squiggle/packages/squiggle-lang/src/rescript/ReducerInterface/ReducerInterface_GenericDistribution.res
2022-07-21 11:29:59 -07:00

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module IEV = ReducerInterface_InternalExpressionValue
type internalExpressionValue = IEV.t
module Helpers = {
let arithmeticMap = r =>
switch r {
| "add" => #Add
| "dotAdd" => #Add
| "subtract" => #Subtract
| "dotSubtract" => #Subtract
| "divide" => #Divide
| "log" => #Logarithm
| "dotDivide" => #Divide
| "pow" => #Power
| "dotPow" => #Power
| "multiply" => #Multiply
| "dotMultiply" => #Multiply
| _ => #Multiply
}
let catchAndConvertTwoArgsToDists = (args: array<internalExpressionValue>): option<(
DistributionTypes.genericDist,
DistributionTypes.genericDist,
)> =>
switch args {
| [IEvDistribution(a), IEvDistribution(b)] => Some((a, b))
| [IEvNumber(a), IEvDistribution(b)] => Some((GenericDist.fromFloat(a), b))
| [IEvDistribution(a), IEvNumber(b)] => Some((a, GenericDist.fromFloat(b)))
| _ => None
}
let toFloatFn = (
fnCall: DistributionTypes.DistributionOperation.toFloat,
dist: DistributionTypes.genericDist,
~env: GenericDist.env,
) => {
FromDist(#ToFloat(fnCall), dist)->DistributionOperation.run(~env)->Some
}
let toStringFn = (
fnCall: DistributionTypes.DistributionOperation.toString,
dist: DistributionTypes.genericDist,
~env: GenericDist.env,
) => {
FromDist(#ToString(fnCall), dist)->DistributionOperation.run(~env)->Some
}
let toBoolFn = (
fnCall: DistributionTypes.DistributionOperation.toBool,
dist: DistributionTypes.genericDist,
~env: GenericDist.env,
) => {
FromDist(#ToBool(fnCall), dist)->DistributionOperation.run(~env)->Some
}
let toDistFn = (
fnCall: DistributionTypes.DistributionOperation.toDist,
dist,
~env: GenericDist.env,
) => {
FromDist(#ToDist(fnCall), dist)->DistributionOperation.run(~env)->Some
}
let twoDiststoDistFn = (direction, arithmetic, dist1, dist2, ~env: GenericDist.env) => {
FromDist(
#ToDistCombination(direction, arithmeticMap(arithmetic), #Dist(dist2)),
dist1,
)->DistributionOperation.run(~env)
}
let parseNumber = (args: internalExpressionValue): Belt.Result.t<float, string> =>
switch args {
| IEvNumber(x) => Ok(x)
| _ => Error("Not a number")
}
let parseNumberArray = (ags: array<internalExpressionValue>): Belt.Result.t<
array<float>,
string,
> => E.A.fmap(parseNumber, ags) |> E.A.R.firstErrorOrOpen
let parseDist = (args: internalExpressionValue): Belt.Result.t<
DistributionTypes.genericDist,
string,
> =>
switch args {
| IEvDistribution(x) => Ok(x)
| IEvNumber(x) => Ok(GenericDist.fromFloat(x))
| _ => Error("Not a distribution")
}
let parseDistributionArray = (ags: array<internalExpressionValue>): Belt.Result.t<
array<DistributionTypes.genericDist>,
string,
> => E.A.fmap(parseDist, ags) |> E.A.R.firstErrorOrOpen
let mixtureWithGivenWeights = (
distributions: array<DistributionTypes.genericDist>,
weights: array<float>,
~env: GenericDist.env,
): DistributionOperation.outputType =>
E.A.length(distributions) == E.A.length(weights)
? Mixture(Belt.Array.zip(distributions, weights))->DistributionOperation.run(~env)
: GenDistError(
ArgumentError("Error, mixture call has different number of distributions and weights"),
)
let mixtureWithDefaultWeights = (
distributions: array<DistributionTypes.genericDist>,
~env: GenericDist.env,
): DistributionOperation.outputType => {
let length = E.A.length(distributions)
let weights = Belt.Array.make(length, 1.0 /. Belt.Int.toFloat(length))
mixtureWithGivenWeights(distributions, weights, ~env)
