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authortslil <tslil@posteo.de>2026-09-19 20:24:08 +0100
committertslil <tslil@posteo.de>2026-09-19 20:32:46 +0100
commit9f5f953a95c8617cd2fdd24f7402af632c1b07c2 (patch)
treed78abd447065baf3d100935a2cfbb181d50b0fb6
parentfe7268110d93e2abe4d4b51ac64e83521a8d6382 (diff)
transposing the weights gives ~2.5x speedup
Diffstat
-rw-r--r--include/nn.c19
-rw-r--r--include/weights_5.c474
-rw-r--r--include/weights_5.h4
-rw-r--r--include/weights_6.c626
-rw-r--r--include/weights_6.h4
-rwxr-xr-xsrc/nn_train.py11
6 files changed, 544 insertions, 594 deletions
diff --git a/include/nn.c b/include/nn.c
index 7a42a02..9f15ec2 100644
--- a/include/nn.c
+++ b/include/nn.c
@@ -119,18 +119,19 @@ float eval_net(const float *board, const unsigned int n_inp, const float *w,
const unsigned int n_dense,
const float parity) {
float dense1[FIVE_DENSE_NUM]; // FIVE_DENSE_NUM == SIX_DENSE_NUM
- float z = logit_b;
-
- for (unsigned int d1 = 0; d1 < n_dense; d1++) {
- float h = biases[d1];
- const float *wd = w + d1 * n_inp;
- for (unsigned int fl = 0; fl < n_inp; fl++)
- h += board[fl] * wd[fl];
- dense1[d1] = fast_silu(h);
+ for (unsigned int d1 = 0; d1 < n_dense; d1++)
+ dense1[d1] = biases[d1];
+ for (unsigned int fl = 0; fl < n_inp; fl++) {
+ const float b = board[fl];
+ const float *wrow = w + fl * n_dense;
+ for (unsigned int d1 = 0; d1 < n_dense; d1++)
+ dense1[d1] += b * wrow[d1];
}
for (unsigned int d1 = 0; d1 < n_dense; d1++)
+ dense1[d1] = fast_silu(dense1[d1]);
+ float z = logit_b;
+ for (unsigned int d1 = 0; d1 < n_dense; d1++)
z += dense1[d1] * logit_w[d1];
-
return parity * fast_tanh(z);
}
diff --git a/include/weights_5.c b/include/weights_5.c
index 93de126..c33e6af 100644
--- a/include/weights_5.c
+++ b/include/weights_5.c
@@ -9,264 +9,224 @@ const float FIVE_embedding[7] =
-0.107056081, 1.57254577, -0.88146174, 0.129297495, 1.52432585, 1.08536971, 0.311268926
};
-const float FIVE_dense_weights[FIVE_DENSE_NUM][FIVE_INP_NUM] NN_ALIGNED =
+const float FIVE_dense_weights[FIVE_INP_NUM][FIVE_DENSE_NUM] NN_ALIGNED =
{
- {-0.12155433, 0.0380854495, -0.0526241288, -0.122302413, -0.182421431, -0.0367297009, 0.130855337, 0.00196790509,
- -0.0147297382, -0.028007213, 0.000209137797, -0.0078575341, 0.137054384, 0.122178458, -0.0867310241, 0.0745834112,
- -0.0554108731, 0.00852537062, -0.124409162, -0.183914825, 0.17473805, -0.0252411161, -0.181904465, -0.0686189234,
- -0.0576762632, -0.0431368724, 0.0593770556},
- {0.126471147, 0.0102750072, 0.176142693, -0.0824196339, 0.0451394655, -0.165960342, -0.0628453344, -0.0960823447,
- 0.0318342112, 0.000965576095, -0.00438163895, 0.0193198957, -0.0445231795, -0.151376769, 0.0875950605, -0.0467983,
- 0.178420976, -0.116750538, 0.0425412133, 0.101727553, -0.0950874984, 0.124374248, -0.0662044585, -0.0384465531,
- 0.143683732, -0.0826372579, -0.129666358},
- {0.00145194307, -0.182082057, 0.0898404941, -0.189079747, 0.126428112, -0.118196607, -0.00724528497, -0.0462002754,
- -0.123565383, 0.0588053241, 0.0816431642, -0.162116483, -0.167529151, -0.191269279, -0.117242776, -0.0594705231,
- 0.159989774, 0.189793959, -0.0976364538, -0.14519015, 0.025564136, 0.150649741, -0.188298583, 0.173989639,
- 0.13177675, -0.0306688342, -0.0326667689},
- {-0.0356031395, 0.177603677, 0.129797876, -0.128613308, 0.123220339, 0.183339179, -0.0595809631, 0.0203314237,
- -0.0285057854, 0.099734731, -0.130372807, 0.041145131, -0.00959177595, -0.0443884656, -0.112532496, 0.0752916262,
- 0.159095958, -0.187638044, 0.153513178, -0.179985285, 0.0458669513, -0.149700686, -0.186654389, -0.111326285,
- -0.176224634, 0.0779583603, -0.0512998775},
- {-0.137284145, 0.0506111868, -0.113694407, 0.110263176, -0.0403873399, -0.0899731219, -0.147952154, -0.121726736,
- 0.0471870489, -0.132552579, -0.16430828, 0.144172087, -0.114312761, -0.114386886, -0.0749448165, -0.186088592,
- -0.0914313719, 0.0271352176, -0.0279148035, -0.0927195996, 0.153074369, 0.0348081589, 0.0822597742, 0.0405591056,
- 0.0267426129, 0.00375819439, 0.176896647},
- {0.074619934, -0.164365172, 0.191026345, -0.102066979, -0.132967383, 0.0662865639, 0.0961742327, 0.154202238,
- 0.0644698441, -0.144472241, 0.0493853837, 0.0597836785, 0.166797876, -0.0320083834, 0.0830717087, 0.0783591345,
- -0.0477294624, 0.133098975, 0.00170811161, 0.140096471, 0.050632339, -0.149140581, -0.0281639751, -0.0486545451,
- 0.0689834952, 0.173242837, -0.163674608},
- {-0.101129092, 0.0826225281, 0.123690508, -0.147909224, -0.0644332319, -0.137339801, 0.0642950758, 0.048136957,
- -0.119815819, 0.177866101, -0.0335282795, -0.125992149, -0.176234365, 0.0665554702, 0.0907775313, -0.0200865213,
