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feat: add discontinuity handling API
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""" | ||
rootfunction(f) | ||
Given a function `f` with a discontinuity or discontinuous derivative, return the rootfinding | ||
function of `f`. The rootfinding function `g` takes the same arguments as `f`, and is such | ||
that `f` can be described as a piecewise function based on the sign of `g`, where each piece | ||
is continuous and has a continuous derivative. The pieces are obtained using | ||
`left_continuous_function(f)` and `right_continuous_function(f)`. | ||
More formally, | ||
```julia | ||
f(args...) = if g(args...) < 0 | ||
left_continuous_function(f)(args...) | ||
else | ||
right_continuous_function(f)(args...) | ||
end | ||
``` | ||
For example, if `f` is `max(x, y)`, the root function is `(x, y) -> x - y` with | ||
`left_continuous_function` as `(x, y) -> y` and `right_continuous_function` as | ||
`(x, y) -> x`. | ||
See also: [`left_continuous_function`](@ref), [`right_continuous_function`](@ref). | ||
""" | ||
function rootfunction end | ||
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""" | ||
left_continuous_function(f) | ||
Given a function `f` with a discontinuity or discontinuous derivative, return a function | ||
taking the same arguments as `f` which is continuous and has a continuous derivative | ||
when `rootfinding_function(f)` is negative. | ||
See also: [`rootfunction`](@ref). | ||
""" | ||
function left_continuous_function end | ||
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""" | ||
right_continuous_function(f) | ||
Given a function `f` with a discontinuity or discontinuous derivative, return a function | ||
taking the same arguments as `f` which is continuous and has a continuous derivative | ||
when `rootfinding_function(f)` is positive. | ||
See also: [`rootfunction`](@ref). | ||
""" | ||
function right_continuous_function end | ||
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""" | ||
@register_discontinuity f(arg1, arg2, ...) root_expr left_expr right_expr | ||
Utility macro to register functions with discontinuities. The function `f` with | ||
arguments `arg1, arg2, ...` has a `rootfunction` of `root_expr`, a | ||
`left_continuous_function` of `left_expr` and `right_continuous_function` of | ||
`right_expr`. `root_expr`, `left_expr` and `right_expr` are all expressions in terms | ||
of `arg1, arg2, ...`. | ||
For example, `max(x, y)` can be registered as `@register_discontinuity max(x, y) x - y y x`. | ||
See also: [`rootfunction`](@ref) | ||
""" | ||
macro register_discontinuity(f, root, left, right) | ||
Meta.isexpr(f, :call) || error("Expected function call as first argument") | ||
args = f.args[2:end] | ||
fn = esc(f.args[1]) | ||
rootname = gensym(:root) | ||
rootfn = :(function $rootname($(args...)) | ||
$root | ||
end) | ||
leftname = gensym(:left) | ||
leftfn = :(function $leftname($(args...)) | ||
$left | ||
end) | ||
rightname = gensym(:right) | ||
rightfn = :(function $rightname($(args...)) | ||
$right | ||
end) | ||
return quote | ||
$rootfn | ||
(::$typeof($rootfunction))(::$typeof($fn)) = $rootname | ||
$leftfn | ||
(::$typeof($left_continuous_function))(::$typeof($fn)) = $leftname | ||
$rightfn | ||
(::$typeof($right_continuous_function))(::$typeof($fn)) = $rightname | ||
end | ||
end | ||
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# a triangle function which is zero when x is a multiple of period | ||
function _triangle(x, period) | ||
x /= 2period | ||
abs(x + 1 // 4 - floor(x + 3 // 4)) - 1 // 2 | ||
end | ||
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@register_discontinuity abs(x) x -x x | ||
# just needs a rootfind to hit the discontinuity | ||
@register_discontinuity mod(x, y) _triangle(x, y) mod(x, y) mod(x, y) | ||
@register_discontinuity rem(x, y) _triangle(x, y) rem(x, y) rem(x, y) | ||
@register_discontinuity div(x, y) _triangle(x, y) div(x, y) div(x, y) | ||
@register_discontinuity max(x, y) x - y y x | ||
@register_discontinuity min(x, y) x - y x y | ||
@register_discontinuity NaNMath.max(x, y) x - y y x | ||
@register_discontinuity NaNMath.min(x, y) x - y x y | ||
@register_discontinuity <(x, y) x - y true false | ||
@register_discontinuity <=(x, y) y - x false true | ||
@register_discontinuity >(x, y) y - x true false | ||
@register_discontinuity >=(x, y) x - y false true |
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using Symbolics, NaNMath, Test | ||
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function discontinuity_eval(fn, args...) | ||
if rootfunction(fn)(args...) < 0 | ||
left_continuous_function(fn)(args...) | ||
else | ||
right_continuous_function(fn)(args...) | ||
end | ||
end | ||
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@testset "abs" begin | ||
for x in -1.0:0.001:1.0 | ||
@test abs(x) ≈ discontinuity_eval(abs, x) | ||
end | ||
end | ||
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@testset "$(nameof(f))" for f in (mod, rem, div) | ||
y = 0.7 | ||
for x in -2y:0.001:2y | ||
@test f(x, y) ≈ discontinuity_eval(f, x, y) | ||
end | ||
end | ||
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@testset "$(nameof(f))" for f in (min, max, NaNMath.min, NaNMath.max, <, <=, >, >=) | ||
for x in 0.0:0.1:1.0 | ||
for y in 0.0:0.1:1.0 | ||
@test f(x, y) ≈ discontinuity_eval(f, x, y) | ||
end | ||
end | ||
end |
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