// Copyright Matthew Pulver 2018 - 2019. // Distributed under the Boost Software License, Version 1.0. // (See accompanying file LICENSE_1_0.txt or copy at // https://www.boost.org/LICENSE_1_0.txt) #include #include #include #include #include #include using namespace boost::math::differentiation; struct f { template promote operator()(W const& w, X const& x, Y const& y, Z const& z) const { return exp(w * sin(x * log(y) / z) + sqrt(w * z / (x * y))) + w * w / tan(z); } }; // Derivatives calculated from symbolic differentiation by Mathematica for comparison. Script: // mixed_partials.nb static constexpr std::array answers{ {"19878.40628980434922342465374997798674242532797789489", "20731.74838274939517275508122761443159515217855975002", "14667.60767623939014840117674691707821648144188283774", "1840.559936449813118734351750381849294157477519107602", "-9219.318005237072129605008516120710807803827373819700", "-7272.300634012811783845589472196110804386170683300081", "-2135.296370062283924160196772166043360841114107521292", "3095.081027251846799545897828297310835169325417217168", "4249.026762908615627428402369471953790564918480025345", "2063.989061062734416582172072883742097425754355167541", "-885.5284114876496084068555333811894392182458751895290", "-1962.133420441743158021558423645064067562765178375508", "-1846.899830787084518564013512948598850243350915531775", "-160.9590127603295755195950112199107484483554942817846", "1091.039412341633994110997652976585409621806446647794", "452.4395574345229946707651998323417632800605985181691", "666.4013922727704990031159406121675703174518834914461", "-415.6464114333629107803309520898363153301435468382605", "-625.1464179039986361267627631122900331946746137220517", "369.9491669772617110087494756677334192842413470837587", "-24330.89613849389343130420303653062335840497802221681", "-18810.41605175626752065686192937776868736029049989926", "-4890.406122702359099863022925593448420259414896197252", "8833.005054768976417065486877649473665597894570245307", "8484.350739681613747819854384228795938450532463850094", "3097.204151240398893507362023543393154680147349049848", "-3255.045136783440612110181337652522080890693968833148", "-4342.778553332193097878812792875447018366988006584840", "-2407.987237906523486012534085031032446996713414362131", "861.1173916470300084261504495377425043024739914571554", "2436.743725763308619092960749816106318692933687303014", "-19.24649610733827783846392798978023489104363382129689", "187.7855148870511714395275130898958731897480766620821", "-1259.466063335212195169531010871023748854744563232277", "-709.6860523972158261343923419671629587637051060458295", "1423.000558608604536932163648918899935569543711292466", "484.9208133389233959103861107714757012185008046446372", "763.9746885074453180462508029718247316712990115789154", "-327.4162918228055568224139277603073169658358026440432", "-1122.337707248494521123614369562896901904418640152220", "23973.06007192346989337502250398494874845408708506720", "8840.543151778796869949670401421984604862699128880003", "-9082.571033221549378277312292526023838132689941236879", "-12270.27378289258717737657881957466807305650429436397", "-4320.434071420599854743576892819691675331049612545664", "3281.351967707280898543984556670710235259118405463698", "5880.336263083418767219493592767818708317492833223933", "-1288.482785219706549809211085113790275109642879331959", "-803.9713537626580526627976840414468844364935388365037", "-2986.387245331698390346145949708414455858834967096376", 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"2971.469685992270876159892302788930292108129670398058", "4370.196499857550025657084783894747734031876677385611", "2524.632473357435670756946837415389227139966527203701", "-656.6080000236679071742450437463693211275208125750923", "-2423.452917325258132591368397957959217829861665178601", "-2074.987664204263204162199830716851483704870169031179", "-381.2253794988132984501358802316138392247470857452486", "1219.507245791997351017860252538035146744682380716428", "805.3802239840836877339667281819652171888443003165988", "838.4004190058912380470543219448821914235443115661655", "-390.6125197108983831575656956558201636111305409512701", "-828.2085489298235758253219930356006757081473789845849", "293.8999854454994790079171865082094494146506490533363", "-22965.85985843951977785883587223006628792405076928067", "-20026.69101529929621743747554537576887048069629325374", "-7316.092745063355996548975300169565482331369744607021", "8632.466133972614659252310985982644793465043032940318", "8987.046882870452266200748127338744248816756004290490", "4199.925399536137541108783465785304128965582292174062", "-2958.429850896062893179851696175634522187021390095560", "-5665.563891218624062243686482808197054863235184904433", "-2945.404552250341615883104643651287431663294281737652", "555.6566272478262524735403145861484390537770707372992", "2936.796403550079139218970638242013974322758744804216", "651.5191650747110008135060635556227666232180743487328", "444.7629427486155148584918602702161457622049333694568", "-1390.989671799095801316658971275073184600067187023729", "-1142.861468946763860859271224968631944511098747155437", "1541.978723117340843491920690654997335632919116206279", "455.7146063293814470171599782651235242129856311098151", "998.7943503940357037260061331795191352937661538946216", "-204.8485581981121295383497187536442450324011940647949", "-1560.354115460478786113711476250386112014306509906244", "25278.29450605247223516529112562423587288781657290275", "11873.22337179046469888005044109378787446671408425048", "-8242.187303368878103323785658604027555126374435611949", "-15939.98056417465751946455567789306872745912255628512", "-5648.833539698031486810309720694416837861242341227280", "2751.513926122717118525029734574022921057261239749143", "7349.432002479077129245930487320138527887196396579062", "194.9972545980371127390142753318206783334452047502143", "-402.8156857682688265622049800462325595907987257153782", "-3518.871908683063371167722463713374376552181380727802", "-1494.304793474682619087166400375396721307777439607909", "4640.927509426080087451995953783429589632369803588940", "1585.757705203227141964561144798400703219894640413562", "1565.169992404407137888592924342582799362959736185298", "-1513.259809733540018859089666188672238777297615451800", "-2974.437872674680092826212901753475972242208819679978", "-1203.236292653823441598437153564865951527142648802876", "72.52425949879153384040698301599842998884036742649047", "1871.625274253419949517250818647194858608124560073483", "-2.489984337379681666361341362948045621969765070197429", "14462.74423518633102580192225823524237502860825596609", "18367.74740916432711689913219912502810575714860430297", "16565.76324499673961400925630526921000337443450249297", "6054.315252651102952034254100792777051580892954459740", "-8084.981271982030146065497115893934803061545998433631", "-7988.314359128201297240919364015959817416101519999194", "-3989.319346941492698525859335371231602272119870228687", "2616.721186534649016680934493970036169897788778926434", "4420.859270970486562095630193355634655337290952862363", "2973.033519764547909146474824627687039969488363657908", "-324.1453016982713707989332262410969595194473127209825", "-2843.242039958969221918101261762794653424879358390111", "-2281.461806143289517702658392470195144560150025832652", "-642.9353229582055924928927665183236308235598082837497", "1299.287274176955358490409470855361289523321919337117", 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"750.0912101179065245750415609380442359608197763310413", "-1462.257209626597452197736652121394535208578921869658", "-1661.577809630240615684355192771059515041884351493459", "1509.628528603869133250456671040505284128185908768108", "383.8950902580816259502239917715884779698864996879279", "1248.051096343638013308778159911906703363730187986273", "17.18569564265260274901760034571610990094333217519021", "-2038.024598002604853054532645991188063394308018947374", "26118.98132017823514803387529120810044029492871875474", "14943.61943482227903328457116850255971625430735856355", "-6650.686262276131072415580833374348889422387492668440", "-19519.81529547404067945704333355155941895199228108631", "-6983.190236500848647457042860591724089812405118922223", "1899.297502873688983038424995203515277346497811783168", "8715.003652642963488202943622358986745434720576722170", "2368.150690681864301926962120618658083737878227231428", "136.8920793093482831910443246272238406481527839521448", "-3954.732706163417141961077488373290331419627965482785", "-2673.556440231186786375595871506657802723673830409989