#pragma once #include #include #include namespace rtnorm { //------------------------------------------------------------ // Pregenerated tables namespace table { static const double x[4002] = { -2.00443204036, -1.99990455547, -1.99541747213, -1.99096998962, -1.98656133124, -1.98219074335, -1.97785749442, -1.97356087419, -1.96930019287, -1.96507478031, -1.96088398528, -1.95672717477, -1.95260373328, -1.9485130622, -1.94445457918, -1.94042771755, -1.93643192574, -1.93246666677, -1.92853141772, -1.92462566922, -1.92074892503, -1.91690070156, -1.91308052741, -1.90928794302, -1.90552250025, -1.90178376197, -1.89807130174, -1.89438470345, -1.89072356098, -1.88708747787, -1.88347606705, -1.8798889505, -1.87632575899, -1.87278613181, -1.86926971649, -1.86577616858, -1.86230515137, -1.85885633567, -1.8554293996, -1.85202402837, -1.84863991405, -1.84527675539, -1.84193425762, -1.83861213227, -1.83531009698, -1.83202787533, -1.82876519668, -1.825521796, -1.82229741372, -1.81909179558, 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0.968775690612, 0.969755517495, 0.970736275374, 0.971717966963, 0.972700594988, 0.973684162186, 0.974668671305, 0.975654125105, 0.976640526359, 0.977627877849, 0.978616182371, 0.979605442731, 0.980595661749, 0.981586842254, 0.982578987091, 0.983572099113, 0.984566181188, 0.985561236196, 0.986557267027, 0.987554276585, 0.988552267788, 0.989551243564, 0.990551206854, 0.991552160613, 0.992554107808, 0.993557051418, 0.994560994436, 0.995565939868, 0.996571890733, 0.997578850062, 0.9985868209, 0.999595806306, 1.00060580935, 1.00161683312, 1.00262888071, 1.00364195524, 1.00465605983, 1.00567119762, 1.00668737176, 1.00770458543, 1.0087228418, 1.00974214407, 1.01076249545, 1.01178389916, 1.01280635844, 1.01382987655, 1.01485445675, 1.01588010232, 1.01690681657, 1.01793460279, 1.01896346433, 1.01999340452, 1.02102442671, 1.02205653428, 1.02308973062, 1.02412401912, 1.02515940322, 1.02619588633, 1.02723347191, 1.02827216342, 1.02931196435, 1.03035287819, 1.03139490845, 1.03243805866, 1.03348233237, 1.03452773314, 1.03557426455, 1.03662193018, 1.03767073366, 1.03872067861, 1.03977176868, 1.04082400752, 1.04187739881, 1.04293194626, 1.04398765357, 1.04504452448, 1.04610256273, 1.04716177209, 1.04822215635, 1.04928371929, 1.05034646476, 1.05141039657, 1.0524755186, 1.0535418347, 1.05460934878, 1.05567806475, 1.05674798653, 1.05781911808, 1.05889146336, 1.05996502636, 1.06103981109, 1.06211582157, 1.06319306184, 1.06427153597, 1.06535124805, 1.06643220217, 1.06751440246, 1.06859785307, 1.06968255816, 1.07076852192, 1.07185574854, 1.07294424226, 1.07403400732, 1.07512504799, 1.07621736855, 1.07731097332, 1.07840586663, 1.07950205283, 1.0805995363, 1.08169832142, 1.08279841262, 1.08389981434, 1.08500253104, 1.08610656721, 1.08721192734, 1.08831861598, 1.08942663766, 1.09053599698, 1.09164669853, 1.09275874692, 1.09387214681, 1.09498690286, 1.09610301977, 1.09722050226, 1.09833935506, 1.09945958293, 1.10058119068, 1.10170418311, 1.10282856507, 1.10395434141, 1.10508151703, 1.10621009684, 1.10734008578, 1.10847148882, 1.10960431095, 1.11073855719, 1.11187423257, 1.11301134218, 1.11414989111, 1.11528988448, 1.11643132745, 1.11757422519, 1.1187185829, 1.11986440583, 1.12101169923, 1.12216046839, 1.12331071862, 1.12446245528, 1.12561568374, 1.1267704094, 1.12792663769, 1.12908437408, 1.13024362405, 1.13140439313, 1.13256668686, 1.13373051083, 1.13489587064, 1.13606277195, 1.13723122041, 1.13840122174, 1.13957278166, 1.14074590595, 1.14192060039, 1.14309687083, 1.14427472312, 1.14545416315, 1.14663519686, 1.1478178302, 1.14900206916, 1.15018791978, 1.1513753881, 1.15256448023, 1.1537552023, 1.15494756045, 1.1561415609, 1.15733720988, 1.15853451364, 1.1597334785, 1.16093411079, 1.16213641689, 1.16334040321, 1.1645460762, 1.16575344233, 1.16696250814, 1.16817328018, 1.16938576505, 1.17059996938, 1.17181589985, 1.17303356317, 1.17425296609, 1.1754741154, 1.17669701793, 1.17792168055, 1.17914811017, 1.18037631374, 1.18160629825, 1.18283807074, 1.18407163828, 