Just some #weightgoals ;)

It turns out that while i was training on a 0/1 classification
problem, i was using 2*eval - 1. Training using this function instead,
and on bot-dominated game choices (chosen_player in extract.sh) seems
to have given a better evaluation function. At the least, Morten's
swindle doesn't work anymore.

5 files changed, 27 insertions, 64 deletions

diff --git a/include/cnn1986.c b/include/cnn1986.c
index d4f6ad6..b95fca1 100644
--- a/include/cnn1986.c
+++ b/include/cnn1986.c
@@ -100,13 +100,13 @@ float cnn1986_evaluate_black_win(void) {
 	for (uint8_t d2 = 0; d2 < DENSE2_NUM; d2++) {
 		output += dense2[d2]*output_weights[d2];
 	}
-	// Truncated Pade approximant of logistic function
-	output = (12.0+output+50.0*output/(output*output+10.0))/24.0;
+	// 2*(clamped Pade approximant of logistic function) - 1
+	output = (12.0+output+50.0*output/(output*output+10.0))/12.0 - 1.0;
 	if (output > 1.0) {
 		return 1.0;
 	}
-	else if (output < 0.0) {
+	else if (output < -1.0) {
 		return -1.0;
 	}
-	return 2*output-1.0;
+	return output;
 }
diff --git a/include/weights.c b/include/weights.c
index 812a2eb..e59f1c5 100644
--- a/include/weights.c
+++ b/include/weights.c
@@ -18,25 +18,25 @@
 #include "weights.h"
 
