squiggle/packages/squiggle-lang/src/rescript/FunctionRegistry/FunctionRegistry_Library.res

open FunctionRegistry_Core
open FunctionRegistry_Helpers

let twoArgs = E.Tuple2.toFnCall

module Declaration = {
  let frType = FRTypeRecord([
    ("fn", FRTypeLambda),
    ("inputs", FRTypeArray(FRTypeRecord([("min", FRTypeNumber), ("max", FRTypeNumber)]))),
  ])

  let fromExpressionValue = (e: frValue): result<internalExpressionValue, string> => {
    switch FunctionRegistry_Helpers.Prepare.ToValueArray.Record.twoArgs([e]) {
    | Ok([FRValueLambda(lambda), FRValueArray(inputs)]) => {
        open FunctionRegistry_Helpers.Prepare
        let getMinMax = arg =>
          ToValueArray.Record.toArgs([arg])
          ->E.R.bind(ToValueTuple.twoNumbers)
          ->E.R2.fmap(((min, max)) => Declaration.ContinuousFloatArg.make(min, max))
        inputs
        ->E.A2.fmap(getMinMax)
        ->E.A.R.firstErrorOrOpen
        ->E.R2.fmap(args => ReducerInterface_InternalExpressionValue.IEvDeclaration(
          Declaration.make(lambda, args),
        ))
      }
    | Error(r) => Error(r)
    | Ok(_) => Error(FunctionRegistry_Helpers.impossibleError)
    }
  }
}

let inputsTodist = (inputs: array<FunctionRegistry_Core.frValue>, makeDist) => {
  let array = inputs->getOrError(0)->E.R.bind(Prepare.ToValueArray.Array.openA)
  let xyCoords =
    array->E.R.bind(xyCoords =>
      xyCoords
      ->E.A2.fmap(xyCoord =>
        [xyCoord]->Prepare.ToValueArray.Record.twoArgs->E.R.bind(Prepare.ToValueTuple.twoNumbers)
      )
      ->E.A.R.firstErrorOrOpen
    )
  let expressionValue =
    xyCoords
    ->E.R.bind(r => r->XYShape.T.makeFromZipped->E.R2.errMap(XYShape.Error.toString))
    ->E.R2.fmap(r => ReducerInterface_InternalExpressionValue.IEvDistribution(
      PointSet(makeDist(r)),
    ))
  expressionValue
}

module PointSet = {
  let nameSpace = Some("PointSet")
  let requiresNamespace = true
  let library = [
    Function.make(
      ~name="PointSet.makeContinuous",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace,
          ~name="makeContinuous",
          ~inputs=[FRTypeArray(FRTypeRecord([("x", FRTypeNumeric), ("y", FRTypeNumeric)]))],
          ~run=(inputs, _) => inputsTodist(inputs, r => Continuous(Continuous.make(r))),
          (),
        ),
      ],
      (),
    ),
    Function.make(
      ~name="PointSet.makeDiscrete",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace,
          ~name="makeDiscrete",
          ~inputs=[FRTypeArray(FRTypeRecord([("x", FRTypeNumeric), ("y", FRTypeNumeric)]))],
          ~run=(inputs, _) => inputsTodist(inputs, r => Discrete(Discrete.make(r))),
          (),
        ),
      ],
      (),
    ),
  ]
}

module Functionn = {
  let nameSpace = Some("Function")
  let library = [
    Function.make(
      ~name="Function.declare",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace=true,
          ~name="declare",
          ~inputs=[Declaration.frType],
          ~run=(inputs, _) => {
            inputs->getOrError(0)->E.R.bind(Declaration.fromExpressionValue)
          },
          (),
        ),
      ],
      (),
    ),
  ]
}

module DistributionCreation = {
  let nameSpace = Some("Dist")
  module TwoArgDist = {
    let process = (~fn, ~env, r) =>
      r
      ->E.R.bind(Process.DistOrNumberToDist.twoValuesUsingSymbolicDist(~fn, ~values=_, ~env))
      ->E.R2.fmap(Wrappers.evDistribution)