1.18530700798, 1.18654418701, 1.18778318256, 1.18902400188, 1.19026665225, 1.19151114101, 1.19275747553, 1.19400566322, 1.19525571156, 1.19650762804, 1.19776142023, 1.19901709572, 1.20027466216, 1.20153412724, 1.2027954987, 1.20405878432, 1.20532399194, 1.20659112944, 1.20786020475, 1.20913122586, 1.21040420078, 1.21167913759, 1.21295604444, 1.21423492948, 1.21551580096, 1.21679866716, 1.2180835364, 1.21937041707, 1.22065931762, 1.22195024653, 1.22324321234, 1.22453822366, 1.22583528914, 1.22713441748, 1.22843561746, 1.22973889789, 1.23104426764, 1.23235173565, 1.23366131092, 1.23497300248, 1.23628681945, 1.23760277098, 1.23892086632, 1.24024111474, 1.24156352558, 1.24288810826, 1.24421487225, 1.24554382707, 1.24687498231, 1.24820834764, 1.24954393277, 1.25088174749, 1.25222180165, 1.25356410517, 1.25490866802, 1.25625550025, 1.25760461198, 1.25895601339, 1.26030971474, 1.26166572634, 1.26302405859, 1.26438472195, 1.26574772695, 1.26711308419, 1.26848080436, 1.2698508982, 1.27122337654, 1.27259825027, 1.27397553036, 1.27535522788, 1.27673735394, 1.27812191975, 1.27950893658, 1.2808984158, 1.28229036885, 1.28368480725, 1.2850817426, 1.28648118658, 1.28788315096, 1.28928764758, 1.29069468838, 1.29210428538, 1.29351645068, 1.29493119647, 1.29634853503, 1.29776847873, 1.29919104001, 1.30061623144, 1.30204406564, 1.30347455533, 1.30490771336, 1.30634355261, 1.30778208612, 1.30922332698, 1.31066728839, 1.31211398366, 1.31356342618, 1.31501562944, 1.31647060705, 1.3179283727, 1.31938894019, 1.32085232344, 1.32231853644, 1.32378759331, 1.32525950829, 1.32673429568, 1.32821196994, 1.3296925456, 1.33117603734, 1.33266245992, 1.33415182822, 1.33564415726, 1.33713946213, 1.33863775808, 1.34013906045, 1.34164338473, 1.34315074649, 1.34466116145, 1.34617464545, 1.34769121444, 1.34921088453, 1.35073367192, 1.35225959295, 1.3537886641, 1.35532090198, 1.35685632332, 1.35839494499, 1.35993678401, 1.36148185752, 1.3630301828, 1.36458177727, 1.36613665852, 1.36769484423, 1.36925635228, 1.37082120066, 1.37238940752, 1.37396099116, 1.37553597004, 1.37711436276, 1.37869618807, 1.3802814649, 1.38187021232, 1.38346244956, 1.38505819603, 1.38665747129, 1.38826029505, 1.38986668723, 1.39147666789, 1.39309025725, 1.39470747574, 1.39632834393, 1.3979528826, 1.39958111269, 1.40121305532, 1.40284873181, 1.40448816364, 1.40613137251, 1.40777838029, 1.40942920906, 1.41108388106, 1.41274241877, 1.41440484485, 1.41607118216, 1.41774145377, 1.41941568296, 1.42109389321, 1.42277610822, 1.42446235191, 1.4261526484, 1.42784702206, 1.42954549744, 1.43124809936, 1.43295485285, 1.43466578316, 1.43638091579, 1.43810027647, 1.43982389118, 1.44155178613, 1.44328398779, 1.44502052286, 1.44676141832, 1.44850670139, 1.45025639954, 1.45201054053, 1.45376915236, 1.4555322633, 1.45729990192, 1.45907209704, 1.46084887778, 1.46263027351, 1.46441631394, 1.46620702902, 1.46800244903, 1.46980260454, 1.47160752641, 1.47341724582, 1.47523179427, 1.47705120356, 1.47887550581, 1.48070473348, 1.48253891934, 1.48437809651, 1.48622229844, 1.48807155892, 1.48992591209, 1.49178539245, 1.49365003484, 1.49551987447, 1.49739494693, 1.49927528818, 1.50116093452, 1.50305192269, 1.50494828979, 1.5068500733, 1.50875731112, 1.51067004156, 1.51258830332, 1.51451213554, 1.51644157777, 1.51837667, 1.52031745264, 1.52226396655, 1.52421625305, 1.52617435391, 1.52813831134, 1.53010816806, 1.53208396723, 1.53406575252, 1.53605356807, 1.53804745854, 1.54004746908, 1.54205364536, 1.54406603357, 1.54608468043, 1.5481096332, 1.55014093969, 1.55217864825, 1.55422280782, 1.55627346789, 1.55833067854, 1.56039449044, 1.56246495486, 1.56454212368, 1.56662604942, 1.56871678519, 1.57081438477, 1.57291890258, 1.57503039371, 1.57714891392, 1.57927451964, 1.581407268, 1.58354721686, 1.58569442477, 1.58784895103, 1.59001085565, 1.59218019943, 1.59435704393, 1.59654145149, 1.59873348523, 1.60093320909, 1.60314068784, 1.60535598708, 1.60757917325, 1.60981031368, 1.61204947656, 1.61429673098, 1.61655214696, 1.61881579544, 1.62108774828, 1.62336807836, 