- -0.0853773206, 0.124072194, 0.088058278, 0.0937990397, 0.159939021, 0.0153142968, 0.0101294639, -0.113451913,
- 0.0883233249, 0.107491463, 0.0322958007},
- {-0.0780490264, 0.0602351725, -0.0143457381, 0.0149356192, 0.0878894702, 0.0939516276, 0.0259169601, -0.00715420581,
- -0.154600754, 0.0687108785, -0.0510659851, 0.0573821962, -0.133331433, -0.0619913489, 0.15025425, 0.12487828,
- -0.175620094, 0.149448395, -0.0759175718, 0.103955485, -0.126907349, -0.185391665, -0.184962243, 0.068593502,
- 0.0869200453, -0.136647373, 0.0553372279},
- {0.134603456, 0.100999378, -0.0795233175, -0.0963680223, 0.102558665, -0.0179742426, 0.0742983818, -0.106091365,
- 0.0150560867, 0.000919669459, -0.0256554, -0.0586289912, -0.0616930351, 0.0811018348, 0.00295353238, -0.013059183,
- 0.115540653, 0.138279736, -0.0924114212, 0.0318339355, 0.175884411, -0.185929313, -0.0538378656, -0.0973959491,
- -0.102074087, -0.073292248, 0.0162393115},
- {-0.0503677502, -0.0935814828, -0.0912126452, -0.135719061, -0.0878928229, -0.0450617634, 0.0294947159, 0.147923633,
- 0.0176191255, -0.110445336, -0.0291322805, -0.0655989721, 0.10651508, -0.154051855, 0.143873185, 0.127390936,
- -0.0714856684, -0.12482097, -0.0285283364, 0.135305271, -0.0861330926, 0.147342265, -0.0150353471, 0.109596536,
- -0.163149804, 0.0803325251, -0.0306352694},
- {-0.0495440029, -0.185366139, 0.0192145016, -0.190048054, -0.101420864, 0.0903542489, 0.160431951, -0.149787381,
- -0.0645608827, 0.0384876654, 0.123749927, 0.168721348, 0.109497309, -0.106394224, -0.136118546, -0.0157899503,
- -0.00072363147, -0.13675034, -0.0100835115, 0.180498168, 0.0426577106, -0.0640986487, -0.0987099707, -0.162526459,
- -0.157510012, -0.13352868, 0.161013126},
- {-0.12659438, 0.0168235712, 0.0670667961, 0.115326628, -0.0299799368, 0.140033036, 0.150276676, -0.167988017,
- -0.0454494804, -0.0861340985, -0.0992069095, -0.175068781, -0.143283069, 0.00551927881, 0.014438469, -0.089709267,
- 0.0134409117, 0.14857167, -0.0528969057, 0.174673587, -0.144731894, 0.033209689, 0.0673518255, 0.0152981915,
- 0.0599667318, 0.108046263, -0.00661131041},
- {0.0865569413, 0.0201035198, -0.0276535638, -0.15255779, -0.0266870484, 0.00874882471, 0.105382077, -0.0825635046,
- 0.00467901072, -0.0188698228, -0.0421445034, 0.140830904, 0.173780039, 0.0673350543, -0.0174199212, -0.178080082,
- -0.168101251, -0.14888671, -0.101302899, 0.148781419, 0.178234026, -0.0785033926, -0.0177648757, 0.0779984891,
- -0.0615693107, -0.0639129579, 0.135591194},
- {-0.138985217, -0.136894986, -0.0396100953, 0.0743817091, 0.144577697, -0.105559923, -0.111216575, -0.0496893153,
- -0.0599366538, 0.000612799427, -0.0092763491, 0.182437062, 0.0282868054, -0.043189019, 0.109706245, 0.165155888,
- -0.127432227, -0.106511891, -0.172343493, 0.101189204, 0.0647119284, 0.121372372, 0.100672714, 0.125937566,
- -0.141099468, -0.033982072, -0.0187687632},
- {0.00770451175, 0.00267756497, -0.123039216, -0.109877437, -0.0682492852, 0.0418347865, -0.167821661, -0.013173731,
- -0.0488652214, -0.108915366, 0.0675020665, -0.0615673847, -0.0424148478, 0.00257005938, -0.00371407717, -0.174944207,
- -0.00558308, 0.015326662, 0.162353009, -0.0655369163, -0.169667333, 0.0822051764, -0.10064137, 0.125505,
- 0.0271434523, 0.137520015, 0.163881466},
- {-0.149971426, 0.189632416, -0.126153424, 0.0586789139, 0.0396591425, -0.0692966059, 0.107502334, 0.0817965791,
- -0.112501733, 0.0323353969, -0.15788129, 0.152778834, -0.115438104, 0.188251644, -0.0657786801, 0.189103797,
- -0.0885873437, -0.18719843, -0.154167324, 0.0615214072, -0.16028747, 0.120422281, -0.146504149, -0.130510226,
- -0.0206950977, 0.109188057, -0.11423634},
- {0.154549837, 0.0535175726, -0.00212893379, 0.151742667, -0.0805903003, 0.0289018992, 0.0434413366, -0.117259227,
- 0.0653587058, -0.171512067, -0.0490244366, 0.0232665353, 0.163909137, 0.0886328816, -0.184273347, 0.0722340047,
- 0.0775859952, -0.063730754, -0.171883166, -0.0819482282, 0.112369493, -0.102479242, -0.134144306, -0.149879813,
- 0.127042294, -0.1197583, -0.0607419573},
- {0.160955414, -0.181970119, 0.0130247241, -0.137568071, 0.111093856, -0.000298083323, -0.0164680183, -0.132458195,
- 0.0903752446, 0.0993224457, 0.144108832, 0.189305916, 0.0579277538, -0.0724364668, -0.15050526, 0.16396369,
- 0.0679968074, -0.149189174, 0.0887536258, -0.0155692035, 0.069320716, 0.109476641, -0.137493536, -0.179973945,
- -0.0464075767, 0.177120373, 0.0882390365},
- {-0.188345999, 0.125080094, -0.0543377437, 0.121041141, 0.105408385, -0.0432622507, 0.0292727314, -0.0274563339,
- 0.0337398723, 0.0579176582, 0.0713827536, 0.0547062382, 0.113494053, -0.00798128173, -0.0870676488, -0.0703901947,