 const float conv2d_weights[KERN_NUM][KERN_SIZE][KERN_SIZE][KERN_CHAN] =
-{{{{2.4703409671783447, 0.4167492389678955, 0.8632664084434509, 2.113025188446045, 0.6231331825256348, 2.4190521240234375}, {0.6768096685409546, -0.036765310913324356, -0.19815756380558014, 0.044196125119924545, 0.9193159937858582, 0.4241444170475006}, {0.628648042678833, 0.07580870389938354, 0.296553373336792, 0.2557092010974884, -0.35443684458732605, -0.20663230121135712}}, {{0.4257064759731293, 0.191790372133255, 0.19574369490146637, 0.11595677584409714, 0.3021714389324188, -0.7057633996009827}, {-0.5299645662307739, 0.3454388380050659, 0.030088981613516808, -0.6320480108261108, -0.06442858278751373, -0.043087683618068695}, {0.028345592319965363, 0.10614394396543503, 0.02050180360674858, 0.09682556986808777, -0.13954971730709076, 0.2076157033443451}}, {{0.2143043577671051, 0.09699752181768417, -0.06746546924114227, 0.030598541721701622, 0.34546777606010437, 0.06615299731492996}, {-0.04823664575815201, 0.038358159363269806, 0.0903884544968605, 0.014671124517917633, -0.009292448870837688, 0.09437374770641327}, {-0.23551827669143677, -0.18453453481197357, -0.12542837858200073, 0.11625910550355911, 0.2458648532629013, 0.8126168847084045}}}, {{{0.047349151223897934, 0.09473082423210144, -0.2150116264820099, -0.510344386100769, -0.03907188028097153, -0.7691933512687683}, {0.3354664146900177, 0.12535600364208221, -0.1231030821800232, 0.17360179126262665, 0.22217011451721191, -0.35831931233406067}, {-1.836803913116455, -0.1525769829750061, 0.06611162424087524, -0.011539365164935589, 0.24938976764678955, 0.07583602517843246}}, {{0.09107772260904312, 0.18027468025684357, 0.05457858741283417, -0.07981231063604355, -0.45073673129081726, -0.4073386490345001}, {0.4963396489620209, 0.22140753269195557, 0.3017593026161194, 0.6758500933647156, 0.8522419929504395, 0.17916089296340942}, {0.6215333342552185, 0.4823836386203766, -0.5733091831207275, -0.026306748390197754, 0.6192604899406433, -0.3745679259300232}}, {{-0.4158423840999603, -0.05260695517063141, 0.14156003296375275, -0.0299912691116333, -0.2329699546098709, -0.18822182714939117}, {-0.1641465276479721, 0.06528280675411224, 0.25194576382637024, 0.20748603343963623, 0.1609979122877121, -0.4646330773830414}, {0.09450504928827286, 0.5042544007301331, 0.28969278931617737, -0.2485138475894928, 0.22001083195209503, 0.32350701093673706}}}, {{{-0.24150803685188293, -0.006617956794798374, 0.14414499700069427, -0.11775511503219604, 0.33306562900543213, -0.10140202939510345}, {0.5471913814544678, 0.10135117918252945, 0.16056470572948456, 0.10863790661096573, -0.11296295374631882, 0.003585649188607931}, {0.18319551646709442, -0.1530514806509018, 0.14033497869968414, 0.07005397975444794, 0.07038407772779465, 0.35219281911849976}}, {{2.0986876487731934, 0.21791468560695648, 0.020141074433922768, 0.049582552164793015, -0.09423802047967911, 0.07069776207208633}, {-0.41323262453079224, -0.31177279353141785, 0.0862540602684021, 0.1880745142698288, -0.12798459827899933, -0.06995601952075958}, {-0.11566204577684402, -0.36558282375335693, 0.0276164747774601, -0.17078045010566711, -0.30001965165138245, 0.17359912395477295}}, {{-0.5705175995826721, -0.3742579221725464, 0.43008753657341003, 0.22299951314926147, -0.2030068337917328, -0.2986662685871124}, {-0.16707800328731537, -0.045365236699581146, -0.3438996970653534, -0.48340749740600586, -0.36040177941322327, -0.05967879667878151}, {0.17944762110710144, -0.1100335642695427, -0.06979364156723022, 0.29359352588653564, 0.4666922688484192, -0.020811662077903748}}}, {{{0.46565839648246765, -0.03152400255203247, 0.1333000808954239, -0.1919965296983719, -0.07732908427715302, -0.19213365018367767}, {-0.273276686668396, 0.25121062994003296, -0.11964326351881027, -0.1272767037153244, -0.07274547219276428, 0.11783178150653839}, {-0.0741732269525528, -0.06340128183364868, 0.10675511509180069, 0.24833717942237854, 0.009718921966850758, 0.4898841679096222}}, {{2.7668588161468506, 0.11714466661214828, 0.18294982612133026, 0.26680290699005127, 0.17528589069843292, 0.48635998368263245}, {0.7872266173362732, 0.4377056360244751, -0.02128533460199833, 0.23881496489048004, -0.0033159777522087097, 0.24833305180072784}, {0.15461136400699615, 0.018697597086429596, -0.30961838364601135, 0.29620298743247986, 0.5264871716499329, -0.11017684638500214}}, {{0.6783024668693542, 0.003203516360372305, 0.019721398130059242, 0.29260164499282837, -0.02163699083030224, -0.15656599402427673}, {-0.11579833924770355, 0.07264871150255203, 0.013919626362621784, 0.01841496303677559, 0.16539284586906433, -0.0865580141544342}, {-0.038039349019527435, 0.21609967947006226, 0.15190726518630981, 0.15284357964992523, -0.023870497941970825, -0.07119928300380707}}}, {{{0.22125764191150665, -0.08500166982412338, -0.11512551456689835, -0.5463169813156128, 0.006230296567082405, -0.7166137099266052}, {0.1128217950463295, -0.1697329580783844, 0.05713334679603577, 0.37965118885040283, -0.47694671154022217, 0.6150299310684204}, {-0.38555601239204407, 0.06890226155519485, 0.2371596246957779, 0.4768395721912384, 1.1206445693969727, 0.7515135407447815}}, {{0.08900543302297592, 0.06511817127466202, 0.3671525716781616, 0.016248827800154686, 0.04980435222387314, 0.8361344337463379}, {0.43931636214256287, -0.03515709564089775, -0.06684224307537079, 0.710873007774353, 0.3737236261367798, -0.6460610628128052}, {-0.6352353096008301, 0.3924438953399658, -0.26051753759384155, -0.029439520090818405, 2.3765103816986084, -0.6003559827804565}}, {{-0.9544902443885803, -0.13889813423156738, 0.3415108621120453, -0.30486154556274414, -0.18532709777355194, 1.7465510368347168}, {-0.6192530989646912, 0.5223889946937561, 0.5559768080711365, -0.5217148065567017, -0.4846203625202179, -1.0697448253631592}, {-1.5551724433898926, -0.4305790066719055, 