1.62565685948, 1.62795416649, 1.63026007522, 1.63257466256, 1.63489800643, 1.63723018585, 1.63957128092, 1.64192137286, 1.64428054402, 1.64664887792, 1.64902645924, 1.65141337389, 1.65380970898, 1.65621555288, 1.65863099522, 1.66105612696, 1.66349104035, 1.665935829, 1.6683905879, 1.67085541345, 1.67333040348, 1.67581565725, 1.67831127556, 1.68081736069, 1.68333401649, 1.6858613484, 1.68839946345, 1.69094847035, 1.69350847947, 1.69607960292, 1.69866195455, 1.70125565, 1.70386080677, 1.70647754419, 1.70910598353, 1.71174624799, 1.7143984628, 1.71706275519, 1.71973925449, 1.72242809217, 1.72512940185, 1.72784331941, 1.73056998298, 1.73330953303, 1.7360621124, 1.73882786639, 1.74160694276, 1.74439949184, 1.74720566658, 1.75002562257, 1.75285951816, 1.75570751448, 1.75856977555, 1.7614464683, 1.7643377627, 1.76724383175, 1.77016485166, 1.77310100183, 1.77605246501, 1.77901942732, 1.78200207837, 1.78500061134, 1.78801522309, 1.79104611422, 1.79409348917, 1.79715755637, 1.80023852827, 1.8033366215, 1.80645205698, 1.80958506, 1.81273586036, 1.81590469249, 1.81909179558, 1.82229741372, 1.825521796, 1.82876519668, 1.83202787533, 1.83531009698, 1.83861213227, 1.84193425762, 1.84527675539, 1.84863991405, 1.85202402837, 1.8554293996, 1.85885633567, 1.86230515137, 1.86577616858, 1.86926971649, 1.87278613181, 1.87632575899, 1.8798889505, 1.88347606705, 1.88708747787, 1.89072356098, 1.89438470345, 1.89807130174, 1.90178376197, 1.90552250025, 1.90928794302, 1.91308052741, 1.91690070156, 1.92074892503, 1.92462566922, 1.92853141772, 1.93246666677, 1.93643192574, 1.94042771755, 1.94445457918, 1.9485130622, 1.95260373328, 1.95672717477, 1.96088398528, 1.96507478031, 1.96930019287, 1.97356087419, 1.97785749442, 1.98219074335, 1.98656133124, 1.99096998962, 1.99541747213, 1.99990455547, 2.00443204036, 2.00900075251, 2.01361154371, 2.01826529295, 2.02296290758, 2.02770532458, 2.03249351185, 2.03732846962, 2.04221123192, 2.0471428681, 2.05212448451, 2.05715722623, 2.06224227888, 2.06738087065, 2.07257427429, 2.07782380938, 2.08313084465, 2.08849680045, 2.09392315145, 2.09941142942, 2.10496322628, 2.11058019727, 2.11626406445, 2.12201662031, 2.12783973172, 2.13373534416, 2.13970548619, 2.14575227431, 2.15187791816, 2.1580847261, 2.16437511125, 2.17075159793, 2.17721682871, 2.18377357191, 2.19042472984, 2.1971733476, 2.20402262267, 2.21097591537, 2.21803676019, 2.22520887808, 2.23249618993, 2.23990283128, 2.24743316835, 2.25509181569, 2.26288365549, 2.27081385882, 2.27888790909, 2.28711162784, 2.29549120334, 2.30403322228, 2.31274470495, 2.32163314439, 2.33070655011, 2.33997349698, 2.34944318006, 2.35912547628, 2.36903101398, 2.37917125159, 2.3895585669, 2.40020635872, 2.411129163, 2.422342786, 2.43386445755, 2.44571300825, 2.45790907518, 2.47047534177, 2.48343681896, 2.49682117646, 2.51065913523, 2.52498493519, 2.53983689632, 2.55525809634, 2.57129719532, 2.58800944712, 2.60545795099, 2.62371521493, 2.64286512889, 2.66300548366, 2.68425122698, 2.7067387311, 2.73063147325, 2.75612772826, 2.78347119119, 2.81296597401, 2.84499832124, 2.8800689917, 2.91884323355, 2.9622311235, 3.0115232357, 3.06863405379, 3.13657337257, 3.22045475765, 3.32996541598, 3.48672170399 }; static const double yu[4001] = { 0.0540012735356, 0.0544874991381, 0.054972661389, 0.0554567692269, 0.0559398314244, 0.0564218565922, 0.0569028531841, 0.0573828295011, 0.0578617936955, 0.0583397537752, 0.058816717607, 0.059292692921, 0.0597676873138, 0.060241708252, 0.0607147630756, 0.0611868590013, 0.0616580031256, 0.0621282024276, 0.0625974637723, 0.0630657939132, 0.0635331994951, 0.0639996870564, 0.0644652630325, 0.0649299337573, 0.0653937054663, 0.0658565842984, 0.0663185762986, 0.0667796874201, 0.0672399235259, 0.0676992903918, 0.0681577937072, 0.0686154390782, 0.0690722320286, 0.0695281780022, 0.0699832823643, 0.0704375504035, 0.0708909873334, 0.0713435982942, 0.0717953883543, 0.0722463625114, 0.0726965256949, 0.0731458827663, 0.0735944385211, 0.0740421976905, 0.074489164942, 0.0749353448811, 0.0753807420524, 