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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 1559 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
1771797 08 June 23, 21:58 Visenya Loss Game Rules -4 17 00:23:01 — —
2671036 10 March 24, 03:47 nida Win Game Rules +2 17 00:16:12 Download —
1797777 25 June 23, 22:36 Visenya Win Game Rules +4 17 00:22:02 — —
2643654 21 Feb. 24, 00:07 Visenya Win Game Rules +5 17 00:17:50 Download —
2129557 20 Oct. 23, 21:19 RustyTerran Win Game Rules +2 17 00:21:44 Download —
2499877 11 Dec. 23, 04:02 Visenya Win Game Rules +3 17 00:13:05 Download —
2512605 14 Dec. 23, 07:56 Apidae Win Game Rules +4 17 00:15:29 Download —
2688453 21 March 24, 22:55 t-bone Win Game Rules +3 17 00:18:17 Download —
1868907 07 Aug. 23, 14:18 zigster Win Game Rules +5 17 00:09:14 — —
1818561 07 July 23, 15:05 nida Win Game Rules +1 17 00:12:28 — —
1990087 26 Sept. 23, 20:15 PerilousProtossBot Win Game Rules +6 17 00:21:45 — —
1846428 23 July 23, 11:00 LucidTJS Win Game Rules 0 17 00:26:09 — —
1885240 16 Aug. 23, 21:32 DadBotTest Loss Game Rules -4 17 00:16:13 — —
2481009 07 Dec. 23, 17:36 Adeptus Win Game Rules 0 17 00:09:33 Download —
2703839 30 March 24, 16:24 miniTestikP Win Game Rules +4 17 00:18:14 Download —
2532755 21 Dec. 23, 23:49 Adeptus Win Game Rules 0 17 00:11:37 Download —
1836240 17 July 23, 18:15 LucidPJS Win Game Rules +2 17 00:17:18 — —
2523903 18 Dec. 23, 22:02 nida Win Game Rules +1 17 00:13:28 Download —
1776994 12 June 23, 16:15 Apidae Win Game Rules — 17 00:13:45 — —
2705533 01 April 24, 03:23 t-bone Win Game Rules +3 17 00:12:26 Download —
1871292 08 Aug. 23, 22:22 t-bone Win Game Rules +3 17 00:18:45 — —
2526849 19 Dec. 23, 20:04 Crustacean Win Game Rules +3 17 00:21:29 Download —
1858136 31 July 23, 01:12 faith_no_more Win Game Rules 0 17 00:19:37 — —
1767809 05 June 23, 19:35 nida Loss Crash — 17 00:11:28 — —
1775553 11 June 23, 18:25 LucidTJS Win Game Rules +1 17 00:11:31 — —
2505869 12 Dec. 23, 06:26 DadBotTest Win Game Rules +4 17 00:18:47 Download —
1872450 09 Aug. 23, 12:16 DadBotTest Win Game Rules +5 17 00:17:19 — —
2045488 05 Oct. 23, 02:45 Lissy Win Game Rules +4 17 00:16:55 Download —
2558813 01 Jan. 24, 00:11 Bombshaker Win Game Rules +5 17 00:25:08 Download —
1877169 12 Aug. 23, 14:53 zigster Win Game Rules +5 17 00:26:57 — —