0.20662139356136322, 0.2984762489795685, 0.511296808719635, 0.6921825408935547}}}, {{{0.1549348384141922, 0.07217345386743546, 0.023581301793456078, -0.16303597390651703, -0.3103821277618408, -0.041755933314561844}, {0.30012741684913635, 0.0929344892501831, 0.26454004645347595, 0.3324362635612488, 0.35478922724723816, 0.33387014269828796}, {1.174534797668457, 0.2560501992702484, 0.2430885136127472, 0.4260651767253876, 0.5359955430030823, 0.442647784948349}}, {{0.40098899602890015, 0.20698896050453186, 0.03912270441651344, 0.1868550330400467, -0.41633865237236023, -0.5000015497207642}, {1.081761360168457, 0.22399844229221344, 0.17786698043346405, 0.08759663999080658, 0.01719546876847744, 0.02615325152873993}, {0.6241134405136108, 0.1961352527141571, 0.18012642860412598, 0.13016963005065918, 0.0632699579000473, 0.1577410101890564}}, {{1.0275462865829468, -0.027375666424632072, 0.32369592785835266, 0.31989485025405884, 0.07601699233055115, 0.5835166573524475}, {0.8793442249298096, 0.16957654058933258, 0.27687668800354004, 0.24282027781009674, 0.3390127122402191, 0.2588394284248352}, {1.6991755962371826, 0.05889181047677994, 0.39659127593040466, 0.34091106057167053, 0.5268042087554932, 0.8699657320976257}}}, {{{0.08438754826784134, 0.001564898295328021, 0.19415311515331268, 0.07414565980434418, 0.13132831454277039, 0.22296084463596344}, {-0.026086900383234024, -0.14548440277576447, -0.20589078962802887, -0.04501720145344734, -0.4681534469127655, 0.36069047451019287}, {-0.3334258496761322, -0.03685757890343666, -0.02057490684092045, -0.16701887547969818, -0.3028528690338135, 0.19165167212486267}}, {{-0.08822795748710632, -0.2365187257528305, -0.05768590047955513, -0.20231254398822784, -0.05616536736488342, 0.07134798169136047}, {-0.4035581052303314, -0.1803511530160904, -0.44142645597457886, -0.16271939873695374, 0.2566004991531372, 0.15527425706386566}, {-0.6874738335609436, -0.08483894169330597, 0.1988690048456192, -0.18345879018306732, 0.14833590388298035, -0.13440681993961334}}, {{-0.2801377773284912, -0.0916677713394165, -0.16122618317604065, -0.29587751626968384, 0.1604612022638321, 0.8044694066047668}, {-0.7502406239509583, 0.10458556562662125, -0.06200884282588959, -0.1458113044500351, 0.346541166305542, -0.596875786781311}, {-2.7115437984466553, -0.5241538286209106, -0.9794673919677734, -0.908114492893219, -0.6623249650001526, -2.1407573223114014}}}, {{{-0.24021506309509277, -0.04708075150847435, 0.0829973816871643, -0.28607097268104553, -0.3588469326496124, -0.09216171503067017}, {0.002631389070302248, -0.03584083169698715, -0.15470252931118011, -0.18227097392082214, -0.14326095581054688, 0.053224846720695496}, {0.1270635724067688, -0.06306112557649612, -0.08244280517101288, -0.16576716303825378, -0.25571751594543457, -0.34787464141845703}}, {{-0.5982001423835754, 0.05465037375688553, 0.06959746032953262, -0.12074324488639832, -0.379838228225708, -0.4726566672325134}, {-0.18980532884597778, -0.3250681459903717, -0.11531250923871994, -0.08098913729190826, 0.1340167373418808, -0.3870336413383484}, {-0.0322515070438385, -0.027703022584319115, 0.02624211460351944, -0.2009299397468567, 0.22094260156154633, 0.19367225468158722}}, {{-2.6572957038879395, -0.026169156655669212, -0.39957672357559204, -0.8273330330848694, -0.6011607050895691, -0.1136564165353775}, {-0.4613383114337921, 0.14951086044311523, -0.06173389032483101, -0.37067532539367676, -0.16590332984924316, -1.13882577419281}, {-0.2364046722650528, -0.024751830846071243, 0.38423797488212585, 0.29981550574302673, -0.10283684730529785, 0.19683462381362915}}}, {{{-1.4441094398498535, -0.47035500407218933, -0.38618436455726624, -0.10576356202363968, -0.19862519204616547, 0.24896471202373505}, {-0.6779129505157471, -0.10932602733373642, 0.1437433809041977, -0.24211908876895905, -0.5215639472007751, -0.44498851895332336}, {-0.8938172459602356, -0.3389405906200409, -0.1780717521905899, -0.15974821150302887, -0.2052430808544159, 0.17731845378875732}}, {{-0.735880434513092, -0.24979187548160553, -0.33538952469825745, -0.3558119535446167, -0.45451903343200684, -0.7109125852584839}, {-0.8490456938743591, 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0.38189011812210083}}, {{0.7697242498397827, 0.2056189626455307, -0.11145557463169098, -0.1298389732837677, 0.08835869282484055, 0.6932329535484314}, {0.9560340046882629, -0.0383615717291832, 0.2371242344379425, 1.1816107034683228, -0.3895195722579956, 0.9401803612709045}, {0.18868319690227509, 0.11394711583852768, 0.0854678824543953, -0.007146109361201525, -0.002132980152964592, -0.33138683438301086}}, {{0.24747517704963684, -0.061101965606212616, 0.17045454680919647, 0.09407681226730347, -0.26775872707366943, -0.03976031392812729}, {0.057268958538770676, -0.08906980603933334, -0.007974158972501755, -0.18445536494255066, -0.23673784732818604, -0.35315370559692383}, {-0.1772659868001938, -0.09397250413894653, -0.07958107441663742, -0.16936951875686646, 0.10507599264383316, 0.07648041844367981}}}, {{{-0.341060608625412, 0.07745024561882019, -0.2204921692609787, -0.07287295162677765, -0.7795539498329163, 0.10610318928956985}, {-0.316023051738739, -0.05394772067666054, -0.1369391232728958, 0.057984355837106705, 0.247650608420372, 0.04925379157066345}, {-0.20328378677368164, -0.024958578869700432, -0.45908546447753906, -0.6727274060249329, -0.1512424796819687, -0.7070988416671753}}, {{-0.7311833500862122, -0.0898599848151207, 0.33381131291389465, -0.44745761156082153, 0.09397082775831223, 0.6100603938102722}, {-0.011283891275525093, 0.2310830056667328, -0.07590534538030624, 0.05311839282512665, 0.4740552008152008, -0.0844263806939125}, {0.28495436906814575, 0.14562615752220154, 0.019992770627141, -0.18913623690605164, -0.5739523768424988, 0.2579689025878906}}, {{-1.2547576427459717, 0.03787969425320625, 