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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 1589 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

Requested or In Progress Matches

Match ID Bot 1 Bot 2 Map Started at Assigned to
2761665 miniTestikP Raiden-p-bot Gresvan512V2AIE 06. May 2024 - 02:19:51 arenaclient_009

Results

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ID Date Opponent Result Cause +/- Avg Step(ms) Duration Replay Tags
1768442 06 June 23, 07:23 MilkWang1 Loss Game Rules -3 9 00:11:52
1768441 06 June 23, 06:33 LucidZJS Win Game Rules +3 11 00:16:53
1768440 06 June 23, 06:01 LucidTJS Win Game Rules +1 10 00:11:00
1768424 06 June 23, 05:50 BaronessZuli Loss Game Rules -4 9 00:15:07
1767272 06 June 23, 05:30 Bombshaker Loss Game Rules -3 10 00:25:18
1768101 06 June 23, 03:44 norman Win Game Rules +5 9 00:13:32
1768100 06 June 23, 03:29 nida Loss Game Rules -5 7 00:15:59
1768095 06 June 23, 03:21 Visenya Loss Crash -3 5 00:09:32
1768050 06 June 23, 03:15 Apidae Loss Game Rules -3 6 00:10:35
1767993 06 June 23, 03:02 LucidPJS Win Game Rules +4 7 00:09:45
1768040 06 June 23, 02:52 Excess1972 Win Game Rules +2 15 00:14:52
1768097 06 June 23, 01:24 LucidTJS Win Game Rules +1 27 00:43:42
1768099 06 June 23, 01:01 MilkWang1 Loss Game Rules -3 5 00:07:39
1768096 06 June 23, 00:52 12PoolBot Loss Crash -3 6 00:05:27
1768205 06 June 23, 00:30 nida Win Game Rules 14 00:13:37
1768204 06 June 23, 00:29 nida Loss Game Rules 8 00:15:03
1768203 06 June 23, 00:27 nida None Initialization Failure 00:00:00
1768202 06 June 23, 00:27 nida Win Game Rules 11 00:16:07
1768201 06 June 23, 00:27 nida Loss Game Rules 8 00:08:41
1768070 06 June 23, 00:20 Bombshaker Loss Game Rules -3 17 00:31:03
1768199 06 June 23, 00:16 nida Loss Game Rules 7 00:07:43
1768198 06 June 23, 00:16 nida Loss Game Rules 8 00:11:44
1768197 06 June 23, 00:14 nida Loss Game Rules 8 00:11:33
1768196 06 June 23, 00:14 nida Loss Game Rules 7 00:14:37
1768195 06 June 23, 00:13 nida Win Game Rules 24 00:26:04
1768193 06 June 23, 00:01 nida Loss Game Rules 8 00:08:55
1768192 05 June 23, 23:59 nida Loss Game Rules 7 00:14:06
1768191 05 June 23, 23:58 nida Loss Game Rules 5 00:07:31
1768190 05 June 23, 23:57 nida Win Game Rules 12 00:10:47
1768189 05 June 23, 23:57 nida Tie Game Rules 18 01:00:00