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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 1583 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
1781571 16 June 23, 00:26 MilkWang1 Loss Game Rules — 6 00:08:03 — —
1781570 16 June 23, 00:26 MilkWang1 Loss Game Rules — 7 00:09:03 — —
1781569 16 June 23, 00:26 MilkWang1 Loss Game Rules — 6 00:09:14 — —
1781568 16 June 23, 00:26 MilkWang1 Loss Game Rules — 6 00:06:54 — —
1781567 16 June 23, 00:15 MilkWang1 Loss Game Rules — 6 00:07:25 — —
1781566 16 June 23, 00:15 MilkWang1 Loss Game Rules — 7 00:07:20 — —
1781565 16 June 23, 00:14 MilkWang1 Win Game Rules — 19 00:14:54 — —
1781564 16 June 23, 00:13 MilkWang1 Loss Game Rules — 7 00:09:12 — —
1781563 16 June 23, 00:12 MilkWang1 Win Game Rules — 10 00:20:13 — —
1781562 16 June 23, 00:12 MilkWang1 Loss Game Rules — 8 00:09:02 — —
1781561 16 June 23, 00:12 MilkWang1 Loss Game Rules — 6 00:14:07 — —
1781560 16 June 23, 00:12 MilkWang1 Loss Game Rules — 6 00:10:33 — —
1781559 16 June 23, 00:12 MilkWang1 Loss Game Rules — 6 00:07:51 — —
1781558 16 June 23, 00:11 MilkWang1 Loss Game Rules — 7 00:05:52 — —
1781557 16 June 23, 00:03 MilkWang1 Loss Game Rules — 6 00:07:32 — —
1781556 16 June 23, 00:02 MilkWang1 Loss Game Rules — 6 00:06:41 — —
1781555 16 June 23, 00:02 MilkWang1 Loss Game Rules — 7 00:08:08 — —
1781554 16 June 23, 00:01 MilkWang1 Loss Game Rules — 7 00:06:59 — —
1781553 16 June 23, 00:01 MilkWang1 Loss Game Rules — 6 00:08:39 — —
1781552 15 June 23, 23:56 MilkWang1 Loss Game Rules — 7 00:07:10 — —
1781551 15 June 23, 23:55 MilkWang1 Loss Game Rules — 7 00:06:37 — —
1781550 15 June 23, 23:54 MilkWang1 Win Game Rules — 10 00:18:00 — —
1781549 15 June 23, 23:54 MilkWang1 Loss Game Rules — 6 00:07:16 — —
1781548 15 June 23, 23:54 MilkWang1 Loss Game Rules — 7 00:07:51 — —
1781456 15 June 23, 23:47 MilkWang1 Loss Game Rules — 9 00:18:59 — —
1781455 15 June 23, 23:47 MilkWang1 Win Game Rules — 10 00:14:14 — —
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 — —
1781452 15 June 23, 23:47 MilkWang1 Loss Game Rules — 4 00:08:20 — —
1781451 15 June 23, 23:34 MilkWang1 Win Game Rules — 9 00:12:55 — —