PRIVATE ProteusSFX-AI tests

Code, algorithms, languages, construction...
AlexChess
Posts: 504
Joined: Sat Jan 08, 2022 9:25 am
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Re: PRIVATE ProteusSFX-AI tests

Post by AlexChess » Sun Jan 21, 2024 6:48 pm

@dorsz Changed thinking times again. 60 minutes + 5 secs for Stockfish (to simulate 5 min games on good hardware) and 3 hours / all moves for ProteusSFX-AI, so it has all the time to search good moves. Better quality games than quantity, I already have a good base of openings that can hold even top engines boosted by better hardware :)

AlexChess
Posts: 504
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Re: PRIVATE ProteusSFX-AI tests

Post by AlexChess » Tue Jan 23, 2024 6:41 pm

@dorsz Having more time to calculate (or a better hardware) Stockfish becomes almost unbatable!

I'm waiting your updated engines for 2 blitz 5-0 300 games rematches and if you have your own books it's would been better ;)

:idea: ASAP I'll use your last DOTS 8 test suite to make our challenge more thrilling. Just downloaded it

...and so I can pubish all the games, since nobody can use them against me!!! :mrgreen:

PS: Have you something to suggest about AI?

Image

AlexChess
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Re: PRIVATE ProteusSFX-AI tests

Post by AlexChess » Tue Jan 23, 2024 7:13 pm

MATCH ProteusSFX-AI 240101 vs Swordfish 15.5
DOTS 8 (Dynamic Opening Test) suite - All 1530 positions repeated on both sides
10 minutes + 5 secs / all moves - Core I5 2 cores ~ 1000 kn/s - Tablebases 6 man

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AlexChess
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Re: PRIVATE ProteusSFX-AI tests

Post by AlexChess » Wed Jan 24, 2024 8:31 am

@dorsz Unluckily DOT 6.pgn seems not working on Banksiagui! Clocks go and engines play but the chessboard is hooked on the starting position! It could be also one more BSG bug (I have even reinstalled BSG 0.58rc1 from scratch deleting all settings data, on the image above was using another book probably, BSG has even messed selected books) but with TCEC 23 superfinal (that I have used for Ligh 12 Pro's 300 games gauntlet) it works fine. So I'm using this unbalanced test suite instead of your on 300 10 mins +5 games matches.

Could you please test if the DOT6.pgn works on your PC with BSG 0.58 RC1?

AlexChess
Posts: 504
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Re: PRIVATE ProteusSFX-AI tests

Post by AlexChess » Wed Jan 24, 2024 9:24 am

@dorsz DOT 6 works fine on Fritz 18 GUI. But on this GUI I must hard code the number of CPUs of engines on settings (I choose 4 it uses 1) :shock:

NOTE: Both BanksiaGui and Fritz 18 GUI are full of bugs. Chessbase absolutely doesn't care about nothing (Playchess.com siblings, insults, bugs) I will not buy another Premium Account for 40€, I will use more 3 months FREE LEGAL DEMO accounts since it's an eternal BETA if not an abandoware, while progressively moving offline :roll:

AlexChess
Posts: 504
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Re: PRIVATE ProteusSFX-AI tests

Post by AlexChess » Wed Jan 24, 2024 12:47 pm

@dorsz Finaly I have managed to use DOTS 6 on Banksiagui!
Unbalanced games are much more thrilling
3060 (1530 position repeated on both sides)
10 mins + 5 secs games against Swordfish 15.5 (~100 games/day)
Core I5 2 cores (~1 Mn/s)

Note: I cannot reach Pham even on email. Actually I'm the only admin on Banksiagui forum.
I would like tto help him fix Lichess.org clients bugs and BSG overall instability...
But Fritz 18 Gui and tournament management is much worse... Really Playshit

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dorsz
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Re: PRIVATE ProteusSFX-AI tests

Post by dorsz » Wed Jan 24, 2024 3:34 pm

Nice long match. 3060 games should be enough to verify the strength.
How did you fix the problem in Banksia?

