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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 1577 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
1771067 08 June 23, 13:37 BaronessZuli Win Game Rules +4 16 00:11:19 — —
1771419 08 June 23, 13:28 QueenBot Loss Game Rules — 7 00:11:22 — —
1771418 08 June 23, 13:27 QueenBot Loss Game Rules — 13 00:13:14 — —
1771417 08 June 23, 13:26 QueenBot Loss Crash — 11 00:11:19 — —
1771064 08 June 23, 13:20 Ender Win Crash +4 7 00:07:58 — —
1771073 08 June 23, 12:53 LucidTJS Win Game Rules +1 16 00:12:03 — —
1771315 08 June 23, 12:32 Apidae Loss Game Rules — 7 00:12:59 — —
1771314 08 June 23, 12:32 Apidae Loss Game Rules — 5 00:08:40 — —
1771313 08 June 23, 12:32 Apidae Loss Game Rules — 12 00:15:56 — —
1771069 08 June 23, 12:20 Excess1972 Win Game Rules +2 13 00:11:20 — —
1771070 08 June 23, 11:59 Apidae Loss Game Rules -3 10 00:15:23 — —
1771312 08 June 23, 11:59 Apidae Win Game Rules — 16 00:13:07 — —
1771311 08 June 23, 11:59 Apidae Loss Game Rules — 8 00:12:48 — —
1771072 08 June 23, 11:46 PhantomBot Loss Crash -3 7 00:07:16 — —
1771310 08 June 23, 11:34 Apidae Win Game Rules — 10 00:10:53 — —
1771309 08 June 23, 11:34 Apidae Loss Game Rules — 9 00:09:40 — —
1771308 08 June 23, 11:31 Apidae Loss Game Rules — 13 00:18:56 — —
1771063 08 June 23, 11:19 QueenBot Loss Game Rules -3 11 00:12:54 — —
1771307 08 June 23, 10:59 Apidae Loss Game Rules — 8 00:13:41 — —
1771306 08 June 23, 10:58 Apidae Loss Game Rules — 10 00:14:18 — —
1771305 08 June 23, 10:57 Apidae Win Game Rules — 23 00:15:20 — —
1771304 08 June 23, 10:35 Apidae Loss Game Rules — 6 00:10:48 — —
1771303 08 June 23, 10:34 Apidae Loss Game Rules — 7 00:12:33 — —
1771302 08 June 23, 10:19 Apidae Loss Crash — 6 00:00:09 — —
1771301 08 June 23, 10:18 Apidae Loss Crash — 5 00:00:09 — —
1771300 08 June 23, 10:17 Apidae Loss Crash — 6 00:00:09 — —
1771299 08 June 23, 09:48 Apidae Loss Game Rules — 8 00:13:31 — —
1771298 08 June 23, 09:48 Apidae Loss Game Rules — 9 00:12:12 — —
1771074 08 June 23, 09:21 LucidZJS Win Game Rules +3 21 00:24:45 — —
1771071 08 June 23, 09:14 12PoolBot Win Game Rules +5 9 00:10:50 — —