#include <tgmath.h>
#include <gmp.h>
#include <mpfr.h>
#include <stdio.h>
#include <stdbool.h>

char *name = "Logistic regression 2";

double f_if(float x, float y) {
        float r23884 = 1;
        float r23885 = x;
        float r23886 = exp(r23885);
        float r23887 = r23884 + r23886;
        float r23888 = log(r23887);
        float r23889 = y;
        float r23890 = r23885 * r23889;
        float r23891 = r23888 - r23890;
        return r23891;
}

double f_id(double x, double y) {
        double r23892 = 1;
        double r23893 = x;
        double r23894 = exp(r23893);
        double r23895 = r23892 + r23894;
        double r23896 = log(r23895);
        double r23897 = y;
        double r23898 = r23893 * r23897;
        double r23899 = r23896 - r23898;
        return r23899;
}


double f_of(float x, float y) {
        float r23900 = x;
        float r23901 = 1/8;
        float r23902 = 1/2;
        float r23903 = fma(r23901, r23900, r23902);
        float r23904 = y;
        float r23905 = r23903 - r23904;
        float r23906 = r23900 * r23905;
        float r23907 = -1.2239097232854343e+35;
        bool r23908 = r23906 <= r23907;
        float r23909 = 0.0030382068270067893;
        bool r23910 = r23906 <= r23909;
        float r23911 = exp(r23900);
        float r23912 = log1p(r23911);
        float r23913 = 3;
        float r23914 = pow(r23912, r23913);
        float r23915 = r23904 * r23900;
        float r23916 = pow(r23915, r23913);
        float r23917 = r23914 - r23916;
        float r23918 = r23900 * r23904;
        float r23919 = r23918 * r23918;
        float r23920 = fma(r23912, r23912, r23919);
        float r23921 = fma(r23912, r23918, r23920);
        float r23922 = r23917 / r23921;
        float r23923 = cbrt(r23912);
        float r23924 = r23923 * r23923;
        float r23925 = -r23915;
        float r23926 = fma(r23924, r23923, r23925);
        float r23927 = r23910 ? r23922 : r23926;
        float r23928 = r23908 ? r23906 : r23927;
        return r23928;
}

double f_od(double x, double y) {
        double r23929 = x;
        double r23930 = 1/8;
        double r23931 = 1/2;
        double r23932 = fma(r23930, r23929, r23931);
        double r23933 = y;
        double r23934 = r23932 - r23933;
        double r23935 = r23929 * r23934;
        double r23936 = -1.2239097232854343e+35;
        bool r23937 = r23935 <= r23936;
        double r23938 = 0.0030382068270067893;
        bool r23939 = r23935 <= r23938;
        double r23940 = exp(r23929);
        double r23941 = log1p(r23940);
        double r23942 = 3;
        double r23943 = pow(r23941, r23942);
        double r23944 = r23933 * r23929;
        double r23945 = pow(r23944, r23942);
        double r23946 = r23943 - r23945;
        double r23947 = r23929 * r23933;
        double r23948 = r23947 * r23947;
        double r23949 = fma(r23941, r23941, r23948);
        double r23950 = fma(r23941, r23947, r23949);
        double r23951 = r23946 / r23950;
        double r23952 = cbrt(r23941);
        double r23953 = r23952 * r23952;
        double r23954 = -r23944;
        double r23955 = fma(r23953, r23952, r23954);
        double r23956 = r23939 ? r23951 : r23955;
        double r23957 = r23937 ? r23935 : r23956;
        return r23957;
}

void mpfr_fmod2(mpfr_t r, mpfr_t n, mpfr_t d, mpfr_rnd_t rmd) {
        mpfr_fmod(r, n, d, rmd);
        if (mpfr_cmp_ui(r, 0) < 0) mpfr_add(r, r, d, rmd);
}


static mpfr_t r23958, r23959, r23960, r23961, r23962, r23963, r23964, r23965;

void setup_mpfr_f_im() {
        mpfr_set_default_prec(912);
        mpfr_init_set_str(r23958, "1", 10, MPFR_RNDN);
        mpfr_init(r23959);
        mpfr_init(r23960);
        mpfr_init(r23961);
        mpfr_init(r23962);
        mpfr_init(r23963);
        mpfr_init(r23964);
        mpfr_init(r23965);
}

