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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 -- 1 1555 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
2415522 28 Nov. 23, 01:21 t-bone Win Crash +1 0 00:00:00 Download —
2705192 01 April 24, 02:04 t-bone None Error 0 0 00:00:00 — —
1777367 12 June 23, 23:38 Visenya Loss Crash — 0 00:00:00 — —
1760555 28 May 23, 21:12 CaninanaV051 Win Game Rules — 0 00:00:00 — —
1777366 12 June 23, 23:37 Visenya Loss Crash — 0 00:00:00 — —
1777369 12 June 23, 23:41 Visenya Loss Crash — 0 00:00:00 — —
1777370 12 June 23, 23:42 Visenya Loss Crash — 0 00:00:00 — —
2646463 22 Feb. 24, 17:47 Chance Tie Game Rules +1 1 01:00:00 Download —
2689131 22 March 24, 08:39 Chance Loss Game Rules -5 1 00:57:51 Download —
1840949 20 July 23, 14:04 Visenya Tie Game Rules 0 2 01:00:00 — —
1868752 07 Aug. 23, 15:38 Visenya Tie Game Rules -2 2 01:00:00 — —
1843847 22 July 23, 04:01 Visenya Tie Game Rules 0 2 01:00:00 — —
2733364 18 April 24, 14:54 Chance Loss Game Rules -5 2 00:54:24 Download —
1845681 23 July 23, 08:47 Visenya Tie Game Rules 0 2 01:00:00 — —
1894565 20 Aug. 23, 13:47 Visenya Tie Game Rules -2 2 01:00:00 — —
2450712 03 Dec. 23, 00:05 Chance Tie Game Rules 0 2 01:00:00 Download —
1878985 13 Aug. 23, 13:17 Visenya Tie Game Rules -3 2 01:00:00 — —
1960011 14 Sept. 23, 17:05 Chance Loss Game Rules -3 2 00:08:08 — —
1844743 22 July 23, 13:29 Visenya Tie Game Rules 0 2 01:00:00 — —
1801001 28 June 23, 07:45 MechaShark Tie Game Rules 0 2 00:43:16 — —
1878050 12 Aug. 23, 20:09 Visenya Tie Game Rules -2 2 01:00:00 — —
1893020 20 Aug. 23, 02:16 Visenya Tie Game Rules -2 2 01:00:00 — —
1778293 14 June 23, 01:15 Visenya Tie Game Rules 0 2 01:00:00 — —
2668365 07 March 24, 21:11 Neonka Tie Game Rules +1 2 00:26:16 Download —
2767658 08 May 24, 11:00 Ketroc Loss Game Rules -1 3 00:12:07 Download —
2198179 02 Nov. 23, 11:42 Sharkling Loss Game Rules -1 3 00:10:30 Download —
2039405 04 Oct. 23, 11:28 Sharkling Loss Game Rules -2 3 00:12:04 Download —
2001359 29 Sept. 23, 09:58 Ender Loss Game Rules -3 3 00:10:44 Download —
2690673 23 March 24, 01:20 sharkbot Loss Game Rules -3 3 00:09:26 Download —
2748121 28 April 24, 02:44 Brassbot Tie Game Rules -3 3 01:00:00 Download —