0.0758253609412, 0.076269205974, 0.0767122815202, 0.0771545918932, 0.077596141351, 0.0780369340979, 0.0784769742851, 0.078916266012, 0.0793548133268, 0.0797926202279, 0.0802296906646, 0.080666028538, 0.081101637702, 0.081536521964, 0.0819706850859, 0.082404130785, 0.0828368627345, 0.0832688845646, 0.0837001998631, 0.0841308121761, 0.084560725009, 0.0849899418268, 0.0854184660553, 0.0858463010813, 0.0862734502535, 0.0866999168832, 0.0871257042449, 0.0875508155769, 0.0879752540816, 0.0883990229268, 0.0888221252457, 0.0892445641375, 0.0896663426683, 0.0900874638713, 0.0905079307475, 0.0909277462662, 0.0913469133655, 0.0917654349529, 0.0921833139053, 0.0926005530704, 0.0930171552661, 0.0934331232819, 0.0938484598786, 0.0942631677893, 0.0946772497194, 0.0950907083474, 0.095503546325, 0.0959157662776, 0.0963273708049, 0.0967383624809, 0.0971487438546, 0.0975585174503, 0.0979676857678, 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0.127453903564, 0.127084860738, 0.126715351154, 0.126345373469, 0.125974926331, 0.12560400838, 0.125232618245, 0.124860754545, 0.12448841589, 0.124115600881, 0.123742308106, 0.123368536146, 0.12299428357, 0.122619548937, 0.122244330795, 0.121868627682, 0.121492438126, 0.121115760642, 0.120738593735, 0.120360935901, 0.119982785621, 0.119604141367, 0.1192250016, 0.118845364768, 0.118465229306, 0.118084593641, 0.117703456185, 0.117321815339, 0.11693966949, 0.116557017014, 0.116173856276, 0.115790185624, 0.115406003396, 0.115021307918, 0.1146360975, 0.11425037044, 0.113864125022, 0.113477359516, 0.113090072181, 0.112702261257, 0.112313924974, 0.111925061545, 0.111535669171, 0.111145746034, 0.110755290307, 0.110364300142, 0.109972773679, 0.109580709043, 0.10918810434, 0.108794957663, 0.108401267088, 0.108007030675, 0.107612246467, 0.10721691249, 0.106821026753, 0.106424587249, 0.106027591953, 0.10563003882, 0.105231925791, 0.104833250787, 0.10443401171, 0.104034206444, 0.103633832853, 0.103232888785, 0.102831372066, 0.102429280502, 0.102026611881, 0.101623363968, 0.10121953451, 0.100815121233, 0.100410121841, 0.100004534016, 0.0995983554201, 0.0991915836918, 0.098784216448, 0.098376251283, 0.0979676857678, 0.0975585174503, 0.0971487438546, 0.0967383624809, 0.0963273708049, 0.0959157662776, 0.095503546325, 0.0950907083474, 0.0946772497194, 0.0942631677893, 0.0938484598786, 0.0934331232819, 0.0930171552661, 0.0926005530704, 0.0921833139053, 0.0917654349529, 0.0913469133655, 0.0909277462662, 0.0905079307475, 0.0900874638713, 0.0896663426683, 0.0892445641375, 0.0888221252457, 0.0883990229268, 0.0879752540816, 0.0875508155769, 0.0871257042449, 0.0866999168832, 0.0862734502535, 0.0858463010813, 0.0854184660553, 0.0849899418268, 0.084560725009, 0.0841308121761, 0.0837001998631, 0.0832688845646, 0.0828368627345, 0.082404130785, 0.0819706850859, 0.081536521964, 0.081101637702, 0.080666028538, 0.0802296906646, 0.0797926202279, 0.0793548133268, 0.078916266012, 0.0784769742851, 0.0780369340979, 0.077596141351, 0.0771545918932, 0.0767122815202, 0.076269205974, 0.0758253609412, 0.0753807420524, 0.0749353448811, 0.074489164942, 0.0740421976905, 0.0735944385211, 0.0731458827663, 0.0726965256949, 0.0722463625114, 0.0717953883543, 0.0713435982942, 0.0708909873334, 0.0704375504035, 0.0699832823643, 0.0695281780022, 0.0690722320286, 0.0686154390782, 0.0681577937072, 0.0676992903918, 0.0672399235259, 0.0667796874201, 0.0663185762986, 0.0658565842984, 0.0653937054663, 0.0649299337573, 0.0644652630325, 0.0639996870564, 0.0635331994951, 0.0630657939132, 0.0625974637723, 0.0621282024276, 0.0616580031256, 0.0611868590013, 0.0607147630756, 0.060241708252, 0.0597676873138, 0.059292692921, 0.058816717607, 0.0583397537752, 0.0578617936955, 0.0573828295011, 0.0569028531841, 0.0564218565922, 0.0559398314244, 0.0554567692269, 0.054972661389, 0.0544874991381, 0.0540012735356, 0.053513975472, 0.0530255956613, 0.0525361246366, 0.052045552744, 0.0515538701374, 0.0510610667724, 0.0505671324, 0.0500720565609, 0.0495758285778, 0.0490784375496, 0.0485798723434, 0.048080121587, 