AlexChess
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Re: PRIVATE ProteusSFX-AI tests

Post by AlexChess » Wed Jan 24, 2024 9:50 pm

@dorsz Reinstalling it from scratch, completely deleting C:\Banksiagui 0.58 RC1 folder and all Bankiagui configs also from C:\Users\<name>\AppData\Roaming\Banksiagui\ Incrdedibly even this way it was loading and enabling other bin books together with DOT'S 6 :shock: and when starting the GUI the chessboard was hanging. At the very end, after more trials, the first right DOT 6 position has come out. (I have insisted only because one time it has worked fine, but not with all 3060 games) . A real mess. I don't know where Pham is. It's a pity because after having fixed some bugs, BSG could be really the best gui, much better than Fritz 19. But now it requires infinite workarounds. I have created a .bat that copies my working custom configs and layout when it becomes mad (after few crashes it restores the basic layout, TOO, losing most settiings. A true nightmare.... :roll:

I like this relaxing layout, I don't know why Pham has chosen a default with not-standard pieces and eyes offending colors ;)

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AlexChess
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Re: PRIVATE ProteusSFX-AI tests

Post by AlexChess » Thu Jan 25, 2024 7:58 am

Hi @dorsz, my skylled chess friend, finally +1 for me. I publish both games with reverse colors on same position.
Obviously I'll publish also the couple of games where I will lose on the same position and the match is still at the very beginning ;)

Image

Swordfish 15.5 - ProteusSFX-AI 240101 0-1
Image

[Event "Chess Tournament"]
[Site "*"]
[Date "2024.01.25"]
[Time "07:55:18"]
[Round "1"]
[Board "21"]
[White "Swordfish 15.5"]
[Black "ProteusSFX-AI 240101"]
[Result "0-1"]
[Termination "mate"]
[TimeControl "600+5"]
[PlyCount "188"]
[FEN "rnbqk1nr/pppppp1p/6p1/8/3bP3/3B4/PPP2PPP/RNBQK1NR w KQkq - 0 1"]
[SetUp "1"]