    let make = (name, fn) => {
      FnDefinition.make(
        ~nameSpace,
        ~requiresNamespace=false,
        ~name,
        ~inputs=[FRTypeDistOrNumber, FRTypeDistOrNumber],
        ~run=(inputs, env) => inputs->Prepare.ToValueTuple.twoDistOrNumber->process(~fn, ~env),
        (),
      )
    }

    let makeRecordP5P95 = (name, fn) => {
      FnDefinition.make(
        ~nameSpace,
        ~requiresNamespace=false,
        ~name,
        ~inputs=[FRTypeRecord([("p5", FRTypeDistOrNumber), ("p95", FRTypeDistOrNumber)])],
        ~run=(inputs, env) =>
          inputs->Prepare.ToValueTuple.Record.twoDistOrNumber->process(~fn, ~env),
        (),
      )
    }

    let makeRecordMeanStdev = (name, fn) => {
      FnDefinition.make(
        ~name,
        ~nameSpace,
        ~requiresNamespace=false,
        ~inputs=[FRTypeRecord([("mean", FRTypeDistOrNumber), ("stdev", FRTypeDistOrNumber)])],
        ~run=(inputs, env) =>
          inputs->Prepare.ToValueTuple.Record.twoDistOrNumber->process(~fn, ~env),
        (),
      )
    }
  }

  module OneArgDist = {
    let process = (~fn, ~env, r) =>
      r
      ->E.R.bind(Process.DistOrNumberToDist.oneValueUsingSymbolicDist(~fn, ~value=_, ~env))
      ->E.R2.fmap(Wrappers.evDistribution)

    let make = (name, fn) =>
      FnDefinition.make(
        ~nameSpace,
        ~requiresNamespace=false,
        ~name,
        ~inputs=[FRTypeDistOrNumber],
        ~run=(inputs, env) => inputs->Prepare.ToValueTuple.oneDistOrNumber->process(~fn, ~env),
        (),
      )
  }
  let library = [
    Function.make(
      ~name="Normal",
      ~examples=`normal(5,1)
normal({p5: 4, p95: 10})
normal({mean: 5, stdev: 2})`,
      ~definitions=[
        TwoArgDist.make("normal", twoArgs(SymbolicDist.Normal.make)),
        // TwoArgDist.makeRecordP5P95("normal", r =>
        //   twoArgs(SymbolicDist.Normal.from90PercentCI, r)->Ok
        // ),
        // TwoArgDist.makeRecordMeanStdev("normal", twoArgs(SymbolicDist.Normal.make)),
      ],
      (),
    ),
    Function.make(
      ~name="Lognormal",
      ~examples=`lognormal(0.5, 0.8)
lognormal({p5: 4, p95: 10})
lognormal({mean: 5, stdev: 2})`,
      ~definitions=[
        TwoArgDist.make("lognormal", twoArgs(SymbolicDist.Lognormal.make)),
        TwoArgDist.makeRecordP5P95("lognormal", r =>
          twoArgs(SymbolicDist.Lognormal.from90PercentCI, r)->Ok
        ),
        TwoArgDist.makeRecordMeanStdev(
          "lognormal",
          twoArgs(SymbolicDist.Lognormal.fromMeanAndStdev),
        ),
      ],
      (),
    ),
    Function.make(
      ~name="Uniform",
      ~examples=`uniform(10, 12)`,
      ~definitions=[TwoArgDist.make("uniform", twoArgs(SymbolicDist.Uniform.make))],
      (),
    ),
    Function.make(
      ~name="Beta",
      ~examples=`beta(20, 25)
beta({mean: 0.39, stdev: 0.1})`,
      ~definitions=[
        TwoArgDist.make("beta", twoArgs(SymbolicDist.Beta.make)),
        TwoArgDist.makeRecordMeanStdev("beta", twoArgs(SymbolicDist.Beta.fromMeanAndStdev)),
      ],
      (),
    ),
    Function.make(
      ~name="Cauchy",
      ~examples=`cauchy(5, 1)`,
      ~definitions=[TwoArgDist.make("cauchy", twoArgs(SymbolicDist.Cauchy.make))],
      (),
    ),
    Function.make(
      ~name="Gamma",
      ~examples=`gamma(5, 1)`,
      ~definitions=[TwoArgDist.make("gamma", twoArgs(SymbolicDist.Gamma.make))],
      (),
    ),
    Function.make(
      ~name="Logistic",
      ~examples=`gamma(5, 1)`,
      ~definitions=[TwoArgDist.make("logistic", twoArgs(SymbolicDist.Logistic.make))],
      (),
    ),
    Function.make(
      ~name="To (Distribution)",
      ~examples=`5 to 10
to(5,10)
-5 to 5`,
      ~definitions=[
        TwoArgDist.make("to", twoArgs(SymbolicDist.From90thPercentile.make)),
        TwoArgDist.make(
          "credibleIntervalToDistribution",
          twoArgs(SymbolicDist.From90thPercentile.make),
        ),
      ],
      (),
    ),
    Function.make(
      ~name="Exponential",
      ~examples=`exponential(2)`,
      ~definitions=[OneArgDist.make("exponential", SymbolicDist.Exponential.make)],
      (),
    ),
    Function.make(
      ~name="Bernoulli",
      ~examples=`bernoulli(0.5)`,
      ~definitions=[OneArgDist.make("bernoulli", SymbolicDist.Bernoulli.make)],
      (),
    ),
    Function.make(
      ~name="PointMass",
      ~examples=`pointMass(0.5)`,
      ~definitions=[OneArgDist.make("pointMass", SymbolicDist.Float.makeSafe)],
      (),
    ),
  ]
}

