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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 -- 1 1570 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
2522429 18 Dec. 23, 03:44 Apidae None Initialization Failure 0 — 00:00:00 — —
2522425 18 Dec. 23, 03:53 72Tortoises None Initialization Failure 0 — 00:00:00 — —
1791203 21 June 23, 18:21 MadBot None Initialization Failure — — 00:00:00 — —
2522443 18 Dec. 23, 05:16 Visenya None Initialization Failure 0 — 00:00:00 — —
2522428 18 Dec. 23, 06:22 Chance None Initialization Failure 0 — 00:00:00 — —
1875432 11 Aug. 23, 07:39 RustyTerran None Error 0 0 00:00:00 — —
1791204 21 June 23, 18:23 12PoolBot Loss Crash — 86 00:00:00 — —
1791205 21 June 23, 18:24 Ender Loss Crash — 70 00:00:00 — —
2635845 15 Feb. 24, 03:55 DadBotTest None Initialization Failure 0 — 00:00:00 — —
2635803 15 Feb. 24, 08:08 Apidae None Initialization Failure 0 — 00:00:00 — —
2635551 15 Feb. 24, 14:36 Neonka None Initialization Failure 0 — 00:00:00 — —
2634946 14 Feb. 24, 20:39 Xena None Initialization Failure 0 — 00:00:00 — —
2634712 14 Feb. 24, 18:43 Crustacean None Initialization Failure 0 — 00:00:00 — —
2634725 14 Feb. 24, 15:52 DadBotTest None Initialization Failure 0 — 00:00:00 — —
2530813 20 Dec. 23, 20:45 ANIbot None Initialization Failure — — 00:00:00 — —
2530814 20 Dec. 23, 20:45 ANIbot None Initialization Failure — — 00:00:00 — —
1894976 20 Aug. 23, 11:30 SilverBio None Initialization Failure 0 — 00:00:00 — —
2530815 20 Dec. 23, 20:45 ANIbot None Initialization Failure — — 00:00:00 — —
1776595 12 June 23, 10:19 BaronessZuli None Initialization Failure — — 00:00:00 — —
2634570 14 Feb. 24, 15:37 12PoolBot None Initialization Failure 0 — 00:00:00 — —
2634590 14 Feb. 24, 15:34 SharpShadows None Initialization Failure 0 — 00:00:00 — —
2634609 14 Feb. 24, 15:28 PhantomBot None Initialization Failure 0 — 00:00:00 — —
1783875 17 June 23, 13:45 QueenBot None Initialization Failure 0 — 00:00:00 — —
2510393 13 Dec. 23, 17:48 Bombshaker None Error 0 0 00:00:00 — —
2634737 14 Feb. 24, 14:37 Phobos None Initialization Failure 0 — 00:00:00 — —
2634683 14 Feb. 24, 11:13 Apidae None Initialization Failure 0 — 00:00:00 — —
2633459 14 Feb. 24, 07:00 PerilousProtossBot None Initialization Failure 0 — 00:00:00 — —
2633732 14 Feb. 24, 06:37 Xena None Initialization Failure 0 — 00:00:00 — —
2634698 14 Feb. 24, 17:24 PhantomTest None Initialization Failure 0 — 00:00:00 — —
1771673 08 June 23, 16:29 QueenBot Loss Crash — 0 00:00:00 — —