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authortslil <tslil@posteo.de>2026-09-03 20:17:22 +0100
committertslil <tslil@posteo.de>2026-09-04 21:03:59 +0100
commit1ca3309dad9d412870b2b793f33af7a7ccabd514 (patch)
tree15ce96557f04a7eded89193f12065dcd64c33ec8 /include/weights_6.c
parentf11793dc0fddfcaad04b89827634cbb40fa98e59 (diff)
TD-leaf and another negamax bug
TD-lambda and TD-leaf are separated by the observation that minimax with a parameterised leaf heuristic is differentiable* in the parameters. "All" that had to be done was to extract the "principal variation": which one position survived all of the pruning to become the reported value. This was a bit fiddly and uncovered a subtle bug (again) in negamax.c: we were not being complete in our overriding of the TT entry and by omitting key it was possible that later searches would find incorrect values. The more interesting question to me was: how do we introduce enough variety while not corrupting the PV chain? I settled on having selfplay have one of the players be epsilon-random but the other greedy (minimax) and simply report only the greedy portion PV chain. This appears to work well enough in practice and doesn't introduce nonsense training data for the net (we don't force its actions to be nonsensical). I also deciced, perhaps in a departure from tradition, that we had good supervised labels for PVs that happened to be winning states, so the training overrides the targets in that case. Finally rolled back some of the ambition in nn_train.py default arguments. *almost always
Diffstat (limited to 'include/weights_6.c')
-rw-r--r--include/weights_6.c681
1 files changed, 343 insertions, 338 deletions
diff --git a/include/weights_6.c b/include/weights_6.c
index 46a4b2a..b3e2667 100644
--- a/include/weights_6.c
+++ b/include/weights_6.c
@@ -1,353 +1,358 @@
/* generated by nn_train.py, do not edit by hand */
-/* v000, random init */
+/* v100, val_corr=0.8278, rate=0.4500 */
#include "weights_6.h"
+const float six_embedding[7] =
+{
+ 0.0065742908, 0.341578543, 0.000129325053, 0.46736002, 0.105096504, 0.587581694, -0.964083135
+};
+
const float six_dense_weights[SIX_DENSE_NUM][SIX_INP_NUM] NN_ALIGNED =
{
- {0.0967933908, 0.152235463, -0.0614192784, -0.116048738, 0.0623112582, -0.00744370092, 0.0908687115, 0.0285693686,
- 0.0498064198, -0.0174460411, 0.0166222081, -0.0213047192, -0.0292671397, 0.0549081974, -0.00460443879, 0.0673502311,
- -0.0824786276, -0.00684418017, -0.00976472255, -0.0489899553, 0.135125622, -0.120328955, 0.112143882, 0.0176841151,
- -0.111638449, -0.134414509, -0.0510589853, 0.103339747, 0.156812415, -0.071089603, 0.135174602, 0.147628561,
- -0.0137038231, -0.102608897, -0.000696052623, -0.0819362625, 0.124802314, -0.0929139182, -0.0736945719},
- {0.046170868, -0.076052092, 0.016583629, -0.0504761301, 0.063017711, 0.0174844097, 0.0296908896, 0.030179983,
- -0.0520321876, -0.0269424133, -0.00141432462, -0.114240572, -0.0771579817, 0.156956181, 0.00811995845, 0.145098194,
- -0.122910231, -0.139889076, -0.0355544239, -0.146347016, 0.153959304, 0.0735633224, 0.0796753317, 0.0105854822,
- 0.0996450186, -0.0806343853, -0.107449882, -0.136537611, -0.0845743269, 0.00968987588, 0.0723072961, 0.0369593203,
- 0.0318404585, 0.0389426798, 0.0982192233, -0.0629131421, -0.00390470191, 0.0744172931, 0.0232409686},
- {0.0801415518, -0.00883672293, 0.118844368, -0.0118416753, 0.0218522996, 0.0874578357, -0.123666972, -0.082655333,
- -0.110445045, 0.0933774188, -0.156682685, 0.010895675, -0.109671794, -0.041437503, -0.0170114096, -0.0339959972,
- 0.150323465, 0.119653367, -0.123107895, -0.0554985739, -0.107801765, 0.0449913368, -0.00278799003, -0.103379816,
- -0.0768386051, -0.038300667, -0.122454815, -0.0511640124, 0.115499534, -0.153769761, -0.102020904, -0.0397571214,
- -0.0600364506, 0.13800694, 0.128838971, 0.0166580752, -0.144898668, -0.0822391063, 0.156828806},
- {-0.0476070866, -0.0204417929, 0.149377942, -0.0621875823, -0.0513824448, -0.0137019902, -0.13778761, -0.153707504,
- 0.00218154024, 0.0717437565, 0.0483847447, 0.139130369, 0.151201025, -0.0224185493, 0.112728588, 0.0125691863,
- -0.0310359802, 0.0955003574, 0.096587576, 0.0768995211, -0.0786039382, -0.000798063003, 0.100020267, 0.111495212,
