A highly optimized Business Days calculator written in Julia language. Also known as Working Days calculator.
Installation:
julia> Pkg.add("BusinessDays")
This code was developed with a mindset of a Financial Institution that has a big Fixed Income portfolio. Many financial contracts, specially Fixed Income instruments, depend on a particular calendar of holidays to determine how many days exist between the valuation date and the maturity of the contract. A Business Days calculator is a small piece of software used to perform this important step of the valuation process. While there are many implementations of Business Days calculators out there, the usual implementation is based on this kind of algorithm:
dt0 = initial_date
dt1 = final_date
holidays = vector_of_holidays
bdays = 0
while d0 <= d1
if d0 not in holidays
bdays = bdays + 1
end
d0 = d0 + 1
end while
This works fine for general use. But the performance becomes an issue if one must repeat this calculation many times. Say you have 50 000 contracts, each contract with 20 cash flows. If you need to apply this algorithm to each cash flow, you will need to perform it 1 000 000 times.
For instance, let's try out this code using R and QuantLib (RQuantLib):
library(RQuantLib)
library(microbenchmark)
from <- as.Date("2015-06-29")
to <- as.Date("2100-12-20")
microbenchmark(businessDaysBetween("Brazil", from, to))
from_vect <- rep(from, 1000000)
to_vect <- rep(to, 1000000)
microbenchmark(businessDaysBetween("Brazil", from_vect, to_vect), times=1)
Running this code, we get the following: (only the fastest execution is shown)
Unit: milliseconds
expr min
businessDaysBetween("Brazil", from, to) 1.63803
Unit: seconds
expr min
businessDaysBetween("Brazil", from_vect, to_vect) 1837.476
While one computation takes up to 2 milliseconds, we're in trouble if we have to repeat it for the whole portfolio: it takes about half an hour to complete. This is not due to R's performance, because RQuantLib is a simple wrapper to QuantLib C++ library.
BusinessDays.jl uses a tailor-made cache to store Business Days results, reducing the time spent to the order of a few microseconds for a single computation. Also, the time spent to process the whole portfolio is reduced to under a second.
It's also important to point out that the initialization of the memory cache, which is done only once for each Julia runtime session, takes less than half a second, including JIT compilation time. Also, the memory footprint required for each cached calendar should take around 0.7 MB.
Benchmark Code
julia> using BusinessDays
julia> bd = BusinessDays
BusinessDays
julia> d0 = Date(2015, 06, 29) ; d1 = Date(2100, 12, 20)
2100-12-20
julia> cal = bd.Brazil()
BusinessDays.BRSettlement()
julia> @time bd.initcache(cal)
0.138267 seconds (154.84 k allocations: 7.123 MB)
julia> bdays(cal, d0, d1) # force JIT compilation
21471 days
julia> @time bdays(cal, d0, d1)
0.000003 seconds (9 allocations: 240 bytes)
21471 days
julia> @time for i in 1:1000000 bdays(cal, d0, d1) end
0.379739 seconds (5.00 M allocations: 76.294 MB, 26.27% gc time)
There's no magic
If we disable BusinessDays's cache, however, the performance is slightly worse than QuantLib's implementation. It takes around 38 minutes to process the same benchmark test.
julia> BusinessDays.cleancache() # cleans existing cache, if any
julia> @time for i in 1:1000000 bdays(cal, d0, d1) end
# 2288.906548 seconds (5.00 M allocations: 76.294 MB, 0.00% gc time)
It's important to point out that cache is disabled by default. So, in order to take advantage of high speed computation provided by this package, one must call BusinessDays.initcache
function.
julia> using BusinessDays
julia> BusinessDays.initcache(:USSettlement) # creates cache for US Federal holidays, allowing fast computations
julia> isbday(:USSettlement, Date(2015, 01, 01)) # Calendars can be referenced using symbols
false
julia> isbday("USSettlement", Date(2015, 01, 01)) # ... and also strings
false
julia> isbday(BusinessDays.USSettlement(), Date(2015, 01, 01)) # but the best performance is when the calendar is referenced by a singleton instance
false
julia> tobday(:USSettlement, Date(2015, 01, 01)) # Adjust to next business day
2015-01-02
julia> tobday(:USSettlement, Date(2015, 01, 01); forward = false) # Adjust to last business day
2014-12-31
julia> advancebdays(:USSettlement, Date(2015, 01, 02), 1) # advances 1 business day
2015-01-05
julia> advancebdays(:USSettlement, Date(2015, 01, 02), -1) # goes back 1 business day
2014-12-31
julia> bdays(:USSettlement, Date(2014, 12, 31), Date(2015, 01, 05)) # counts the number of business days between dates
2 days
julia> isbday(:USSettlement, [Date(2014,12,31),Date(2015,01,01),Date(2015,01,02),Date(2015,01,03),Date(2015,01,05)])
5-element Array{Bool,1}:
true
false
true
false
true
julia> bdays(:USSettlement, [Date(2014,12,31),Date(2015,01,02)], [Date(2015,01,05),Date(2015,01,05)])
2-element Array{Base.Dates.Day,1}:
2 days
1 day
See runtests.jl for more examples.
