paper-dynasty-card-creation/batters/models.py

import random

import pydantic

from creation_helpers import mround, sanitize_chance_output
from typing import Literal
from decimal import Decimal
from exceptions import logger


def bp_singles(all_singles):
    if all_singles < 6:
        return mround(0)
    else:
        return mround(5)


def wh_singles(rem_singles, hard_rate):
    if rem_singles == 0 or hard_rate < .2:
        return 0
    elif hard_rate > .4:
        return sanitize_chance_output(rem_singles * 2 / 3, min_chances=2)
    else:
        return sanitize_chance_output(rem_singles / 3, min_chances=2)


def one_singles(rem_singles, ifh_rate, force_rem=False):
    if force_rem:
        return mround(rem_singles)
    elif rem_singles == 0 or ifh_rate < .05:
        return mround(0)
    else:
        return sanitize_chance_output(rem_singles * min(ifh_rate * mround(3), 0.75), min_chances=2)


def bp_homeruns(all_hr, hr_rate):
    if all_hr == 0 or hr_rate == 0:
        return mround(0)
    elif hr_rate > .2:
        return mround(all_hr * 0.4, base=1.0)
    else:
        return mround(all_hr * 0.8, base=1.0)


def triples(all_xbh, tr_count, do_count):
    if all_xbh == mround(0) or tr_count == mround(0):
        return mround(0)
    else:
        return sanitize_chance_output(all_xbh * mround(tr_count / max(tr_count + do_count, 1)), min_chances=1)


def two_doubles(all_doubles, soft_rate):
    if all_doubles == 0 or soft_rate == 0:
        return mround(0)
    elif soft_rate > .2:
        return sanitize_chance_output(all_doubles / 2)
    else:
        return sanitize_chance_output(all_doubles / 4)


def hit_by_pitch(other_ob, hbps, walks):
    if hbps == 0 or other_ob * mround(hbps / max(hbps + walks, 1)) < 1:
        return 0
    else:
        return sanitize_chance_output(other_ob * mround(hbps / max(hbps + walks, 1)), rounding=1.0)


def strikeouts(all_outs, k_rate):
    if all_outs == 0 or k_rate == 0:
        return mround(0)
    else:
        return sanitize_chance_output(all_outs * k_rate)


def flyout_a(all_flyouts, hard_rate):
    if all_flyouts == 0 or hard_rate < .4:
        return mround(0)
    else:
        return mround(1.0)


def flyout_bq(rem_flyouts, soft_rate):
    if rem_flyouts == 0 or soft_rate < .1:
        return mround(0)
    else:
        return sanitize_chance_output(rem_flyouts * min(soft_rate * 3, mround(.75)))


def flyout_b(rem_flyouts, pull_rate, cent_rate):
    if rem_flyouts == 0 or pull_rate == 0:
        return mround(0)
    else:
        return sanitize_chance_output(rem_flyouts * (pull_rate + cent_rate / 2))


def groundball_a(all_groundouts, gidps, abs):
    if all_groundouts == 0 or gidps == 0:
        return mround(0)
    else:
        return sanitize_chance_output(mround(min(gidps ** 2.5, abs) / max(abs, 1)) * all_groundouts)


def groundball_c(rem_groundouts, med_rate):
    if rem_groundouts == 0 or med_rate < .4:
        return mround(0)
    elif med_rate > .6:
        return sanitize_chance_output(rem_groundouts)
    else:
        return sanitize_chance_output(rem_groundouts * med_rate)