- -0.0618414842, -0.159008846, -0.0485017002, -0.0529828258, 0.0742093772, 0.00731966225, -0.122205131, 0.0529247411,
- 0.147448078, 0.0797393546, -0.0860648155, -0.11042574, -0.0785905942, -0.121876672, -0.0942381248},
- {-0.0527796447, 0.00648998842, -0.0355587192, 0.114049271, -0.0959301591, -0.0671327561, 0.132262588, -0.15846093,
- -0.0457400717, -0.0681544244, -0.0370102078, 0.0019788174, 0.0212311707, 0.014974772, 0.0379352309, 0.14555496,
- 0.0550216585, 0.14012073, -0.0892664418, -0.0451825857, -0.075443998, 0.0741268918, 0.0732855797, -0.0296938308,
- 0.00675041648, 0.116876431, 0.0201408975, -0.158639297, -0.0391630009, 0.133559987, 0.0959538668, 0.119371764,
- 0.151193321, 0.0595139712, 0.104144454, 0.132892936, 0.160114557, -0.146663278, 0.120496474},
- {0.0703699961, 0.159987211, 0.0631977394, -0.124109901, -0.0944583938, 0.131980598, -0.0682721436, 0.0559668019,
- -0.0391267911, -0.0357652791, -0.151306376, 0.0337817259, -0.0224425253, -0.0896386355, -0.148383513, 0.0641178191,
- -0.152178064, 0.154784471, -0.116843842, 0.0242486838, 0.104319096, -0.035479404, 0.0915909931, 0.11926651,
- 0.00725445524, 0.100697003, 0.077542983, 0.0510057658, -0.0917049125, 0.152768135, 0.141186461, 0.14879939,
- -0.0462863371, -0.0660784021, -0.00638771057, 0.135011762, -0.136495173, -0.136348113, 0.0477688648},
- {0.053429503, -0.106138729, 0.0272624362, 0.0275067724, -0.0490070395, -0.0698115006, -0.0236082952, -0.0126310149,
- -0.0584793799, -0.123657331, -0.113173492, -0.0405742154, -0.138263494, -0.129029304, -0.0453586206, 0.123852149,
- 0.123835333, -0.0313220061, 0.114261344, -0.0148670347, -0.112193018, -0.047807578, 0.0621467121, -0.0639947355,
- 0.0912046209, 0.0445803925, -0.0789205804, -0.0298509505, 0.115075596, 0.0537110046, -0.147444278, -0.12499249,
- -0.0973721221, 0.0442970023, 0.0344421007, 0.0308895502, -0.0142861633, 0.0246657357, -0.134087816},
- {0.123326905, 0.13744168, 0.126239643, -0.159075558, -0.0618761666, 0.049006179, -0.120241582, -0.0783981383,
- 0.101512834, 0.0884451121, -0.0489125662, -0.142992646, 0.0885478482, -0.0297874231, -0.119863763, 0.00794804562,
- -0.00335276942, -0.0187417474, -0.0171451829, 0.0590591431, -0.0341166407, 0.0155688329, -0.061427217, -0.113787942,
- -0.0447442681, -0.0700059757, -0.0398613065, -0.0515906438, -0.128607899, -0.0621919334, -0.0713751167, 0.0230841935,
- -0.0647920519, 0.018136844, 0.0510784946, 0.00129148841, -0.0577827357, -0.157081142, -0.00504328916},
- {-0.0583814345, 0.120087214, -0.10824915, 0.11609906, 0.127872363, -0.139609113, 0.0682630911, 0.0958273634,
- 0.0328623354, -0.0478304625, -0.0954759941, -0.0141915027, 0.113085419, 0.054017093, -0.0764210969, -0.113123484,
- -0.0304318201, -0.00393572124, -0.045907177, -0.132319063, 0.0447084382, 0.0530905053, 0.0953790247, -0.0982745811,
- -0.104757354, 0.0891002715, -0.029784482, -0.107757747, 0.130143195, 0.044267796, 0.0258688051, -0.129454255,
- 0.0125964647, 0.0514495596, 0.110222317, 0.0897155628, 0.0732337907, 0.0326809175, -0.0694177523},
- {0.0240647066, -0.0112813441, -0.046625182, -0.130389035, 0.134980127, -0.150486082, 0.0777696967, -0.134057596,
- 0.113264337, -0.048125919, 0.0467041321, 0.121052325, -0.146202132, -0.103716232, -0.0780645832, -0.0860331506,
- -0.0305587221, 0.141220033, 0.0933937728, 0.125993431, -0.126113161, -0.136907101, -0.022629384, 0.096488215,
- -0.021081496, -0.0838287026, -0.00051539659, 0.0105423415, 0.0491101742, 0.067456387, -0.0401428863, 0.00525565166,
- -0.0261782147, 0.0414991044, 0.117399134, 0.0796328411, -0.106574737, -0.143081009, 0.0175865721},
- {-0.072219409, -0.134234712, 0.115521714, -0.150310278, -0.0979422852, 0.1554638, -0.0265772659, -0.118267804,
- -0.0944011435, 0.0506925397, 0.0359416008, 0.0353389494, 0.0549614355, 0.0112364097, -0.128119066, -0.0835956633,
- 0.11887002, -0.0207790527, -0.0759026483, -0.00246252678, 0.0894852728, 0.0137205822, 0.0251560304, -0.14493303,
- -0.118128762, 0.0863376334, 0.0446020588, 0.0204058494, 0.0212632213, 0.00191067054, -0.037657585, -0.1222426,
- 0.145917684, 0.108349442, -0.154652223, -0.0570449159, 0.0725915134, -0.112194434, 0.0574003495},