let registryStart = [
  Function.make(
    ~name="toContinuousPointSet",
    ~description="Converts a set of points to a continuous distribution",
    ~examples=`toContinuousPointSet([
  {x: 0, y: 0.1},
  {x: 1, y: 0.2},
  {x: 2, y: 0.15},
  {x: 3, y: 0.1}
])`,
    ~definitions=[
      FnDefinition.make(
        ~name="toContinuousPointSet",
        ~inputs=[FRTypeArray(FRTypeRecord([("x", FRTypeNumeric), ("y", FRTypeNumeric)]))],
        ~run=(inputs, _) => inputsTodist(inputs, r => Continuous(Continuous.make(r))),
        (),
      ),
    ],
    (),
  ),
  Function.make(
    ~name="toDiscretePointSet",
    ~description="Converts a set of points to a discrete distribution",
    ~examples=`toDiscretePointSet([
  {x: 0, y: 0.1},
  {x: 1, y: 0.2},
  {x: 2, y: 0.15},
  {x: 3, y: 0.1}
])`,
    ~definitions=[
      FnDefinition.make(
        ~name="toDiscretePointSet",
        ~inputs=[FRTypeArray(FRTypeRecord([("x", FRTypeNumeric), ("y", FRTypeNumeric)]))],
        ~run=(inputs, _) => inputsTodist(inputs, r => Discrete(Discrete.make(r))),
        (),
      ),
    ],
    (),
  ),
  Function.make(
    ~name="Declaration (Continuous Function)",
    ~description="Adds metadata to a function of the input ranges. Works now for numeric and date inputs. This is useful when making predictions. It allows you to limit the domain that your prediction will be used and scored within.",
    ~examples=`declareFn({
  fn: {|a,b| a },
  inputs: [
    {min: 0, max: 100},
    {min: 30, max: 50}
  ]
})`,
    ~definitions=[
      FnDefinition.make(
        ~name="declareFn",
        ~inputs=[Declaration.frType],
        ~run=(inputs, _) => {
          inputs->E.A.unsafe_get(0)->Declaration.fromExpressionValue
        },
        (),
      ),
    ],
    ~isExperimental=true,
    (),
  ),
]

