#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 r25146 = 1;
        float r25147 = x;
        float r25148 = exp(r25147);
        float r25149 = r25146 + r25148;
        float r25150 = log(r25149);
        float r25151 = y;
        float r25152 = r25147 * r25151;
        float r25153 = r25150 - r25152;
        return r25153;
}

double f_id(double x, double y) {
        double r25154 = 1;
        double r25155 = x;
        double r25156 = exp(r25155);
        double r25157 = r25154 + r25156;
        double r25158 = log(r25157);
        double r25159 = y;
        double r25160 = r25155 * r25159;
        double r25161 = r25158 - r25160;
        return r25161;
}


double f_of(float x, float y) {
        float r25162 = 1;
        float r25163 = x;
        float r25164 = exp(r25163);
        float r25165 = r25162 + r25164;
        float r25166 = log(r25165);
        float r25167 = y;
        float r25168 = r25163 * r25167;
        float r25169 = r25166 - r25168;
        float r25170 = 6.4500049228439084e-15;
        bool r25171 = r25169 <= r25170;
        float r25172 = log1p(r25164);
        float r25173 = cbrt(r25172);
        float r25174 = r25173 * r25173;
        float r25175 = r25167 * r25163;
        float r25176 = -r25175;
        float r25177 = fma(r25174, r25173, r25176);
        float r25178 = 47.67902510472408;
        bool r25179 = r25169 <= r25178;
        float r25180 = r25172 - r25175;
        float r25181 = log(r25180);
        float r25182 = exp(r25181);
        float r25183 = r25179 ? r25182 : r25177;
        float r25184 = r25171 ? r25177 : r25183;
        return r25184;
}

double f_od(double x, double y) {
        double r25185 = 1;
        double r25186 = x;
        double r25187 = exp(r25186);
        double r25188 = r25185 + r25187;
        double r25189 = log(r25188);
        double r25190 = y;
        double r25191 = r25186 * r25190;
        double r25192 = r25189 - r25191;
        double r25193 = 6.4500049228439084e-15;
        bool r25194 = r25192 <= r25193;
        double r25195 = log1p(r25187);
        double r25196 = cbrt(r25195);
        double r25197 = r25196 * r25196;
        double r25198 = r25190 * r25186;
        double r25199 = -r25198;
        double r25200 = fma(r25197, r25196, r25199);
        double r25201 = 47.67902510472408;
        bool r25202 = r25192 <= r25201;
        double r25203 = r25195 - r25198;
        double r25204 = log(r25203);
        double r25205 = exp(r25204);
        double r25206 = r25202 ? r25205 : r25200;
        double r25207 = r25194 ? r25200 : r25206;
        return r25207;
}

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 r25208, r25209, r25210, r25211, r25212, r25213, r25214, r25215;

void setup_mpfr_f_im() {
        mpfr_set_default_prec(1104);
        mpfr_init_set_str(r25208, "1", 10, MPFR_RNDN);
        mpfr_init(r25209);
        mpfr_init(r25210);
        mpfr_init(r25211);
        mpfr_init(r25212);
        mpfr_init(r25213);
        mpfr_init(r25214);
        mpfr_init(r25215);
}

double f_im(double x, double y) {
        ;
        mpfr_set_d(r25209, x, MPFR_RNDN);
        mpfr_exp(r25210, r25209, MPFR_RNDN);
        mpfr_add(r25211, r25208, r25210, MPFR_RNDN);
        mpfr_log(r25212, r25211, MPFR_RNDN);
        mpfr_set_d(r25213, y, MPFR_RNDN);
        mpfr_mul(r25214, r25209, r25213, MPFR_RNDN);
        mpfr_sub(r25215, r25212, r25214, MPFR_RNDN);
        return mpfr_get_d(r25215, MPFR_RNDN);
}

static mpfr_t r25216, r25217, r25218, r25219, r25220, r25221, r25222, r25223, r25224, r25225, r25226, r25227, r25228, r25229, r25230, r25231, r25232, r25233, r25234, r25235, r25236, r25237, r25238;

void setup_mpfr_f_fm() {
        mpfr_set_default_prec(1104);
        mpfr_init_set_str(r25216, "1", 10, MPFR_RNDN);
        mpfr_init(r25217);
        mpfr_init(r25218);
        mpfr_init(r25219);
        mpfr_init(r25220);
        mpfr_init(r25221);
        mpfr_init(r25222);
        mpfr_init(r25223);
        mpfr_init_set_str(r25224, "6.4500049228439084e-15", 10, MPFR_RNDN);
        mpfr_init(r25225);
        mpfr_init(r25226);
        mpfr_init(r25227);
        mpfr_init(r25228);
        mpfr_init(r25229);
        mpfr_init(r25230);
        mpfr_init(r25231);
        mpfr_init_set_str(r25232, "47.67902510472408", 10, MPFR_RNDN);
        mpfr_init(r25233);
        mpfr_init(r25234);
        mpfr_init(r25235);
        mpfr_init(r25236);
        mpfr_init(r25237);
        mpfr_init(r25238);
}

