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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 1584 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
1782239 16 June 23, 11:31 QueenBot Loss Crash — 0 00:00:00 — —
1875432 11 Aug. 23, 07:39 RustyTerran None Error 0 0 00:00:00 — —
1777366 12 June 23, 23:37 Visenya Loss Crash — 0 00:00:00 — —
1777372 12 June 23, 23:53 Visenya Loss Crash — 0 00:00:00 — —
1777373 12 June 23, 23:53 Visenya Loss Crash — 0 00:00:00 — —
1777374 12 June 23, 23:55 Visenya Loss Crash — 0 00:00:00 — —
1777375 12 June 23, 23:56 Visenya Loss Crash — 0 00:00:00 — —
1777371 12 June 23, 23:52 Visenya Loss Crash — 0 00:00:00 — —
1782238 16 June 23, 11:31 QueenBot Loss Crash — 0 00:00:00 — —
1831300 15 July 23, 06:43 SilverBio None Error 0 0 00:00:00 — —
1887879 18 Aug. 23, 01:53 PhantomBot None Error 0 0 00:00:00 — —
2694869 25 March 24, 01:12 AKal_R None Error 0 0 00:00:00 — —
2102276 15 Oct. 23, 14:15 27turtles None Error 0 0 00:00:00 — —
1889719 18 Aug. 23, 23:42 RustyTerran None Error 0 0 00:00:00 — —
1771673 08 June 23, 16:29 QueenBot Loss Crash — 0 00:00:00 — —
1782144 16 June 23, 11:52 Ender Loss Crash -2 0 00:00:00 — —
2705192 01 April 24, 02:04 t-bone None Error 0 0 00:00:00 — —
1782240 16 June 23, 11:31 QueenBot Loss Crash — 0 00:00:00 — —
1777370 12 June 23, 23:42 Visenya Loss Crash — 0 00:00:00 — —
1782242 16 June 23, 11:32 QueenBot Loss Crash — 0 00:00:00 — —
2684161 19 March 24, 00:38 Polymozggggg Win Crash +4 0 00:00:00 Download —
2431412 30 Nov. 23, 09:51 27turtles None Error 0 0 00:00:00 — —
2421571 28 Nov. 23, 23:34 t-bone Win Crash +1 0 00:00:00 Download —
2413395 27 Nov. 23, 17:51 t-bone Win Crash +1 0 00:00:00 Download —
2410246 27 Nov. 23, 07:07 t-bone Win Crash +2 0 00:00:00 Download —
2711949 05 April 24, 13:31 Ketroc None Error 0 0 00:00:00 — —
1760240 28 May 23, 13:08 MechaSharkPalacky Win Crash — 0 00:00:00 — —
2407770 27 Nov. 23, 00:10 t-bone Win Crash +4 0 00:00:00 Download —
2711950 04 April 24, 22:42 Caninana None Error 0 0 00:00:00 — —
2407693 26 Nov. 23, 23:32 t-bone Win Crash +4 0 00:00:00 Download —