0.09846563637256622, 0.25578588247299194, 0.09722104668617249, -1.2889431715011597}, {1.6677608489990234, 0.2789801061153412, 0.1309012621641159, 0.38888734579086304, 0.26901260018348694, -0.0038050925359129906}, {1.081035852432251, 0.3441731035709381, 0.18775829672813416, 0.3142826557159424, 0.11834849417209625, 0.21950675547122955}}}, {{{-0.6371431946754456, -0.17018212378025055, 0.15559768676757812, -0.06451570242643356, 0.0038205895107239485, 0.07198451459407806}, {0.5713192820549011, 0.24681051075458527, 0.10970686376094818, 0.08407220989465714, 0.37369024753570557, 0.10885842889547348}, {0.8441337943077087, 0.0405193530023098, 0.19062508642673492, 0.3726239502429962, 0.3890666961669922, 0.7234421968460083}}, {{-0.49711284041404724, -0.13071708381175995, -0.07296263426542282, -0.09663283824920654, -0.786099374294281, -0.28845685720443726}, {-0.06766438484191895, -0.008446615189313889, -0.22494147717952728, -0.10740882903337479, -0.3553067743778229, 0.8478027582168579}, {0.9405113458633423, 0.2357916384935379, 0.3044948875904083, 0.10247395932674408, 0.0918235182762146, 0.484433114528656}}, {{-0.44338205456733704, -0.13609392940998077, -0.3015524446964264, 0.005700770299881697, 0.609360933303833, -0.5536593198776245}, {-0.6665439605712891, -0.21900202333927155, 0.3299531042575836, 0.08244897425174713, 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+{{{{0.36853331327438354, 0.13197043538093567, -0.10850891470909119, 0.11439184099435806, -0.18103714287281036, 0.2870127856731415}, {0.22437581419944763, 0.22473859786987305, -0.07241908460855484, -0.18087545037269592, -0.4224194288253784, 0.08597474545240402}, {0.2862361669540405, 0.045642510056495667, 0.20831039547920227, 0.1295289546251297, 0.6973511576652527, -0.024992210790514946}}, {{0.23791751265525818, 0.12410031259059906, -0.01995648629963398, -0.027202459052205086, -0.08278238028287888, -0.160722017288208}, {0.7002286314964294, 0.26837587356567383, 0.2776748836040497, 0.5116508603096008, -0.20092159509658813, -0.07630595564842224}, {0.459989994764328, 0.11799280345439911, 0.13892707228660583, 1.010933756828308, 0.2575095593929291, -0.700024425983429}}, {{1.043813705444336, 0.2491917759180069, -0.1860327422618866, -0.11774677783250809, 0.3819361925125122, 0.017854824662208557}, {1.4321590662002563, -0.034674979746341705, 0.033052533864974976, 0.4322509169578552, 0.8070812225341797, 0.9787366390228271}, {2.148289680480957, 0.2654041647911072, 0.4971856474876404, 1.0566805601119995, 1.1781615018844604, 1.9458420276641846}}}, {{{2.8043012619018555, 0.5981557369232178, 0.14076505601406097, 0.44255906343460083, -0.2780279517173767, 0.31853681802749634}, {0.4342345595359802, -0.04190421476960182, 0.4480525255203247, 0.9858571290969849, -0.4627513587474823, 0.40116599202156067}, {-0.9317502379417419, 0.07250810414552689, -0.18414995074272156, -0.3566206991672516, -0.2459440678358078, -0.05446876585483551}}, {{0.5030801296234131, 0.13176029920578003, -0.033242058008909225, 0.06673198193311691, 0.374639093875885, 0.4195535480976105}, {-0.4617132246494293, 0.14843060076236725, -0.12188810855150223, -0.3877445161342621, -0.0800260379910469, -0.8219804167747498}, {-0.5283677577972412, -0.12185059487819672, 0.06713918596506119, 0.2718829810619354, 0.173270121216774, -0.6711069941520691}}, {{0.08322977274656296, -0.18435949087142944, -0.013488933444023132, -0.38123974204063416, 0.7090172171592712, -0.8116384744644165}, {-0.16320005059242249, 0.2736445367336273, -0.1458773910999298, -0.3400840759277344, 0.2123827040195465, -1.0862748622894287}, {-0.14335627853870392, 0.05336679518222809, 0.00552770309150219, 0.05464665964245796, -0.23052190244197845, -0.4520905613899231}}}, {{{0.3625907003879547, -0.25347957015037537, 0.24311427772045135, 0.4751688241958618, 0.5261889696121216, 0.5765055418014526}, {1.1278742551803589, 0.2368684709072113, 0.1968187391757965, 0.1820613443851471, 0.2607775330543518, 0.07630332559347153}, {-0.07774196565151215, -0.031166110187768936, -0.07550635933876038, 0.44522079825401306, 0.1973133683204651, 0.32190650701522827}}, {{1.0389032363891602, 0.13338688015937805, 0.18729910254478455, 0.17540185153484344, 0.04116402193903923, -0.33788323402404785}, {0.17360253632068634, 0.12091411650180817, 0.0842951089143753, 0.1802147924900055, 0.07530909776687622, 0.3635297417640686}, {0.7771968841552734, 0.23097647726535797, 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-0.10920312255620956, -0.3226301670074463, -0.0330846831202507, 0.04788395017385483}}, {{-0.07654525339603424, 0.14090591669082642, 0.14645099639892578, 0.17799167335033417, -0.07417642325162888, 0.1496438831090927}, {-0.48197346925735474, -0.1388481855392456, 0.031081423163414, -0.0755804032087326, -0.26870837807655334, 0.22645631432533264}, {1.7206103801727295, -0.218328058719635, -0.12412701547145844, 0.06527724862098694, 0.10605369508266449, 0.10580744594335556}}, {{-0.1568414717912674, -0.1902957558631897, 0.12730790674686432, 0.0574195496737957, -0.4043963551521301, -0.0073846448212862015}, {0.2705155313014984, 0.16274090111255646, -0.03367019072175026, -0.035613153129816055, 0.0808665007352829, 0.5641733407974243}, {0.4084755480289459, -0.0013839717721566558, 0.07734677940607071, 0.07815942913293839, 0.35568758845329285, 0.3561573624610901}}}, {{{1.1070384979248047, -0.23465721309185028, 0.3139123022556305, 0.4914771616458893, 1.2322015762329102, 0.6010463833808899}, {0.7837856411933899, -0.2002493441104889, -0.06414883583784103, -0.006303523667156696, 0.3729422986507416, 0.0214411448687315}, {0.6771957278251648, 0.04044964164495468, 0.010175158269703388, -0.030905166640877724, -0.08313947170972824, 0.02828463539481163}}, {{0.3588506877422333, 0.3021303117275238, 0.19490420818328857, 0.41656604409217834, 0.4883577823638916, 0.20982570946216583}, {0.38774895668029785, -0.017752137035131454, 