double f_im(double x, double y) {
        ;
        mpfr_set_d(r23959, x, MPFR_RNDN);
        mpfr_exp(r23960, r23959, MPFR_RNDN);
        mpfr_add(r23961, r23958, r23960, MPFR_RNDN);
        mpfr_log(r23962, r23961, MPFR_RNDN);
        mpfr_set_d(r23963, y, MPFR_RNDN);
        mpfr_mul(r23964, r23959, r23963, MPFR_RNDN);
        mpfr_sub(r23965, r23962, r23964, MPFR_RNDN);
        return mpfr_get_d(r23965, MPFR_RNDN);
}

static mpfr_t r23966, r23967, r23968, r23969, r23970, r23971, r23972, r23973, r23974, r23975, r23976, r23977, r23978, r23979, r23980, r23981, r23982, r23983, r23984, r23985, r23986, r23987, r23988, r23989, r23990, r23991, r23992, r23993, r23994;

void setup_mpfr_f_fm() {
        mpfr_set_default_prec(912);
        mpfr_init(r23966);
        mpfr_init_set_str(r23967, "1/8", 10, MPFR_RNDN);
        mpfr_init_set_str(r23968, "1/2", 10, MPFR_RNDN);
        mpfr_init(r23969);
        mpfr_init(r23970);
        mpfr_init(r23971);
        mpfr_init(r23972);
        mpfr_init_set_str(r23973, "-1.2239097232854343e+35", 10, MPFR_RNDN);
        mpfr_init(r23974);
        mpfr_init_set_str(r23975, "0.0030382068270067893", 10, MPFR_RNDN);
        mpfr_init(r23976);
        mpfr_init(r23977);
        mpfr_init(r23978);
        mpfr_init_set_str(r23979, "3", 10, MPFR_RNDN);
        mpfr_init(r23980);
        mpfr_init(r23981);
        mpfr_init(r23982);
        mpfr_init(r23983);
        mpfr_init(r23984);
        mpfr_init(r23985);
        mpfr_init(r23986);
        mpfr_init(r23987);
        mpfr_init(r23988);
        mpfr_init(r23989);
        mpfr_init(r23990);
        mpfr_init(r23991);
        mpfr_init(r23992);
        mpfr_init(r23993);
        mpfr_init(r23994);
}

double f_fm(double x, double y) {
        mpfr_set_d(r23966, x, MPFR_RNDN);
        ;
        ;
        mpfr_fma(r23969, r23967, r23966, r23968, MPFR_RNDN);
        mpfr_set_d(r23970, y, MPFR_RNDN);
        mpfr_sub(r23971, r23969, r23970, MPFR_RNDN);
        mpfr_mul(r23972, r23966, r23971, MPFR_RNDN);
        ;
        mpfr_set_si(r23974, mpfr_cmp(r23972, r23973) <= 0, MPFR_RNDN);
        ;
        mpfr_set_si(r23976, mpfr_cmp(r23972, r23975) <= 0, MPFR_RNDN);
        mpfr_exp(r23977, r23966, MPFR_RNDN);
        mpfr_log1p(r23978, r23977, MPFR_RNDN);
        ;
        mpfr_pow(r23980, r23978, r23979, MPFR_RNDN);
        mpfr_mul(r23981, r23970, r23966, MPFR_RNDN);
        mpfr_pow(r23982, r23981, r23979, MPFR_RNDN);
        mpfr_sub(r23983, r23980, r23982, MPFR_RNDN);
        mpfr_mul(r23984, r23966, r23970, MPFR_RNDN);
        mpfr_mul(r23985, r23984, r23984, MPFR_RNDN);
        mpfr_fma(r23986, r23978, r23978, r23985, MPFR_RNDN);
        mpfr_fma(r23987, r23978, r23984, r23986, MPFR_RNDN);
        mpfr_div(r23988, r23983, r23987, MPFR_RNDN);
        mpfr_cbrt(r23989, r23978, MPFR_RNDN);
        mpfr_mul(r23990, r23989, r23989, MPFR_RNDN);
        mpfr_neg(r23991, r23981, MPFR_RNDN);
        mpfr_fma(r23992, r23990, r23989, r23991, MPFR_RNDN);
        if (mpfr_get_si(r23976, MPFR_RNDN)) { mpfr_set(r23993, r23988, MPFR_RNDN); } else { mpfr_set(r23993, r23992, MPFR_RNDN); };
        if (mpfr_get_si(r23974, MPFR_RNDN)) { mpfr_set(r23994, r23972, MPFR_RNDN); } else { mpfr_set(r23994, r23993, MPFR_RNDN); };
        return mpfr_get_d(r23994, MPFR_RNDN);
}

