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Bootstrapper.py
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Bootstrapper.py
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import math
from datetime import date
from datetime import datetime as dt
from datetime import timedelta as td
from dateutil.relativedelta import relativedelta as rd
from typing import Callable
SATURDAY = 4
MONTHS_IN_YEAR = 12
ANNUAL = 1
SEMI_ANNUAL = 2
QUARTERLY = 4
MONTHLY = 12
def _fol(start_date: date) -> date:
assert isinstance(start_date,date)
while start_date.weekday() > SATURDAY:
start_date += td(days=1)
return start_date
def _prev(start_date: date) -> date:
assert isinstance(start_date,date)
while start_date.weekday() > SATURDAY:
start_date += td(days=-1)
return start_date
def _modfol(start_date: date) -> date:
assert isinstance(start_date, date)
f = _fol(start_date)
if f.month != start_date.month:
return _prev(start_date)
else:
return f
def _act360(start_date: date,
end_date: date) -> float:
assert isinstance(start_date,date)
assert isinstance(end_date,date)
DAYS_IN_YEAR = 360
return float((end_date - start_date).days / DAYS_IN_YEAR)
def _act365(start_date: date,
end_date: date) -> float:
assert isinstance(start_date,date)
assert isinstance(end_date,date)
DAYS_IN_YEAR = 365
return float((end_date - start_date).days / DAYS_IN_YEAR)
def _30360(start_date: date,
end_date: date) -> float:
assert isinstance(start_date,date)
assert isinstance(end_date,date)
DAYS_IN_YEAR = 360
DAYS_IN_MONTH = 30
d1 = start_date.day
m1 = start_date.month
y1 = start_date.year
d2 = end_date.day
m2 = end_date.month
y2 = end_date.year
if d1 > DAYS_IN_MONTH:
d1 = DAYS_IN_MONTH
if d1 == DAYS_IN_MONTH and d2 > DAYS_IN_MONTH:
d2 = DAYS_IN_MONTH
return ((y2-y1) * DAYS_IN_YEAR + (m2-m1)*DAYS_IN_MONTH + (d2-d1))/DAYS_IN_YEAR
def _tenor_to_date(start_date: date,
tenor: str \
) -> date:
assert isinstance(start_date,date)
assert isinstance(tenor,str)
assert len(tenor) >=2
periods, period = tenor[:-1], tenor[-1].upper()
assert period in ["M","Y"], "tenor expect to end with M or Y"
assert periods.isdecimal()==True
periods = int(periods)
if period.upper() == "M":
return start_date + rd(months = periods)
elif period.upper() == "Y":
return start_date + rd(years = periods)
def _tenor_to_months(tenor: str) -> date:
assert isinstance(tenor,str)
assert len(tenor) >=2
periods, period = tenor[:-1], tenor[-1].upper()
assert period in ["M","Y"], "tenor expect to end with M or Y"
assert periods.isdecimal()==True
periods = int(periods)
if period.upper() == "M":
return periods
elif period.upper() == "Y":
return int(periods * MONTHS_IN_YEAR)
def _generate_schedule_from_start_date(start_date: date,
frequency: int, #number of coupons per year
months: int, #months from start date to last coupon
bad_day_convention: Callable = _modfol \
) -> list:
assert isinstance(frequency,int)
assert frequency in [ANNUAL,SEMI_ANNUAL,QUARTERLY,MONTHLY]
months_in_period = int(MONTHS_IN_YEAR / frequency)
assert isinstance(months,int)
assert months > 0
assert months % months_in_period == 0
periods = int(months/months_in_period)
rolls = [start_date + rd(months=i*months_in_period) for i in range(periods+1)]
return list(map(bad_day_convention,rolls))
def _depo_discount_factor(curve_date: date,
maturity: date,
rate: float,
day_count_convention: Callable) ->float:
year_fraction = day_count_convention(curve_date,maturity)
return 1 / (1+rate*year_fraction)
def _depo_point(curve_date: date,
tenor: str,
rate: float,
depo_day_count_convention: Callable,
depo_bad_day_convention: Callable,
curve_zero_convention: Callable,
curve_day_count_convention: Callable) -> float:
maturity = _tenor_to_date(curve_date,tenor)
maturity = depo_bad_day_convention(maturity)
discount_factor = _depo_discount_factor(curve_date,maturity,rate,depo_day_count_convention)
zero = curve_zero_convention(curve_date,maturity,discount_factor,curve_day_count_convention)
return [maturity,zero]
def _cc_zero_from_discount_factor(curve_date: date,
maturity: date,
discount_factor: float,
day_count_convention: Callable = _act365) -> float:
assert isinstance(curve_date,date)
assert isinstance(maturity, date)
assert isinstance(discount_factor,float)
assert isinstance(day_count_convention, Callable)
assert discount_factor > 0
return - math.log(discount_factor)/day_count_convention(curve_date,maturity)
