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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 1544 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
1878103 13 Aug. 23, 05:18 DadBot Loss Game Rules -3 16 00:21:32 — —
1770437 07 June 23, 21:56 Apidae Loss Game Rules -3 7 00:12:03 — —
1943707 07 Sept. 23, 21:26 Sajuuk Loss Game Rules -3 9 00:12:16 — —
1768169 05 June 23, 23:07 nida Loss Game Rules — 10 00:24:58 — —
2102280 15 Oct. 23, 13:52 norman Loss Game Rules -5 10 00:13:43 Download —
1782900 16 June 23, 22:29 Lissy Loss Game Rules -3 10 00:14:46 — —
1782337 16 June 23, 15:28 QueenBot Loss Game Rules -3 11 00:13:19 — —
1782358 16 June 23, 17:21 BlinkBot Loss Game Rules -3 8 00:09:53 — —
1781594 16 June 23, 01:43 MilkWang1 Loss Game Rules — 8 00:11:39 — —
1960004 14 Sept. 23, 04:50 Phobos Loss Game Rules -3 8 00:08:12 — —
1960009 14 Sept. 23, 16:48 QueenBot Loss Game Rules -3 8 00:11:19 — —
1772495 09 June 23, 10:28 Visenya Loss Timeout — 11 00:11:08 — —
2509847 13 Dec. 23, 07:46 SharpShadows Loss Game Rules -3 9 00:08:18 Download —
1953796 11 Sept. 23, 17:19 OssaviBot Loss Game Rules -2 8 00:07:21 — —
1860634 02 Aug. 23, 18:18 SaShaBot Loss Game Rules -4 11 00:16:42 — —
1860653 01 Aug. 23, 00:27 Visenya Loss Game Rules -4 8 00:07:03 — —
1781554 16 June 23, 00:01 MilkWang1 Loss Game Rules — 7 00:06:59 — —
1781555 16 June 23, 00:02 MilkWang1 Loss Game Rules — 7 00:08:08 — —
1781556 16 June 23, 00:02 MilkWang1 Loss Game Rules — 6 00:06:41 — —
1781557 16 June 23, 00:03 MilkWang1 Loss Game Rules — 6 00:07:32 — —
1781558 16 June 23, 00:11 MilkWang1 Loss Game Rules — 7 00:05:52 — —
1781574 16 June 23, 01:17 MilkWang1 Loss Game Rules — 6 00:08:23 — —
1781575 16 June 23, 01:17 MilkWang1 Loss Game Rules — 5 00:08:53 — —
1781576 16 June 23, 01:17 MilkWang1 Loss Game Rules — 5 00:07:32 — —
1781577 16 June 23, 01:17 MilkWang1 Loss Game Rules — 7 00:07:09 — —
1781578 16 June 23, 01:30 MilkWang1 Loss Game Rules — 7 00:07:59 — —
1785694 18 June 23, 11:57 QueenBot Loss Game Rules -3 10 00:14:54 — —
1953783 11 Sept. 23, 19:09 SF4G Loss Game Rules -3 7 00:13:16 — —
1781581 16 June 23, 01:30 MilkWang1 Loss Game Rules — 7 00:13:12 — —
1781582 16 June 23, 01:30 MilkWang1 Loss Game Rules — 6 00:08:32 — —