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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
2577244 11 Jan. 24, 01:37 12PoolBot None Initialization Failure 0 — 00:00:00 — —
2657460 29 Feb. 24, 20:10 TyrT Win Timeout +5 0 00:00:00 Download —
2510393 13 Dec. 23, 17:48 Bombshaker None Error 0 0 00:00:00 — —
2416424 28 Nov. 23, 04:45 t-bone Win Crash +1 0 00:00:00 Download —
2415522 28 Nov. 23, 01:21 t-bone Win Crash +1 0 00:00:00 Download —
1760456 28 May 23, 17:56 brrrr None Initialization Failure — — 00:00:00 — —
2168706 28 Oct. 23, 00:03 One-Test Loss Crash -4 90 00:00:00 Download —
1760453 28 May 23, 17:56 brrrr None Initialization Failure — — 00:00:00 — —
2421571 28 Nov. 23, 23:34 t-bone Win Crash +1 0 00:00:00 Download —
1768203 06 June 23, 00:27 nida None Initialization Failure — — 00:00:00 — —
1760555 28 May 23, 21:12 CaninanaV051 Win Game Rules — 0 00:00:00 — —
1760561 28 May 23, 21:43 SharpenedEdge None Initialization Failure — — 00:00:00 — —
1760236 28 May 23, 13:08 WizardHat None Initialization Failure — — 00:00:00 — —
1760239 28 May 23, 13:08 MFBS None Initialization Failure — — 00:00:00 — —
2413395 27 Nov. 23, 17:51 t-bone Win Crash +1 0 00:00:00 Download —
1817036 06 July 23, 22:57 MechaShark — — 0 — 00:00:00 — —
1760240 28 May 23, 13:08 MechaSharkPalacky Win Crash — 0 00:00:00 — —
1760247 28 May 23, 13:18 brrrr None Initialization Failure — — 00:00:00 — —
1745334 14 May 23, 17:34 LucidPJS None Initialization Failure — — 00:00:00 — —
2601420 26 Jan. 24, 01:37 DadBotTest None Initialization Failure 0 — 00:00:00 — —
1760257 28 May 23, 13:26 WizardHat None Initialization Failure — — 00:00:00 — —
1760457 28 May 23, 17:56 brrrr None Initialization Failure — — 00:00:00 — —
2695920 25 March 24, 12:50 Chance None Error 0 0 00:00:00 — —
1760459 28 May 23, 17:57 One None Initialization Failure — — 00:00:00 — —
1779483 14 June 23, 14:56 Roro None Initialization Failure 0 — 00:00:00 — —
1785941 18 June 23, 17:57 Lissy Loss Crash — 94 00:00:00 — —
2009233 30 Sept. 23, 11:40 Ender None Initialization Failure 0 — 00:00:00 — —
2708802 02 April 24, 21:57 AKal_R — — — — 00:00:00 — —
2530779 20 Dec. 23, 20:38 ANIbot None Initialization Failure — — 00:00:00 — —
1791203 21 June 23, 18:21 MadBot None Initialization Failure — — 00:00:00 — —