0.2741468548774719, 0.5110231041908264, 0.14892414212226868, 0.029608706012368202}, {0.029468892142176628, 0.013304182328283787, -0.040127046406269073, 0.2554202973842621, 0.018175194039940834, 0.008323008194565773}}, {{-1.2786340713500977, -0.30686241388320923, 0.1794748455286026, -0.12508292496204376, 0.07393521815538406, 0.17330414056777954}, {-0.7309134602546692, -0.08941660821437836, 0.11421722173690796, -0.016809377819299698, -0.3343416154384613, -0.3121510148048401}, {-0.6887509226799011, -0.04171470180153847, -0.2381068766117096, -0.31102702021598816, 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0.15313123166561127, 0.06454786658287048, 0.12839758396148682, -0.3617597818374634, -0.010003617964684963}, {0.07248389720916748, 0.1574150174856186, 0.14141133427619934, 0.11110616475343704, -0.08698829263448715, -0.43668270111083984}}}, {{{-0.6809251308441162, -0.2796165347099304, 0.15937145054340363, -0.1953924149274826, -0.07890231907367706, -0.12184988707304001}, {-0.3568345010280609, -0.0978836715221405, -0.10756655782461166, -0.18537785112857819, -0.05635782331228256, -0.32790133357048035}, {-0.4806964099407196, -0.0817788615822792, -0.08815523982048035, -0.15721312165260315, -0.5297232866287231, 0.31730926036834717}}, {{-0.5918986201286316, -0.06029416248202324, -0.042137425392866135, -0.21137964725494385, -0.40359190106391907, -0.61113440990448}, {-1.1760245561599731, -0.43901675939559937, -0.25475332140922546, -0.1870921105146408, -0.08888094872236252, -0.1631394922733307}, {-0.5192657709121704, 0.08683575689792633, -0.1590515673160553, -0.49972954392433167, -0.33534538745880127, -0.3354673981666565}}, {{-1.2496943473815918, -0.383198082447052, -0.13794279098510742, -0.2713302671909332, -0.44351115822792053, -0.25412723422050476}, {-0.9482824802398682, -0.07494381815195084, -0.11454141139984131, -0.17054466903209686, -0.4977518320083618, -0.20517124235630035}, {-1.6152344942092896, -0.2861875891685486, -0.3131437599658966, -0.6476004719734192, -0.3282027840614319, -0.7949329018592834}}}, {{{-0.09832935780286789, -0.04834149777889252, -0.015423079952597618, -0.49241510033607483, -0.2619456946849823, 0.5459940433502197}, {-0.6712737083435059, -0.12882614135742188, -0.11400792002677917, -0.17141227424144745, -0.3869696259498596, -0.07293424010276794}, {1.864503026008606, 0.09406209737062454, 0.017940543591976166, 0.08570969849824905, 0.027632206678390503, -0.2393411546945572}}, {{0.09261734038591385, -0.019253108650445938, 0.05569816380739212, -0.06565923243761063, 0.08916200697422028, -0.04948277026414871}, {-0.7281373739242554, 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0.5070154070854187}}, {{-0.5453790426254272, -0.03513007611036301, -0.18239326775074005, -0.0082879438996315, -0.05401647090911865, -0.3523097038269043}, {-1.143595576286316, -0.32067155838012695, -0.11242102086544037, -0.16515007615089417, -0.21676310896873474, -0.11863797903060913}, {0.527651309967041, 0.0047509316354990005, -0.3207671344280243, -0.2672143280506134, -0.1511600911617279, -0.27125927805900574}}, {{0.25613754987716675, -0.1538715362548828, -0.06482989341020584, -0.1414237767457962, -0.11217597872018814, 0.07572130858898163}, {0.45554834604263306, -0.08136619627475739, -0.4179629385471344, -0.2428581565618515, -0.0716448724269867, -0.1987352818250656}, {1.2172012329101562, 0.18101322650909424, -0.04411967471241951, 0.4677446782588959, 1.332121729850769, 0.99836266040802}}}, {{{0.1125025525689125, -0.1240389421582222, -0.26808416843414307, 0.2893787920475006, 0.1314091980457306, -0.40878766775131226}, {0.3061106204986572, 0.21415075659751892, -0.10973993688821793, -0.08399570733308792, 0.041290510445833206, 0.15590684115886688}, {2.451629400253296, 0.10974716395139694, 0.3302524983882904, 0.9166426062583923, 0.9505067467689514, 3.0855789184570312}}, {{-0.17526677250862122, 0.03014497086405754, -0.016387982293963432, 0.023046938702464104, 0.15390880405902863, -0.19801568984985352}, {-0.4321306347846985, 0.10731697827577591, 0.05044100806117058, -0.002793865744024515, 0.20044197142124176, -0.0032333722338080406}, {0.7185532450675964, 0.21092058718204498, -0.25161534547805786, -0.2519127428531647, -0.26742199063301086, -0.14072707295417786}}, {{-0.08288266509771347, -0.06264658272266388, -0.06707384437322617, -0.11615598201751709, 0.18672841787338257, 0.4857807457447052}, {-0.0868537500500679, 0.13319343328475952, -0.015241078101098537, 0.0886245146393776, 0.21114961802959442, -0.20952124893665314}, {0.34127458930015564, 0.02762525901198387, 0.21963180601596832, 0.1038631722331047, 0.1283234804868698, -0.19774582982063293}}}, {{{-0.00014440453378483653, 0.028640659525990486, -0.04061955213546753, 0.007745813578367233, 0.08791922777891159, 0.1307181864976883}, {0.6153806447982788, -0.018886251375079155, 0.060682374984025955, 0.13116104900836945, -0.06874489784240723, -0.4435003995895386}, {-2.315500259399414, -0.25503769516944885, -0.08943793177604675, -0.34831860661506653, -0.2889763414859772, -0.4910445809364319}}, {{0.10100555419921875, 0.0658496767282486, 0.027597684413194656, 0.20125119388103485, -0.018323184922337532, -0.1000547930598259}, {0.6646155714988708, 0.10891660302877426, 0.13397027552127838, 0.21550534665584564, -0.4845636188983917, 0.900590181350708}, {0.8783279657363892, -0.11221140623092651, 0.06741434335708618, -0.0022904137149453163, 0.2159164696931839, -0.0882004052400589}}, {{-0.15003599226474762, -0.004615450277924538, 0.019562946632504463, -0.26560842990875244, -0.18717321753501892, -0.22792169451713562}, {0.036111194640398026, 0.05467988923192024, -0.10909625142812729, -0.1584160178899765, 0.0924181118607521, -0.03339894488453865}, {0.01650945656001568, 0.01122982520610094, -0.043706752359867096, 0.018709754571318626, -0.0032730891834944487, 0.03754238411784172}}}};
 