class BattingCardRatingsModel(pydantic.BaseModel):
    battingcard_id: int
    bat_hand: Literal['R', 'L', 'S']
    vs_hand: Literal['R', 'L']
    all_hits: float = 0.0
    all_other_ob: float = 0.0
    all_outs: float = 0.0
    rem_singles: float = 0.0
    rem_xbh: float = 0.0
    rem_hr: float = 0.0
    rem_doubles: float = 0.0
    hard_rate: float
    med_rate: float
    soft_rate: float
    pull_rate: float
    center_rate: float
    slap_rate: float
    homerun: float = 0.0
    bp_homerun: float = 0.0
    triple: float = 0.0
    double_three: float = 0.0
    double_two: float = 0.0
    double_pull: float = 0.0
    single_two: float = 0.0
    single_one: float = 0.0
    single_center: float = 0.0
    bp_single: float = 0.0
    hbp: float = 0.0
    walk: float = 0.0
    strikeout: float = 0.0
    lineout: float = 0.0
    popout: float = 0.0
    rem_flyballs: float = 0.0
    flyout_a: float = 0.0
    flyout_bq: float = 0.0
    flyout_lf_b: float = 0.0
    flyout_rf_b: float = 0.0
    rem_groundballs: float = 0.0
    groundout_a: float = 0.0
    groundout_b: float = 0.0
    groundout_c: float = 0.0
    avg: float = 0.0
    obp: float = 0.0
    slg: float = 0.0

    def total_chances(self):
        return mround(sum([
            self.homerun, self.bp_homerun, self.triple, self.double_three, self.double_two, self.double_pull,
            self.single_two, self.single_one, self.single_center, self.bp_single, self.hbp, self.walk, self.strikeout,
            self.lineout, self.popout, self.flyout_a, self.flyout_bq, self.flyout_lf_b, self.flyout_rf_b,
            self.groundout_a, self.groundout_b, self.groundout_c
        ]))

    def total_hits(self):
        return mround(sum([
            self.homerun, self.bp_homerun, self.triple, self.double_three, self.double_two, self.double_pull,
            self.single_two, self.single_one, self.single_center, self.bp_single
        ]))

    def rem_hits(self):
        return (self.all_hits -
                sum([
                    self.homerun, self.bp_homerun, self.triple, self.double_three, self.double_two, self.double_pull,
                    self.single_two, self.single_one, self.single_center, self.bp_single
                ]))

    def rem_outs(self):
        return mround(self.all_outs -
                       sum([
                           self.strikeout, self.lineout, self.popout, self.flyout_a, self.flyout_bq, self.flyout_lf_b,
                           self.flyout_rf_b, self.groundout_a, self.groundout_b, self.groundout_c
                       ]))

    def rem_other_ob(self):
        return self.all_other_ob - self.hbp - self.walk

    def calculate_singles(self, szn_singles, szn_hits, ifh_rate: Decimal):
        tot = sanitize_chance_output(self.all_hits * mround((szn_singles * .8) / max(szn_hits, 1)))
        logger.debug(f'tot: {tot}')
        self.rem_singles = tot

        self.bp_single = bp_singles(self.rem_singles)
        self.rem_singles -= self.bp_single

        self.single_two = wh_singles(self.rem_singles, self.hard_rate)
        self.rem_singles -= self.single_two

        self.single_one = one_singles(self.rem_singles, ifh_rate)
        self.rem_singles -= self.single_one

        self.single_center = sanitize_chance_output(self.rem_singles)
        self.rem_singles -= self.single_center

        self.rem_xbh = self.all_hits - self.bp_single - self.single_two - self.single_one - self.single_center

    def calculate_xbh(self, szn_triples, szn_doubles, szn_hr, hr_per_fb: Decimal):
        self.triple = triples(self.rem_xbh, szn_triples, szn_doubles + szn_hr)
        self.rem_xbh -= self.triple

        tot_doubles = sanitize_chance_output(self.rem_xbh * mround(szn_doubles / max(szn_hr + szn_doubles, 1)))
        self.double_two = two_doubles(tot_doubles, self.soft_rate)
        self.double_pull = sanitize_chance_output(tot_doubles - self.double_two)
        self.rem_xbh -= mround(self.double_two + self.double_pull)

        if (self.rem_xbh > mround(0)) and szn_hr > 0:
            self.bp_homerun = bp_homeruns(self.rem_xbh, hr_per_fb)
            self.homerun = sanitize_chance_output(self.rem_xbh - self.bp_homerun, min_chances=0.5)
            self.rem_xbh -= mround(self.bp_homerun + self.homerun)

        if szn_triples > 0 and self.rem_xbh > 0:
            logger.error(f'Adding {self.rem_xbh} results to triples')
            self.triple += sanitize_chance_output(self.rem_xbh, min_chances=0.5)
        elif self.rem_xbh > 0:
            logger.error(f'Adding {self.rem_xbh} results to all other ob')
            self.all_other_ob += self.rem_xbh

