season 1 16. Feb. 2024 - 09:54:04 12. March 2024 - 13:37:03 2 1510 Stats
Sc2 AI Arena 2023 Pre-Season 3 26. Nov. 2023 - 18:04:37 15. Feb. 2024 - 21:37:58 1 1650 Stats
Sc2 AI Arena 2023 Season 2 13. June 2023 - 21:32:56 04. Nov. 2023 - 23:42:36 3 1463 Stats
Sc2 AI Arena Pre-season 2 31. May 2023 - 08:51:01 13. June 2023 - 08:04:04 3 1492 Stats

Results

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ID Date Opponent Result Cause +/- Avg Step(ms) Duration Replay Tags
2682121 17 March 24, 21:30 Replicator None Initialization Failure 0 — 00:00:00 — —
2628668 11 Feb. 24, 20:07 12PoolBot None Initialization Failure 0 — 00:00:00 — —
2628806 11 Feb. 24, 21:15 PhantomTest None Initialization Failure 0 — 00:00:00 — —
2633507 13 Feb. 24, 18:24 Crustacean None Initialization Failure 0 — 00:00:00 — —
2632309 13 Feb. 24, 10:04 DadBotTest None Initialization Failure 0 — 00:00:00 — —
2407770 27 Nov. 23, 00:10 t-bone Win Crash +4 0 00:00:00 Download —
2629675 13 Feb. 24, 17:55 sharkbot None Initialization Failure 0 — 00:00:00 — —
2643336 20 Feb. 24, 17:14 t-bone None Error 0 0 00:00:00 — —
1776759 12 June 23, 19:41 PhantomBot None Initialization Failure 0 — 00:00:00 — —
2632174 13 Feb. 24, 10:42 SharpShadows None Initialization Failure 0 — 00:00:00 — —
2407693 26 Nov. 23, 23:32 t-bone Win Crash +4 0 00:00:00 Download —
2571699 06 Jan. 24, 00:29 Apidae None Initialization Failure 0 — 00:00:00 — —
2628689 12 Feb. 24, 00:33 SharpShadows None Initialization Failure 0 — 00:00:00 — —
2633290 13 Feb. 24, 17:32 EvilZoe None Initialization Failure 0 — 00:00:00 — —
2519240 16 Dec. 23, 13:17 PerilousProtossBot None Initialization Failure 0 — 00:00:00 — —
2521250 17 Dec. 23, 17:12 zig-reapers None Initialization Failure 0 — 00:00:00 — —
2521509 17 Dec. 23, 16:22 Ender None Initialization Failure 0 — 00:00:00 — —
2521574 17 Dec. 23, 15:55 Visenya None Initialization Failure 0 — 00:00:00 — —
2521577 17 Dec. 23, 15:49 27turtles None Initialization Failure 0 — 00:00:00 — —
2521211 17 Dec. 23, 15:48 nida None Initialization Failure 0 — 00:00:00 — —
2520803 17 Dec. 23, 15:20 Adeptus None Initialization Failure 0 — 00:00:00 — —
1963832 16 Sept. 23, 02:43 smallBly None Initialization Failure 0 — 00:00:00 — —
2520893 17 Dec. 23, 15:17 BluntLurkers None Initialization Failure 0 — 00:00:00 — —
2520814 17 Dec. 23, 15:16 SilverStalkerRush None Initialization Failure 0 — 00:00:00 — —
2520904 17 Dec. 23, 13:28 27turtles None Initialization Failure 0 — 00:00:00 — —
2520694 17 Dec. 23, 13:27 72Tortoises None Initialization Failure 0 — 00:00:00 — —
2520824 17 Dec. 23, 13:22 SilverBio None Initialization Failure 0 — 00:00:00 — —
2520535 17 Dec. 23, 13:19 nida None Initialization Failure 0 — 00:00:00 — —
2508556 13 Dec. 23, 00:26 Visenya None Error 0 0 00:00:00 — —
1889719 18 Aug. 23, 23:42 RustyTerran None Error 0 0 00:00:00 — —