1.f4 {-0.7/32 49829 49388632} Bg7 {-0.8/27 20276 16514622} 2.Nc3 {-0.7/30 14562 15070277} c6 {-0.8/27 10254 9170142}
3.h3 {-0.7/29 13301 13263652} d5 {-0.9/27 9313 8218715} 4.e5 {-0.8/31 18062 18238734} Nh6 {-0.9/29 10307 8137971}
5.Nf3 {-0.8/29 9974 10446402} O-O {-1.0/26 13671 12035917} 6.Be3 {-0.9/33 72838 71995133} f6 {-1.0/27 11623 9564278}
7.O-O {-0.9/31 30601 29823692} fxe5 {-1.0/28 11775 10205818} 8.fxe5 {-0.9/28 8240 8989642} Nf7 {-0.8/32 18046 15933450}
9.Bf4 {-0.8/26 9700 10623974} c5 {-0.9/31 17613 15861467} 10.Qe1 {-0.8/30 14347 14508694} c4 {-0.9/27 11182 10056146}
11.Be2 {-0.9/30 12567 13633168} e6 {-0.9/27 12770 11514227} 12.Rd1 {-0.9/30 26606 28299011} Nd7 {-0.9/32 36917 32852876}
13.Qg3 {-0.5/28 8266 9241253} Qb6+ {-0.8/26 14411 13017429} 14.Kh2 {-1.1/38 110080 111684887} Qxb2 {-0.8/30 13588 11479571}
15.Nxd5 {-1.2/33 7352 7955654} exd5 {-1.1/29 12481 11916718} 16.e6 {-1.1/32 9326 10065591} Nde5 {-1.1/30 10176 9515142}
17.Nd4 {-1.1/31 10596 11109146} Qb6 {-1.2/31 12872 12045586} 18.exf7+ {-1.0/31 16388 15897893} Nxf7 {-1.1/31 21355 19753518}
19.c3 {-1.1/28 9523 9931420} Bd7 {-1.1/29 14106 12418531} 20.Bf3 {-1.1/35 47287 49085000} Qa5 {-1.1/29 11166 8792538}
21.Bd6 {-1.2/33 17011 17020790} Kh8 {-1.0/28 10301 8932414} 22.Bb4 {-1.2/29 6449 6933649} Qxb4 {-1.1/31 13630 11744292}
23.cxb4 {-1.2/29 10237 10827341} Be5 {-1.1/29 13518 10780117} 24.Bxd5 {-1.1/27 14341 14433863} Bxg3+ {-1.1/28 10508 8830412}
25.Kxg3 {-1.2/31 12437 12646539} Nd6 {-1.1/29 14474 12100002} 26.Rxf8+ {-1.2/29 14811 14385664} Rxf8 {-1.3/28 10142 8352828}
27.Re1 {-1.1/30 28160 26207928} Bf5 {-1.3/28 28008 21764542} 28.Re7 {-0.8/27 6072 6394345} Rd8 {-1.1/26 10393 8275938}
29.Bxb7 {-0.9/27 10175 9565645} c3 {-1.3/32 10538 9821931} 30.Bc6 {-1.6/33 32415 34940857} Nb5 {-1.6/31 10584 10409375}
31.Ne2 {-1.7/30 8429 8773006} Rd3+ {-1.7/30 9553 9494507} 32.Kf4 {-1.7/33 15030 15005881} Nd4 {-1.8/29 9799 9266388}
33.Ba4 {-1.9/29 15650 15188022} c2 {-1.8/31 15530 12720414} 34.Kg5 {-1.8/30 8265 8709885} Rd2 {-1.8/30 11071 9537866}
35.Bxc2 {-1.9/30 12920 13976810} Bxc2 {-1.9/32 11948 11136288} 36.Nf4 {-2.0/32 22979 22719817} Nf5 {-1.9/31 11505 9845439}
37.Rc7 {-1.9/26 4176 4328183} Rf2 {-1.9/29 15101 12669213} 38.Kf6 {-1.9/28 7936 7853487} Nd6 {-1.9/29 9530 8074741}
39.Ke5 {-1.7/25 6180 6242625} Nb5 {-2.0/28 13766 11498682} 40.Rd7 {-1.9/28 14054 14684820} g5 {-2.0/29 9017 7632034}
41.Nh5 {-2.0/24 4076 4451697} Rf5+ {-2.0/27 9242 7857685} 42.Ke6 {-1.8/21 509 542090} Rf8 {-2.0/30 13793 11743408}
43.Nf6 {-1.7/27 7954 7049434} a6 {-2.1/28 11759 10355039} 44.a4 {-1.9/26 6475 6472409} Nc3 {-2.1/29 10075 8787235}
45.a5 {-2.1/24 6386 6757380} Rb8 {-2.1/27 8864 7983502} 46.Ra7 {-2.0/29 20708 20937763} Rxb4 {-2.3/31 30991 26581324}