0.0475791736615, 0.0470770166928, 0.0465736385427, 0.0460690268006, 0.0455631687734, 0.0450560514761, 0.0445476616215, 0.0440379856092, 0.0435270095144, 0.0430147190762, 0.0425010996849, 0.0419861363691, 0.0414698137822, 0.0409521161875, 0.0404330274434, 0.0399125309876, 0.0393906098197, 0.0388672464844, 0.0383424230521, 0.0378161210995, 0.037288321689, 0.0367590053466, 0.0362281520387, 0.0356957411476, 0.0351617514458, 0.034626161068, 0.0340889474822, 0.0335500874589, 0.033009557038, 0.032467331494, 0.0319233852988, 0.0313776920821, 0.0308302245895, 0.0302809546372, 0.0297298530646, 0.0291768896823, 0.0286220332182, 0.0280652512583, 0.0275065101844, 0.0269457751062, 0.02638300979, 0.0258181765805, 0.0252512363179, 0.0246821482486, 0.0241108699283, 0.0235373571186, 0.0229615636755, 0.0223834414285, 0.0218029400512, 0.0212200069209, 0.0206345869682, 0.0200466225144, 0.0194560530967, 0.0188628152806, 0.0182668424588, 0.0176680646372, 0.0170664082066, 0.016461795704, 0.0158541455627, 0.015243371858, 0.0146293840521, 0.0140120867521, 0.0133913794939, 0.0127671565806, 0.0121393070128, 0.0115077145716, 0.0108722581496, 0.0102328124764, 0.00958924947315, 0.00894144061242, 0.00828926090091, 0.00763259551896, 0.00697135089651, 0.00630547338383, 0.00563498133279, 0.00496002177703, 0.00428097439553, 0.00359865177269, 0.00291471045349, 0.00223256762114, 0.00155968193081 }; static const int ncell[8961] = { 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7, 7, 7, 8, 8, 8, 8, 8, 8, 8, 9, 9, 9, 9, 9, 9, 9, 10, 10, 10, 10, 10, 10, 10, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13, 13, 13, 14, 14, 14, 14, 14, 14, 15, 15, 15, 15, 15, 15, 15, 16, 16, 16, 16, 16, 16, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 18, 19, 19, 19, 19, 19, 19, 20, 20, 20, 20, 20, 20, 20, 21, 21, 21, 21, 21, 21, 22, 22, 22, 22, 22, 22, 23, 23, 23, 23, 23, 23, 24, 24, 24, 24, 24, 24, 25, 25, 25, 25, 25, 25, 26, 26, 26, 26, 26, 26, 27, 27, 27, 27, 27, 27, 28, 28, 28, 28, 28, 28, 29, 29, 29, 29, 29, 29, 30, 30, 30, 30, 30, 30, 31, 31, 31, 31, 31, 31, 32, 32, 32, 32, 32, 32, 33, 33, 33, 33, 33, 34, 34, 34, 34, 34, 34, 35, 35, 35, 35, 35, 35, 36, 36, 36, 36, 36, 37, 37, 37, 37, 37, 37, 38, 38, 38, 38, 38, 39, 39, 39, 39, 39, 39, 40, 40, 40, 40, 40, 40, 41, 41, 41, 41, 41, 42, 42, 42, 42, 42, 43, 43, 43, 43, 43, 43, 44, 44, 44, 44, 44, 45, 45, 45, 45, 45, 46, 46, 46, 46, 46, 46, 47, 47, 47, 47, 47, 48, 48, 48, 48, 48, 49, 49, 49, 49, 49, 50, 50, 50, 50, 50, 50, 51, 51, 51, 51, 51, 52, 52, 52, 52, 52, 53, 53, 53, 53, 53, 54, 54, 54, 54, 54, 55, 55, 55, 55, 55, 56, 56, 56, 56, 56, 57, 57, 57, 57, 57, 58, 58, 58, 58, 58, 59, 59, 59, 59, 59, 60, 60, 60, 60, 60, 61, 61, 61, 61, 61, 62, 62, 62, 62, 63, 63, 63, 63, 63, 64, 64, 64, 64, 64, 65, 65, 65, 65, 65, 66, 66, 66, 66, 66, 67, 67, 67, 67, 68, 68, 68, 68, 68, 69, 69, 69, 69, 69, 70, 70, 70, 70, 71, 71, 71, 71, 71, 72, 72, 72, 72, 72, 73, 73, 73, 73, 74, 74, 74, 74, 74, 75, 75, 75, 75, 76, 76, 76, 76, 76, 77, 77, 77, 77, 78, 78, 78, 78, 78, 79, 79, 79, 79, 80, 80, 80, 80, 80, 81, 81, 81, 81, 82, 82, 82, 82, 83, 83, 83, 83, 83, 84, 84, 84, 84, 85, 85, 85, 85, 86, 86, 86, 86, 86, 87, 87, 87, 87, 88, 88, 88, 88, 89, 89, 89, 89, 89, 90, 90, 90, 90, 91, 91, 91, 91, 92, 92, 92, 92, 93, 93, 93, 93, 94, 94, 94, 94, 95, 95, 95, 95, 95, 96, 96, 96, 96, 97, 97, 97, 97, 98, 98, 98, 98, 99, 99, 99, 99, 100, 100, 100, 100, 101, 101, 101, 101, 102, 102, 102, 102, 103, 103, 103, 103, 104, 104, 104, 104, 105, 105, 105, 105, 106, 106, 106, 106, 107, 107, 107, 107, 108, 108, 108, 108, 109, 109, 109, 109, 110, 110, 110, 110, 111, 111, 111, 111, 112, 112, 112, 113, 113, 113, 113, 114, 114, 114, 114, 115, 115, 115, 115, 116, 116, 116, 116, 117, 117, 117, 117, 118, 118, 118, 119, 119, 119, 119, 120, 120, 120, 120, 121, 121, 121, 121, 122, 122, 122, 123, 123, 123, 123, 124, 124, 124, 124, 125, 125, 125, 126, 126, 126, 126, 127, 127, 127, 127, 128, 128, 128, 129, 129, 129, 129, 130, 130, 130, 130, 131, 131, 131, 132, 132, 132, 132, 133, 133, 133, 134, 