- -0.0123118069, -0.148690388, 0.032527443, -0.0525818206, 0.0352050774, -0.0718326196, -0.100015223, -0.0681334734,
- 0.0145522375, 0.0416409969, -0.126224935},
- {0.0947042331, 0.103619061, -0.125910088, 0.0281794611, 0.11256893, 0.0279837437, 0.0589137003, -0.0308914613,
- 0.108718254, 0.0485800542, -0.18296133, 0.115607113, -0.115321189, 0.0935213491, -0.156311691, -0.141139984,
- -0.120314941, -0.129003659, 0.0151534975, 0.0197912827, -0.126248688, -0.0518530272, 0.00858066045, -0.122916773,
- -0.00603546994, -0.0202781074, -0.00830999296},
- {0.126908973, 0.103868783, 0.1511406, -0.152139083, -0.099162519, 0.162759542, 0.113781497, -0.110512532,
- 0.0229097195, -0.0788602754, 0.152314857, 0.181817308, 0.154285446, 0.0671618208, -0.0169426389, -0.178109497,
- -0.0274765678, -0.168348387, -0.122650579, -0.0837040991, 0.158916831, -0.175366521, 0.0213023461, -0.130665213,
- -0.00817442965, 0.154927447, -0.11668735},
- {-0.00094421726, -0.160328597, -0.175813615, -0.155249029, -0.134564802, 0.03688832, 0.00175688602, 0.0274196267,
- -0.000853069301, -0.148070648, 0.127308667, -0.0330546238, -0.0619701967, 0.10884852, 0.157836109, 0.055700697,
- 0.153069854, -0.124244392, -0.137883157, -0.127520815, 0.00354694598, -0.116212271, -0.130330548, -0.172464535,
- -0.0554537289, -0.16244705, 0.0298838317},
- {-0.00313924649, 0.104636811, -0.00189121044, -0.141974926, -0.0459853336, 0.0295766182, -0.0416731611, 0.134431586,
- -0.0257469825, 0.159541234, -0.124537222, -0.134646863, -0.0754638314, 0.0348843262, 0.189903527, -0.0117872646,
- 0.0253215488, 0.033129666, -0.134995311, -0.169793919, 0.082692869, 0.0133447172, -0.180572212, 0.166683719,
- -0.154386878, 0.141032755, -0.189054862},
- {-0.0157399364, -0.087899588, 0.101300925, 0.0672744438, -0.160007596, -0.173225313, 0.1604743, 0.18511425,
- -0.137313977, -0.00302829966, -0.00116172887, 0.139291197, -0.178774625, 0.018830156, 0.0842981339, -0.106627382,
- 0.0513799004, -0.090098314, 0.102730826, 0.138699085, 0.175227448, 0.119384348, -0.00873668771, -0.140533715,
- 0.174934387, -0.0292702075, -0.0563953742},
- {0.146324888, 0.165004328, -0.115809716, -0.0813532025, -0.0681633428, 0.0477341898, -0.0970991328, -0.109762929,
- 0.0805196837, -0.0247990042, 0.128147095, -0.130630851, -0.137946323, 0.126800254, 0.0682550222, -0.101892732,
- 0.0621065609, -0.114361145, -0.0676818863, 0.0155905169, -0.0559272915, -0.0775655061, -0.11619658, -0.123850182,
- 0.0333352275, 0.0619759336, -0.153737575},
- {0.0728290975, -0.137139767, 0.171155334, -0.10935317, -0.113652103, 0.083894819, 0.0325784646, -0.136270553,
- -0.117715009, -0.143446118, 0.0577968471, 0.169665903, -0.107519746, -0.149352536, 0.186078683, 0.0730377287,
- 0.164606273, 0.164737105, 0.0709791556, -0.0945216864, -0.0961282775, -0.127035677, -0.079149574, -0.116503082,
- -0.114481702, -0.0802296549, 0.0924181715},
- {-0.0830421597, -0.0239430889, 0.18813023, 0.185782596, 0.169754803, 0.0404542163, -0.063200362, 0.00196542731,
- -0.163821682, 0.172906876, -0.0139531577, 0.0680508614, 0.184245452, 0.0418433659, 0.0777508989, -0.18665041,
- -0.169096172, -0.0162949227, -0.0643856525, 0.106869876, -0.169687226, -0.140021294, 0.142271087, 0.101354837,
- -0.142958999, -0.0325520597, -0.0696607158},
- {-0.0143544786, 0.152615175, 0.0869480297, 0.0572121032, -0.123094432, -0.0476713292, 0.0631705374, 0.142265052,
- -0.152431101, 0.112096898, -0.171024382, 0.113088079, -0.0978072286, -0.0404484123, 0.0446099453, 0.111795463,
- 0.133996516, 0.0249953847, -0.0176241957, -0.0798011646, 0.137617484, -0.114853017, 0.0865345746, 0.0806269348,
- -0.153808579, 0.100480415, 0.0400802419},
- {0.00885846373, 0.104530975, 0.0511356592, 0.15449053, 0.0266832169, 0.151018828, 0.00052185799, -0.0662509352,
- 0.134233072, 0.135463342, -0.132513165, 0.106484361, -0.0549784414, -0.127461627, -0.0177660231, -0.184229344,
- -0.067264393, 0.0331441872, 0.0296899974, 0.112480991, -0.0866794065, -0.0769045502, 0.188820049, -0.163503736,
- -0.121939979, -0.0769513547, 0.187178373},
- {0.0700233802, -0.155490026, -0.0502671041, -0.0314835422, 0.158927277, -0.0542646535, -0.103660561, -0.0306020491,
- -0.0201568827, 0.0681313649, 0.166806385, 0.121379897, -0.0575036965, -0.0201710835, 0.0956908464, 0.0947490856,
- -0.0557131097, 0.116438366, -0.106281899, -0.0817660689, -0.00162857235, 0.0423404239, 0.183730364, -0.115942039,
- 0.0232274868, -0.135886878, 0.0707694218},
- {-0.0617577545, -0.0327048972, -0.0578244217, -0.133904487, -0.0658558309, -0.133602962, -0.178279325, 0.0863033906,