47.g4 {-1.7/22 3917 3415216} Nb5 {-2.3/30 6192 5730286} 48.Ra8+ {-1.8/26 1982 2319411} Kg7 {-2.5/24 553 513488}
49.Ne8+ {-2.1/34 7634 9283123} Kh6 {-2.7/30 13453 13370536} 50.Rxa6 {-2.2/29 3793 4668421} Bg6 {-2.7/30 9740 10303317}
51.Kd5 {-2.2/30 2832 3917235} Ra4 {-2.8/28 8554 9014371} 52.Kc5 {-2.5/30 7882 10313731} Re4 {-3.0/29 12979 12180119}
53.Kxb5 {-2.6/27 5505 6773389} Re5+ {-3.0/30 8202 9992022} 54.Kc4 {-2.9/24 6593 9785925} Rxe8 {-3.3/34 11980 15011613}
55.Rd6 {-3.1/31 6012 9667856} Re3 {-3.5/32 8045 10965351} 56.Kb4 {-3.4/27 5773 8898150} Rxh3 {-3.9/29 8831 11023013}
57.a6 {-3.4/27 4645 7634323} Rh1 {-4.2/29 10421 13112215} 58.Kc5 {-4.0/26 7942 13127136} Kg7 {-4.2/33 8093 10545605}
59.a7 {-4.2/31 8965 14743823} Be4 {-4.4/31 8740 11793399} 60.Kd4 {-4.2/28 3344 5536961} Ba8 {-4.5/29 8414 10440873}
61.Ke5 {-4.4/27 2306 4110865} Re1+ {-5.1/24 8848 10803226} 62.Kf5 {-4.4/30 2112 2844262} Re7 {-5.3/27 8125 10720198}
63.Kxg5 {-4.4/30 1839 3464111} Rxa7 {-5.6/26 9106 12549145} 64.Kf4 {-4.4/30 2189 4236380} Rf7+ {-5.8/26 7706 10461126}
65.Kg5 {-5.2/29 10906 19284181} Bb7 {-5.8/42 7348 10154334} 66.Rd4 {-5.3/28 2591 4950152} Rc7 {-5.8/46 8124 12320780}
67.Rd1 {-5.3/30 2968 5719334} Rc5+ {-5.8/35 12484 18772445} 68.Kh4 {-5.3/30 3557 6546022} Bc8 {-6.6/31 7658 11248585}
69.Rd6 {-5.3/34 3322 6004253} Rc4 {-6.6/44 7052 11279093} 70.Kh5 {-5.3/34 2724 5065865} Bxg4+ {-6.6/41 8700 14241243}
71.Kg5 {-5.8/44 10280 17945693} Re4 {-6.6/39 10525 16806674} 72.Rc6 {-5.8/43 9799 18821944} Be6 {-7.5/34 10433 17044056}
73.Rc7+ {-5.8/44 1510 2968066} Bf7 {-7.5/42 6911 11566225} 74.Rc6 {-6.5/45 14993 26907577} Be6 {-7.5/38 9460 16604899}
75.Rc7+ {-6.5/34 3498 6728817} Bf7 {-7.5/37 9863 15813101} 76.Ra7 {-6.5/35 1479 2826893} h5 {-8.7/28 8709 14792479}
77.Kf5 {-7.4/38 11022 20719972} Re6 {-11.9/25 18672 33524341} 78.Kf4 {-7.4/30 5370 10082810} Rc6 {-32.4/22 7494 13301332}
79.Ke5 {-7.4/30 1854 3621465} Kg6 {-33.9/52 25871 47925706} 80.Ra1 {-7.4/32 1771 3646945} Be6 {-33.9/32 5644 10787318}
81.Ra8 {-8.2/30 11001 21531026} h4 {-34.0/29 5958 11806289} 82.Re8 {-8.2/35 6250 10342980} Kg5 {-34.6/44 6461 13816647}
83.Rxe6 {-11.0/34 5198 8647607} Rxe6+ {M+12/53 5187 9895645} 84.Kxe6 {M-11/42 2702 7999540} h3 {M+11/69 4865 12861039}
85.Kd5 {M-10/44 1006 3055226} h2 {M+10/76 4836 14967664} 86.Kc4 {M-9/51 1596 4123441} h1=Q {M+9/86 5190 19404858}
87.Kb5 {M-8/67 1688 6487081} Kf5 {M+8/102 4828 23518125} 88.Kc4 {M-7/85 1978 11601420} Ke5 {M+7/138 4926 25308521}
89.Kd3 {M-6/126 2225 14779427} Qc1 {M+6/236 4828 23642895} 90.Ke2 {M-5/148 507 3322056} Qc3 {M+5/245 1903 9826354}
91.Kd1 {M-4/245 411 2542438} Kf4 {M+4/245 138 547883} 92.Ke2 {M-3/245 89 38777} Qc2+ {M+3/245 115 41956}
93.Kf1 {M-2/245 75 16802} Kf3 {M+2/245 94 17528} 94.Ke1 {M-1/245 83 1473} Qe2# {M+1/245 95 14212}
0-1



