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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 1573 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
1781456 15 June 23, 23:47 MilkWang1 Loss Game Rules — 9 00:18:59 — —
1781454 15 June 23, 23:47 MilkWang1 Loss Game Rules — 5 00:10:00 — —
1781453 15 June 23, 23:47 MilkWang1 Loss Game Rules — 10 00:12:48 — —
2511771 13 Dec. 23, 22:20 Phobos Loss Game Rules -1 9 00:07:30 Download —
2510046 13 Dec. 23, 06:24 Xena Loss Game Rules -1 9 00:08:21 Download —
1786249 18 June 23, 18:05 Lissy Loss Game Rules — 11 00:18:18 — —
1786250 18 June 23, 18:06 Lissy Loss Game Rules — 12 00:16:12 — —
1786251 18 June 23, 18:08 Lissy Loss Game Rules — 11 00:14:49 — —
1786239 18 June 23, 18:53 Roro Win Game Rules +5 13 00:10:35 — —
1786252 18 June 23, 18:56 Lissy Win Game Rules — 13 00:14:01 — —
1786253 18 June 23, 18:57 Lissy Loss Game Rules — 11 00:17:50 — —
1786254 18 June 23, 18:58 Lissy Loss Game Rules — 10 00:16:32 — —
1786255 18 June 23, 19:00 Lissy Loss Game Rules — 13 00:16:02 — —
1786256 18 June 23, 19:00 Lissy Loss Game Rules — 10 00:14:01 — —
1786257 18 June 23, 19:04 Lissy Win Game Rules — 18 00:14:34 — —
1786258 18 June 23, 19:04 Lissy Win Game Rules — 12 00:14:05 — —
1786259 18 June 23, 19:15 Ender Loss Game Rules — 14 00:27:53 — —
1786260 18 June 23, 19:15 Ender Loss Game Rules — 13 00:26:34 — —
1786261 18 June 23, 19:16 Ender Loss Game Rules — 11 00:13:59 — —
1786262 18 June 23, 19:26 Lissy Loss Game Rules — 10 00:13:35 — —
1786263 18 June 23, 19:26 Lissy Loss Game Rules — 9 00:13:28 — —
1786264 18 June 23, 19:30 Lissy Win Game Rules — 11 00:13:10 — —
1786231 18 June 23, 20:04 LucidZJS Win Game Rules +2 19 00:15:43 — —
1786206 18 June 23, 23:27 Apidae Win Game Rules +5 16 00:20:04 — —
1860648 31 July 23, 20:53 Phobos Loss Game Rules -3 7 00:08:59 — —
1860635 31 July 23, 21:04 SilverStalkerRush Loss Game Rules -5 10 00:15:10 — —
1860637 31 July 23, 22:19 TrainingBot Win Game Rules +2 16 00:19:11 — —
1786356 18 June 23, 19:50 Lissy Loss Game Rules — 17 00:16:00 — —
1786357 18 June 23, 19:50 Lissy Loss Game Rules — 11 00:15:13 — —
1786358 18 June 23, 19:51 Lissy Win Game Rules — 16 00:13:40 — —