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 => { 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, 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 } let registry = [ Function.make( ~name="toContinuousPointSet", ~definitions=[ FnDefinition.make( ~nameSpace=Some("PointSet"), ~requiresNamespace=true, ~name="makeContinuous", ~inputs=[FRTypeArray(FRTypeRecord([("x", FRTypeNumeric), ("y", FRTypeNumeric)]))], ~run=(inputs, _) => inputsTodist(inputs, r => Continuous(Continuous.make(r))), (), ), ], (), ), Function.make( ~name="toDiscretePointSet", ~definitions=[ FnDefinition.make( ~nameSpace=Some("PointSet"), ~requiresNamespace=true, ~name="makeDiscrete", ~inputs=[FRTypeArray(FRTypeRecord([("x", FRTypeNumeric), ("y", FRTypeNumeric)]))], ~run=(inputs, _) => inputsTodist(inputs, r => Continuous(Continuous.make(r))), (), ), ], (), ), Function.make( ~name="Declaration", ~definitions=[ FnDefinition.make( ~name="declareFn", ~inputs=[Declaration.frType], ~run=(inputs, _) => { inputs->getOrError(0)->E.R.bind(Declaration.fromExpressionValue) }, (), ), ], (), ), 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)], (), ), 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, (), ), 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="First", ~definitions=[ ArrayNumberDist.make2("first", r => r->E.A.first |> E.O.toResult(impossibleError) |> E.R.fmap(Wrappers.evNumber) ), ], (), ), Function.make( ~name="Last", ~definitions=[ ArrayNumberDist.make2("last", r => r->E.A.last |> E.O.toResult(impossibleError) |> E.R.fmap(Wrappers.evNumber) ), ], (), ), 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="Reverse", ~definitions=[ ArrayNumberDist.make("reverse", r => r->Belt_Array.reverse->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 ), ], (), ), Function.make( ~name="Dict.merge", ~definitions=[ FnDefinition.make( ~nameSpace=Some("Dict"), ~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="Dict.mergeMany", ~definitions=[ FnDefinition.make( ~nameSpace=Some("Dict"), ~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="Dict.keys", ~definitions=[ FnDefinition.make( ~nameSpace=Some("Dict"), ~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="Dict.values", ~definitions=[ FnDefinition.make( ~nameSpace=Some("Dict"), ~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="Dict.toList", ~definitions=[ FnDefinition.make( ~nameSpace=Some("Dict"), ~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="Dict.fromList", ~definitions=[ FnDefinition.make( ~nameSpace=Some("Dict"), ~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) }, (), ), ], (), ), 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=Some("List"), ~requiresNamespace=true, ~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="upTo", ~definitions=[ FnDefinition.make( ~nameSpace=Some("List"), ~requiresNamespace=true, ~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 ), (), ), ], (), ), ]