- {0.140248865, 0.13888894, -0.137066036, 0.113718383, 0.0645344108, 0.0273436978, 0.0500276573, 0.109785661,
- 0.0110132424, -0.0219518282, -0.0919945464, -0.154464275, -0.0414574146, -0.126906887, -0.0701522157, 0.103996478,
- 0.0771457031, 0.155940548, -0.149420783, 0.00623635622, -0.135555729, 0.0368992835, -0.159812361, 0.0870888308,
- 0.113482289, -0.149329811, -0.0833114311, -0.0244721379, 0.0270808842, -0.138184682, -0.0332157835, 0.145613179,
- -0.0994047299, 0.0760200396, -0.0670893043, -0.0228498597, -0.139963135, -0.0879534408, 0.112181716},
- {0.131298602, 0.0309461672, 0.0789499208, -0.135864705, -0.134313956, -0.088938117, -0.0994451195, 0.00862477999,
- -0.0604936071, -0.0604707748, 0.00321868993, -0.00727625471, -0.157756001, 0.151689276, -0.148217633, -0.0985553935,
- -0.0505282208, 0.0820728242, -0.0390767977, 0.0566593222, 0.0822531506, 0.114947394, 0.0544019416, -0.00532624219,
- 0.0507424176, 0.0498395748, 0.0142305577, -0.0559950322, 0.0954572707, 0.0467774533, -0.0416267291, 0.130554497,
- -0.0786506832, 0.0809224397, 0.147390351, -0.0233504809, -0.114875101, 0.0548527986, -0.067406565},
- {0.0865421519, 0.0269196033, -0.0468342416, -0.111433722, 0.106872484, -0.149985909, 0.140618578, -0.0336444005,
- 0.0138111971, -0.0719263777, 0.153680682, -0.132958964, 0.0191276651, -0.114101186, -0.0229877178, -0.0876695886,
- -0.0368377231, 0.130996466, -0.00588663062, -0.0210809615, 0.128125593, -0.149226606, -0.159513697, 0.135717586,
- 0.0851459056, -0.109249912, -0.00638009422, 0.144485772, 0.0967227221, -0.15101926, 0.0195341408, 0.0124143576,
- -0.0929475725, -0.155912817, 0.109607443, 0.0473677702, 0.158728525, -0.116760351, -0.108016856},
- {-0.00517110759, 0.0607900359, -0.00885016099, 0.000687138177, 0.138185054, 0.0911336839, 0.0318346545, 0.0697369203,
- -0.0666795671, -0.138167456, -0.0584312193, -0.0015712342, -0.063814804, -0.032207381, -0.0722483695, 0.138519183,
- 0.032056924, -0.0982425883, -0.157630533, 0.00482901791, 0.0526425131, -0.0324147046, 0.000445321755, -0.0164297558,
- -0.0195691697, -0.109061792, -0.0311735142, -0.100015149, -0.0348813534, 0.015831437, -0.0675290525, 0.0122821676,
- -0.0188400745, -0.0456030928, 0.140895411, -0.124181718, -0.114892609, -0.0411693454, 0.124735042},
- {0.0958035439, -0.130936652, 0.0244326051, 0.052109018, -0.0386694632, -0.127200305, 0.118730977, -0.1442094,
- -0.086243771, -0.0461907573, 0.0272799991, -0.0503089316, -0.00721625844, -0.130526751, 0.0260130204, 0.120258249,
- -0.151281267, 0.0655669942, -0.0782718882, 0.0822672993, -0.119812563, -0.14523755, -0.0417704321, -0.0935360789,
- 0.0208304971, -0.15949972, -0.0152375475, -0.0718022659, 0.116851538, -0.0557902493, -0.0761295184, -0.0614844859,
- -0.0252460726, -0.121119633, 0.0271485336, -0.0414168313, 0.098560892, -0.133097664, 0.144050747},
- {-0.0196632966, 0.00584345218, 0.0353918076, 0.0333389826, 0.154786333, -0.0865547284, -0.105787285, -0.0477316417,
- 0.0160061568, 0.105426833, 0.0252377111, -0.0761258304, -0.0905868262, 0.0674140677, -0.148253232, 0.0941456035,
- -0.0911621675, 0.153581962, 0.0853659734, 0.0138783893, 0.00365305459, -0.121299602, -0.0570472069, -0.100143351,
- 0.0314520784, -0.0436465144, 0.119275771, -0.0375414677, 0.0826248676, -0.0722180009, 0.0600088835, 0.0231514052,
- -0.11752934, -0.105500557, -0.15452911, 0.104733229, -0.116481096, 0.159584761, 0.075550288},
- {0.0367535241, 0.0257054623, 0.0208994653, -0.0831006393, -0.0919770449, -0.138469696, -0.0775554255, 0.0558321886,
- 0.0510588326, 0.123714693, -0.0384763218, 0.0346024483, 0.135389581, 0.0492637046, -0.0516408496, -0.0498436019,
- -0.0404971354, -0.063532941, 0.0725634322, 0.0998432934, 0.0688143, -0.0308295731, 0.0218779165, 0.128970206,
- -0.0664815381, -0.0228101928, 0.153792426, -0.0332464762, -0.0308457408, 0.128340617, 0.0817957073, -0.0138598736,
- 0.141729936, -0.00696653919, -0.112140566, 0.150803879, 0.130852968, -0.0618984066, 0.0263254847},
- {-0.044713039, 0.114585124, 0.0807259157, 0.117588744, 0.0184157118, -0.0867422, 0.0355176777, 0.0166774131,
- -0.086305432, -0.00928124227, -0.0886212438, 0.0732235983, -0.0445092283, 0.0321064219, 0.145371869, -0.0868204609,