static mpfr_t r23995, r23996, r23997, r23998, r23999, r24000, r24001, r24002, r24003, r24004, r24005, r24006, r24007, r24008, r24009, r24010, r24011, r24012, r24013, r24014, r24015, r24016, r24017, r24018, r24019, r24020, r24021, r24022, r24023;

void setup_mpfr_f_dm() {
        mpfr_set_default_prec(912);
        mpfr_init(r23995);
        mpfr_init_set_str(r23996, "1/8", 10, MPFR_RNDN);
        mpfr_init_set_str(r23997, "1/2", 10, MPFR_RNDN);
        mpfr_init(r23998);
        mpfr_init(r23999);
        mpfr_init(r24000);
        mpfr_init(r24001);
        mpfr_init_set_str(r24002, "-1.2239097232854343e+35", 10, MPFR_RNDN);
        mpfr_init(r24003);
        mpfr_init_set_str(r24004, "0.0030382068270067893", 10, MPFR_RNDN);
        mpfr_init(r24005);
        mpfr_init(r24006);
        mpfr_init(r24007);
        mpfr_init_set_str(r24008, "3", 10, MPFR_RNDN);
        mpfr_init(r24009);
        mpfr_init(r24010);
        mpfr_init(r24011);
        mpfr_init(r24012);
        mpfr_init(r24013);
        mpfr_init(r24014);
        mpfr_init(r24015);
        mpfr_init(r24016);
        mpfr_init(r24017);
        mpfr_init(r24018);
        mpfr_init(r24019);
        mpfr_init(r24020);
        mpfr_init(r24021);
        mpfr_init(r24022);
        mpfr_init(r24023);
}

double f_dm(double x, double y) {
        mpfr_set_d(r23995, x, MPFR_RNDN);
        ;
        ;
        mpfr_fma(r23998, r23996, r23995, r23997, MPFR_RNDN);
        mpfr_set_d(r23999, y, MPFR_RNDN);
        mpfr_sub(r24000, r23998, r23999, MPFR_RNDN);
        mpfr_mul(r24001, r23995, r24000, MPFR_RNDN);
        ;
        mpfr_set_si(r24003, mpfr_cmp(r24001, r24002) <= 0, MPFR_RNDN);
        ;
        mpfr_set_si(r24005, mpfr_cmp(r24001, r24004) <= 0, MPFR_RNDN);
        mpfr_exp(r24006, r23995, MPFR_RNDN);
        mpfr_log1p(r24007, r24006, MPFR_RNDN);
        ;
        mpfr_pow(r24009, r24007, r24008, MPFR_RNDN);
        mpfr_mul(r24010, r23999, r23995, MPFR_RNDN);
        mpfr_pow(r24011, r24010, r24008, MPFR_RNDN);
        mpfr_sub(r24012, r24009, r24011, MPFR_RNDN);
        mpfr_mul(r24013, r23995, r23999, MPFR_RNDN);
        mpfr_mul(r24014, r24013, r24013, MPFR_RNDN);
        mpfr_fma(r24015, r24007, r24007, r24014, MPFR_RNDN);
        mpfr_fma(r24016, r24007, r24013, r24015, MPFR_RNDN);
        mpfr_div(r24017, r24012, r24016, MPFR_RNDN);
        mpfr_cbrt(r24018, r24007, MPFR_RNDN);
        mpfr_mul(r24019, r24018, r24018, MPFR_RNDN);
        mpfr_neg(r24020, r24010, MPFR_RNDN);
        mpfr_fma(r24021, r24019, r24018, r24020, MPFR_RNDN);
        if (mpfr_get_si(r24005, MPFR_RNDN)) { mpfr_set(r24022, r24017, MPFR_RNDN); } else { mpfr_set(r24022, r24021, MPFR_RNDN); };
        if (mpfr_get_si(r24003, MPFR_RNDN)) { mpfr_set(r24023, r24001, MPFR_RNDN); } else { mpfr_set(r24023, r24022, MPFR_RNDN); };
        return mpfr_get_d(r24023, MPFR_RNDN);
}