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