- 0.022688387, 0.00190971617, 0.0781174749, -0.12914525, 0.124460429, 0.0981210098, 0.014635507, 0.123716138,
- -0.0699735805, 0.118692987, -0.108618878, 0.118670449, 0.099654831, 0.00232008635, 0.142826989, 0.126973525,
- -0.0683627799, 0.025770288, 0.112599783, -0.0207583234, -0.135948747, 0.101644814, -0.0142410183},
- {-0.0177808963, 0.0689923242, -0.154154524, 0.120499209, 0.0436221734, 0.0872521549, -0.159272566, -0.12766473,
- 0.0541796722, 0.0391868614, -0.0166257583, -0.0375310667, 0.147344396, -0.0943372399, 0.0632264093, 0.0898067653,
- 0.0570167787, -0.117170736, 0.116889067, 0.0809641108, 0.0200283695, 0.00816197321, -0.056620229, -0.0542775393,
- 0.0537301898, -0.0735042021, -0.15051502, -0.0861371085, 0.0627825186, 0.131233051, -0.137868837, 0.00940936618,
- 0.157844782, -0.0419834033, 0.124431357, 0.121208586, 0.120109968, 0.0394434929, 0.0682575181},
- {0.0697128326, 0.0246844422, -0.0890695602, -0.110172495, -0.0135539183, -0.0974184498, -0.0271810051, -0.0470966734,
- -0.13898249, 0.00577538135, 0.139658764, 0.00356419641, -0.114558361, 0.155411765, -0.130553603, -0.0729248747,
- -0.0230880678, -0.127035215, 0.0773263425, -0.0853866711, 0.0982360989, -0.0728335157, -0.080861561, -0.116359524,
- -0.0405911468, 0.119176544, 0.102637716, -0.0921949595, 0.0878237858, -0.0824311525, 0.034250509, -0.0598196201,
- 0.112347558, 0.0643319339, 0.0213099122, -0.143483803, -0.053344503, -0.126612708, -0.104358703},
- {0.0775787532, 0.00409545563, -0.00205397001, -0.0327896066, 0.069652468, -0.0776266083, -0.143947035, -0.0694899485,
- 0.067157127, 0.0785414353, -0.0397653282, -0.00486038066, -0.0293421764, -0.0558637604, -0.119117029, 0.127460957,
- -0.0365896262, 0.0525164306, 0.133117497, -0.149907425, 0.016108701, 0.0654333755, 0.156136364, -0.00106984877,
- 0.0984908938, 0.130341828, -0.0524930842, 0.0162676908, 0.141878411, 0.0572110824, 0.0402491316, -0.113442972,
- 0.0697343424, -0.0409216508, -0.113025516, 0.0563906096, -0.0382295437, -0.0112676006, -0.0700219721},
- {-0.0665083602, -0.0733961388, -0.159810573, -0.00481008179, -0.137323275, 0.137926593, -0.140937909, 0.101715863,
- 0.092325069, -0.02889424, -0.134072348, 0.0916955471, -0.150101826, -0.0410030074, 0.0204478819, -0.0676795691,
- 0.111317381, -0.0716019496, -0.127016574, -0.152310878, -0.105228461, -0.0583668686, -0.0156852361, -0.0399905369,
- 0.0313888341, 0.0650816113, -0.114706874, -0.0446863547, -0.157811671, -0.00118949718, -0.0644660518, 0.140826166,
- -0.00746693229, 0.0747331381, -0.0409461781, -0.0938129276, 0.141774356, -0.000487164303, 0.120836757},
- {-0.10559123, 0.139235094, 0.0652362481, 0.121637888, -0.086268343, 0.14170903, -0.132305682, 0.0591010787,
- -0.104287729, -0.0831991136, 0.102559432, -0.0998227745, 0.139877468, -0.0851509199, 0.0561623648, -0.121988095,
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+ -0.0760768279, 0.0397452936, 0.057000231, 0.0913812742, 0.00447742967, 0.0553501435, 0.137134552, -0.077290006,
+ 0.0617681816, 0.064985618, 0.122450382, 0.109504871, 0.136662304, 0.17156966, 0.096282877, 0.134258002,
+ 0.0867081732, 0.254897445, 0.0906943828, -0.0984610468, -0.0330038592, 0.18545334, -0.0980699509, 0.0050691627,
+ 0.189829797, -0.113470003, 0.0408929884, -0.110245854, -0.0873558447, -0.0139029911, 0.0148753757},
+ {0.178910881, 0.482120663, -0.534130871, 0.264997512, -0.121468082, 0.0808797553, -0.263360828, -0.361308336,
+ 0.0175101329, 0.00866684504, 0.131393597, -0.0409379154, -0.0374576114, 0.241147041, -0.0499686822, -0.0821040943,
+ 0.134441853, 0.0470172167, 0.0580324382, 0.0497627407, 0.105935283, -0.310817003, 0.0252181478, -0.0945300311,
+ -0.485286742, -0.139159098, -0.167485103, -0.0263403319, -0.0100384327, -0.133022606, -0.0438377373, 0.243452698,
+ 0.0868987441, -0.400515348, -0.000186482444, -0.347522676, -0.0893771574, 0.0157621428, -0.622608244},
+ {0.142747015, -0.472912014, -0.743358076, -0.0223967265, -0.0210361574, 0.00409339461, 0.0729280114, 0.0714563653,
+ 0.285424888, -0.297028929, -0.0791186467, 0.140863612, -0.0339579768, 0.113671683, 0.0402099155, -0.0787626281,
+ 0.00435523642, -0.0173931401, -0.0887548625, -0.000676208292, 0.19189395, 0.0208721124, 0.015914375, 0.0540504903,