", "5078.483935249043594670125721926702845818403229980691", "1643.459143721204817182772630730123271413273760820347", "2182.216979506380293664703833586468523416961563720645", "-1345.838830963620501537777318021157952722412472356094", "-4309.285350629108413525304135326225818270616857298235", "-1488.050869922417817689426519211523527088509094291312", "-228.0584943070343720919835603886532454450555855354340", "2373.398940425709177876367020236623713151456855728138", "773.8481328103928058186643458500631723389600248582833", "12294.40387737855548614823173849184004455244840062464", "16977.34966571858301862913845572077593071467784570724", "17057.17475622503175013658695220988017704387344177727", "8121.189758511830935868344768490586007624092305459885", "-7458.443541406284389918808653948439156033975014107187", "-8134.131160882738058651976911725365291142418949378248", "-4912.881158613784419581465435995807691111897279859302", "2030.653136098933717888434825960516061206391833398177", "4407.490527709412730881592594976776779312299897714205", "3392.434568825892752350943548729559313328141534290860", "104.0372355841506198680609232049783930050635078746762", "-3180.817620484463214391157460812371170723810181051096", "-2460.523987075069437321629265332968914260047631079537", "-938.2209314069133432825590545267820890922150850657831", "1315.246905571876456706320919211807375254975062430487", "1735.862392405992188189147617586418269768276241147998", "1209.759657223166954850207025399731503326968841680649", "-227.3320054566642297128407910803774238020746116287390", "-1266.126209991929259396966729664100401813091860201682", "-123.0794572338149156803989321165094334755661021559442", "-19806.90794333834685506732819834090525250045748665845", "-21314.81635440575229337844631555492486744407550254908", "-12317.58384430130805020250005527399703840208659666608", "6349.418659888281474363154227419204673663621492760982", "9489.819687696527735093973063679592839666155440941289", "6409.538948456309994399374417972222747225748405617373", "-1550.281799013125267606263057621300789555474258987989", "-8109.711199785217512061886243157800006692908759687186", "-3957.840330296874877742767473517819198882831790006004", "-404.0796555836667858753163727999380679499192203780272", "3693.614351301181980145006883746936633676934626580499", "2716.146658322790064799415509615557123789406209068981", "1094.591086641398900496318896947912437274250932576747", "-1456.269645549946420883827817869876763706452982413420", "-2244.380608735636962338392373719455877272151458411079", "1268.593891556261871090883000459505759446497182073132", "265.2206730327749346649809229271069944357537135668622", "1496.091578778639488439197917198148587432113387871024", "354.6137351047722781932932090799444060236757625488818", "-2508.477110048684129181005769771219369377836598443263", 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"-663.0646207520075726320417301262932382663072876188661", "2837.903194613938414496183429129769829434890424213252", "1976.319600747797717779881875290418720908121189218755"}}; int main() { using float50 = boost::multiprecision::cpp_bin_float_50; constexpr std::size_t Nw = 3; // Max order of derivative to calculate for w constexpr std::size_t Nx = 2; // Max order of derivative to calculate for x constexpr std::size_t Ny = 4; // Max order of derivative to calculate for y constexpr std::size_t Nz = 3; // Max order of derivative to calculate for z auto const variables = make_ftuple(11, 12, 13, 14); auto const v = boost::mp11::tuple_apply(f{}, variables); std::size_t ia = 0; double max_relative_error = 0; for (std::size_t iw = 0; iw <= Nw; ++iw) for (std::size_t ix = 0; ix <= Nx; ++ix) for (std::size_t iy = 0; iy <= Ny; ++iy) for (std::size_t iz = 0; iz <= Nz; ++iz) { float50 const value = v.derivative(iw, ix, iy, iz); float50 const answer = boost::lexical_cast(answers[ia++]); double const error = static_cast(fabs(value / answer - 1)); max_relative_error = (std::max)(error, max_relative_error); } std::cout << "max_relative_error = " << std::setprecision(3) << max_relative_error << " out of " << ia << " calculated values." << std::endl; return 0; } /* Output: max_relative_error = 6.82e-13 out of 240 calculated values. (for double) max_relative_error = 3.36e-47 out of 240 calculated values. (for cpp_bin_float_50) **/