module Number = {
  let nameSpace = Some("Number")
  let requiresNamespace = false

  module NumberToNumber = {
    let make = (name, fn) =>
      FnDefinition.make(
        ~nameSpace,
        ~requiresNamespace,
        ~name,
        ~inputs=[FRTypeNumber],
        ~run=(inputs, _) => {
          inputs
          ->getOrError(0)
          ->E.R.bind(Prepare.oneNumber)
          ->E.R2.fmap(fn)
          ->E.R2.fmap(Wrappers.evNumber)
        },
        (),
      )
  }

  module ArrayNumberDist = {
    let make = (name, fn) => {
      FnDefinition.make(
        ~nameSpace,
        ~requiresNamespace=false,
        ~name,
        ~inputs=[FRTypeArray(FRTypeNumber)],
        ~run=(inputs, _) =>
          Prepare.ToTypedArray.numbers(inputs)
          ->E.R.bind(r => E.A.length(r) === 0 ? Error("List is empty") : Ok(r))
          ->E.R.bind(fn),
        (),
      )
    }
    let make2 = (name, fn) => {
      FnDefinition.make(
        ~name,
        ~inputs=[FRTypeArray(FRTypeAny)],
        ~run=(inputs, _) =>
          Prepare.ToTypedArray.numbers(inputs)
          ->E.R.bind(r => E.A.length(r) === 0 ? Error("List is empty") : Ok(r))
          ->E.R.bind(fn),
        (),
      )
    }
  }

  let library = [
    Function.make(
      ~name="Floor",
      ~definitions=[NumberToNumber.make("floor", Js.Math.floor_float)],
      (),
    ),
    Function.make(
      ~name="Ceiling",
      ~definitions=[NumberToNumber.make("ceil", Js.Math.ceil_float)],
      (),
    ),
    Function.make(
      ~name="Absolute Value",
      ~definitions=[NumberToNumber.make("abs", Js.Math.abs_float)],
      (),
    ),
    Function.make(~name="Exponent", ~definitions=[NumberToNumber.make("exp", Js.Math.exp)], ()),
    Function.make(~name="Log", ~definitions=[NumberToNumber.make("log", Js.Math.log)], ()),
    Function.make(
      ~name="Log Base 10",
      ~definitions=[NumberToNumber.make("log10", Js.Math.log10)],
      (),
    ),
    Function.make(~name="Log Base 2", ~definitions=[NumberToNumber.make("log2", Js.Math.log2)], ()),
    Function.make(~name="Round", ~definitions=[NumberToNumber.make("round", Js.Math.round)], ()),
    Function.make(
      ~name="Sum",
      ~definitions=[ArrayNumberDist.make("sum", r => r->E.A.Floats.sum->Wrappers.evNumber->Ok)],
      (),
    ),
    Function.make(
      ~name="Product",
      ~definitions=[
        ArrayNumberDist.make("product", r => r->E.A.Floats.product->Wrappers.evNumber->Ok),
      ],
      (),
    ),
    Function.make(
      ~name="Min",
      ~definitions=[ArrayNumberDist.make("min", r => r->E.A.Floats.min->Wrappers.evNumber->Ok)],
      (),
    ),
    Function.make(
      ~name="Max",
      ~definitions=[ArrayNumberDist.make("max", r => r->E.A.Floats.max->Wrappers.evNumber->Ok)],
      (),
    ),
    Function.make(
      ~name="Mean",
      ~definitions=[ArrayNumberDist.make("mean", r => r->E.A.Floats.mean->Wrappers.evNumber->Ok)],
      (),
    ),
    Function.make(
      ~name="Geometric Mean",
      ~definitions=[
        ArrayNumberDist.make("geomean", r => r->E.A.Floats.geomean->Wrappers.evNumber->Ok),
      ],
      (),
    ),
    Function.make(
      ~name="Standard Deviation",
      ~definitions=[ArrayNumberDist.make("stdev", r => r->E.A.Floats.stdev->Wrappers.evNumber->Ok)],
      (),
    ),
    Function.make(
      ~name="Variance",
      ~definitions=[
        ArrayNumberDist.make("variance", r => r->E.A.Floats.stdev->Wrappers.evNumber->Ok),
      ],
      (),
    ),
    Function.make(
      ~name="Sort",
      ~definitions=[
        ArrayNumberDist.make("sort", r =>
          r->E.A.Floats.sort->E.A2.fmap(Wrappers.evNumber)->Wrappers.evArray->Ok
        ),
      ],
      (),
    ),
    Function.make(
      ~name="Cumulative Sum",
      ~definitions=[
        ArrayNumberDist.make("cumsum", r =>
          r->E.A.Floats.cumsum->E.A2.fmap(Wrappers.evNumber)->Wrappers.evArray->Ok
        ),
      ],
      (),
    ),
    Function.make(
      ~name="Cumulative Prod",
      ~definitions=[
        ArrayNumberDist.make("cumprod", r =>
          r->E.A.Floats.cumsum->E.A2.fmap(Wrappers.evNumber)->Wrappers.evArray->Ok
        ),
      ],
      (),
    ),
    Function.make(
      ~name="Diff",
      ~definitions=[
        ArrayNumberDist.make("diff", r =>
          r->E.A.Floats.diff->E.A2.fmap(Wrappers.evNumber)->Wrappers.evArray->Ok
        ),
      ],
      (),
    ),
  ]
}