- -0.109837979, 0.0180644952, -0.173991039, 0.079782702, 0.119043894, 0.174958751, 0.0709607825, -0.181912556,
- -0.114235304, -0.0365099385, 0.133480966, 0.0175383482, 0.0485932231, 0.0462628603, -0.0830994919, 0.0175168738,
- -0.134287432, -0.171605304, 0.17739737},
- {-0.0979685336, 0.0779526308, -0.134874135, 0.0924571678, -0.143309474, -0.00583782606, -0.0692039207, 0.0361159593,
- -0.161315486, 0.17230463, 0.0166760087, -0.0615356565, 0.0799215212, 0.155071229, -0.0697915256, 0.0667596012,
- -0.0682204217, 0.00894743204, -0.100012764, 0.00765745807, -0.0964676291, 0.0617717281, -0.0885751843, 0.135445908,
- 0.144291341, 0.0619578063, -0.0597544722},
- {0.0257771518, 0.00839496963, 0.183237866, -0.0638526678, 0.0440821014, -0.0440427773, -0.0389030948, 0.149784356,
- -0.0143964393, 0.110475667, 0.0401583351, 0.00584319467, 0.0534138083, 0.0753016546, -0.00891145878, 0.0102705108,
- -0.0423660725, 0.0484866574, -0.129252583, 0.00972307287, -0.13777107, -0.091733031, 0.0791747421, 0.0705575794,
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+ 0.00996565912, 0.0227369908, 0.119368978, 0.0491940938, 0.0454147905, -0.163403079, -0.122804061, 0.160612479,
+ -0.124668613, 0.0781042501, -0.0909724683, 0.161778823, 0.0698438585, -0.126369044, -0.187989116, 0.0673807561},
+ {-0.183914825, 0.101727553, -0.14519015, -0.179985285, -0.0927195996, 0.140096471, 0.0937990397, 0.103955485,
+ 0.0318339355, 0.135305271, 0.180498168, 0.174673587, 0.148781419, 0.101189204, -0.0655369163, 0.0615214072,
+ -0.0819482282, -0.0155692035, -0.0525818206, 0.0197912827, -0.0837040991, -0.127520815, -0.169793919, 0.138699085,
+ 0.0155905169, -0.0945216864, 0.106869876, -0.0798011646, 0.112480991, -0.0817660689, 0.0175383482, 0.00765745807,
+ 0.00972307287, 0.0786489844, -0.19101496, -0.109769538, -0.102988459, -0.183932319, -0.110239938, 0.0760876164,
+ -0.0727175102, -0.0282195397, 0.185204282, -0.0347960256, 0.146516219, 0.173040032, -0.131790042, 0.0150504429,
+ -0.0682013854, -0.0649955124, 0.0849793032, -0.106492892, -0.10565538, 0.0955372751, 0.0834453627, 0.134328142,
+ 0.119971067, 0.0328268819, 0.141723961, -0.0158883706, 0.0472450927, -0.169612631, -0.110069141, 0.128282934},
+ {0.17473805, -0.0950874984, 0.025564136, 0.0458669513, 0.153074369, 0.050632339, 0.159939021, -0.126907349,
+ 0.175884411, -0.0861330926, 0.0426577106, -0.144731894, 0.178234026, 0.0647119284, -0.169667333, -0.16028747,
+ 0.112369493, 0.069320716, 0.0352050774, -0.126248688, 0.158916831, 0.00354694598, 0.082692869, 0.175227448,
+ -0.0559272915, -0.0961282775, -0.169687226, 0.137617484, -0.0866794065, -0.00162857235, 0.0485932231, -0.0964676291,
+ -0.13777107, -0.121551186, -0.144947544, 0.000563772744, -0.146075591, -0.0883699432, 0.10873989, -0.102831379,
+ -0.0130539984, -0.112852991, -0.189522326, 0.135975629, 0.0124827232, -0.161778599, 0.034408927, -0.139007673,
+ -0.032698337, 0.105599009, 0.125941098, -4.61130958e-06, 0.140958905, 0.0415849723, 0.0132888993, -0.177498892,
+ 0.0120104421, -0.173802942, 0.167598695, -0.109346196, 0.00885908306, -0.0035712414, 0.0265749078, 0.0518612638},
+ {-0.0252411161, 0.124374248, 0.150649741, -0.149700686, 0.0348081589, -0.149140581, 0.0153142968, -0.185391665,
+ -0.185929313, 0.147342265, -0.0640986487, 0.033209689, -0.0785033926, 0.121372372, 0.0822051764, 0.120422281,
+ -0.102479242, 0.109476641, -0.0718326196, -0.0518530272, -0.175366521, -0.116212271, 0.0133447172, 0.119384348,
+ -0.0775655061, -0.127035677, -0.140021294, -0.114853017, -0.0769045502, 0.0423404239, 0.0462628603, 0.0617717281,
+ -0.091733031, -0.00183718244, 0.0408506282, -0.0847794786, 0.184503958, -0.0928919166, 0.0658772811, 0.149824545,
+ 0.13449125, 0.0621854812, 0.10494893, 0.0378963165, 0.00781871658, 0.0383385643, 0.125363752, -0.0462272987,
+ 0.0669107884, 0.00653213775, 0.156988382, 0.0812624693, 0.0320267156, 0.0813293681, 0.135187417, -0.147127301,
+ 0.104353525, 0.109224901, 0.0142846443, 0.15250434, -0.00329366792, -0.0620421879, 0.0485910662, 0.0407452546},
+ {-0.181904465, -0.0662044585, -0.188298583, -0.186654389, 0.0822597742, -0.0281639751, 0.0101294639, -0.184962243,
+ -0.0538378656, -0.0150353471, -0.0987099707, 0.0673518255, -0.0177648757, 0.100672714, -0.10064137, -0.146504149,
+ -0.134144306, -0.137493536, -0.100015223, 0.00858066045, 0.0213023461, -0.130330548, -0.180572212, -0.00873668771,
+ -0.11619658, -0.079149574, 0.142271087, 0.0865345746, 0.188820049, 0.183730364, -0.0830994919, -0.0885751843,
+ 0.0791747421, 0.13491042, 0.127426147, -0.00350856432, 0.0661398545, 0.191592276, -0.163778186, 0.186222047,
+ 0.0830938965, 0.0739964694, 0.164910138, -0.0831586346, -0.169836596, -0.0506472066, 0.176913232, 0.112543508,