HolidayCalendar
Abstract type for Holiday Calendars.
BusinessDays.easter_rata(y::Year) → Int
Returns Easter date as a Rata Die number.
BusinessDays.easter_date(y::Year) → Date
Returns result of easter_rata
as a Date
instance.
BusinessDays.findweekday(weekday_target::Int, yy::Int, mm::Int, occurrence::Int, ascending::Bool) → Date
Given a year yy
and month mm
, finds a date where a choosen weekday occurs.
weekday_target
values are declared in module Base.Dates
:
Monday,Tuesday,Wednesday,Thursday,Friday,Saturday,Sunday = 1,2,3,4,5,6,7
.
If ascending
is true, searches from the beggining of the month. If false, searches from the end of the month.
If occurrence
is 2
and weekday_target
is Monday
, searches the 2nd Monday of the given month, and so on.
isholiday(calendar, dt)
Checks if dt
is a holiday based on a given calendar
of holidays.
calendar
can be an instance of HolidayCalendar
, a Symbol
or an AbstractString
.
Returns boolean values.
isweekend(dt)
Returns true
for Saturdays or Sundays.
Returns false
otherwise.
isbday(calendar, dt)
Returns true
for weekends or holidays.
Returns false
otherwise.
tobday(calendar, dt; [forward=true])
Adjusts dt
to next Business Day if it's not a Business Day.
If isbday(dt)
, returns dt
.
advancebdays(calendar, dt, bdays_count)
Increments given date dt
by bdays_count
.
Decrements it if bdays_count
is negative.
bdays_count
can be a Int
, Vector{Int}
or a UnitRange
.
Computation starts by next Business Day if dt
is not a Business Day.
bdays(calendar, dt0, dt1)
Counts the number of Business Days between dt0
and dt1
.
Returns instances of Dates.Day
.
Computation is always based on next Business Day if given dates are not Business Days.
listholidays(calendar, dt0::Date, dt1::Date) → Vector{Date}
Returns the list of holidays between dt0
and dt1
.
listbdays(calendar, dt0::Date, dt1::Date) → Vector{Date}
Returns the list of business days between dt0
and dt1
.
BusinessDays.initcache(calendar, [d0], [d1])
Creates cache for a given Holiday Calendar. After calling this function, any call to isbday
function, or any function that uses isbday
, will be optimized to use this cache.
You can pass calendar
as an instance of HolidayCalendar
, Symbol
or AbstractString
.
You can also pass calendar
as an AbstractArray
of those types.
BusinessDays.cleancache([calendar])
Cleans cache for a given instance or list of HolidayCalendar
, Symbol
or AbstractString
.
- BRSettlement or Brazil : banking holidays for Brazil (federal holidays plus Carnival).
- BrazilBMF or BrazilExchange : holidays for BM&FBOVESPA Stock Exchange.
- CanadaSettlement or Canada: holidays for Canada.
- CanadaTSX: holidays for Toronto Stock Exchange
- CompositeHolidayCalendar : supports combination of Holiday Calendars.
- NullHolidayCalendar :
isholiday
returnsfalse
andisbday
returnstrue
for any date.bdays
returns the actual days between dates. - TARGET or TARGET2 or EuroZone : TARGET / TARGET2 Euro Zone holiday calendar.
- USSettlement or UnitedStates: United States federal holidays.
- USNYSE : United States NYSE holidays.
- USGovernmentBond : United States Government Bond calendar.
- UKSettlement or UnitedKingdom: banking holidays for England and Wales.
- WeekendsOnly : for this calendar,
isholiday
returnsfalse
, butisbday
returnsfalse
for Saturdays and Sundays.
You can add your custom Holiday Calendar by doing the following:
- Define a subtype of
HolidayCalendar
. - Implement a new method for
isholiday
for your calendar.
Example Code
julia> using BusinessDays
julia> import BusinessDays.isholiday
julia> type CustomCalendar <: HolidayCalendar end
julia> isholiday(::CustomCalendar, dt::Date) = dt == Date(2015,8,27)
isholiday (generic function with 11 methods)
julia> cc = CustomCalendar()
CustomCalendar()
julia> isholiday(cc, Date(2015,8,26))
false
julia> isholiday(cc, Date(2015,8,27))
true
julia> isholiday(:CustomCalendar, Date(2015,8,27))
true
julia> isholiday("CustomCalendar", Date(2015,8,27))
true
-
FinancialMarkets.jl: https://github.com/imanuelcostigan/FinancialMarkets.jl
-
QuantLib.jl : https://github.com/pazzo83/QuantLib.jl
-
QuantLib C++ Library: https://github.com/lballabio/QuantLib