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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 1556 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
1774491 11 June 23, 01:36 Bombshaker Win Game Rules +5 15 00:21:39 — —
1774462 11 June 23, 00:49 BaronessZuli Loss Game Rules -4 13 00:15:35 — —
1774496 11 June 23, 00:21 PhantomBot Loss Game Rules -3 8 00:16:55 — —
1773130 10 June 23, 23:38 Bombshaker Win Game Rules +5 10 00:12:19 — —
1774497 10 June 23, 22:47 LucidTJS Win Game Rules +1 16 00:18:24 — —
1774451 10 June 23, 22:14 LucidPJS Win Game Rules +4 18 00:14:25 — —
1774078 10 June 23, 22:05 Bombshaker Win Game Rules +5 9 00:13:21 — —
1774390 10 June 23, 21:48 Apidae Loss Game Rules — 5 00:08:21 — —
1774389 10 June 23, 21:47 Apidae Win Game Rules — 11 00:18:53 — —
1774388 10 June 23, 21:47 Apidae Loss Game Rules — 7 00:11:55 — —
1774387 10 June 23, 21:46 Apidae Loss Game Rules — 7 00:09:52 — —
1774386 10 June 23, 21:46 Apidae Loss Game Rules — 14 00:17:42 — —
1774080 10 June 23, 21:44 Krillin Win Game Rules +5 7 00:08:34 — —
1774082 10 June 23, 21:37 Excess1972 Win Game Rules +2 12 00:13:58 — —
1774382 10 June 23, 21:34 Apidae Loss Crash — 8 00:07:15 — —
1774381 10 June 23, 21:34 Apidae Loss Game Rules — 6 00:08:11 — —
1774380 10 June 23, 21:33 Apidae Loss Crash — 5 00:05:02 — —
1774379 10 June 23, 21:33 Apidae Loss Game Rules — 8 00:11:27 — —
1774378 10 June 23, 21:33 Apidae Loss Game Rules — 5 00:10:10 — —
1774286 10 June 23, 21:15 Apidae Loss Game Rules — 7 00:09:04 — —
1774285 10 June 23, 21:15 Apidae Loss Game Rules — 6 00:10:24 — —
1774284 10 June 23, 21:15 Apidae Loss Game Rules — 7 00:10:30 — —
1774283 10 June 23, 21:15 Apidae Win Game Rules — 8 00:12:28 — —
1774282 10 June 23, 21:15 Apidae Win Game Rules — 8 00:18:20 — —
1774281 10 June 23, 20:41 Apidae Loss Game Rules — 9 00:16:01 — —
1774280 10 June 23, 20:41 Apidae Loss Game Rules — 9 00:09:24 — —
1774279 10 June 23, 20:40 Apidae Loss Game Rules — 6 00:09:28 — —
1774278 10 June 23, 20:39 Apidae Loss Game Rules — 8 00:10:49 — —
1774277 10 June 23, 20:39 Apidae Loss Game Rules — 9 00:09:20 — —
1774276 10 June 23, 20:01 Apidae Loss Game Rules — 8 00:13:36 — —