 const float conv2d_biases[KERN_NUM] =
-{-0.9286547303199768, 0.6586035490036011, 0.38082075119018555, -0.7377982139587402, 0.7100669741630554, 0.8127356171607971, -0.6856269836425781, -0.5181254148483276, 0.856531023979187, 0.5149239897727966, 0.6714763045310974, 0.5826101303100586};
+{-0.6451589465141296, -0.47988107800483704, 1.0866423845291138, 0.8259075880050659, 0.7077365517616272, 0.06997911632061005, 0.7337013483047485, 0.7401207685470581, 0.3617548644542694, 0.9209133386611938, -0.8768176436424255, 0.4427519142627716};
 
 const float dense1_weights[DENSE1_NUM][CONV_NUM+2] =
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0.06621506065130234, 0.29606661200523376, 0.6615598797798157, 1.3146647214889526, 0.04570740833878517, 0.10616672784090042, -2.628807306289673, -0.7919512987136841, 0.38236987590789795, -0.43389278650283813, -0.7771813869476318, 1.3056215047836304, 1.4683030843734741, 0.5567833185195923, 0.5253691077232361, 0.21670503914356232, -0.6426641941070557, 0.12662357091903687, -0.24598561227321625, -0.19591931998729706, -0.254036545753479, -0.8250237107276917, 0.7035639882087708, -0.48949822783470154, -0.20670495927333832, 0.22261732816696167, 0.2678527534008026, -0.28721606731414795, 0.21613800525665283, -0.4666154384613037, -1.0762312412261963, -0.3922910690307617, 0.24120691418647766, -0.33267197012901306, 0.6374896764755249, -0.354372501373291, 0.11268404871225357, 0.6311501860618591, 1.2351064682006836, -0.16194427013397217, -0.24626468122005463, 1.0507144927978516, -2.3147857189178467, -0.02002778835594654, -0.23856091499328613, 0.016737403348088264, -0.04231489822268486, 1.279403805732727, 1.8240870237350464, 0.19329684972763062, 0.2487984597682953, 0.4464462399482727, 0.24149078130722046, -2.0948052406311035, 0.07166246324777603, 1.5957329273223877, 0.11573214083909988, 0.9454392790794373, -0.09821891784667969, 0.7475365996360779, 0.01980520412325859, 0.5578694343566895, 1.4662580490112305, -0.466543048620224, 0.5562613010406494, 0.9409960508346558, -1.2632761001586914, -0.2726801335811615, 0.7691190838813782, 0.6508200168609619, -0.059519633650779724, 1.4619249105453491, 0.252429723739624, 0.38969552516937256, -2.710455894470215, -0.4460744261741638, -0.7447630167007446, 0.8245142698287964, -1.1361850500106812, 0.3306448459625244, -0.29345399141311646, 1.3298661708831787, 0.7316357493400574, 1.1272236108779907, 0.0745711550116539, 0.7245745658874512, 0.8559451103210449, 0.12165705114603043}, {0.6442310810089111, 0.2734476327896118, -0.7297450304031372, -0.25569629669189453, -0.64133220911026, 0.1794871687889099, 0.03968099132180214, -0.04302607849240303, -0.01527371909469366, 0.9907929301261902, -1.4246907234191895, 0.8198570013046265, 0.19634239375591278, -0.2787831723690033, -0.90791255235672, 0.2593283951282501, -0.3454883098602295, 0.044641561806201935, 0.342410683631897, 0.15762652456760406, -0.38894885778427124, 0.9655144810676575, -1.3150849342346191, 0.4543429911136627, -0.21170520782470703, 0.8045044541358948, -0.40748801827430725, -0.18185767531394958, 0.1958637684583664, 0.4011032283306122, 0.10491450130939484, -0.21721573173999786, -0.11030114442110062, 0.7364212870597839, -1.5131975412368774, 0.3981367349624634, -0.7191420793533325, 0.2682417333126068, -0.6644414663314819, 0.18448153138160706, -0.209454745054245, 0.2356238067150116, 0.1272117644548416, 0.17012831568717957, -0.5331333875656128, 1.1399105787277222, 0.1047845333814621, 0.5939695835113525, -0.24596159160137177, -0.05359923467040062, -0.4156453311443329, 0.647851288318634, -0.35239240527153015, 0.18862773478031158, 0.06089188903570175, 0.16307340562343597, -0.7976985573768616, 0.8121605515480042, -0.33449268341064453, 0.7256109714508057, -1.5798479318618774, -0.03702820464968681, -0.41405364871025085, 0.13951434195041656, -0.38347065448760986, 0.363116979598999, 0.043230488896369934, 0.790820837020874, -0.4545191526412964, -0.017825797200202942, -1.0147243738174438, 1.014445424079895, -0.7281822562217712, 0.3302992582321167, -0.22377878427505493, -0.6465916633605957, -0.32434675097465515, -0.7943945527076721, -0.6783803105354309, 0.2094704806804657, -0.5424997806549072, 0.620915949344635, 0.03601590171456337, 0.6937717199325562, -1.7787312269210815, 0.7054867148399353, -0.8957505226135254, -0.6601713299751282, -0.34765005111694336, -0.15949374437332153, -0.4896394908428192, 0.049654990434646606, -0.9706451296806335, 0.6957705616950989, 0.14879055321216583, 0.8515923023223877, -1.6833875179290771, 0.1120946854352951, -0.6026744246482849, -1.198235273361206, -0.09060953557491302, -0.39946430921554565, -0.1237773671746254, 0.7228837013244629, -0.4718933403491974, 0.44367504119873047, -0.5287284255027771, 1.0936741828918457, 5.775559902191162, 1.3819942474365234}, {-0.6843695640563965, 1.9671112298965454, 0.6355276107788086, 0.357645720243454, -0.7062849402427673, -2.095897674560547, -0.29778343439102173, 0.39148393273353577, -0.3457568287849426, 0.4529300332069397, 0.5803347229957581, -2.8869104385375977, 0.16142919659614563, -4.5634565353393555, -0.36400479078292847, -0.27429133653640747, 0.08801768720149994, -0.1558474600315094, 0.01590747758746147, -0.6335160732269287, -0.9659391641616821, -0.274513840675354, -5.662142753601074, 0.6800422668457031, 1.3208622932434082, 1.9170011281967163, -0.13428469002246857, 0.15895068645477295, -0.16067729890346527, -1.3352599143981934, -1.867932915687561, 0.22946840524673462, -0.4968302547931671, -0.001771705225110054, 1.5744564533233643, -0.8716257214546204, 0.7159427404403687, -0.10337327420711517, 1.2570980787277222, -0.23009680211544037, 0.48282065987586975, 0.7873317003250122, -0.8051977753639221, 0.2665348947048187, 0.5357442498207092, -0.7180758714675903, 0.24835197627544403, -0.3950732946395874, -0.33878153562545776, -0.2524719536304474, 0.39071014523506165, -0.5008668899536133, -0.0866008847951889, -0.11366541683673859, -0.05183246731758118, 0.10090695321559906, -0.30401337146759033, 0.3025892674922943, 0.15951772034168243, -0.05533163622021675, 1.0859756469726562, 0.8895078301429749, 0.5576184391975403, 0.3466758131980896, 0.4007216691970825, -0.44849273562431335, -0.1171148493885994, -0.036167241632938385, 0.4328608214855194, -0.010532478801906109, -0.5647966861724854, -1.6450928449630737, 0.46712324023246765, 0.20650437474250793, 1.0117689371109009, 0.22195760905742645, 0.04947790503501892, 0.7530243992805481, 1.853662371635437, -0.7355844974517822, -0.2112749218940735, -0.3170221447944641, 0.5251079797744751, -0.484696626663208, 0.31642550230026245, 0.09187614917755127, 0.5886988043785095, -0.15747623145580292, 0.10241830348968506, -0.1055864542722702, 0.24922552704811096, 0.287695974111557, 0.2961241602897644, -0.3016272187232971, -0.5953752398490906, -0.5401706099510193, 0.985068678855896, -0.2609187662601471, 0.7651111483573914, 0.054146312177181244, 1.1620020866394043, 0.3911398649215698, 0.3165219724178314, -0.5469945073127747, 0.3889983594417572, -0.1125200018286705, -0.2581467032432556, -1.0459898710250854, -0.8223215341567993, 1.5610430240631104}};
 