134, 134, 134, 135, 135, 135, 136, 136, 136, 136, 137, 137, 137, 137, 138, 138, 138, 139, 139, 139, 139, 140, 140, 140, 141, 141, 141, 141, 142, 142, 142, 143, 143, 143, 144, 144, 144, 144, 145, 145, 145, 146, 146, 146, 146, 147, 147, 147, 148, 148, 148, 148, 149, 149, 149, 150, 150, 150, 151, 151, 151, 151, 152, 152, 152, 153, 153, 153, 154, 154, 154, 154, 155, 155, 155, 156, 156, 156, 157, 157, 157, 157, 158, 158, 158, 159, 159, 159, 160, 160, 160, 160, 161, 161, 161, 162, 162, 162, 163, 163, 163, 164, 164, 164, 164, 165, 165, 165, 166, 166, 166, 167, 167, 167, 168, 168, 168, 169, 169, 169, 169, 170, 170, 170, 171, 171, 171, 172, 172, 172, 173, 173, 173, 174, 174, 174, 175, 175, 175, 176, 176, 176, 176, 177, 177, 177, 178, 178, 178, 179, 179, 179, 180, 180, 180, 181, 181, 181, 182, 182, 182, 183, 183, 183, 184, 184, 184, 185, 185, 185, 186, 186, 186, 187, 187, 187, 188, 188, 188, 189, 189, 189, 190, 190, 190, 191, 191, 191, 192, 192, 192, 193, 193, 193, 194, 194, 194, 195, 195, 195, 196, 196, 196, 197, 197, 197, 198, 198, 198, 199, 199, 199, 200, 200, 200, 201, 201, 201, 202, 202, 202, 203, 203, 203, 204, 204, 204, 205, 205, 206, 206, 206, 207, 207, 207, 208, 208, 208, 209, 209, 209, 210, 210, 210, 211, 211, 211, 212, 212, 213, 213, 213, 214, 214, 214, 215, 215, 215, 216, 216, 216, 217, 217, 217, 218, 218, 219, 219, 219, 220, 220, 220, 221, 221, 221, 222, 222, 223, 223, 223, 224, 224, 224, 225, 225, 225, 226, 226, 227, 227, 227, 228, 228, 228, 229, 229, 229, 230, 230, 231, 231, 231, 232, 232, 232, 233, 233, 234, 234, 234, 235, 235, 235, 236, 236, 237, 237, 237, 238, 238, 238, 239, 239, 240, 240, 240, 241, 241, 241, 242, 242, 243, 243, 243, 244, 244, 244, 245, 245, 246, 246, 246, 247, 247, 248, 248, 248, 249, 249, 249, 250, 250, 251, 251, 251, 252, 252, 253, 253, 253, 254, 254, 254, 255, 255, 256, 256, 256, 257, 257, 258, 258, 258, 259, 259, 260, 260, 260, 261, 261, 262, 262, 262, 263, 263, 264, 264, 264, 265, 265, 266, 266, 266, 267, 267, 268, 268, 268, 269, 269, 270, 270, 270, 271, 271, 272, 272, 272, 273, 273, 274, 274, 274, 275, 275, 276, 276, 276, 277, 277, 278, 278, 278, 279, 279, 280, 280, 280, 281, 281, 282, 282, 283, 283, 283, 284, 284, 285, 285, 285, 286, 286, 287, 287, 288, 288, 288, 289, 289, 290, 290, 290, 291, 291, 292, 292, 293, 293, 293, 294, 294, 295, 295, 296, 296, 296, 297, 297, 298, 298, 298, 299, 299, 300, 300, 301, 301, 301, 302, 302, 303, 303, 304, 304, 304, 305, 305, 306, 306, 307, 307, 307, 308, 308, 309, 309, 310, 310, 311, 311, 311, 312, 312, 313, 313, 314, 314, 314, 315, 315, 316, 316, 317, 317, 318, 318, 318, 319, 319, 320, 320, 321, 321, 322, 322, 322, 323, 323, 324, 324, 325, 325, 326, 326, 326, 327, 327, 328, 328, 329, 329, 330, 330, 330, 331, 331, 332, 332, 333, 333, 334, 334, 335, 335, 335, 336, 336, 337, 337, 338, 338, 339, 339, 340, 340, 340, 341, 341, 342, 342, 343, 343, 344, 344, 345, 345, 346, 346, 346, 347, 347, 348, 348, 349, 349, 350, 350, 351, 351, 352, 352, 353, 353, 353, 354, 354, 355, 355, 356, 356, 357, 357, 358, 358, 359, 359, 360, 360, 361, 361, 361, 362, 362, 363, 363, 364, 364, 365, 365, 366, 366, 367, 367, 368, 368, 369, 369, 370, 370, 371, 371, 371, 372, 372, 373, 373, 374, 374, 375, 375, 376, 376, 377, 377, 378, 378, 379, 379, 380, 380, 381, 381, 382, 382, 383, 383, 384, 384, 385, 385, 386, 386, 387, 387, 388, 388, 389, 389, 390, 390, 391, 391, 392, 392, 393, 393, 394, 394, 395, 395, 396, 396, 397, 397, 398, 398, 399, 399, 400, 400, 401, 401, 402, 402, 403, 403, 404, 404, 405, 405, 406, 406, 407, 407, 408, 408, 409, 409, 410, 410, 411, 411, 412, 412, 413, 413, 414, 414, 415, 415, 416, 416, 417, 417, 418, 418, 419, 419, 420, 420, 421, 421, 422, 423, 423, 424, 424, 425, 425, 426, 426, 427, 427, 428, 428, 429, 429, 430, 430, 431, 431, 432, 432, 433, 433, 434, 435, 435, 436, 436, 437, 437, 438, 438, 439, 439, 440, 440, 441, 441, 442, 442, 443, 444, 444, 445, 445, 446, 446, 447, 447, 448, 448, 449, 449, 450, 450, 451, 452, 452, 453, 453, 454, 454, 455, 455, 456, 456, 457, 458, 458, 459, 459, 460, 460, 461, 