+ -0.0333003551, 0.146385536, 0.134143472, 0.0574826598, -0.188845426, -0.0840425193, 0.0106342537, 0.0441274345,
+ -0.121119857, 0.0719521642, 0.0503009669, 0.0154327918, 0.180733606, 0.190395027, 0.127895728, 0.119319059},
+ {-0.0686189234, -0.0384465531, 0.173989639, -0.111326285, 0.0405591056, -0.0486545451, -0.113451913, 0.068593502,
+ -0.0973959491, 0.109596536, -0.162526459, 0.0152981915, 0.0779984891, 0.125937566, 0.125505, -0.130510226,
+ -0.149879813, -0.179973945, -0.0681334734, -0.122916773, -0.130665213, -0.172464535, 0.166683719, -0.140533715,
+ -0.123850182, -0.116503082, 0.101354837, 0.0806269348, -0.163503736, -0.115942039, 0.0175168738, 0.135445908,
+ 0.0705575794, 0.0133667644, -0.128486633, -0.0628694966, -0.0250458568, 0.185421556, -0.116613321, -0.0857870802,
+ -0.132968262, 0.18534255, -0.0762996674, 0.190199673, -0.144013658, 0.0179319605, -0.043239288, -0.063554123,
+ 0.111868031, -0.0674876869, 0.185445666, 0.108005241, -0.0686342269, -0.0836364478, 0.133610189, 0.0632432178,
+ -0.0603339151, 0.0689024851, -0.0150258495, 0.0118686622, 0.128414467, -0.0989916027, -0.136718288, -0.0195252486},
+ {-0.0576762632, 0.143683732, 0.13177675, -0.176224634, 0.0267426129, 0.0689834952, 0.0883233249, 0.0869200453,
+ -0.102074087, -0.163149804, -0.157510012, 0.0599667318, -0.0615693107, -0.141099468, 0.0271434523, -0.0206950977,
+ 0.127042294, -0.0464075767, 0.0145522375, -0.00603546994, -0.00817442965, -0.0554537289, -0.154386878, 0.174934387,
+ 0.0333352275, -0.114481702, -0.142958999, -0.153808579, -0.121939979, 0.0232274868, -0.134287432, 0.144291341,
+ 0.135760963, 0.07812123, -0.155436695, -0.0179150756, -0.178060576, -0.0230288804, -0.0143647799, 0.127207607,
+ -0.165452138, 0.108109124, 0.0537083596, -0.0476226211, 0.0196476206, 0.160089046, 0.0827307478, -0.0101354523,
+ 0.0817616135, 0.0294649601, -0.110497095, -0.1343503, 0.109327771, 0.0382208973, 0.0914034769, 0.00436131237,
+ -0.112141408, 0.127336383, 0.0280418098, -0.0652717352, 0.189176291, 0.085333772, 0.00486727152, 0.118702404},
+ {-0.0431368724, -0.0826372579, -0.0306688342, 0.0779583603, 0.00375819439, 0.173242837, 0.107491463, -0.136647373,
+ -0.073292248, 0.0803325251, -0.13352868, 0.108046263, -0.0639129579, -0.033982072, 0.137520015, 0.109188057,
+ -0.1197583, 0.177120373, 0.0416409969, -0.0202781074, 0.154927447, -0.16244705, 0.141032755, -0.0292702075,
+ 0.0619759336, -0.0802296549, -0.0325520597, 0.100480415, -0.0769513547, -0.135886878, -0.171605304, 0.0619578063,
+ -0.0341211222, -0.123505898, -0.146092668, -0.0810985491, -0.120860539, 0.144815132, 0.180781782, -0.00252656173,
+ -0.134777039, 0.170073316, -0.170038894, -0.176038012, 0.0950021073, -0.178128138, -0.181739643, 0.152196571,
+ 0.0879792422, -0.0090828808, -0.123710997, -0.0793560296, 0.191402107, -0.15660198, 0.00441802479, 0.16817756,
+ 0.000847058545, -0.0798519626, 0.138684884, -0.137885705, -0.116094947, -0.0449582264, 0.074877277, -0.0513600335},
+ {0.0593770556, -0.129666358, -0.0326667689, -0.0512998775, 0.176896647, -0.163674608, 0.0322958007, 0.0553372279,
+ 0.0162393115, -0.0306352694, 0.161013126, -0.00661131041, 0.135591194, -0.0187687632, 0.163881466, -0.11423634,
+ -0.0607419573, 0.0882390365, -0.126224935, -0.00830999296, -0.11668735, 0.0298838317, -0.189054862, -0.0563953742,
+ -0.153737575, 0.0924181715, -0.0696607158, 0.0400802419, 0.187178373, 0.0707694218, 0.17739737, -0.0597544722,
+ 0.121966042, -0.160103157, 0.0234605074, -0.126991019, -0.156311631, -0.0992096886, -0.177158162, -0.0751904324,
+ -0.137075678, -0.175988227, -0.119950578, -0.0895690694, 0.121752203, 0.0664922148, 0.0112358117, -0.0566700809,
+ 0.183676347, -0.189336121, -0.0286602527, -0.184536964, -0.0299364384, -0.156168073, -0.0991756842, 0.175170064,
+ 0.109019361, -0.0622614212, -0.0939480662, -0.131062776, -0.0597007684, 0.162536532, 0.0841798261, -0.023790434},
};
const float FIVE_dense_biases[FIVE_DENSE_NUM] =
diff --git a/include/weights_5.h b/include/weights_5.h
index d48a05a..74a4366 100644
--- a/include/weights_5.h
+++ b/include/weights_5.h
@@ -22,10 +22,10 @@
#define FIVE_DENSE_NUM 64
// this does some kind of magic vectorisation
-#define NN_ALIGNED __attribute__((aligned(16)))
+#define NN_ALIGNED __attribute__((aligned(32)))
extern const float FIVE_embedding[7];
-extern const float FIVE_dense_weights[FIVE_DENSE_NUM][FIVE_INP_NUM] NN_ALIGNED;
+extern const float FIVE_dense_weights[FIVE_INP_NUM][FIVE_DENSE_NUM] NN_ALIGNED;
extern const float FIVE_dense_biases[FIVE_DENSE_NUM];
extern const float FIVE_logit_weights[FIVE_DENSE_NUM] NN_ALIGNED;
extern const float FIVE_logit_bias;