+ 0.323654085, 0.0671219826, -0.0853690431, 0.0137658287, 0.173407242, -0.2807284, -0.0856320038, -0.13311635,
+ 0.0260826498, 0.0634475499, 0.255391657, 0.0420189798, 0.17504862, -0.173230857, 0.0157751124},
+ {-0.03313886, 0.0998393968, 0.524940789, -0.0419604741, 0.0726594701, -0.020122556, 0.403700709, 0.10275811,
+ -0.0619508252, -0.0590844452, -0.160514742, -0.0717239082, -0.0178255998, -0.0160790011, -0.0654051304, -0.0379301049,
+ 0.29940936, -0.033161696, 0.270088315, 0.0450663902, 0.0596920438, 0.0756230205, -0.0113936905, -0.186718687,
+ 0.203255951, -0.112048775, -0.069718644, -0.134339243, 0.228223369, 0.177040875, -0.061372254, -0.0219076108,
+ -0.412217855, -0.0567054674, -0.168310866, 0.0577280223, -0.0249207392, 0.0586696118, -0.195022315},
+ {0.119244799, 0.148358628, -0.645516813, -0.00243832381, -0.0473647453, -0.191837505, -0.0175140295, 0.149058953,
+ 0.00154689292, -0.114287481, -0.0367974825, -0.0844052881, 0.104061238, 0.0819725767, -0.221388817, 0.119554982,
+ 0.0660286397, 0.0134530813, -0.082344465, -0.132675797, 0.0333349332, -0.103744842, -0.122655869, 0.0732181966,
+ -0.106617182, -0.0608400516, -0.0795846879, -0.163159132, 0.228118688, 0.0842776746, 0.101582393, -0.242847189,
+ 0.210232809, 0.010308085, -0.00813801587, -0.123414055, 0.137146667, 0.177039951, 0.0305287857},
+ {0.0413870253, -0.729069769, 0.531264186, 0.146147341, 0.116796665, 0.249779388, -0.0768813565, 0.226039141,
+ 0.258600861, 0.156947672, 0.158080786, 0.163098082, 0.0453513525, -0.088218838, 0.265675604, 0.118592672,
+ 0.320947379, 0.131670594, 0.174647927, 0.132898957, -0.17898263, 0.00559512572, 0.00500768842, -0.00429704739,
+ 0.0945884064, 0.187700346, 0.168263838, 0.150641143, -0.0652876496, 0.17885001, 0.106801204, 0.199558869,
+ 0.00562841957, 0.00747091649, -0.0597727783, 0.0255931728, 0.0778811499, -0.141193286, -0.122162029},
+ {-0.1088567, -0.65803355, 0.5759691, 0.116666496, 0.103644341, 0.235419661, 0.261262804, -0.123253763,
+ -0.154286876, -0.074984245, -0.0370596573, -0.0602773353, 0.055402033, -0.0197789911, 0.200908169, 0.152206704,
+ 0.0202643722, 0.127753779, 0.211650237, 0.174159139, 0.21327208, 0.118832551, 0.078022182, 0.0699877888,
+ 0.178530842, 0.0849295035, -0.0765691027, 0.19159852, 0.0295127053, 0.258718818, 0.0692967027, -0.0410395302,
+ 0.187678695, -0.06347657, 0.143943265, 0.196454257, -0.0813914239, -0.13299717, -0.141023397},
+ {0.162016541, 0.0925507843, -0.898661137, 0.0169786084, 0.111891791, 0.031697493, 0.0294247512, 0.0152893476,
+ 0.100542068, -0.110991627, -0.0547096655, 0.16978009, -0.208242267, 0.0175220035, -0.129194841, 0.0680126473,
+ -0.0978340656, -0.00555237383, 0.0238031596, 0.0730953291, 0.0921959877, 0.0165492296, -0.0800394565, -0.0270012785,
+ 0.177855879, -0.0835512057, -0.0886224583, -0.130613044, -0.140512809, 0.249915838, -0.137912139, -0.110400446,
+ 0.0309107825, -0.0369470268, -0.0293687489, -0.248170614, -0.0660486445, 0.103796318, 0.0179855581},
+ {-0.232596382, 0.502320111, -0.415980816, -0.199266151, 0.326597095, -0.191527784, 0.166239277, 0.119097032,
+ 0.114210673, 0.103936881, 0.140402362, -0.101625003, 0.164756835, -0.00685595255, 0.125411734, 0.0265929885,
+ 0.239692807, 0.104033843, -0.119363382, -0.0316394903, 0.0285378862, -0.0727699623, -0.0176791828, -0.189887092,
+ 0.070288457, -0.16027528, -0.569774866, -0.118840836, -0.102585405, 0.0793700442, 0.106146261, 0.00645793742,
+ -0.0140585434, 0.111903556, 0.261220425, -0.0973523632, 0.0265318491, -0.00862870831, 0.0501338728},
+ {-0.108910911, 0.062820591, -0.535542667, -0.23555094, -0.116679162, -0.0281174518, 0.227678508, -0.0477837659,
+ 0.0331880003, -0.088188678, -0.176043883, -0.249852985, 0.0806479454, 0.235472545, -0.157474831, 0.00382606639,
+ -0.146700025, 0.176247716, -0.0163424239, -0.141903669, 0.0898482502, 0.0921318159, -0.0621192046, -0.108997665,
+ -0.176920593, -0.117981121, 0.0871897414, -0.434226424, -0.0833046883, 0.268362224, -0.237923384, 0.136272967,
+ -0.103442721, -0.0813897103, -0.0112086842, -0.0882019624, -0.148755714, -0.0613335632, 0.296742648},
+ {0.0451140627, -0.0779659078, -0.799054146, -0.057370007, 0.0675848722, -0.082774967, 0.0576372668, -0.0134418076,