Image

[Event "Chess Tournament"]
[Site "*"]
[Date "2024.01.25"]
[Time "07:50:48"]
[Round "1"]
[Board "22"]
[White "ProteusSFX-AI 240101"]
[Black "Swordfish 15.5"]
[Result "1/2-1/2"]
[Termination "insufficient material"]
[TimeControl "600+5"]
[PlyCount "158"]
[FEN "rnbqk1nr/pppppp1p/6p1/8/3bP3/3B4/PPP2PPP/RNBQK1NR w KQkq - 0 1"]
[SetUp "1"]

1.f4 {-0.8/31 50564 38563740} Bg7 {-0.6/28 22288 21633487} 2.Nc3 {-0.7/29 6622 5559745} c6 {-0.7/28 8936 8983154}
3.Nf3 {-0.6/27 11383 9006753} d5 {-0.8/29 10948 11066261} 4.O-O {-0.6/26 11857 8706675} dxe4 {-0.7/27 10148 10525739}
5.Nxe4 {-0.5/29 13296 10905695} Bf5 {-0.6/30 24830 24480129} 6.Qe1 {-0.5/28 9438 7947220} Bxe4 {-0.6/30 35639 33244275}
7.Qxe4 {-0.4/26 10218 8686433} Nd7 {-0.6/28 8223 8745873} 8.Qe2 {-0.4/30 27597 22751576} Nc5 {-0.8/30 13531 14206769}
9.Be3 {-0.5/28 25939 22044481} Nxd3 {-0.7/33 17684 17171386} 10.Rad1 {-0.5/27 6666 5555838} Qc7 {-0.5/34 22439 22442367}
11.Rxd3 {-0.6/30 23630 19750930} Nf6 {-0.6/34 12415 12707490} 12.Bc5 {-0.6/25 10028 8283224} Nd5 {-0.5/33 11072 10288941}
13.g3 {-0.5/27 15685 12935719} b6 {-0.5/31 12019 12280949} 14.Bd4 {-0.5/29 10420 9191968} O-O {-0.6/31 11945 12448178}
15.Bxg7 {-0.4/29 10223 9198607} Kxg7 {-0.5/35 26183 26418763} 16.f5 {-0.3/29 10820 9966414} Nf6 {-0.5/32 36403 35269985}
17.Re3 {-0.3/29 9789 8886382} Rfe8 {-0.5/30 10344 10812473} 18.fxg6 {-0.4/34 41747 35881097} hxg6 {-0.4/30 12269 12791489}
19.Ne5 {-0.4/33 11534 9565577} Rad8 {-0.5/32 13379 13977376} 20.Qc4 {-0.3/29 9295 8364630} Rd5 {-0.3/29 13170 13877849}
21.Qxc6 {-0.4/29 12522 11016772} Qd8 {-0.4/29 12158 12814801} 22.c3 {-0.3/29 9964 8944466} Rf8 {-0.3/29 12006 12265195}
23.Rfe1 {-0.3/28 12180 9659182} e6 {-0.4/30 13525 13841447} 24.Rf1 {-0.3/27 11833 10032620} Ng8 {-0.3/26 10024 10021607}
25.Qb7 {-0.3/33 25007 20920225} Ne7 {-0.3/37 33646 35057889} 26.Rd3 {-0.3/31 10604 8986536} Rxd3 {-0.5/30 7652 7940655}
27.Nxd3 {-0.2/29 8991 6808903} Nf5 {-0.3/30 13604 13774506} 28.Qe4 {-0.2/32 9915 8365855} Qg5 {-0.3/33 26810 26500753}
29.Nf2 {-0.2/30 9058 7783264} Rc8 {-0.3/34 37006 36624179} 30.Rd1 {-0.2/30 11558 9758936} Qe7 {-0.3/29 6550 6223384}
31.Ng4 {-0.1/32 26551 21115820} f6 {-0.3/27 11553 11224809} 32.Qd3 {-0.2/29 10133 8550235} Rc6 {-0.2/36 59155 54763233}
33.Qd7 {-0.1/37 9157 7728968} Rc7 {-0.1/35 6073 6434257} 34.Qxe7+ {-0.1/40 9534 8672315} Rxe7 {-0.2/34 9051 9408204}
35.Kf2 {-0.1/39 9477 8283544} g5 {-0.1/34 8403 8992431} 36.Kf3 {-0.0/37 8848 8216895} Kg6 {-0.1/34 8372 7821773}
37.Rd8 {-0.0/40 8889 8386442} Nh6 {-0.1/39 10384 11731151} 38.Nxh6 {-0.0/45 11657 11030425} Kxh6 {-0.1/37 10323 12122295}
39.g4 {-0.0/45 22028 20153918} Kg6 {-0.0/37 12779 14843742} 40.Rg8+ {-0.0/47 20033 18082510} Kh7 {-0.0/40 10027 10851117}
41.Rd8 {-0.0/49 9402 8405499} f5 {+0.0/42 22532 25689926} 42.Rd6 {-0.0/48 7935 7979845} Kg6 {-0.0/36 11375 12524170}