module Dict = {
  let nameSpace = Some("Dict")
  let library = [
    Function.make(
      ~name="merge",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace=true,
          ~name="merge",
          ~inputs=[FRTypeDict(FRTypeAny), FRTypeDict(FRTypeAny)],
          ~run=(inputs, _) => {
            switch inputs {
            | [FRValueDict(d1), FRValueDict(d2)] => {
                let newDict =
                  E.Dict.concat(d1, d2) |> Js.Dict.map((. r) =>
                    FunctionRegistry_Core.FRType.matchReverse(r)
                  )
                newDict->Js.Dict.entries->Belt.Map.String.fromArray->Wrappers.evRecord->Ok
              }
            | _ => Error(impossibleError)
            }
          },
          (),
        ),
      ],
      (),
    ),
    //TODO: Make sure that two functions can't have the same name. This causes chaos elsewhere.
    Function.make(
      ~name="mergeMany",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace=true,
          ~name="mergeMany",
          ~inputs=[FRTypeArray(FRTypeDict(FRTypeAny))],
          ~run=(inputs, _) =>
            inputs
            ->Prepare.ToTypedArray.dicts
            ->E.R2.fmap(E.Dict.concatMany)
            ->E.R2.fmap(Js.Dict.map((. r) => FunctionRegistry_Core.FRType.matchReverse(r)))
            ->E.R2.fmap(r => r->Js.Dict.entries->Belt.Map.String.fromArray)
            ->E.R2.fmap(Wrappers.evRecord),
          (),
        ),
      ],
      (),
    ),
    Function.make(
      ~name="keys",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace=true,
          ~name="keys",
          ~inputs=[FRTypeDict(FRTypeAny)],
          ~run=(inputs, _) =>
            switch inputs {
            | [FRValueDict(d1)] =>
              Js.Dict.keys(d1)->E.A2.fmap(Wrappers.evString)->Wrappers.evArray->Ok
            | _ => Error(impossibleError)
            },
          (),
        ),
      ],
      (),
    ),
    Function.make(
      ~name="values",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace=true,
          ~name="values",
          ~inputs=[FRTypeDict(FRTypeAny)],
          ~run=(inputs, _) =>
            switch inputs {
            | [FRValueDict(d1)] =>
              Js.Dict.values(d1)
              ->E.A2.fmap(FunctionRegistry_Core.FRType.matchReverse)
              ->Wrappers.evArray
              ->Ok
            | _ => Error(impossibleError)
            },
          (),
        ),
      ],
      (),
    ),
    Function.make(
      ~name="toList",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace=true,
          ~name="toList",
          ~inputs=[FRTypeDict(FRTypeAny)],
          ~run=(inputs, _) =>
            switch inputs {
            | [FRValueDict(dict)] =>
              dict
              ->Js.Dict.entries
              ->E.A2.fmap(((key, value)) =>
                Wrappers.evArray([
                  Wrappers.evString(key),
                  FunctionRegistry_Core.FRType.matchReverse(value),
                ])
              )
              ->Wrappers.evArray
              ->Ok
            | _ => Error(impossibleError)
            },
          (),
        ),
      ],
      (),
    ),
    Function.make(
      ~name="fromList",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace=true,
          ~name="fromList",
          ~inputs=[FRTypeArray(FRTypeArray(FRTypeAny))],
          ~run=(inputs, _) => {
            let convertInternalItems = items =>
              items
              ->E.A2.fmap(item => {
                switch item {
                | [FRValueString(string), value] =>
                  (string, FunctionRegistry_Core.FRType.matchReverse(value))->Ok
                | _ => Error(impossibleError)
                }
              })
              ->E.A.R.firstErrorOrOpen
              ->E.R2.fmap(Belt.Map.String.fromArray)
              ->E.R2.fmap(Wrappers.evRecord)
            inputs->getOrError(0)->E.R.bind(Prepare.ToValueArray.Array.arrayOfArrays)
              |> E.R2.bind(convertInternalItems)
          },
          (),
        ),
      ],
      (),
    ),
  ]
}