diff --git a/include/weights_6.c b/include/weights_6.c
index 66fbfe6..fd9ca68 100644
--- a/include/weights_6.c
+++ b/include/weights_6.c
@@ -9,328 +9,312 @@ const float SIX_embedding[7] =
0.724845707, -0.209938288, -0.347967505, 0.821479738, -1.34644675, 0.0270497333, 0.450257659
};
-const float SIX_dense_weights[SIX_DENSE_NUM][SIX_INP_NUM] NN_ALIGNED =
+const float SIX_dense_weights[SIX_INP_NUM][SIX_DENSE_NUM] NN_ALIGNED =
{
- {0.0375181399, 0.0131807914, 0.0733145475, -0.108837478, -0.155519173, -0.15236935, 0.161187366, -0.102666609,
- -0.105799064, 0.00281478628, 0.0976773277, -0.159017026, 0.0197313707, -0.0683622435, -0.145631433, -0.153941378,
- 0.105601832, -0.0133290393, -0.153301701, 0.0457033068, 0.014024986, 0.0353368558, 0.0325997919, 0.158958182,
- -0.113382228, 0.083345212, 0.136842892, -0.0691667721, 0.120123811, -0.0168791842, 0.0345238335, -0.0454866588,
- -0.0923255309, -0.0891628116, 0.0346996412, -0.0130082751, -0.0113271773, -0.156546578},
- {0.0726021826, 0.103502043, -0.0908020958, 0.132167816, 0.131145015, 0.0872449875, 0.00343001494, 0.144630119,
- 0.0472081937, -0.154692248, 0.0577940382, 0.114260346, 0.109050721, -0.000362979888, -0.150493786, -0.0934085548,
- 0.0600608923, 0.0211810078, -0.157961667, -0.00713527203, -0.0531874225, 0.0535118617, -0.0721463263, -0.146463081,
- 0.102262415, 0.124479882, 0.151097432, 0.0881217346, 0.140200704, 0.135360688, -0.0875871852, 0.135936484,
- 0.150512502, 0.00687163277, -0.1080226, -0.10105101, -0.108616851, -0.0289672259},
- {0.0897642896, -0.0470770411, 0.0460546464, 0.0996882394, 0.150267735, 0.0900047198, -0.129711628, -0.0527934432,
- 0.15648745, -0.0590935722, -0.0530138798, 0.14693436, 0.0316506103, -0.0886439011, -0.135663971, 0.0193879027,
- -0.107859075, 0.0283069201, 0.103223026, -0.042615965, 0.120617002, 0.153798059, 0.0773706809, -0.159706235,
- -0.154470861, 0.14559868, 0.0324159786, 0.124579862, 0.153827667, 0.142814159, -0.0309355557, 0.0711085722,
- -0.109111674, 0.0798075944, 0.100062087, 0.0397855341, 0.145826876, -0.0653992891},
- {-0.0082918182, -0.0559212789, -0.138149008, -0.0750553831, -0.121066906, -0.10824693, -0.0508754514, 0.0895314962,
- -0.110629641, 0.145756215, 0.161698774, 0.00714735826, 0.00970674399, 0.112757504, 0.0875736848, 0.11934334,
- -0.04978659, -0.11310403, -0.0758787319, 0.101755619, 0.0582921542, 0.153120652, 0.0911140665, -0.142868668,
- 0.023020776, -0.0593933538, -0.0656506494, -0.0897403657, 0.0824202597, 0.0772329718, 0.0932838023, 0.147335872,
- 0.138820425, -0.0354531184, 0.0916320607, -0.0180149022, -0.127223313, 0.00665272307},
- {-0.161994591, -0.0837311447, 0.120749563, -0.0893452689, -0.0234873518, -0.15059875, -0.0629289523, -0.00260303193,
- 0.0988588035, -0.148168355, 0.0415519327, -0.0885534957, 0.127174556, -0.136677012, -0.105595224, 0.0995858014,
- -0.0963358879, 0.130610511, -0.0826890245, 0.12490695, 0.068815358, 0.074438706, -0.113374032, 0.041937422,
- 0.0544410832, -0.144763529, -0.141715407, -0.14071995, 0.0929290801, 0.046868246, 0.0154255042, 0.00686074514,
- -0.0574076958, 0.0550889559, 0.00349868531, 0.0777873844, 0.0781370774, 0.0808736235},
- {-0.0201358702, -0.0119948508, 0.104918666, 0.00582643645, -0.0840942636, 0.0523588918, -0.122168899, 0.0132227177,
- 0.128966138, -0.0869960487, -0.0493874252, -0.0168802273, -0.11228656, -0.117928721, 0.0373956487, -0.0833369493,
- 0.0892956406, -0.118798442, 0.0637328252, 0.0256041214, -0.0395213366, -0.0797605887, 0.0497715995, 0.157270819,
- 0.0687596425, -0.122894429, -0.0528935194, -0.128653049, -0.0264614653, -0.0814447552, 0.12160445, 0.121561497,
- -0.0170838404, 0.136359364, 0.0920615047, -0.0133804986, -0.111783221, 0.095903717},
- {0.10893096, -0.0233366489, -0.0312274862, 0.0745624304, -0.0525504574, 0.145235568, -0.0154960314, 0.0118131293,
- -0.154219791, 0.0303010475, 0.000765661302, -0.105222069, -0.0266644415, -0.112353802, -0.038287688, 0.105301067,
- -0.0913373232, 0.125884101, 0.00612349203, -0.108211495, -0.145317137, 0.00889762957, -0.0405989252, -0.127854183,
- 0.0458876006, -0.114388384, -0.0884959102, -0.119747803, -0.0316362791, 0.129525572, 0.0588293113, 0.0549018979,
- -0.110851295, 0.100242861, -0.0188745484, -0.0884676352, 0.141690373, 0.0938351005},
- {0.121955328, 0.0425509326, -0.146817341, -0.151763245, 0.0476985946, -0.0468854941, 0.151176482, -0.107470378,
- 0.100642875, 0.113200277, -0.0836394802, -0.100278057, 0.0842702761, -0.0634377077, 0.160551086, 0.0416266769,
- -0.0136745954, 0.0373774916, 0.0298799165, 0.087458238, -0.122181006, 0.0255288966, -0.119714171, 0.0113834711,