461, 462, 462, 463, 464, 464, 465, 465, 466, 466, 467, 467, 468, 468, 469, 470, 470, 471, 471, 472, 472, 473, 473, 474, 475, 475, 476, 476, 477, 477, 478, 478, 479, 480, 480, 481, 481, 482, 482, 483, 483, 484, 485, 485, 486, 486, 487, 487, 488, 488, 489, 490, 490, 491, 491, 492, 492, 493, 494, 494, 495, 495, 496, 496, 497, 498, 498, 499, 499, 500, 500, 501, 502, 502, 503, 503, 504, 504, 505, 506, 506, 507, 507, 508, 508, 509, 510, 510, 511, 511, 512, 512, 513, 514, 514, 515, 515, 516, 517, 517, 518, 518, 519, 519, 520, 521, 521, 522, 522, 523, 524, 524, 525, 525, 526, 526, 527, 528, 528, 529, 529, 530, 531, 531, 532, 532, 533, 534, 534, 535, 535, 536, 537, 537, 538, 538, 539, 539, 540, 541, 541, 542, 542, 543, 544, 544, 545, 545, 546, 547, 547, 548, 548, 549, 550, 550, 551, 551, 552, 553, 553, 554, 555, 555, 556, 556, 557, 558, 558, 559, 559, 560, 561, 561, 562, 562, 563, 564, 564, 565, 565, 566, 567, 567, 568, 569, 569, 570, 570, 571, 572, 572, 573, 573, 574, 575, 575, 576, 577, 577, 578, 578, 579, 580, 580, 581, 582, 582, 583, 583, 584, 585, 585, 586, 586, 587, 588, 588, 589, 590, 590, 591, 591, 592, 593, 593, 594, 595, 595, 596, 597, 597, 598, 598, 599, 600, 600, 601, 602, 602, 603, 603, 604, 605, 605, 606, 607, 607, 608, 609, 609, 610, 610, 611, 612, 612, 613, 614, 614, 615, 616, 616, 617, 618, 618, 619, 619, 620, 621, 621, 622, 623, 623, 624, 625, 625, 626, 627, 627, 628, 629, 629, 630, 630, 631, 632, 632, 633, 634, 634, 635, 636, 636, 637, 638, 638, 639, 640, 640, 641, 642, 642, 643, 644, 644, 645, 646, 646, 647, 647, 648, 649, 649, 650, 651, 651, 652, 653, 653, 654, 655, 655, 656, 657, 657, 658, 659, 659, 660, 661, 661, 662, 663, 663, 664, 665, 665, 666, 667, 667, 668, 669, 669, 670, 671, 671, 672, 673, 674, 674, 675, 676, 676, 677, 678, 678, 679, 680, 680, 681, 682, 682, 683, 684, 684, 685, 686, 686, 687, 688, 688, 689, 690, 690, 691, 692, 693, 693, 694, 695, 695, 696, 697, 697, 698, 699, 699, 700, 701, 701, 702, 703, 704, 704, 705, 706, 706, 707, 708, 708, 709, 710, 710, 711, 712, 713, 713, 714, 715, 715, 716, 717, 717, 718, 719, 719, 720, 721, 722, 722, 723, 724, 724, 725, 726, 726, 727, 728, 729, 729, 730, 731, 731, 732, 733, 734, 734, 735, 736, 736, 737, 738, 738, 739, 740, 741, 741, 742, 743, 743, 744, 745, 746, 746, 747, 748, 748, 749, 750, 751, 751, 752, 753, 753, 754, 755, 756, 756, 757, 758, 758, 759, 760, 761, 761, 762, 763, 763, 764, 765, 766, 766, 767, 768, 769, 769, 770, 771, 771, 772, 773, 774, 774, 775, 776, 777, 777, 778, 779, 779, 780, 781, 782, 782, 783, 784, 785, 785, 786, 787, 787, 788, 789, 790, 790, 791, 792, 793, 793, 794, 795, 796, 796, 797, 798, 798, 799, 800, 801, 801, 802, 803, 804, 804, 805, 806, 807, 807, 808, 809, 810, 810, 811, 812, 813, 813, 814, 815, 816, 816, 817, 818, 819, 819, 820, 821, 822, 822, 823, 824, 825, 825, 826, 827, 828, 828, 829, 830, 831, 831, 832, 833, 834, 834, 835, 836, 837, 837, 838, 839, 840, 840, 841, 842, 843, 843, 844, 845, 846, 846, 847, 848, 849, 849, 850, 851, 852, 853, 853, 854, 855, 856, 856, 857, 858, 859, 859, 860, 861, 862, 862, 863, 864, 865, 866, 866, 867, 868, 869, 869, 870, 871, 872, 872, 873, 874, 875, 876, 876, 877, 878, 879, 879, 880, 881, 882, 883, 883, 884, 885, 886, 886, 887, 888, 889, 890, 890, 891, 892, 893, 893, 894, 895, 896, 897, 897, 898, 899, 900, 900, 901, 902, 903, 904, 904, 905, 906, 907, 908, 908, 909, 910, 911, 911, 912, 913, 914, 915, 915, 916, 917, 918, 919, 919, 920, 921, 922, 923, 923, 924, 925, 926, 927, 927, 928, 929, 930, 931, 931, 932, 933, 934, 935, 935, 936, 937, 938, 939, 939, 940, 941, 942, 943, 943, 944, 945, 946, 947, 947, 948, 949, 950, 951, 951, 952, 953, 954, 955, 955, 956, 957, 958, 959, 959, 960, 961, 962, 963, 963, 964, 965, 966, 967, 968, 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4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000, 4000 }; } struct FastDoubleGenerator { template double operator()(Random& rg) { union { double f; uint64_t u; }; if (sizeof(decltype(rg())) == 8) { u = rg(); } else { u = (((uint64_t)rg()) << 