217 lines
5.5 KiB
Plaintext
217 lines
5.5 KiB
Plaintext
// This file has no dependencies. It's used outside of the interpreter, but the interpreter depends on it.
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@genType
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type algebraicOperation = [
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| #Add
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| #Multiply
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| #Subtract
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| #Divide
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| #Power
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| #Logarithm
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| #LogarithmWithThreshold(float)
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]
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type convolutionOperation = [
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| #Add
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| #Multiply
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| #Subtract
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]
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@genType
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type pointwiseOperation = [#Add | #Multiply | #Power]
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type scaleOperation = [#Multiply | #Power | #Logarithm | #LogarithmWithThreshold(float) | #Divide]
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type distToFloatOperation = [
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| #Pdf(float)
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| #Cdf(float)
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| #Inv(float)
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| #Mean
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| #Sample
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]
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module Convolution = {
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type t = convolutionOperation
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//Only a selection of operations are supported by convolution.
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let fromAlgebraicOperation = (op: algebraicOperation): option<convolutionOperation> =>
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switch op {
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| #Add => Some(#Add)
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| #Subtract => Some(#Subtract)
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| #Multiply => Some(#Multiply)
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| #Divide | #Power | #Logarithm | #LogarithmWithThreshold(_) => None
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}
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let canDoAlgebraicOperation = (op: algebraicOperation): bool =>
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fromAlgebraicOperation(op)->E.O.isSome
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let toFn: (t, float, float) => float = x =>
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switch x {
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| #Add => \"+."
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| #Subtract => \"-."
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| #Multiply => \"*."
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}
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}
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type operationError =
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| DivisionByZeroError
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| ComplexNumberError
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| InfinityError
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| NegativeInfinityError
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| SampleMapNeedsNtoNFunction
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| PdfInvalidError
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| NotYetImplemented // should be removed when `klDivergence` for mixed and discrete is implemented.
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| Other(string)
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@genType
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module Error = {
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@genType
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type t = operationError
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let toString = (err: t): string =>
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switch err {
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| DivisionByZeroError => "Cannot divide by zero"
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| ComplexNumberError => "Operation returned complex result"
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| InfinityError => "Operation returned positive infinity"
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| NegativeInfinityError => "Operation returned negative infinity"
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| SampleMapNeedsNtoNFunction => "SampleMap needs a function that converts a number to a number"
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| PdfInvalidError => "This Pdf is invalid"
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| NotYetImplemented => "This pathway is not yet implemented"
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| Other(t) => t
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}
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}
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let power = (a: float, b: float): result<float, Error.t> =>
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if a >= 0.0 {
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Ok(a ** b)
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} else {
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Error(ComplexNumberError)
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}
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let divide = (a: float, b: float): result<float, Error.t> =>
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if b != 0.0 {
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Ok(a /. b)
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} else {
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Error(DivisionByZeroError)
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}
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let logarithm = (a: float, b: float): result<float, Error.t> =>
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if b == 1. {
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Error(DivisionByZeroError)
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} else if b == 0. {
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Ok(0.)
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} else if a > 0.0 && b > 0.0 {
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Ok(log(a) /. log(b))
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} else if a == 0.0 {
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Error(NegativeInfinityError)
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} else {
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Error(ComplexNumberError)
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}
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@genType
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module Algebraic = {
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@genType
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type t = algebraicOperation
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let toFn: (t, float, float) => result<float, Error.t> = (x, a, b) =>
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switch x {
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| #Add => Ok(a +. b)
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| #Subtract => Ok(a -. b)
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| #Multiply => Ok(a *. b)
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| #Power => power(a, b)
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| #Divide => divide(a, b)
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| #Logarithm => logarithm(a, b)
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| #LogarithmWithThreshold(eps) =>
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if a < eps {
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Ok(0.0)
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} else {
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logarithm(a, b)
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}
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}
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let toString = x =>
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switch x {
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| #Add => "+"
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| #Subtract => "-"
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| #Multiply => "*"
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| #Power => "**"
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| #Divide => "/"
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| #Logarithm => "log"
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| #LogarithmWithThreshold(_) => "log"
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}
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let format = (a, b, c) => b ++ (" " ++ (toString(a) ++ (" " ++ c)))
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}
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module Pointwise = {
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type t = pointwiseOperation
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let toString = x =>
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switch x {
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| #Add => "+"
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| #Power => "**"
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| #Multiply => "*"
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}
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let format = (a, b, c) => b ++ (" " ++ (toString(a) ++ (" " ++ c)))
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}
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module DistToFloat = {
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type t = distToFloatOperation
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let format = (operation, value) =>
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switch operation {
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| #Cdf(f) => j`cdf(x=$f,$value)`
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| #Pdf(f) => j`pdf(x=$f,$value)`
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| #Inv(f) => j`inv(x=$f,$value)`
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| #Sample => "sample($value)"
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| #Mean => "mean($value)"
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}
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}
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// Note that different logarithms don't really do anything.
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module Scale = {
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type t = scaleOperation
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let toFn = (x: t, a: float, b: float): result<float, Error.t> =>
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switch x {
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| #Multiply => Ok(a *. b)
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| #Divide => divide(a, b)
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| #Power => power(a, b)
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| #Logarithm => logarithm(a, b)
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| #LogarithmWithThreshold(eps) =>
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if a < eps {
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Ok(0.0)
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} else {
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logarithm(a, b)
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}
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}
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let format = (operation: t, value, scaleBy) =>
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switch operation {
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| #Multiply => j`verticalMultiply($value, $scaleBy) `
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| #Divide => j`verticalDivide($value, $scaleBy) `
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| #Power => j`verticalPower($value, $scaleBy) `
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| #Logarithm => j`verticalLog($value, $scaleBy) `
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| #LogarithmWithThreshold(eps) => j`verticalLog($value, $scaleBy, epsilon=$eps) `
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}
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let toIntegralSumCacheFn = x =>
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switch x {
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| #Multiply => (a, b) => Some(a *. b)
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| #Divide => (a, b) => Some(a /. b)
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| #Power | #Logarithm | #LogarithmWithThreshold(_) => (_, _) => None
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}
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let toIntegralCacheFn = x =>
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switch x {
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| #Multiply => (_, _) => None // TODO: this could probably just be multiplied out (using Continuous.scaleBy)
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| #Divide => (_, _) => None
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| #Power => (_, _) => None
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| #Logarithm => (_, _) => None
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| #LogarithmWithThreshold(_) => (_, _) => None
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}
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}
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module Truncate = {
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let toString = (left: option<float>, right: option<float>, nodeToString) => {
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let left = left |> E.O.dimap(Js.Float.toString, () => "-inf")
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let right = right |> E.O.dimap(Js.Float.toString, () => "inf")
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j`truncate($nodeToString, $left, $right)`
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}
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}
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