+ -0.153597265, 0.0981145054, 0.104367055, 0.0630268604, -0.134197488, 0.0116075585, 0.0176457316, 0.0745266601,
+ 0.0912928879, -0.162541702, -0.0848572031, -0.159351319, 0.124793515, 0.224779993, -0.271517187, -0.166514099,
+ -0.129781827, 0.0215247013, 0.122260116, 0.0696836263, -0.113186635, -0.0262366962, 0.0256366562, 0.0561429597,
+ 0.0433459021, -0.0825277045, 0.113499574, 0.134015948, 0.0239969213, 0.0674849972, -0.0586059317},
+ {0.0520149283, 0.319650501, -0.636340439, -0.241347641, 0.00538081536, -0.167543337, -0.121100433, -0.00732351094,
+ 0.0119186854, -0.126563624, 0.0778363049, -0.0429749414, -0.143562689, -0.0979017541, -0.107230291, -0.128355011,
+ 0.0970261842, -0.047295969, 0.146697506, -0.129307479, 0.0518672392, 0.0722521693, 0.141932175, 0.162346795,
+ -0.0903767273, 0.0875851959, -0.198173657, -0.210410297, 0.11021854, 0.0495040156, -0.0115429685, 0.118883967,
+ 0.0280674435, -0.0693705603, 0.145272657, 0.0403182767, 0.188722655, 0.154090852, -0.0755847692},
+ {-0.2487472, 0.00228096335, -0.960409462, -0.156923458, 0.0463603772, 0.0248868801, 0.000787175493, 0.0550196506,
+ 0.443627298, 0.0763333887, -0.032459341, -0.117737621, 0.178923011, -0.0377082378, 0.14902091, 0.115580149,
+ -0.250380993, 0.106101453, 0.0493260026, -0.10024181, -0.118844151, -0.0837713778, -0.0176931061, -0.0386492796,
+ 0.0362544656, 0.103157662, -0.153193623, 0.00230953819, -0.0056374683, -0.0973639414, -0.0828164145, -0.0360356122,
+ 0.0208579358, 0.102091983, 0.024079768, 0.0101805553, 0.0270693712, -0.225048125, -0.192850769},
+ {-0.03289726, 0.177870214, -0.427677751, 0.108024254, 0.0522361286, -0.204571471, 0.0257105362, -0.117211014,
+ -0.278591543, 0.00988011528, -0.0408014841, -0.2023191, -0.0124425227, -0.167907625, -0.0429406352, -0.0264416616,
+ -0.0169176385, 0.147660777, -0.0340998024, -0.256484836, -0.139011711, 0.118554644, -0.1203117, -0.129394874,
+ -0.0911816657, -0.20112282, -0.254098982, 0.166062847, 0.160309136, 0.128211275, -0.181137174, 0.133415803,
+ -0.00768132741, 0.331019819, -0.513802588, 0.100675195, 0.0274997205, 0.0318247564, -0.102002211},
+ {-0.0624212846, -0.989633977, 0.582228184, 0.0392177738, 0.220540404, 0.220092133, 0.216494828, 0.206345916,
+ 0.0923131779, 0.024049338, -0.00791351032, -0.0695016161, -0.0775457546, -0.0517051443, 0.042020686, -0.0315407775,
+ 0.148762271, -0.0212753583, -0.0314742476, 0.307531953, -0.0718781278, 0.0585421883, 0.1436055, -0.0601983033,
+ 0.13672173, 0.0180950202, 0.14101465, 0.215613797, 0.0272845402, 0.214413926, -0.0208570268, 0.0644971058,
+ -0.153567508, -0.143465996, 0.0753719136, 0.0966045633, -0.0851323828, -0.0720881447, 0.0400008857},
+ {-0.0363125019, 0.145418867, -0.4747051, -0.0952232331, -0.0739930496, 0.0123077184, -0.0163431037, 0.0354281291,
+ -0.38108772, -0.381356776, -0.0577115342, -0.013802994, -0.0893754438, 0.144158855, -0.0861852393, 0.151126236,
+ 0.291919738, -0.106129132, 0.266006261, -0.106813483, -0.198061496, 0.410635799, -0.0690176785, -0.0358896479,
+ 0.201788962, 0.0264057945, -0.00694671459, 0.346231192, 0.00660472549, -0.034632083, 0.00134218822, -0.321757674,
+ 0.237247795, 0.231073141, -0.471630573, 0.0301942099, 0.0709557757, -0.166421622, -0.00881882384},
+ {0.0696669072, -0.719992757, 0.528034091, 0.145231172, 0.268405735, 0.00639493624, 0.0645371154, -0.0086593125,
+ 0.174200147, -0.221671045, 0.309235305, -0.0128617464, -0.140373856, 0.353904724, 0.231442928, -0.00703292713,
+ 0.130451486, -0.0714284033, 0.215705469, 0.0537098944, 0.0929901525, 0.00164988986, -0.0585841872, 0.112196051,
+ 0.0694685951, -0.0192532521, 0.230448529, 0.266123563, -0.0420201495, 0.0242676567, 0.246525571, -0.0548382998,
+ -0.383607805, 0.024575701, 0.234152272, 0.0461015776, -0.238480404, -0.219269127, 0.0793404505},
+ {-0.300114334, -0.100237787, -0.688452661, -0.115204073, 0.0106008118, 0.0129670044, -0.222953305, -0.277550906,
+ -0.103165731, -0.0344680548, -0.336341351, 0.180666059, 0.0351991691, -0.0478996485, -0.241981253, 0.13093397,
+ 0.173590019, 0.140087083, -0.260966957, 0.00925489888, 0.286191612, -0.0670887157, -0.0722000599, -0.274044603,
+ 0.0876877233, -0.172131017, -0.324012339, -0.157435119, 0.248860866, 0.0211637355, -0.198854133, -0.0542903729,