32) | (uint64_t)rg(); } u = (1023ll << 52) | (u & 0xFFFFFFFFFFFFFll); return f - 1; } }; constexpr int N = 4001; //------------------------------------------------------------ // Compute y_l from y_k inline double yl(int k) { double yl0 = 0.053513975472; // y_l of the leftmost rectangle double ylN = 0.000914116389555; // y_l of the rightmost rectangle if (k == 0) return yl0; else if (k == N - 1) return ylN; else if (k <= 1953) return table::yu[k - 1]; else return table::yu[k + 1]; } //------------------------------------------------------------ // Rejection algorithm with a truncated exponential proposal template double rtexp(_Rng& rng, double a, double b) { int stop = false; double twoasq = 2 * std::pow(a, 2); double expab = std::exp(-a * (b - a)) - 1; double z, e; FastDoubleGenerator fdg; if (expab == 0) return (a + b) / 2; for(size_t i = 0; i < 1000; ++i) { z = log(1 + fdg(rng) *expab); e = -log(fdg(rng)); if (twoasq*e > std::pow(z, 2)) return a - z / a; } return (a + b) / 2; } //------------------------------------------------------------ // Pseudorandom numbers from a truncated Gaussian distribution // The Gaussian has parameters mu (default 0) and sigma (default 1) // and is truncated on the interval [a,b]. // Returns the random variable x and its probability p(x). template double rtnorm( _Rng& rng, double a, double b ) { // Design variables double xmin = -2.00443204036; // Left bound double xmax = 3.48672170399; // Right bound int kmin = 5; // if kb-ka < kmin then use a rejection algorithm double INVH = 1631.73284006; // = 1/h, h being the minimal interval range int I0 = 3271; // = - floor(x(0)/h) double ALPHA = 1.837877066409345; // = log(2*pi) int xsize = sizeof(table::x) / sizeof(double); // Length of table x int stop = false; double sq2 = 7.071067811865475e-1; // = 1/sqrt(2) double sqpi = 1.772453850905516; // = sqrt(pi) double r, z, e, ylk, simy, lbound, u, d, sim, Z, p; int i, ka, kb, k; FastDoubleGenerator fdg; //----------------------------- // Check if a < b if (a >= b) { throw std::runtime_error{ tomoto::text::format("Wrong Range: A must < B\n A: %f, B: %f", a, b) }; } // Check if |a| < |b| else if (std::fabs(a) > std::fabs(b)) r = -rtnorm(rng, -b, -a); // If a in the right tail (a > xmax), use rejection algorithm with a truncated exponential proposal else if (a > xmax) r = rtexp(rng, a, b); // If a in the left tail (a < xmin), use rejection algorithm with a Gaussian proposal else if (a < xmin) { while (!stop) { r = std::normal_distribution<>{}(rng); stop = (r >= a) && (r <= b); } } // In other cases (xmin < a < xmax), use Chopin's algorithm else { // Compute ka i = I0 + std::floor(a*INVH); ka = table::ncell[i]; // Compute kb (b >= xmax) ? kb = N : ( i = I0 + std::floor(b*INVH), kb = table::ncell[i] ); // If |b-a| is small, use rejection algorithm with a truncated exponential proposal if (abs(kb - ka) < kmin) { r = rtexp(rng, a, b); stop = true; } while (!stop) { // Sample integer between ka and kb k = floor(fdg(rng) * (kb - ka + 1)) + ka; if (k == N) { // Right tail lbound = table::x[xsize - 1]; z = -log(fdg(rng)); e = -log(fdg(rng)); z = z / lbound; if ((std::pow(z, 2) <= 2 * e) && (z < b - lbound)) { // Accept this proposition, otherwise reject r = lbound + z; stop = true; } } else if ((k <= ka + 1) || (k >= kb - 1 && b < xmax)) { // Two leftmost and rightmost regions sim = table::x[k] + (table::x[k + 1] - table::x[k]) * fdg(rng); if ((sim >= a) && (sim <= b)) { // Accept this proposition, otherwise reject simy = table::yu[k] * fdg(rng); if ((simy < yl(k)) || (sim * sim + 2 * log(simy) + ALPHA) < 0) { r = sim; stop = true; } } } else // All the other boxes { u = fdg(rng); simy = table::yu[k] * u; d = table::x[k + 1] - table::x[k]; ylk = yl(k); if (simy < ylk) // That's what happens most of the time { r = table::x[k] + u * d*table::yu[k] / ylk; stop = true; } else { sim = table::x[k] + d * fdg(rng); // Otherwise, check you're below the pdf curve if ((sim * sim + 2 * log(simy) + ALPHA) < 0) { r = sim; stop = true; } } } } } return r; } }