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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 1582 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
1781297 15 June 23, 20:44 MilkWang1 Loss Game Rules — 7 00:09:34 — —
1781296 15 June 23, 20:44 MilkWang1 Win Game Rules — 17 00:14:18 — —
1781295 15 June 23, 20:44 MilkWang1 Loss Game Rules — 10 00:15:43 — —
1781294 15 June 23, 20:44 MilkWang1 Loss Game Rules — 7 00:07:00 — —
1781083 15 June 23, 20:38 Ender Win Game Rules +6 9 00:15:52 — —
1781293 15 June 23, 20:37 MilkWang1 Loss Game Rules — 6 00:07:22 — —
1781292 15 June 23, 20:36 MilkWang1 Win Game Rules — 19 00:13:38 — —
1781291 15 June 23, 20:36 MilkWang1 Loss Game Rules — 9 00:07:10 — —
1781290 15 June 23, 20:36 MilkWang1 Loss Game Rules — 6 00:08:48 — —
1781289 15 June 23, 20:35 MilkWang1 Loss Game Rules — 5 00:07:48 — —
1781288 15 June 23, 20:32 MilkWang1 Win Game Rules — 7 00:17:49 — —
1781287 15 June 23, 20:31 MilkWang1 Loss Game Rules — 5 00:07:03 — —
1781286 15 June 23, 20:28 MilkWang1 Loss Game Rules — 9 00:08:35 — —
1781285 15 June 23, 20:28 MilkWang1 Loss Game Rules — 6 00:13:52 — —
1781284 15 June 23, 20:28 MilkWang1 Loss Game Rules — 10 00:11:30 — —
1781156 15 June 23, 20:27 t-bone Win Game Rules +5 12 00:14:36 — —
1781283 15 June 23, 20:19 MilkWang1 Loss Game Rules — 6 00:06:43 — —
1781282 15 June 23, 20:19 MilkWang1 Loss Game Rules — 8 00:10:28 — —
1781281 15 June 23, 20:17 MilkWang1 Loss Game Rules — 5 00:07:16 — —
1781280 15 June 23, 20:16 MilkWang1 Loss Game Rules — 7 00:15:00 — —
1781279 15 June 23, 20:16 MilkWang1 Win Game Rules — 15 00:15:04 — —
1781091 15 June 23, 20:02 faith_no_more Win Game Rules +4 25 00:23:58 — —
1781128 15 June 23, 19:51 MilkWang1 Loss Game Rules -2 7 00:07:10 — —
1781064 15 June 23, 19:37 Sharkling Win Game Rules +6 13 00:10:44 — —
1781098 15 June 23, 19:30 BlinkBot Loss Game Rules -3 8 00:10:36 — —
1781157 15 June 23, 18:54 Roro Loss Game Rules -2 7 00:13:02 — —
1781074 15 June 23, 18:45 QueenBot Loss Game Rules -2 8 00:10:52 — —
1781186 15 June 23, 18:19 MilkWang1 Loss Game Rules — 8 00:07:07 — —
1781185 15 June 23, 18:19 MilkWang1 Loss Game Rules — 6 00:07:25 — —
1781184 15 June 23, 18:17 MilkWang1 Loss Game Rules — 6 00:06:42 — —