def _discount_factor_from_cc_zero(curve_date: date,
maturity: date,
zero: float,
day_count_convention: Callable = _act365) -> float:
assert isinstance(curve_date,date)
assert isinstance(maturity, date)
assert isinstance(zero,float)
assert isinstance(day_count_convention, Callable)
return math.exp(-zero * day_count_convention(curve_date,maturity))
def _linear_search_date(target: date,
dates: list) -> int:
if target < dates[0]:
return -1
elif target >= dates[-1]:
return len(dates)-1
else:
for i in range(1, len(dates)):
if target < dates[i]:
return i-1
def _interp_zero_constant_forwards(target: date,
curve_date: date,
curve: list) -> float:
dates = [d for d,z in curve]
zeros = [z for d,z in curve]
i = _linear_search_date(target,dates)
if i == -1:
return zeros[0]
elif target == dates[i]:
return zeros[i]
elif i == len(dates)-1:
i -= 1
t = float((target-curve_date).days)
t1 = float((dates[i]-curve_date).days)
t2 = float((dates[i+1]-curve_date).days)
tz1 = t1 * zeros[i]
tz2 = t2 * zeros[i+1]
return (tz1 + (t - t1)/(t2-t1) * (tz2-tz1))/t
def _value_swap_with_proposed_zero_rate(schedule: list,
coupon_rate: float,
curve_date: date,
zero_guess: float,
curve: list,
curve_day_count_convention: Callable = _act365,
swap_day_count_convention: Callable = _30360,
curve_interpolator: Callable = _interp_zero_constant_forwards,
curve_zero_to_DF: Callable = _discount_factor_from_cc_zero \
) -> float:
maturity = schedule[-1]
curve.append([maturity,zero_guess])
coupon_dates = schedule[1:]
dccs = [swap_day_count_convention(i,j) for i,j, in zip(schedule,coupon_dates)]
zeros = [curve_interpolator(d,curve_date,curve) for d in coupon_dates]
dfs = [curve_zero_to_DF(curve_date,d,z,curve_day_count_convention) for d,z in zip(coupon_dates,zeros)]
unit_coupon_pvs = [df * dcc for df, dcc in zip(dfs,dccs)]
curve.pop()
return sum(unit_coupon_pvs) * coupon_rate + dfs[-1] -1
def _swap_point(curve_date: date,
tenor: str,
coupon_rate: float,
curve: list,
swap_frequency: int = SEMI_ANNUAL,
curve_day_count_convention: Callable = _act365,
curve_interpolator: Callable = _interp_zero_constant_forwards,
curve_zero_to_DF: Callable = _discount_factor_from_cc_zero,
curve_DF_to_zero: Callable = _cc_zero_from_discount_factor,
swap_day_count_convention: Callable = _30360,
swap_bad_day_convention: Callable = _modfol) -> float:
SECOND_GUESS_MULTIPLIER = 1.1
EPSILON = 1E-15
months = _tenor_to_months(tenor)
schedule = _generate_schedule_from_start_date(curve_date,swap_frequency,months,swap_bad_day_convention)
z1 = coupon_rate
z2 = coupon_rate * SECOND_GUESS_MULTIPLIER
p1 = _value_swap_with_proposed_zero_rate(schedule,coupon_rate,curve_date,z1,curve,curve_day_count_convention,swap_day_count_convention,curve_interpolator,_discount_factor_from_cc_zero)
p2 = 0
while math.fabs((z2-z1)/z1) > EPSILON:
p2 = _value_swap_with_proposed_zero_rate(schedule,coupon_rate,curve_date,z2,curve,curve_day_count_convention,swap_day_count_convention,curve_interpolator,_discount_factor_from_cc_zero)
if (p2 - p1) == 0.0: break
z = z1 + (z2-z1)*(0-p1)/(p2-p1)
z1 = z2
z2 = z
p1 = p2
return [schedule[-1],z2]
curve_date = date(2009,9,9)
rawdata = [
("D","1M",0.2538),
("D","2M",0.2650),
("D","3M",0.3144),
("D","6M",0.7125),
("D","9M",1.0263),
("D","1Y",1.2881),
("S","2Y",1.2957),
("S","3Y",1.9209),
("S","4Y",2.3832),
("S","5Y",2.7488),
("S","6Y",3.0217),
("S","7Y",3.2484),
("S","8Y",3.4039),
("S","9Y",3.544),
("S","10Y",3.6495),
("S","12Y",3.8139),
("S","15Y",3.9686),
("S","20Y",4.0715),
("S","25Y",4.1134),
("S","30Y",4.1459),
]
CURVE_DCC = _act365
SWAP_DCC = _30360
DEPO_DCC = _act360
DEPO_BDC = _modfol
SWAP_BDC = _modfol
CURVE_INTERPOLATOR = _interp_zero_constant_forwards
CURVE_DF_TO_ZERO = _cc_zero_from_discount_factor
CURVE_ZERO_TO_DF = _discount_factor_from_cc_zero
curve_zero_convention = _cc_zero_from_discount_factor
curve = []
for product, tenor, rate in rawdata:
if product.upper() == "D":
curve.append(_depo_point(curve_date,
tenor,
rate/100,
DEPO_DCC,
DEPO_BDC,
CURVE_DF_TO_ZERO,
CURVE_DCC))
elif product.upper() =="S":
curve.append(_swap_point(curve_date,
tenor,
rate/100,
curve,
SEMI_ANNUAL,
CURVE_DCC,
CURVE_INTERPOLATOR,
CURVE_ZERO_TO_DF,
CURVE_DF_TO_ZERO,
SWAP_DCC,
SWAP_BDC))
for d,z in curve: print(d.strftime("%d%b%y"),z)
#dates = [d for d,z in curve]
#zeros = [z for d,z in curve]
#print(dates)
#plt.plot(dates,zeros)
#plt.show()