 const float dense1_biases[DENSE1_NUM] =
-{0.028361579403281212, 0.15264764428138733, 0.4385368525981903, 0.8167214393615723, 0.4881526529788971, 0.38105106353759766, 0.6564772129058838, -0.5643848180770874, 0.938140869140625, -0.44591856002807617, 0.2336949110031128};
+{-0.559496283531189, -0.1259697526693344, 0.5167818069458008, -0.07613079249858856, 0.016916882246732712, 0.562254011631012, 0.2608274519443512, 0.2632611393928528, 0.019986296072602272, -0.2393009513616562, 0.7170191407203674};
 
 const float dense2_weights[DENSE2_NUM][DENSE1_NUM] =
-{{0.005269174464046955, -0.5183584690093994, -0.48228928446769714, -0.10587891936302185, -0.738325297832489, 1.25023353099823, 0.08462369441986084, 0.6376439332962036, -0.9023464322090149, 0.5063923001289368, -0.9497226476669312}, {-0.438839852809906, -0.5348273515701294, 0.111099973320961, -0.4521052837371826, -0.6524456739425659, -0.2980911135673523, -0.0434543676674366, 0.1636778861284256, -0.5096405148506165, -0.169478639960289, -0.6741765737533569}, {-1.5573469400405884, -0.6872786283493042, 0.4021152853965759, 0.28549498319625854, 0.08264102786779404, 0.5662528872489929, 1.2192378044128418, -0.12099184095859528, 0.00409197062253952, -0.3733416199684143, -0.06479119509458542}, {0.009880514815449715, -0.1864091008901596, 0.3711296021938324, 0.8515927791595459, 0.44823169708251953, 0.08088653534650803, 0.17565587162971497, -0.937997579574585, 0.649368166923523, -0.5332916378974915, 0.6443262100219727}, {1.3078621625900269, -1.646144151687622, -0.1556694656610489, -0.020695475861430168, -0.5998504161834717, 0.14132361114025116, 0.40531134605407715, -0.03194556385278702, 0.41566479206085205, -0.8028947114944458, -0.12456294894218445}, {-0.9521133303642273, -0.27410441637039185, -0.32507947087287903, -0.5348300337791443, -0.6005425453186035, 0.10712900012731552, -0.2842693030834198, -0.21020177006721497, -0.23977500200271606, -0.31223613023757935, -0.5725396871566772}, {-0.2079601287841797, -1.2548121213912964, 0.04263779893517494, 1.4051464796066284, 0.4322662949562073, 0.8009835481643677, -0.7179756760597229, -0.6908145546913147, 0.6461816430091858, -0.9815606474876404, 0.2314435839653015}, {0.6522129774093628, 0.8017333149909973, 0.5788679122924805, 0.24354229867458344, 0.44891464710235596, -0.4297429025173187, 0.4111102819442749, -0.5288674235343933, 0.7234879732131958, -0.1575634926557541, 0.4682173728942871}};
+{{0.5795437097549438, -0.23521320521831512, 0.6527981162071228, 0.3215695321559906, -0.996798038482666, -1.2032746076583862, 1.096634864807129, -1.5764343738555908, -0.4597227871417999, 0.11940335482358932, 0.5662763118743896}, {-0.28216224908828735, 0.678406834602356, -0.13064861297607422, -0.03267639875411987, 0.9620053768157959, 1.1100767850875854, -0.2703317105770111, -0.07297029346227646, 0.30354833602905273, 0.33620086312294006, -0.1602449119091034}, {-0.37449052929878235, -0.2131105661392212, 0.01748967356979847, -0.04315502569079399, -0.27067434787750244, -0.24308127164840698, -0.4979601800441742, 0.2982286810874939, 0.1693423092365265, -0.45516952872276306, -0.8959820866584778}, {0.04494471475481987, -0.43003126978874207, -0.036062583327293396, 0.4107465147972107, -0.8443616628646851, -0.5406489968299866, 0.3919742703437805, 0.6312925815582275, -0.43831726908683777, -0.806746244430542, 0.30192217230796814}, {-0.4748700261116028, 0.6956803798675537, -0.2491106390953064, 0.002321340376511216, -0.8060805201530457, 0.014423917979001999, -0.6640377044677734, -0.345352441072464, 0.5939163565635681, 1.16130530834198, -0.34093284606933594}, {-0.27627506852149963, -0.23001135885715485, -0.24849137663841248, 0.049682945013046265, 0.470129132270813, -1.4751933813095093, -0.19170530140399933, -0.6249161958694458, 1.1539117097854614, 1.2065660953521729, -0.1641182154417038}, {1.0805885791778564, -0.6379875540733337, 0.9749761819839478, -0.2782149016857147, -0.7396007776260376, -0.6217549443244934, 0.03215833008289337, -0.5615314245223999, 0.0847288966178894, -0.18291589617729187, 0.37245139479637146}, {0.8723656535148621, -0.5074524283409119, 0.6540945172309875, 0.029449354857206345, -0.3518807291984558, -0.32012519240379333, 0.5382040739059448, 0.5741275548934937, -0.20223835110664368, -0.15425445139408112, 0.7062283754348755}};
 