43.gxf5+ {-0.0/51 8448 7551543} Kxf5 {-0.0/42 12204 14084969} 44.h3 {-0.0/49 8088 7686656} Rf7 {-0.0/47 9551 11386475}
45.Rd2 {-0.0/47 12914 11924597} Rh7 {+0.0/42 21964 23626498} 46.Kg3 {-0.0/43 23224 21678492} e5 {+0.0/44 5506 6433376}
47.Rf2+ {-0.0/52 7813 7884000} Ke4 {+0.0/48 17900 19611546} 48.Re2+ {-0.0/43 17644 14458293} Kf5 {+0.0/50 7722 8686712}
49.Rf2+ {-0.0/42 7869 7584864} Ke4 {+0.0/51 13643 14987123} 50.Re2+ {-0.0/43 7444 7366630} Kd5 {+0.0/53 9749 10866846}
51.Rd2+ {+0.0/46 12637 11794524} Ke6 {+0.0/49 6549 7339445} 52.Rd8 {+0.0/44 9874 9254049} e4 {+0.0/45 8797 9835428}
53.Re8+ {+0.0/48 7533 6561652} Kf5 {+0.0/48 8351 8966618} 54.Rf8+ {+0.0/58 19672 18827691} Ke6 {+0.0/49 7523 8700153}
55.Re8+ {+0.0/51 13796 12454366} Kd5 {+0.0/54 11304 12753410} 56.Rd8+ {+0.0/52 6776 6474513} Kc5 {+0.0/52 5729 6749495}
57.Re8 {+0.0/49 7452 7947448} Rh4 {+0.0/48 5509 7369334} 58.Re5+ {+0.0/43 6661 7958529} Kc4 {+0.0/45 8215 10844170}
59.Rxg5 {+0.0/55 6854 9153426} Rh6 {+0.0/49 6302 8931315} 60.Kf4 {+0.0/52 7687 10380734} Rxh3 {+0.0/52 5296 7766761}
61.Kxe4 {+0.0/50 6508 9022536} Rh2 {+0.0/53 4507 6967494} 62.Rg7 {+0.0/53 10900 14954924} Re2+ {+0.0/53 4382 6988528}
63.Kf3 {+0.0/47 7841 11670932} Rxb2 {+0.0/53 5859 9649757} 64.Rxa7 {+0.0/53 7119 10434998} b5 {+0.0/41 4437 7010187}
65.a4 {+0.0/45 6832 12372134} bxa4 {+0.0/41 5324 10296986} 66.Rxa4+ {+0.0/46 7934 14003199} Kb5 {+0.0/49 3932 8710171}
67.Rh4 {+0.0/50 6288 11896002} Rb3 {+0.0/51 4330 10591102} 68.Ke2 {+0.0/52 6511 14002178} Rxc3 {+0.0/49 4271 8905652}
69.Kd2 {+0.0/46 15017 30220922} Rg3 {+0.0/50 4170 8956167} 70.Rh5+ {+0.0/48 6175 13609550} Kc4 {+0.0/47 4095 8724773}
71.Rh1 {+0.0/49 6658 13492870} Rg2+ {+0.0/46 4187 9855777} 72.Ke3 {+0.0/50 6742 12806984} Rg8 {+0.0/47 4459 10007198}
73.Rh6 {+0.0/44 6049 12523641} Re8+ {+0.0/44 4582 9084789} 74.Kd2 {+0.0/45 6024 11012985} Rd8+ {+0.0/45 5473 11477415}
75.Ke3 {+0.0/38 6081 11047394} Re8+ {+0.0/44 4287 8869143} 76.Kd2 {+0.0/46 6100 12063132} Kd4 {+0.0/51 4688 9756077}
77.Rh5 {+0.0/47 6100 12470706} Re3 {+0.0/55 4789 10062745} 78.Rh4+ {+0.0/53 7068 21941758} Re4 {+0.0/57 4658 18694996}
79.Rxe4+ {+0.0/55 6489 29611699} Kxe4 {+0.0/59 6014 23263906} 1/2-1/2

AlexChess
Posts: 504
Joined: Sat Jan 08, 2022 9:25 am
Real Name: Alex Morales

Re: PRIVATE ProteusSFX-AI tests

Post by AlexChess » Thu Jan 25, 2024 9:23 am

Image

@dorsz I think to have found the right formula for a fair match:

1. Same hardware computing time for both sides (10 mins + 5 secs 1 Mn/s is like 3 mins 1 sec on an average PC calulating 5 Mn/s)
2. No exp advantage (never played your test suite until now)
3. No opening book advantage (I use Playchess.com and Lichess.org won games to build my books)
4. Same unbalanced positions played on both sides.
5. A lot of games to reduce the ELO error marging.

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