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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 1556 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
2521577 17 Dec. 23, 15:49 27turtles None Initialization Failure 0 — 00:00:00 — —
2520803 17 Dec. 23, 15:20 Adeptus None Initialization Failure 0 — 00:00:00 — —
2521211 17 Dec. 23, 15:48 nida None Initialization Failure 0 — 00:00:00 — —
1760456 28 May 23, 17:56 brrrr None Initialization Failure — — 00:00:00 — —
2407770 27 Nov. 23, 00:10 t-bone Win Crash +4 0 00:00:00 Download —
1760453 28 May 23, 17:56 brrrr None Initialization Failure — — 00:00:00 — —
2521574 17 Dec. 23, 15:55 Visenya None Initialization Failure 0 — 00:00:00 — —
1823285 10 July 23, 04:51 Sher None Initialization Failure 0 — 00:00:00 — —
1875432 11 Aug. 23, 07:39 RustyTerran None Error 0 0 00:00:00 — —
2521479 17 Dec. 23, 16:01 Adeptus None Initialization Failure 0 — 00:00:00 — —
2521287 17 Dec. 23, 16:13 Spuddle None Initialization Failure 0 — 00:00:00 — —
2682427 18 March 24, 02:05 Replicator None Initialization Failure 0 — 00:00:00 — —
2407693 26 Nov. 23, 23:32 t-bone Win Crash +4 0 00:00:00 Download —
2521250 17 Dec. 23, 17:12 zig-reapers None Initialization Failure 0 — 00:00:00 — —
2187054 31 Oct. 23, 05:25 SF4G None Error 0 — 00:00:00 — —
2521355 17 Dec. 23, 17:27 Apidae None Initialization Failure 0 — 00:00:00 — —
2521538 17 Dec. 23, 17:29 Replicator None Initialization Failure 0 — 00:00:00 — —
2521554 17 Dec. 23, 17:42 PerilousProtossBot None Initialization Failure 0 — 00:00:00 — —
2521576 17 Dec. 23, 18:12 Bombshaker None Initialization Failure 0 — 00:00:00 — —
2520833 17 Dec. 23, 18:38 Ender None Initialization Failure 0 — 00:00:00 — —
2520902 17 Dec. 23, 19:40 DragonCleavage None Initialization Failure 0 — 00:00:00 — —
2520900 17 Dec. 23, 21:29 DadBot None Initialization Failure 0 — 00:00:00 — —
1889719 18 Aug. 23, 23:42 RustyTerran None Error 0 0 00:00:00 — —
2522335 17 Dec. 23, 22:12 DadBot None Initialization Failure 0 — 00:00:00 — —
2522063 17 Dec. 23, 22:19 QueenBot None Initialization Failure 0 — 00:00:00 — —
1839782 19 July 23, 14:42 LucidTJS None Error 0 0 00:00:00 — —
2522145 17 Dec. 23, 22:47 SilverHydra None Initialization Failure 0 — 00:00:00 — —
2522339 17 Dec. 23, 23:12 27turtles None Initialization Failure 0 — 00:00:00 — —
2680698 17 March 24, 06:24 Replicator None Initialization Failure 0 — 00:00:00 — —
2529365 20 Dec. 23, 12:13 ANIbot None Initialization Failure — — 00:00:00 — —