 const float dense2_biases[DENSE2_NUM] =
-{1.072114109992981, -0.16629783809185028, -0.6730525493621826, 0.22809934616088867, -0.6621718406677246, -0.24386928975582123, -0.033539943397045135, 0.19298000633716583};
+{1.2298400402069092, 0.8133684992790222, 2.3766794204711914, 1.469264030456543, 1.2461377382278442, 0.29813963174819946, 0.2597852349281311, 0.34889695048332214};
 
 const float output_weights[DENSE2_NUM] =
-{0.19723401963710785, 0.4691760241985321, -0.23346777260303497, -0.11248059570789337, 0.22997352480888367, -0.5128190517425537, -0.26372289657592773, -0.19478470087051392};
+{0.3434557020664215, -0.18194633722305298, 0.17597387731075287, 0.11844130605459213, -0.2467159777879715, -0.16700856387615204, 0.11766894161701202, 0.18488647043704987};
 
 const float output_bias =
-0.5556163787841797;
+0.027359746396541595;
diff --git a/resources/extract.sh b/resources/extract.sh
index 7fdda28..0e78505 100755
--- a/resources/extract.sh
+++ b/resources/extract.sh
@@ -2,9 +2,7 @@
 
 db_file=games_anon.db
 
-chosen_players="fwwwwibib archvenison NohatCoder nqeron ManaT
-SultanPepper orfane rabbitboy84 applemonkeyman Reid Tayacan Breeze
-AaaarghBot"
+chosen_players="AaaarghBot Tiltak_Bot"
 
 query() {
 		query="(size == $1) and (result != '1-0') and (result != '0-1') and (result != '0-0') and (result != '1/2-1/2')"
@@ -62,7 +60,7 @@ fi
 
 make pptdb
 
-for size in 5 6; do
+for size in 5; do
 		echo
 		extract $size notation,result
 		process $size 400000 training
diff --git a/src/cnn_train.py b/src/cnn_train.py
index 0580b03..1264e9f 100644
--- a/src/cnn_train.py
+++ b/src/cnn_train.py
@@ -40,27 +40,17 @@ from tensorflow.keras.layers import Convolution2D
 from tensorflow.keras.layers import Flatten
 
 
-# We need something that's close to logistic, but cheaper to compute.
-# (12.0+x+50.0*x/(x*x+10.0))/24.0, clipped between 0 and 1
-# as it would otherwise exceed this range at +- 4.6 or so
+# We need something that's close to 2*logistic-1, but cheaper to
+# compute: (12+x+50*x/(x*x+10))/12-1, clipped between -1 and 1 as it
+# would otherwise exceed this range at +- 4.6 or so
 def clipped_pade_logistic(x):
     val = add(k(12.0),
               add(x, multiply(k(50.0),
                               divide(x, add(square(x), k(10.0))))))
-    return clip_by_value(divide(val, k(24.0)), 0.0, 1.0)
+    return clip_by_value(add(k(-1.0), divide(val, k(12.0))), -1.0, +1.0)
 
 
-# A cheaper version of tanh, x/6+25*x/(6*(2*x*x+5)),
-# clipped between -1 and 1.
-def clipped_pade_tanh(x):
-    val = add(divide(x, k(6.0)),
-              multiply(k(25.0),
-                       divide(x, multiply(k(6.0), add(k(5.0),
-                                                      multiply(k(2.0), square(x)))))))
-    return clip_by_value(val, -1.0, 1.0)
-
-
-def make_model(size, magic=[12, 9, 9]):
+def make_model(size, magic=[12, 11, 8]):
     # Our model for the stacks, a small CNN
     stack_shape = (size, size, 6)
     stack_input = Input(shape=stack_shape)
@@ -76,11 +66,7 @@ def make_model(size, magic=[12, 9, 9]):
     model = Dense(magic[2], activation="relu", use_bias=True)(model)
     model = Dense(1, activation=clipped_pade_logistic, use_bias=True)(model)
     model = Model(inputs=[stack_model.input, flats_input], outputs=model)
-    model.compile(optimizer='adam',
-                  loss='mean_squared_error',
-                  # loss='mean_absolute_error',
-                  # loss='mean_absolute_percentage_error',
-                  metrics=['accuracy'])
+    model.compile(optimizer='adam', loss='mean_squared_error')
     model.summary()
     return model
 
@@ -89,7 +75,7 @@ def load_data(size):
     shape = (-1, size, size, 6)
     # Load training data
     tr_fn = "training-"+str(size)+".csv"
-    training_csv = pd.read_csv(tr_fn)  #.head(100000)
+    training_csv = pd.read_csv(tr_fn)
     training_data = training_csv
     training_stack_input = np.array(training_data.iloc[:, 2:-1]).reshape(shape, order='F')
     training_flats_input = np.array(training_data.iloc[:, 0:2])
@@ -113,36 +99,17 @@ def train(size, model, data, iterations=1, epochs=10):
         model.fit(training_input, training_outcome, epochs=epochs,
                   validation_data=(val_input, val_outcome),
                   verbose=True)
-        v_loss, v_accuracy = model.evaluate(val_input, val_outcome,
-                                            verbose=False, batch_size=16)
-        t_loss, t_accuracy = model.evaluate(training_input, training_outcome,
-                                            verbose=False, batch_size=32)
-        results += [((v_loss, t_loss), (v_accuracy, t_accuracy))]
+        v_loss = model.evaluate(val_input, val_outcome,
+                                verbose=False, batch_size=16)
+        t_loss = model.evaluate(training_input, training_outcome,
+                                verbose=False, batch_size=32)
+        results += [(v_loss, t_loss)]
     print("\nScores")
     for i in range(len(results)):
         print("Iteration {0}: {1}".format(i+1, results[i]))
     return results
 
 
-def model_size(model):
-    return sum([np.prod(get_value(w).shape) for w in model.trainable_weights])
-
-
-def magic_search(data):
-    results = []
-    for width in range(9, 18):
-        for dense1 in range(9, 16):
-            for dense2 in range(9, max(32, dense1*2)):
-                m = make_model(5, [width, dense1, dense2])
-                if model_size(m) < 1990:
-                    results += [([width, dense1, dense2],
-                                 train(5, m, data, iterations=1, epochs=20))]
-    print("\nSummary")
-    for r in results:
-        print("Parameters {0}: {1}".format(r[0], r[1][0]))
-    return results
-
-
 def write_weights(model):
     def fix(val):
         string = str(np.array(val).tolist())
@@ -185,5 +152,3 @@ data = load_data(5)
 model = make_model(5, [12, 11, 8])
 results = train(5, model, data, iterations=5, epochs=10)
 write_weights(model)
-
-# results = magic_search(data)
diff --git a/src/pptdb.c b/src/pptdb.c
index ecf5caa..557b894 100644
--- a/src/pptdb.c
+++ b/src/pptdb.c
@@ -198,7 +198,7 @@ int main(int argc, char **argv) {
 		reset_state(size);
 		// Store the outcome of this game. Black win = 1
 		if (line[read-4] == '0') outcome_black = 1;
-		else outcome_black = 0;
+		else outcome_black = -1;
 		// Parse the line
 		r = parse_line(line,read-4);
 		// Adjust counts if we're not generating training data