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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 1571 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
1789807 20 June 23, 21:12 QueenBot Loss Game Rules -4 17 00:45:16 — —
1769748 07 June 23, 09:25 PhantomBot Loss Game Rules -3 7 00:10:42 — —
1795414 24 June 23, 12:56 Caninana Loss Game Rules -2 9 00:12:40 — —
1770599 07 June 23, 23:03 Bombshaker Loss Game Rules — 23 00:29:22 — —
1782825 17 June 23, 02:34 norman Loss Game Rules -3 7 00:10:43 — —
1771673 08 June 23, 16:29 QueenBot Loss Crash — 0 00:00:00 — —
2509795 13 Dec. 23, 09:25 Zozo Loss Game Rules -2 10 00:09:24 Download —
1927298 01 Sept. 23, 11:56 Krillin Loss Game Rules -4 7 00:09:58 — —
1927300 01 Sept. 23, 12:01 MechaShark Loss Game Rules -2 8 00:05:07 — —
1927289 01 Sept. 23, 14:22 ANIbot Loss Game Rules -2 9 00:21:07 — —
1848635 24 July 23, 16:57 LucidZJS Loss Game Rules -7 9 00:09:15 — —
1848631 24 July 23, 18:23 SilverStalkerRush Loss Game Rules -5 7 00:10:15 — —
1848634 25 July 23, 01:05 SF4G Loss Game Rules -3 9 00:07:21 — —
1848638 25 July 23, 02:34 PerilousProtossBot Loss Game Rules -4 8 00:22:16 — —
1848633 25 July 23, 02:42 MilkWang1 Loss Game Rules -4 7 00:11:36 — —
1923963 31 Aug. 23, 04:41 Sajuuk Loss Game Rules -3 10 00:11:04 — —
1848643 24 July 23, 16:34 norman Loss Game Rules -5 9 00:10:30 — —
1848647 25 July 23, 01:30 Visenya Loss Game Rules -5 5 00:07:03 — —
1781805 16 June 23, 06:48 MilkWang1 Loss Game Rules — 5 00:13:50 — —
1781820 16 June 23, 07:13 MilkWang1 Loss Game Rules — 6 00:09:01 — —
2082620 11 Oct. 23, 11:22 zigster Loss Game Rules -3 9 00:10:27 Download —
2510019 13 Dec. 23, 09:47 sharkbot Loss Game Rules -4 14 00:18:39 Download —
1839995 19 July 23, 16:57 Apidae Loss Game Rules -3 22 00:16:34 — —
1766152 04 June 23, 02:10 norman Loss Crash — 8 00:06:08 — —
1766153 04 June 23, 02:10 norman Loss Crash — 8 00:06:49 — —
2083910 12 Oct. 23, 01:35 SaShaBot Loss Game Rules -4 10 00:14:55 Download —
2083908 12 Oct. 23, 04:40 zigster Loss Game Rules -3 7 00:10:47 Download —
2510397 13 Dec. 23, 10:16 Xena Loss Game Rules -1 11 00:13:30 Download —
1927226 01 Sept. 23, 09:22 QueenBot Loss Game Rules -3 10 00:13:17 — —
1847467 24 July 23, 07:50 Dovahkiin Loss Game Rules -3 6 00:04:57 — —