double f_fm(double x, double y) {
        ;
        mpfr_set_d(r25217, x, MPFR_RNDN);
        mpfr_exp(r25218, r25217, MPFR_RNDN);
        mpfr_add(r25219, r25216, r25218, MPFR_RNDN);
        mpfr_log(r25220, r25219, MPFR_RNDN);
        mpfr_set_d(r25221, y, MPFR_RNDN);
        mpfr_mul(r25222, r25217, r25221, MPFR_RNDN);
        mpfr_sub(r25223, r25220, r25222, MPFR_RNDN);
        ;
        mpfr_set_si(r25225, mpfr_cmp(r25223, r25224) <= 0, MPFR_RNDN);
        mpfr_log1p(r25226, r25218, MPFR_RNDN);
        mpfr_cbrt(r25227, r25226, MPFR_RNDN);
        mpfr_mul(r25228, r25227, r25227, MPFR_RNDN);
        mpfr_mul(r25229, r25221, r25217, MPFR_RNDN);
        mpfr_neg(r25230, r25229, MPFR_RNDN);
        mpfr_fma(r25231, r25228, r25227, r25230, MPFR_RNDN);
        ;
        mpfr_set_si(r25233, mpfr_cmp(r25223, r25232) <= 0, MPFR_RNDN);
        mpfr_sub(r25234, r25226, r25229, MPFR_RNDN);
        mpfr_log(r25235, r25234, MPFR_RNDN);
        mpfr_exp(r25236, r25235, MPFR_RNDN);
        if (mpfr_get_si(r25233, MPFR_RNDN)) { mpfr_set(r25237, r25236, MPFR_RNDN); } else { mpfr_set(r25237, r25231, MPFR_RNDN); };
        if (mpfr_get_si(r25225, MPFR_RNDN)) { mpfr_set(r25238, r25231, MPFR_RNDN); } else { mpfr_set(r25238, r25237, MPFR_RNDN); };
        return mpfr_get_d(r25238, MPFR_RNDN);
}

static mpfr_t r25239, r25240, r25241, r25242, r25243, r25244, r25245, r25246, r25247, r25248, r25249, r25250, r25251, r25252, r25253, r25254, r25255, r25256, r25257, r25258, r25259, r25260, r25261;

void setup_mpfr_f_dm() {
        mpfr_set_default_prec(1104);
        mpfr_init_set_str(r25239, "1", 10, MPFR_RNDN);
        mpfr_init(r25240);
        mpfr_init(r25241);
        mpfr_init(r25242);
        mpfr_init(r25243);
        mpfr_init(r25244);
        mpfr_init(r25245);
        mpfr_init(r25246);
        mpfr_init_set_str(r25247, "6.4500049228439084e-15", 10, MPFR_RNDN);
        mpfr_init(r25248);
        mpfr_init(r25249);
        mpfr_init(r25250);
        mpfr_init(r25251);
        mpfr_init(r25252);
        mpfr_init(r25253);
        mpfr_init(r25254);
        mpfr_init_set_str(r25255, "47.67902510472408", 10, MPFR_RNDN);
        mpfr_init(r25256);
        mpfr_init(r25257);
        mpfr_init(r25258);
        mpfr_init(r25259);
        mpfr_init(r25260);
        mpfr_init(r25261);
}

double f_dm(double x, double y) {
        ;
        mpfr_set_d(r25240, x, MPFR_RNDN);
        mpfr_exp(r25241, r25240, MPFR_RNDN);
        mpfr_add(r25242, r25239, r25241, MPFR_RNDN);
        mpfr_log(r25243, r25242, MPFR_RNDN);
        mpfr_set_d(r25244, y, MPFR_RNDN);
        mpfr_mul(r25245, r25240, r25244, MPFR_RNDN);
        mpfr_sub(r25246, r25243, r25245, MPFR_RNDN);
        ;
        mpfr_set_si(r25248, mpfr_cmp(r25246, r25247) <= 0, MPFR_RNDN);
        mpfr_log1p(r25249, r25241, MPFR_RNDN);
        mpfr_cbrt(r25250, r25249, MPFR_RNDN);
        mpfr_mul(r25251, r25250, r25250, MPFR_RNDN);
        mpfr_mul(r25252, r25244, r25240, MPFR_RNDN);
        mpfr_neg(r25253, r25252, MPFR_RNDN);
        mpfr_fma(r25254, r25251, r25250, r25253, MPFR_RNDN);
        ;
        mpfr_set_si(r25256, mpfr_cmp(r25246, r25255) <= 0, MPFR_RNDN);
        mpfr_sub(r25257, r25249, r25252, MPFR_RNDN);
        mpfr_log(r25258, r25257, MPFR_RNDN);
        mpfr_exp(r25259, r25258, MPFR_RNDN);
        if (mpfr_get_si(r25256, MPFR_RNDN)) { mpfr_set(r25260, r25259, MPFR_RNDN); } else { mpfr_set(r25260, r25254, MPFR_RNDN); };
        if (mpfr_get_si(r25248, MPFR_RNDN)) { mpfr_set(r25261, r25254, MPFR_RNDN); } else { mpfr_set(r25261, r25260, MPFR_RNDN); };
        return mpfr_get_d(r25261, MPFR_RNDN);
}