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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 1499 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
1760556 28 May 23, 21:12 CaninanaV051 Win Game Rules — 0 00:00:00 — —
1760557 28 May 23, 21:12 CaninanaV051 Win Game Rules — 0 00:00:00 — —
2680658 17 March 24, 06:22 miniTerran Win Crash +4 0 00:00:00 Download —
1760240 28 May 23, 13:08 MechaSharkPalacky Win Crash — 0 00:00:00 — —
1771439 08 June 23, 16:30 Excess1972 Loss Crash -6 0 00:00:00 — —
1782242 16 June 23, 11:32 QueenBot Loss Crash — 0 00:00:00 — —
1782241 16 June 23, 11:31 QueenBot Loss Crash — 0 00:00:00 — —
2416424 28 Nov. 23, 04:45 t-bone Win Crash +1 0 00:00:00 Download —
2726742 14 April 24, 03:13 miniZerg Win Crash +4 0 00:00:00 Download —
2641306 20 Feb. 24, 13:32 TyrT Win Timeout +6 0 00:00:00 Download —
2643336 20 Feb. 24, 17:14 t-bone None Error 0 0 00:00:00 — —
2431412 30 Nov. 23, 09:51 27turtles None Error 0 0 00:00:00 — —
1782240 16 June 23, 11:31 QueenBot Loss Crash — 0 00:00:00 — —
1782270 16 June 23, 17:36 TrainingBot Win Crash +5 0 00:00:00 — —
2512610 14 Dec. 23, 09:17 ANIbot None Error 0 0 00:00:00 — —
2694869 25 March 24, 01:12 AKal_R None Error 0 0 00:00:00 — —
2550721 28 Dec. 23, 20:28 TyrT Win Timeout +6 0 00:00:00 Download —
2408588 27 Nov. 23, 02:40 t-bone Win Crash +3 0 00:00:00 Download —
1889719 18 Aug. 23, 23:42 RustyTerran None Error 0 0 00:00:00 — —
1887879 18 Aug. 23, 01:53 PhantomBot None Error 0 0 00:00:00 — —
2001521 29 Sept. 23, 10:01 Slugsnail None Error 0 0 00:00:00 — —
1831300 15 July 23, 06:43 SilverBio None Error 0 0 00:00:00 — —
1983590 24 Sept. 23, 20:44 bocik None Error 0 0 00:00:00 — —
1782144 16 June 23, 11:52 Ender Loss Crash -2 0 00:00:00 — —
2507658 12 Dec. 23, 15:54 QueenBot None Error 0 0 00:00:00 — —
2508556 13 Dec. 23, 00:26 Visenya None Error 0 0 00:00:00 — —
2746197 27 April 24, 03:33 nida None Error 0 0 00:00:00 — —
1777371 12 June 23, 23:52 Visenya Loss Crash — 0 00:00:00 — —
2421571 28 Nov. 23, 23:34 t-bone Win Crash +1 0 00:00:00 Download —
1777375 12 June 23, 23:56 Visenya Loss Crash — 0 00:00:00 — —