+ 0.105234995, -0.0327985883, -0.163545638, -0.139644653, 0.0803952292, -0.16866231, 0.184724972},
+ {0.0756873637, 0.200195521, -0.519687653, -0.0615778491, 0.0167808123, 0.0518448539, -0.0396123379, -0.191904023,
+ 0.0296451766, 0.0544404909, -0.00630230317, -0.00909363385, 0.167532533, -0.243618011, -0.105149314, -0.107102737,
+ 0.278960764, 0.00415468821, -0.0312563516, 0.0589833856, 0.0656392202, 0.0701212883, -0.0489007011, -0.0671977997,
+ -0.325132549, -0.188493103, -0.254190892, -0.147453234, 0.041183237, -0.0872151256, 0.130776376, 0.0909287035,
+ -0.15317975, -0.200129867, -0.00445873244, 0.264149666, 0.0917019621, -0.00374048809, -0.205288649},
+ {0.193788081, 0.303583026, -0.201680839, -0.483353347, -0.117335364, -0.0705456063, -0.150525495, 0.155855566,
+ -0.104301251, -0.0899897367, 0.00310595543, 0.102737345, -0.103476346, -0.346430421, -0.240720123, 0.0943622515,
+ -0.123448357, -0.3539702, -0.250118017, -0.0928550884, -0.102663741, -0.0929587558, 0.0906545222, 0.196432576,
+ 0.214587584, 0.0833179206, -0.149880037, 0.119759679, 0.0411626808, -0.492740631, -0.105393209, 0.241155654,
+ -0.0618355013, -0.220170096, 0.206247658, -0.0117166247, -0.432131588, 0.405917466, -0.140086144},
+ {0.0584630631, -0.267934769, 0.540570021, -0.032216087, -0.114824928, 0.133836895, 0.265204906, 0.0240877587,
+ 0.0321829468, 0.259291738, -0.0998718813, -0.265773058, 0.0940765813, 0.0799822882, -0.040411476, -0.000588462688,
+ 0.0536118634, -0.152716696, 0.248526454, -0.0942738801, -0.0119718723, 0.174689412, 0.037665315, 0.0624456033,
+ -0.10652525, 0.0484109484, 0.0773220286, 0.0461122654, -0.0714647025, 0.0515299514, -0.156356111, -0.0460160971,
+ -0.0620007999, -0.0620751828, 0.0203596987, 0.256730735, 0.0132819414, -0.219160318, 0.228445679},
+ {0.127357915, 0.192045361, -0.579410315, -0.127873614, -0.191322997, -0.0933184251, -0.174084544, 0.159596816,
+ 0.0545510761, -0.00952024572, 0.0235787462, 0.105215624, 0.0201963726, 0.286611825, -0.156879604, -0.0435729325,
+ 0.0587269627, 0.149321064, 0.128488064, 0.201110587, -0.0175572373, -0.0338986441, 0.0437766649, 0.0822651237,
+ -0.0563717037, 0.0302920118, -0.0321599133, -0.241854101, 0.0823644176, -0.114064656, -0.0913481563, -0.0561605096,
+ 0.00404791255, -0.106938832, -0.0542913824, -0.269585371, -0.0205787886, -0.436945945, 0.072630465},
+ {-0.0248607639, -0.0126015926, 0.685500503, -0.13970457, 0.0755622536, 0.142778993, 0.0540239699, 0.019267492,
+ -0.0814138055, -0.0187993664, 0.0714498386, -0.154841051, 0.111843787, 0.1565236, -0.0845943466, 0.0763534158,
+ 0.243300676, -0.0383384451, -0.0508198813, -0.0969228595, -0.0576302931, 0.278416663, -0.066178903, -0.0602819026,
+ -0.0164174475, -0.13569726, -0.14349021, 0.191934347, -0.126222998, 0.148024723, -0.101755328, 0.271617293,
+ 0.0205672923, -0.184753031, 0.21793671, 0.173438862, 0.0226502102, -0.0186628159, -0.0375668667},
+ {-0.0219210107, -0.128856897, -0.207741931, -0.0860694423, 0.0216722693, -0.293519825, -0.134653702, -0.0803605542,
+ -0.279992312, -0.117281601, -0.225327328, 0.137726501, -0.0128108887, 0.121971115, 0.0120624145, 0.157565743,
+ -0.052343078, 0.104054987, -0.222191781, -0.176582545, 0.068053782, -0.243456498, 0.206803069, 0.160156205,
+ 0.0420886278, -0.176420465, -0.0740244314, -0.0594712086, -0.181899533, -0.110147595, -0.25870347, 0.113253579,
+ 0.0987374783, -0.424778759, -0.00960531365, -0.117930494, 0.0817373544, -0.072258465, -0.0938088521},
+ {-0.0142267291, -0.264209867, 0.805707991, 0.0231617317, 0.160881266, 0.0342829563, 0.0290782917, 0.102651201,
+ 0.0261039902, 0.0836430416, 0.111244068, -0.0541428849, 0.278689116, 0.0938472301, 0.169007659, 0.0139186196,
+ 0.162517756, 0.248461038, 0.11955478, 0.0383770093, -0.0445002504, 0.012569828, 0.212754682, 0.23371309,
+ 0.0112959789, -0.272043765, -0.15336515, 0.0604166947, 0.0928523093, -0.0803618282, 0.0274842009, 0.25391677,
+ 0.0233797375, -0.0724340305, 0.00707607763, 0.0678603947, 0.12597774, -0.021455396, 0.282708526},
+ {0.0530294366, 0.175433755, -0.812801361, 0.0399266891, -0.0937239602, 0.158731684, 0.0739682913, 0.0620659217,
+ 0.248339817, -0.0376703814, 0.0145291565, -0.0160099361, -0.0126854349, -0.0672243983, -0.221448869, 0.142669588,