module List = {
  let nameSpace = Some("List")
  let requiresNamespace = true

  let library = [
    Function.make(
      ~name="List.make",
      ~definitions=[
        //Todo: If the second item is a function with no args, it could be nice to run this function and return the result.
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace,
          ~name="make",
          ~inputs=[FRTypeNumber, FRTypeAny],
          ~run=(inputs, _) => {
            switch inputs {
            | [FRValueNumber(number), value] =>
              Belt.Array.make(E.Float.toInt(number), value)
              ->E.A2.fmap(FunctionRegistry_Core.FRType.matchReverse)
              ->Wrappers.evArray
              ->Ok
            | _ => Error(impossibleError)
            }
          },
          (),
        ),
      ],
      (),
    ),
    Function.make(
      ~name="List.upTo",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace,
          ~name="upTo",
          ~inputs=[FRTypeNumber, FRTypeNumber],
          ~run=(inputs, _) =>
            inputs
            ->Prepare.ToValueTuple.twoNumbers
            ->E.R2.fmap(((low, high)) =>
              E.A.Floats.range(low, high, (high -. low +. 1.0)->E.Float.toInt)
              ->E.A2.fmap(Wrappers.evNumber)
              ->Wrappers.evArray
            ),
          (),
        ),
      ],
      (),
    ),
    Function.make(
      ~name="List.first",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace,
          ~name="first",
          ~inputs=[FRTypeArray(FRTypeAny)],
          ~run=(inputs, _) =>
            switch inputs {
            | [FRValueArray(array)] =>
              E.A.first(array)
              |> E.O.toResult("No first element")
              |> E.R.fmap(FunctionRegistry_Core.FRType.matchReverse)
            | _ => Error(impossibleError)
            },
          (),
        ),
      ],
      (),
    ),
    Function.make(
      ~name="List.last",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace=false,
          ~name="last",
          ~inputs=[FRTypeArray(FRTypeAny)],
          ~run=(inputs, _) =>
            switch inputs {
            | [FRValueArray(array)] =>
              E.A.last(array)
              |> E.O.toResult("No first element")
              |> E.R.fmap(FunctionRegistry_Core.FRType.matchReverse)
            | _ => Error(impossibleError)
            },
          (),
        ),
      ],
      (),
    ),
    Function.make(
      ~name="List.reverse",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace=false,
          ~name="last",
          ~inputs=[FRTypeArray(FRTypeAny)],
          ~run=(inputs, _) =>
            switch inputs {
            | [FRValueArray(array)] =>
              Belt.Array.reverse(array)
              ->E.A2.fmap(FunctionRegistry_Core.FRType.matchReverse)
              ->Wrappers.evArray
              ->Ok
            | _ => Error(impossibleError)
            },
          (),
        ),
      ],
      (),
    ),
  ]
}