- -0.044389654, -0.105602838, -0.157822132, -0.0617507286, 0.0742852762, 0.137082502, 0.11211279, 0.135917559,
- 0.0146397501, -0.131425634, 0.042830117, 0.074733302, -0.0791545808, 0.0134458039},
- {0.0430324562, 0.067092821, 0.0272282101, 0.0923744366, 0.0690805838, -0.159880742, 0.0358636491, -0.0147407353,
- -0.00573831191, 0.054857824, 0.14005889, -0.11662706, 0.081159845, 0.0971176028, 0.0950628668, 0.010667528,
- 0.0993029624, 0.0307642762, 0.0701973513, -0.0545671917, 0.0012579757, 0.00849666912, 0.114160113, -0.0544877872,
- 0.102585874, -0.0629265755, 0.0265691616, 0.0700659454, -0.0272537358, -0.0917718932, -0.0958046243, 0.00106194336,
- -0.00413037091, 0.0988516062, -0.0467181429, 0.0626532659, 0.0279374421, 0.046994932},
- {-0.128358915, -0.076586321, -0.131046355, -0.136048049, -0.144173965, -0.0490374416, 0.155489892, 0.0322482772,
- 0.14239879, -0.0183368083, -0.0851794705, -0.121827424, 0.109026454, -0.0984967276, 0.144833714, 0.0447203778,
- 0.129640236, 0.0066913031, 0.0361555628, 0.143787593, 0.0261186752, 0.114235841, -0.128746569, -0.0592717156,
- -0.00499864109, -0.0500711314, 0.00797269773, 0.0476464368, 0.0219431873, -0.0816871077, 0.129544124, 0.143321231,
- 0.146819353, 0.148056403, 0.1408595, -0.0886334255, -0.0770426095, -0.0923085883},
- {-0.104276523, -0.122026525, 0.145471215, -0.00872952119, 0.0350246206, -0.0390001684, 0.123142637, -0.145629659,
- 0.0582954027, -0.0506454222, 0.0186437257, -0.0489857309, 0.0114947241, 0.0431652516, 0.140367985, -0.0492204987,
- 0.00540865166, 0.103468977, -0.138126224, -0.031874042, -0.00876137149, 0.0130292764, -0.0544058718, 0.108129777,
- 0.12449678, 0.022790283, 0.0637340248, -0.137003869, -0.0162293781, -0.0336477906, 0.0679037869, -0.147200063,
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+ {-0.0923255309, 0.150512502, -0.109111674, 0.138820425, -0.0574076958, -0.0170838404, -0.110851295, 0.0146397501,
+ -0.00413037091, 0.146819353, -0.0974939018, -0.0817701817, 0.0359788314, 0.077251479, 0.100702919, -0.0115327435,
+ -0.0668019354, 0.0694404095, 0.117376864, -0.0184848234, 0.114334583, -0.0157861058, -0.030162584, 0.13677983,
+ 0.0168681033, -0.139229566, 0.0236048698, -0.147727743, 0.0343888924, 0.136921346, 0.142430425, -0.0305289105,
+ 0.0542217903, -0.0620285831, 0.150380984, 0.12489038, -0.134963602, -0.102254003, -0.0412778333, 0.0625289232,
+ 0.0534714051, -0.0118285036, 0.0536342897, -0.158877656, -0.143287867, 0.141936481, -0.0576269738, 0.0153745096,
+ -0.0184646919, 0.138858914, -0.117884345, -0.0229964685, -0.0370732024, 0.117960609, 0.0958037376, 0.0782762542,
+ -0.0177492518, 0.154921398, 0.0597162843, 0.143453225, -0.141366243, -0.103444085, 0.137224853, -0.133655116},
+ {-0.0891628116, 0.00687163277, 0.0798075944, -0.0354531184, 0.0550889559, 0.136359364, 0.100242861, -0.131425634,
+ 0.0988516062, 0.148056403, 0.0949837938, -0.0457840823, -0.0761613399, 0.0804704949, 0.0437555909, -0.114676252,
+ 0.147741884, -0.145915329, -0.0620628707, 0.101614393, -0.0632861555, -0.0918939561, -0.0148951709, 0.113490991,
+ -0.122680649, -0.00589746609, 0.16005215, -0.0496808849, -0.00404336769, -0.0513837188, 0.114510097, 0.0892365873,
+ -0.118614249, 0.02270036, -0.0398464501, 0.061813172, -0.0261162389, -0.125449911, -0.0936026722, 0.103360929,
+ 0.154573873, -0.0869185403, -0.0866031349, -0.0946448073, 0.080920808, -0.0883395001, -0.0777193084, 0.00260664802,
+ -0.11892768, 0.159140363, -0.0175346751, -0.0738181174, -0.108581439, 0.0811400041, -0.0874703825, -0.0992234275,
+ 0.00903730933, -0.0347051136, -0.114492074, 0.0749728084, -0.0778565779, -0.101062827, -0.113125362, 0.101930477},
+ {0.0346996412, -0.1080226, 0.100062087, 0.0916320607, 0.00349868531, 0.0920615047, -0.0188745484, 0.042830117,
+ -0.0467181429, 0.1408595, -0.138831884, -0.00868819561, -0.0173511934, -0.107599653, 0.00510449894, 0.0680415183,
+ -0.0459318459, -0.0892624781, 0.0929451883, 0.0754334107, -0.119150326, 0.00538751483, -0.0715244263, 0.0310072228,
+ 0.0558653325, -0.143353805, 0.141284987, -0.0360582136, -0.020222215, 0.038727615, 0.073943913, 0.144452453,
+ 0.121162921, 0.0143413413, -0.122602984, 0.136876851, -0.108013473, 0.092554763, 0.101683334, 0.0212460235,
+ 0.0786171928, 0.152370587, 0.0673920959, -0.0561636239, -0.0245261267, -0.0265714824, 0.00306573929, -0.0600787215,
+ -0.0814189017, 0.111638516, 0.105014935, -0.00234958413, 0.108961299, 0.157920733, -0.00346816937, -0.11280369,
+ -0.114404745, -0.0294301081, 0.136362672, 0.10520979, 0.1556492, 0.0271235127, -0.137799174, 0.119332045},
+ {-0.0130082751, -0.10105101, 0.0397855341, -0.0180149022, 0.0777873844, -0.0133804986, -0.0884676352, 0.074733302,