+ 0.134081095, 0.0575765334, -0.0597605295, 0.110128671, -0.210933506, -0.0110336756, -0.0464208499, 0.0818552375,
+ -0.196937948, 0.0396884084, -0.00343017397, -0.031074049, 0.0641027018, -0.0153171401, 0.0618477352, 0.0331603996,
+ 0.33835873, 0.00597961759, 0.152293965, -0.0369251817, -0.0372885689, 0.124470301, 0.186949179},
};
const float six_dense_biases[SIX_DENSE_NUM] =
{
- -0.106425747, 0.142752945, 0.145629004, 0.00546986563, -0.0097992355, 0.0908411667, 0.00711907772, -0.114593297,
- -0.092972368, -0.0360035077, -0.00956747867, -0.0729396343, -0.117534339, -0.0428674631, -0.126915231, 0.080137834,
- 0.0734208748, -0.133160949, 0.0272146966, 0.0934232846, -0.159518629, -0.101017371, -0.141830996, 0.0214058515,
- 0.101856165, -0.0170916207, -0.00711661531, -0.0615158267, -0.0289785173, 0.0253515765, 0.043456465, 0.146055236,
- -0.000608377974, 0.146163985, 0.0434216857, 0.074026987, -0.0930295065, -0.0972476453, 0.0507774651, 0.0938288271,
- -0.00998653471, -0.0581613779, -0.0754808784, -0.1074294, 0.104443379, 0.0734389573, 0.159931183, 0.0165527258,
- -0.0859139413, 0.0425923169, -0.0468143895, 0.096265316, 0.113443732, 0.0967639759, 0.145086646, -0.0425086133,
- 0.110646464, -0.0239180867, 0.0744835287, -0.107726648, -0.152292877, 0.105378613, -0.0339635648, -0.126999453
+ 0.0518913344, 0.0167221036, -0.0378771275, -0.199898466, -0.0538039804, 0.108015999, -0.119998835, 0.0804165825,
+ 0.0554692224, -0.0645367131, -0.0237321015, 0.178871185, 0.0172098372, 0.176579624, -0.167090327, -0.00345131545,
+ 0.109402806, 0.0315130427, -0.0746222436, 0.0546944141, -0.12706992, 0.173666835, 0.116913021, -0.127412245,
+ -0.0672582611, 0.184880778, 0.0890215933, -0.0441896208, -0.309641331, 0.08389128, 0.131596148, 0.144563377,
+ 0.196799755, -0.112892613, -0.112884499, -0.0451603755, -0.168520987, 0.175658196, 0.0640755445, 0.140594989,
+ 0.203608438, 0.0531219617, 0.168874472, -0.124918915, -0.154922098, -0.139817134, 0.0800537914, 0.0399043597,
+ 0.0573609397, 0.129984304, -0.10384991, -0.169068992, -0.104140788, -0.0470843799, -0.00375794806, -0.167530179,
+ -0.244247869, -0.0644299388, -0.030715555, -0.249677241, 0.0417533629, -0.275687188, -0.101081789, 0.218871728
};
const float six_logit_weights[SIX_DENSE_NUM] NN_ALIGNED =
{
- -0.0705124587, 0.0868723392, 0.0520056635, 0.0647664964, -0.0928007513, -0.0886785686, -0.113316193, -0.0289525986,
- -0.08650738, 0.0771128982, 0.0233608782, 0.107995376, 0.0838339776, -0.120495304, 0.0639513433, 0.0945038646,
- -0.074260354, -0.0589973927, 0.0363359153, 0.10274297, -0.0414749533, -0.0211133063, 0.0633404851, -0.0377910733,
- -0.0363686532, 0.0756987631, 0.0449215174, -0.0807459652, 0.105491117, 0.0272067338, -0.0523718894, -0.0948979259,
- -0.0711999387, 0.0229022354, 0.0608644933, 0.0173428953, 0.0460195094, -0.100155696, -0.0285425484, 0.0336628258,
- -0.0983794481, -0.1200317, 0.0569871217, 0.0507859439, 0.123536095, -0.122615263, -0.0976838917, -0.0485803038,
- -0.0482099652, -0.0274398476, 0.0169587582, 0.0929383337, -0.122677058, -0.110818297, 0.0514815152, -0.061397016,
- -0.0709132254, 0.11439988, 0.0762117952, -0.096738115, 0.0813071877, 0.108724922, -0.0449660271, 0.0470137894
+ -0.548384547, 0.206728697, -1.49714518, 0.226278767, 0.56896174, -0.575925887, -0.430921525, 0.529933453,
+ -0.0730793551, -0.460997105, 0.363704413, -0.36077413, -0.608377337, 0.415781796, -0.301446617, -0.134732857,
+ -0.127074242, 0.272080243, 0.176494434, -0.107967772, 0.390860647, 0.523743033, 0.271249533, -0.421942949,
+ -0.308931798, 0.32740137, -0.445393056, 0.0912020281, 0.374524713, -0.136318102, -0.195394054, 0.17766346,
+ 0.339828551, 0.261625558, -0.981469214, 0.279721618, -0.450761527, 0.249684572, -0.420574635, 0.414145678,
+ 0.463071615, -0.114338741, 0.144301102, -0.367231369, -0.302023709, 0.211034298, -0.455296099, 0.505889177,
+ 0.361589432, 0.323655665, 0.526145756, 0.159891024, -0.705625653, 0.368265748, -0.551005423, 0.494499385,
+ 0.312590718, 0.389481485, -0.152014822, 0.383812606, -0.131353125, 0.109772533, -0.288320571, 0.225765198
};
-const float six_logit_bias = 0.0557706803;
+const float six_logit_bias = 0.107445575;
generated by cgit v1.3.1 (git 2.54.0) at 2026-10-15 06:04:39 +0000