}
let mixture = (
args: array<internalExpressionValue>,
~env: GenericDist.env,
): DistributionOperation.outputType => {
let error = (err: string): DistributionOperation.outputType =>
err->DistributionTypes.ArgumentError->GenDistError
switch args {
| [IEvArray(distributions)] =>
switch parseDistributionArray(distributions) {
| Ok(distrs) => mixtureWithDefaultWeights(distrs, ~env)
| Error(err) => error(err)
}
| [IEvArray(distributions), IEvArray(weights)] =>
switch (parseDistributionArray(distributions), parseNumberArray(weights)) {
| (Ok(distrs), Ok(wghts)) => mixtureWithGivenWeights(distrs, wghts, ~env)
| (Error(err), Ok(_)) => error(err)
| (Ok(_), Error(err)) => error(err)
| (Error(err1), Error(err2)) => error(`${err1}|${err2}`)
}
| _ =>
switch E.A.last(args) {
| Some(IEvArray(b)) => {
let weights = parseNumberArray(b)
let distributions = parseDistributionArray(
Belt.Array.slice(args, ~offset=0, ~len=E.A.length(args) - 1),
)
switch E.R.merge(distributions, weights) {
| Ok(d, w) => mixtureWithGivenWeights(d, w, ~env)
| Error(err) => error(err)
}
}
| Some(IEvNumber(_))
| Some(IEvDistribution(_)) =>
switch parseDistributionArray(args) {
| Ok(distributions) => mixtureWithDefaultWeights(distributions, ~env)
| Error(err) => error(err)
}
| _ => error("Last argument of mx must be array or distribution")
}
}
}
}
module SymbolicConstructors = {
let threeFloat = name =>
switch name {
| "triangular" => Ok(SymbolicDist.Triangular.make)
| _ => Error("Unreachable state")
}
let symbolicResultToOutput = (
symbolicResult: result<SymbolicDistTypes.symbolicDist, string>,
): option<DistributionOperation.outputType> =>
switch symbolicResult {
| Ok(r) => Some(Dist(Symbolic(r)))
| Error(r) => Some(GenDistError(OtherError(r)))
}
}
let dispatchToGenericOutput = (call: IEV.functionCall, env: GenericDist.env): option<
DistributionOperation.outputType,
> => {
let (fnName, args) = call
switch (fnName, args) {
| ("triangular" as fnName, [IEvNumber(f1), IEvNumber(f2), IEvNumber(f3)]) =>
SymbolicConstructors.threeFloat(fnName)
->E.R.bind(r => r(f1, f2, f3))
->SymbolicConstructors.symbolicResultToOutput
| ("sample", [IEvDistribution(dist)]) => Helpers.toFloatFn(#Sample, dist, ~env)
| ("sampleN", [IEvDistribution(dist), IEvNumber(n)]) =>
Some(FloatArray(GenericDist.sampleN(dist, Belt.Int.fromFloat(n))))
| (("mean" | "stdev" | "variance" | "min" | "max" | "mode") as op, [IEvDistribution(dist)]) => {
let fn = switch op {
| "mean" => #Mean
| "stdev" => #Stdev
| "variance" => #Variance
| "min" => #Min
| "max" => #Max
| "mode" => #Mode
| _ => #Mean
}
Helpers.toFloatFn(fn, dist, ~env)
}
| ("integralSum", [IEvDistribution(dist)]) => Helpers.toFloatFn(#IntegralSum, dist, ~env)
| ("toString", [IEvDistribution(dist)]) => Helpers.toStringFn(ToString, dist, ~env)
| ("sparkline", [IEvDistribution(dist)]) =>
Helpers.toStringFn(ToSparkline(MagicNumbers.Environment.sparklineLength), dist, ~env)
| ("sparkline", [IEvDistribution(dist), IEvNumber(n)]) =>
Helpers.toStringFn(ToSparkline(Belt.Float.toInt(n)), dist, ~env)
| ("exp", [IEvDistribution(a)]) =>
// https://mathjs.org/docs/reference/functions/exp.html
Helpers.twoDiststoDistFn(
Algebraic(AsDefault),
"pow",
GenericDist.fromFloat(MagicNumbers.Math.e),
a,
~env,
)->Some
| ("normalize", [IEvDistribution(dist)]) => Helpers.toDistFn(Normalize, dist, ~env)
| ("isNormalized", [IEvDistribution(dist)]) => Helpers.toBoolFn(IsNormalized, dist, ~env)
| ("toPointSet", [IEvDistribution(dist)]) => Helpers.toDistFn(ToPointSet, dist, ~env)