+ 0.0626532659, -0.0886334255, -0.156350851, 0.086994715, -0.144947797, 0.0074417647, 0.0842330679, -0.128106639,
+ -0.0293079671, 0.108689576, 0.070824571, 0.0800934955, 0.0515948944, -0.131168261, -0.158512428, 0.128048703,
+ -0.128933564, 0.0521574244, -0.0826844797, 0.0448009409, 0.154478535, -0.0231042411, 0.0392543897, -0.0757400915,
+ 0.00294180028, -0.00679333182, -0.0857770592, 0.00414928375, 0.0387918949, -0.0965021998, 0.00150246988, -0.160290256,
+ 0.0273063947, -0.151435211, -0.142121732, -0.154124856, 0.0781563967, -0.0922904313, 0.113862865, 0.0740377083,
+ -0.0424528681, 0.141033664, 0.0756608844, 0.152679712, 0.0620971583, 0.0148476949, -0.0564318076, -0.0467911065,
+ 0.109487385, 0.114802085, -0.135696799, 0.0881375298, 0.129959449, 0.085477218, -0.00136170641, -0.127442241},
+ {-0.0113271773, -0.108616851, 0.145826876, -0.127223313, 0.0781370774, -0.111783221, 0.141690373, -0.0791545808,
+ 0.0279374421, -0.0770426095, -0.00287972414, 0.0856432989, 0.0489102155, 0.0223939251, -0.00190459052, -0.0729025304,
+ -0.107673429, -0.150705472, -0.127199382, -0.109348826, -0.0885042399, 0.0426246673, -0.057631284, -0.0327223577,
+ -0.0581450649, -0.159507513, 0.0190216359, 0.0364114456, -0.0363832898, -0.0840941444, -0.123949841, -0.0202151369,
+ 0.0475082062, 0.0437779091, 0.111295432, -0.0272152144, -0.0315872356, 0.143660918, -0.0214761868, -0.0171533041,
+ -0.15448764, 0.0638860688, 0.113538273, -0.139539346, 0.0252334829, -0.0187212341, 0.13207753, 0.00351291825,
+ -0.00929298159, -0.157543883, -0.0889441147, 0.0368348025, 0.0382534377, 0.150584653, 0.0846550092, 0.031262856,
+ -0.0273379739, 0.111013986, -0.0176516715, -0.155022249, -0.0822981596, 0.135246396, 0.0569311231, -0.129697219},
+ {-0.156546578, -0.0289672259, -0.0653992891, 0.00665272307, 0.0808736235, 0.095903717, 0.0938351005, 0.0134458039,
+ 0.046994932, -0.0923085883, -0.0505035184, -0.126695588, 0.05493984, 0.00170120958, -0.136839315, 0.0463562645,
+ 0.0464607477, 0.0246671624, 0.126101419, -0.134811372, -0.0120842131, -0.0120290797, -0.0381553546, -0.144334316,
+ -0.118648015, 0.0569052882, 0.0291994978, 0.0241963714, -0.0421627536, -0.0279757325, 0.148453727, 0.126208305,
+ -0.049234014, 0.0163665451, 0.0352329724, 0.070515871, -0.0375124328, 0.161924228, 0.00202752394, -0.0927262977,
+ -0.0414444916, -0.00232051872, 0.0417943001, 0.0773290247, 0.0032579815, -0.0954300836, 0.0669908896, 0.150920734,
+ 0.0308834389, -0.130956575, -0.0368543528, -0.02470286, -0.0263660513, -0.0911697969, 0.0566187724, 0.0656332448,
+ -0.119927704, 0.0487533249, 0.128866345, -0.0611279197, -0.0929470658, 0.0841246992, 0.00033627369, -0.0865818784},
};
const float SIX_dense_biases[SIX_DENSE_NUM] =
diff --git a/include/weights_6.h b/include/weights_6.h
index be64253..2a6ef2f 100644
--- a/include/weights_6.h
+++ b/include/weights_6.h
@@ -21,10 +21,10 @@
#define SIX_INP_NUM (2 + 6 * 6)
#define SIX_DENSE_NUM 64
-#define NN_ALIGNED __attribute__((aligned(16)))
+#define NN_ALIGNED __attribute__((aligned(32)))
extern const float SIX_embedding[7];
-extern const float SIX_dense_weights[SIX_DENSE_NUM][SIX_INP_NUM] NN_ALIGNED;
+extern const float SIX_dense_weights[SIX_INP_NUM][SIX_DENSE_NUM] NN_ALIGNED;
extern const float SIX_dense_biases[SIX_DENSE_NUM];
extern const float SIX_logit_weights[SIX_DENSE_NUM] NN_ALIGNED;
extern const float SIX_logit_bias;
diff --git a/src/nn_train.py b/src/nn_train.py
index f82a369..23cf38b 100755
--- a/src/nn_train.py
+++ b/src/nn_train.py
@@ -486,9 +486,14 @@ def fast_tanh(x: Tensor) -> Tensor:
x2 = x * x
poly = x * (
0.997136032
- + x2 * (
+ + x2
+ * (
-0.305215124
- + x2 * (0.0832466371 + x2 * (-0.0139947924 + x2 * (0.00123106314 + x2 * -4.29748644e-05)))
+ + x2
+ * (
+ 0.0832466371
+ + x2 * (-0.0139947924 + x2 * (0.00123106314 + x2 * -4.29748644e-05))
+ )
)
)
return torch.where(x > 3.0, 1.0, torch.where(x < -3.0, -1.0, poly))
@@ -543,7 +548,7 @@ class Net(Module):
f"#ifndef {guard}\n#define {guard}\n",
f'#include "weights_{size}.h"\n\n',
f"const float {prefix}_embedding[{len(E)}] =\n{{\n{_fmt_flat(E, per_line=7)}\n}};\n\n",
- f"const float {prefix}_dense_weights[{upper}_DENSE_NUM][{upper}_INP_NUM] NN_ALIGNED =\n{{\n{_fmt_matrix(W)}\n}};\n\n",
+ f"const float {prefix}_dense_weights[{upper}_INP_NUM][{upper}_DENSE_NUM] NN_ALIGNED =\n{{\n{_fmt_matrix(W.T)}\n}};\n\n",
f"const float {prefix}_dense_biases[{upper}_DENSE_NUM] =\n{{\n{_fmt_flat(B)}\n}};\n\n",
f"const float {prefix}_logit_weights[{upper}_DENSE_NUM] NN_ALIGNED =\n{{\n{_fmt_flat(LW)}\n}};\n\n",
f"const float {prefix}_logit_bias = {LB:.9g};\n",
generated by cgit v1.3.1 (git 2.54.0) at 2026-10-15 02:00:23 +0000