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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 1561 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
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 — —
1774275 10 June 23, 20:01 Apidae Win Game Rules — 16 00:19:01 — —
1774274 10 June 23, 19:56 Apidae Win Game Rules — 11 00:21:23 — —
1774037 10 June 23, 19:50 LucidPJS Loss Crash -4 19 00:34:21 — —
1774068 10 June 23, 19:39 t-bone Loss Game Rules -3 8 00:11:45 — —
1774273 10 June 23, 19:36 Apidae Loss Game Rules — 12 00:14:15 — —
1774272 10 June 23, 19:36 Apidae Loss Game Rules — 7 00:10:06 — —
1774271 10 June 23, 19:34 Apidae Loss Game Rules — 8 00:08:34 — —
1774270 10 June 23, 19:10 Apidae Loss Game Rules — 15 00:17:44 — —
1774269 10 June 23, 19:08 Apidae Loss Game Rules — 9 00:10:07 — —
1774268 10 June 23, 19:07 Apidae Loss Game Rules — 7 00:13:10 — —
1774264 10 June 23, 18:42 Apidae Loss Game Rules — 5 00:08:19 — —
1774263 10 June 23, 18:42 Apidae Loss Game Rules — 7 00:10:14 — —
1774262 10 June 23, 18:41 Apidae Loss Game Rules — 6 00:11:41 — —
1774261 10 June 23, 18:30 Visenya Win Game Rules — 17 00:11:43 — —
1774260 10 June 23, 18:30 Visenya Loss Game Rules — 7 00:18:25 — —
1774259 10 June 23, 18:28 Visenya Win Game Rules — 8 00:15:15 — —
1774084 10 June 23, 18:21 LucidTJS Win Game Rules +1 11 00:09:52 — —
1774258 10 June 23, 18:14 Apidae Loss Game Rules — 11 00:14:07 — —
1774257 10 June 23, 18:14 Apidae Loss Game Rules — 9 00:08:45 — —