| ("scaleLog", [IEvDistribution(dist)]) =>
Helpers.toDistFn(Scale(#Logarithm, MagicNumbers.Math.e), dist, ~env)
| ("scaleLog10", [IEvDistribution(dist)]) => Helpers.toDistFn(Scale(#Logarithm, 10.0), dist, ~env)
| ("scaleLog", [IEvDistribution(dist), IEvNumber(float)]) =>
Helpers.toDistFn(Scale(#Logarithm, float), dist, ~env)
| ("scaleLogWithThreshold", [IEvDistribution(dist), IEvNumber(base), IEvNumber(eps)]) =>
Helpers.toDistFn(Scale(#LogarithmWithThreshold(eps), base), dist, ~env)
| ("scaleMultiply", [IEvDistribution(dist), IEvNumber(float)]) =>
Helpers.toDistFn(Scale(#Multiply, float), dist, ~env)
| ("scalePow", [IEvDistribution(dist), IEvNumber(float)]) =>
Helpers.toDistFn(Scale(#Power, float), dist, ~env)
| ("scaleExp", [IEvDistribution(dist)]) =>
Helpers.toDistFn(Scale(#Power, MagicNumbers.Math.e), dist, ~env)
| ("cdf", [IEvDistribution(dist), IEvNumber(float)]) => Helpers.toFloatFn(#Cdf(float), dist, ~env)
| ("pdf", [IEvDistribution(dist), IEvNumber(float)]) => Helpers.toFloatFn(#Pdf(float), dist, ~env)
| ("inv", [IEvDistribution(dist), IEvNumber(float)]) => Helpers.toFloatFn(#Inv(float), dist, ~env)
| ("quantile", [IEvDistribution(dist), IEvNumber(float)]) =>
Helpers.toFloatFn(#Inv(float), dist, ~env)
| ("inspect", [IEvDistribution(dist)]) => Helpers.toDistFn(Inspect, dist, ~env)
| ("truncateLeft", [IEvDistribution(dist), IEvNumber(float)]) =>
Helpers.toDistFn(Truncate(Some(float), None), dist, ~env)
| ("truncateRight", [IEvDistribution(dist), IEvNumber(float)]) =>
Helpers.toDistFn(Truncate(None, Some(float)), dist, ~env)
| ("truncate", [IEvDistribution(dist), IEvNumber(float1), IEvNumber(float2)]) =>
Helpers.toDistFn(Truncate(Some(float1), Some(float2)), dist, ~env)
| ("mx" | "mixture", args) => Helpers.mixture(args, ~env)->Some
| ("log", [IEvDistribution(a)]) =>
Helpers.twoDiststoDistFn(
Algebraic(AsDefault),
"log",
a,
GenericDist.fromFloat(MagicNumbers.Math.e),
~env,
)->Some
| ("log10", [IEvDistribution(a)]) =>
Helpers.twoDiststoDistFn(
Algebraic(AsDefault),
"log",
a,
GenericDist.fromFloat(10.0),
~env,
)->Some
| ("unaryMinus", [IEvDistribution(a)]) =>
Helpers.twoDiststoDistFn(
Algebraic(AsDefault),
"multiply",
a,
GenericDist.fromFloat(-1.0),
~env,
)->Some
| (("add" | "multiply" | "subtract" | "divide" | "pow" | "log") as arithmetic, [_, _] as args) =>
Helpers.catchAndConvertTwoArgsToDists(args)->E.O2.fmap(((fst, snd)) =>
Helpers.twoDiststoDistFn(Algebraic(AsDefault), arithmetic, fst, snd, ~env)
)
| (
("dotAdd"
| "dotMultiply"
| "dotSubtract"
| "dotDivide"
| "dotPow") as arithmetic,
[_, _] as args,
) =>
Helpers.catchAndConvertTwoArgsToDists(args)->E.O2.fmap(((fst, snd)) =>
Helpers.twoDiststoDistFn(Pointwise, arithmetic, fst, snd, ~env)
)
| ("dotExp", [IEvDistribution(a)]) =>
Helpers.twoDiststoDistFn(
Pointwise,
"dotPow",
GenericDist.fromFloat(MagicNumbers.Math.e),
a,
~env,
)->Some
| _ => None
}
}
let genericOutputToReducerValue = (o: DistributionOperation.outputType): result<
internalExpressionValue,
Reducer_ErrorValue.errorValue,
> =>
switch o {
| Dist(d) => Ok(ReducerInterface_InternalExpressionValue.IEvDistribution(d))
| Float(d) => Ok(IEvNumber(d))
| String(d) => Ok(IEvString(d))
| Bool(d) => Ok(IEvBool(d))
| FloatArray(d) =>
Ok(IEvArray(d |> E.A.fmap(r => ReducerInterface_InternalExpressionValue.IEvNumber(r))))
| GenDistError(err) => Error(REDistributionError(err))
}
let dispatch = (call: IEV.functionCall, environment) =>
dispatchToGenericOutput(call, environment)->E.O2.fmap(genericOutputToReducerValue)