module Scoring = {
  let nameSpace = Some("Dist")
  let requiresNamespace = false

  let runScoring = (estimate, answer, prior, env) => {
    GenericDist.Score.logScore(~estimate, ~answer, ~prior, ~env)
    ->E.R2.fmap(FunctionRegistry_Helpers.Wrappers.evNumber)
    ->E.R2.errMap(DistributionTypes.Error.toString)
  }

  let library = [
    Function.make(
      ~name="logScore",
      ~definitions=[
        FnDefinition.make(
          ~nameSpace,
          ~requiresNamespace,
          ~name="logScore",
          ~inputs=[
            FRTypeRecord([
              ("estimate", FRTypeDist),
              ("answer", FRTypeDistOrNumber),
              ("prior", FRTypeDist),
            ]),
          ],
          ~run=(inputs, env) => {
            switch FunctionRegistry_Helpers.Prepare.ToValueArray.Record.threeArgs(inputs) {
            | Ok([
                FRValueDist(estimate),
                FRValueDistOrNumber(FRValueDist(d)),
                FRValueDist(prior),
              ]) =>
              runScoring(estimate, Score_Dist(d), Some(prior), env)
            | Ok([
                FRValueDist(estimate),
                FRValueDistOrNumber(FRValueNumber(d)),
                FRValueDist(prior),
              ]) =>
              runScoring(estimate, Score_Scalar(d), Some(prior), env)
            | Error(e) => Error(e)
            | _ => Error(FunctionRegistry_Helpers.impossibleError)
            }
          },
          (),
        ),
        FnDefinition.make(
          ~name="logScore",
          ~nameSpace,
          ~requiresNamespace,
          ~inputs=[FRTypeRecord([("estimate", FRTypeDist), ("answer", FRTypeDistOrNumber)])],
          ~run=(inputs, env) => {
            switch FunctionRegistry_Helpers.Prepare.ToValueArray.Record.twoArgs(inputs) {
            | Ok([FRValueDist(estimate), FRValueDistOrNumber(FRValueDist(d))]) =>
              runScoring(estimate, Score_Dist(d), None, env)
            | Ok([FRValueDist(estimate), FRValueDistOrNumber(FRValueNumber(d))]) =>
              runScoring(estimate, Score_Scalar(d), None, env)
            | Error(e) => Error(e)
            | _ => Error(FunctionRegistry_Helpers.impossibleError)
            }
          },
          (),
        ),
      ],
      (),
    ),
    Function.make(
      ~name="klDivergence",
      ~definitions=[
        FnDefinition.make(
          ~name="klDivergence",
          ~nameSpace,
          ~requiresNamespace,
          ~inputs=[FRTypeDist, FRTypeDist],
          ~run=(inputs, env) => {
            switch inputs {
            | [FRValueDist(estimate), FRValueDist(d)] =>
              runScoring(estimate, Score_Dist(d), None, env)
            | _ => Error(FunctionRegistry_Helpers.impossibleError)
            }
          },
          (),
        ),
      ],
      (),
    ),
  ]
}

let registry = Belt.Array.concatMany([
  PointSet.library,
  Functionn.library,
  Number.library,
  Dict.library,
  List.library,
  DistributionCreation.library,
  Scoring.library,
])