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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
1782078 16 June 23, 11:30 Lissy Loss Crash -3 0 00:00:00 — —
2746197 27 April 24, 03:33 nida None Error 0 0 00:00:00 — —
2102276 15 Oct. 23, 14:15 27turtles None Error 0 0 00:00:00 — —
2705192 01 April 24, 02:04 t-bone None Error 0 0 00:00:00 — —
1771439 08 June 23, 16:30 Excess1972 Loss Crash -6 0 00:00:00 — —
1760555 28 May 23, 21:12 CaninanaV051 Win Game Rules — 0 00:00:00 — —
1777371 12 June 23, 23:52 Visenya Loss Crash — 0 00:00:00 — —
1983590 24 Sept. 23, 20:44 bocik None Error 0 0 00:00:00 — —
2695920 25 March 24, 12:50 Chance None Error 0 0 00:00:00 — —
1777375 12 June 23, 23:56 Visenya Loss Crash — 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 — —
2001521 29 Sept. 23, 10:01 Slugsnail None Error 0 0 00:00:00 — —
1777374 12 June 23, 23:55 Visenya Loss Crash — 0 00:00:00 — —
1777373 12 June 23, 23:53 Visenya Loss Crash — 0 00:00:00 — —
1777372 12 June 23, 23:53 Visenya Loss Crash — 0 00:00:00 — —
2512610 14 Dec. 23, 09:17 ANIbot None Error 0 0 00:00:00 — —
1777367 12 June 23, 23:38 Visenya Loss Crash — 0 00:00:00 — —
1777368 12 June 23, 23:40 Visenya Loss Crash — 0 00:00:00 — —
1760556 28 May 23, 21:12 CaninanaV051 Win Game Rules — 0 00:00:00 — —
1777370 12 June 23, 23:42 Visenya Loss Crash — 0 00:00:00 — —
2726742 14 April 24, 03:13 miniZerg Win Crash +4 0 00:00:00 Download —
2684161 19 March 24, 00:38 Polymozggggg Win Crash +4 0 00:00:00 Download —
1760557 28 May 23, 21:12 CaninanaV051 Win Game Rules — 0 00:00:00 — —
2789084 19 May 24, 01:34 sharkbot None Error 0 0 00:00:00 — —
2407693 26 Nov. 23, 23:32 t-bone Win Crash +4 0 00:00:00 Download —
2407770 27 Nov. 23, 00:10 t-bone Win Crash +4 0 00:00:00 Download —
1777369 12 June 23, 23:41 Visenya Loss Crash — 0 00:00:00 — —
1777366 12 June 23, 23:37 Visenya Loss Crash — 0 00:00:00 — —
2408588 27 Nov. 23, 02:40 t-bone Win Crash +3 0 00:00:00 Download —