    def calculate_other_ob(self, szn_bb, szn_hbp):
        self.hbp = hit_by_pitch(self.all_other_ob, szn_hbp, szn_bb)
        self.walk = sanitize_chance_output(self.all_other_ob - self.hbp)

        if self.walk + self.hbp < self.all_other_ob:
            rem = self.all_other_ob - self.walk - self.hbp
            logger.error(f'Adding {rem} chances to all_outs')
            self.all_outs += mround(rem)

    def calculate_strikeouts(self, szn_so, szn_ab, szn_hits):
        self.strikeout = strikeouts(self.all_outs, (szn_so / max(szn_ab - szn_hits, 1)))

    def calculate_other_outs(self, fb_rate, ld_rate, gb_rate, szn_gidp, szn_ab):
        self.rem_flyballs = sanitize_chance_output(self.rem_outs() * mround(fb_rate))
        self.flyout_a = flyout_a(self.rem_flyballs, self.hard_rate)
        self.rem_flyballs -= self.flyout_a

        self.flyout_bq = flyout_bq(self.rem_flyballs, self.soft_rate)
        self.rem_flyballs -= self.flyout_bq

        self.flyout_lf_b = flyout_b(
            self.rem_flyballs,
            pull_rate=self.pull_rate if self.bat_hand == 'R' else self.slap_rate,
            cent_rate=self.center_rate
        )
        self.rem_flyballs -= self.flyout_lf_b
        self.flyout_rf_b = sanitize_chance_output(self.rem_flyballs)
        self.rem_flyballs -= self.flyout_rf_b

        if self.rem_flyballs > 0:
            logger.debug(f'Adding {self.rem_flyballs} chances to lineouts')

        tot_oneouts = sanitize_chance_output(self.rem_outs() * mround(ld_rate / max(ld_rate + gb_rate, .01)))
        self.lineout = sanitize_chance_output(mround(random.random()) * tot_oneouts)
        self.popout = sanitize_chance_output(tot_oneouts - self.lineout)

        self.groundout_a = groundball_a(self.rem_outs(), szn_gidp, szn_ab)
        self.groundout_c = groundball_c(self.rem_outs(), self.med_rate)
        self.groundout_b = self.rem_outs()

    def calculate_rate_stats(self):
        self.avg = mround(self.total_hits() / 108, prec=5, base=0.00001)
        self.obp = mround((self.total_hits() + self.hbp + self.walk) / 108, prec=5, base=0.00001)
        self.slg = mround((
            self.homerun * 4 + self.bp_homerun * 2 + self.triple * 3 + self.double_three * 2 +
            self.double_two * 2 + self.double_pull * 2 + self.single_two + self.single_one +
            self.single_center + self.bp_single / 2) / 108, prec=5, base=0.00001)

    def custom_to_dict(self):
        self.calculate_rate_stats()
        return {
            'battingcard_id': self.battingcard_id,
            'vs_hand': self.vs_hand,
            'homerun': self.homerun,
            'bp_homerun': self.bp_homerun,
            'triple': self.triple,
            'double_three': self.double_three,
            'double_two': self.double_two,
            'double_pull': self.double_pull,
            'single_two': self.single_two,
            'single_one': self.single_one,
            'single_center': self.single_center,
            'bp_single': self.bp_single,
            'hbp': self.hbp,
            'walk': self.walk,
            'strikeout': mround(self.strikeout),
            'lineout': self.lineout,
            'popout': self.popout,
            'flyout_a': self.flyout_a,
            'flyout_bq': self.flyout_bq,
            'flyout_lf_b': self.flyout_lf_b,
            'flyout_rf_b': self.flyout_rf_b,
            'groundout_a': self.groundout_a,
            'groundout_b': self.groundout_b,
            'groundout_c': self.groundout_c,
            'pull_rate': self.pull_rate,
            'center_rate': self.center_rate,
            'slap_rate': self.slap_rate,
            'avg': self.avg,
            'obp': self.obp,
            'slg': self.slg
        }