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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 1551 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
1760240 28 May 23, 13:08 MechaSharkPalacky Win Crash — 0 00:00:00 — —
2680658 17 March 24, 06:22 miniTerran Win Crash +4 0 00:00:00 Download —
2411899 27 Nov. 23, 14:02 t-bone Win Crash +2 0 00:00:00 Download —
2431412 30 Nov. 23, 09:51 27turtles None Error 0 0 00:00:00 — —
2413395 27 Nov. 23, 17:51 t-bone Win Crash +1 0 00:00:00 Download —
2610403 31 Jan. 24, 12:19 Ender None Error 0 0 00:00:00 — —
1785141 18 June 23, 09:32 Sharkling None Error 0 0 00:00:00 — —
1831300 15 July 23, 06:43 SilverBio None Error 0 0 00:00:00 — —
2641306 20 Feb. 24, 13:32 TyrT Win Timeout +6 0 00:00:00 Download —
1839782 19 July 23, 14:42 LucidTJS None Error 0 0 00:00:00 — —
1887879 18 Aug. 23, 01:53 PhantomBot None Error 0 0 00:00:00 — —
2510393 13 Dec. 23, 17:48 Bombshaker None Error 0 0 00:00:00 — —
2649759 24 Feb. 24, 23:20 miniTerran Win Crash +5 0 00:00:00 Download —
2658383 01 March 24, 06:10 miniTestAgrZ Win Crash +5 0 00:00:00 Download —
2643336 20 Feb. 24, 17:14 t-bone None Error 0 0 00:00:00 — —
2647727 24 Feb. 24, 02:49 miniTerran Win Crash +6 0 00:00:00 Download —
1771673 08 June 23, 16:29 QueenBot Loss Crash — 0 00:00:00 — —
2726742 14 April 24, 03:13 miniZerg Win Crash +4 0 00:00:00 Download —
2711949 05 April 24, 13:31 Ketroc None Error 0 0 00:00:00 — —
2711950 04 April 24, 22:42 Caninana None Error 0 0 00:00:00 — —
1782240 16 June 23, 11:31 QueenBot Loss Crash — 0 00:00:00 — —
2695920 25 March 24, 12:50 Chance None Error 0 0 00:00:00 — —
2684161 19 March 24, 00:38 Polymozggggg Win Crash +4 0 00:00:00 Download —
1782270 16 June 23, 17:36 TrainingBot Win Crash +5 0 00:00:00 — —
1983590 24 Sept. 23, 20:44 bocik None Error 0 0 00:00:00 — —
2705192 01 April 24, 02:04 t-bone None Error 0 0 00:00:00 — —
1782144 16 June 23, 11:52 Ender Loss Crash -2 0 00:00:00 — —
2694869 25 March 24, 01:12 AKal_R None Error 0 0 00:00:00 — —
1985617 25 Sept. 23, 20:53 RustyTanks None Error 0 0 00:00:00 — —
1875432 11 Aug. 23, 07:39 RustyTerran None Error 0 0 00:00:00 — —