Merge remote-tracking branch 'origin/develop' into score-dist-on-scalar-resolution

2022-05-16 12:06:46 -04:00 · 2022-05-16 12:06:46 -04:00 · d00b82807c
commit d00b82807c
parent 3c3c88fb7b 1e350b3355
15 changed files with 632 additions and 105 deletions
--- a/packages/components/package.json
+++ b/packages/components/package.json
@ -31,9 +31,9 @@
    "@testing-library/user-event": "^14.2.0",
    "@types/jest": "^27.5.0",
    "@types/lodash": "^4.14.182",
-    "@types/node": "^17.0.32",
+    "@types/node": "^17.0.33",
    "@types/react": "^18.0.9",
-    "@types/react-dom": "^18.0.2",
+    "@types/react-dom": "^18.0.4",
    "@types/styled-components": "^5.1.24",
    "@types/webpack": "^5.28.0",
    "cross-env": "^7.0.3",
--- a/packages/components/src/components/FunctionChart.tsx
+++ b/packages/components/src/components/FunctionChart.tsx
@ -7,6 +7,8 @@ import {
  lambdaValue,
  environment,
  runForeign,
+  squiggleExpression,
+  errorValue,
  errorValueToString,
 } from "@quri/squiggle-lang";
 import { createClassFromSpec } from "react-vega";
@ -45,6 +47,104 @@ interface FunctionChartProps {
  environment: environment;
 }

+type percentiles = {
+  x: number;
+  p1: number;
+  p5: number;
+  p10: number;
+  p20: number;
+  p30: number;
+  p40: number;
+  p50: number;
+  p60: number;
+  p70: number;
+  p80: number;
+  p90: number;
+  p95: number;
+  p99: number;
+}[];
+
+type errors = _.Dictionary<
+  {
+    x: number;
+    value: string;
+  }[]
+>;
+
+type point = { x: number; value: result<Distribution, string> };
+
+let getPercentiles = ({ chartSettings, fn, environment }) => {
+  let chartPointsToRender = _rangeByCount(
+    chartSettings.start,
+    chartSettings.stop,
+    chartSettings.count
+  );
+
+  let chartPointsData: point[] = chartPointsToRender.map((x) => {
+    let result = runForeign(fn, [x], environment);
+    if (result.tag === "Ok") {
+      if (result.value.tag == "distribution") {
+        return { x, value: { tag: "Ok", value: result.value.value } };
+      } else {
+        return {
+          x,
+          value: {
+            tag: "Error",
+            value:
+              "Cannot currently render functions that don't return distributions",
+          },
+        };
+      }
+    } else {
+      return {
+        x,
+        value: { tag: "Error", value: errorValueToString(result.value) },
+      };
+    }
+  });
+
+  let initialPartition: [
+    { x: number; value: Distribution }[],
+    { x: number; value: string }[]
+  ] = [[], []];
+
+  let [functionImage, errors] = chartPointsData.reduce((acc, current) => {
+    if (current.value.tag === "Ok") {
+      acc[0].push({ x: current.x, value: current.value.value });
+    } else {
+      acc[1].push({ x: current.x, value: current.value.value });
+    }
+    return acc;
+  }, initialPartition);
+
+  let groupedErrors: errors = _.groupBy(errors, (x) => x.value);
+
+  let percentiles: percentiles = functionImage.map(({ x, value }) => {
+    // We convert it to to a pointSet distribution first, so that in case its a sample set
+    // distribution, it doesn't internally convert it to a pointSet distribution for every
+    // single inv() call.
+    let toPointSet: Distribution = unwrap(value.toPointSet());
+    return {
+      x: x,
+      p1: unwrap(toPointSet.inv(0.01)),
+      p5: unwrap(toPointSet.inv(0.05)),
+      p10: unwrap(toPointSet.inv(0.1)),
+      p20: unwrap(toPointSet.inv(0.2)),
+      p30: unwrap(toPointSet.inv(0.3)),
+      p40: unwrap(toPointSet.inv(0.4)),
+      p50: unwrap(toPointSet.inv(0.5)),
+      p60: unwrap(toPointSet.inv(0.6)),
+      p70: unwrap(toPointSet.inv(0.7)),
+      p80: unwrap(toPointSet.inv(0.8)),
+      p90: unwrap(toPointSet.inv(0.9)),
+      p95: unwrap(toPointSet.inv(0.95)),
+      p99: unwrap(toPointSet.inv(0.99)),
+    };
+  });
+
+  return { percentiles, errors: groupedErrors };
+};
+
 export const FunctionChart: React.FC<FunctionChartProps> = ({
  fn,
  chartSettings,
@ -58,7 +158,15 @@ export const FunctionChart: React.FC<FunctionChartProps> = ({
    setMouseOverlay(NaN);
  }
  const signalListeners = { mousemove: handleHover, mouseout: handleOut };
-  let mouseItem = runForeign(fn, [mouseOverlay], environment);
+  let mouseItem: result<squiggleExpression, errorValue> = !!mouseOverlay
+    ? runForeign(fn, [mouseOverlay], environment)
+    : {
+        tag: "Error",
+        value: {
+          tag: "REExpectedType",
+          value: "Hover x-coordinate returned NaN. Expected a number.",
+        },
+      };
  let showChart =
    mouseItem.tag === "Ok" && mouseItem.value.tag == "distribution" ? (
      <DistributionChart
@ -70,92 +178,34 @@ export const FunctionChart: React.FC<FunctionChartProps> = ({
    ) : (
      <></>
    );
-  let data1 = _rangeByCount(
-    chartSettings.start,
-    chartSettings.stop,
-    chartSettings.count
-  );
-  type point = { x: number; value: result<Distribution, string> };
-  let valueData: point[] = React.useMemo(
-    () =>
-      data1.map((x) => {
-        let result = runForeign(fn, [x], environment);
-        if (result.tag === "Ok") {
-          if (result.value.tag == "distribution") {
-            return { x, value: { tag: "Ok", value: result.value.value } };
-          } else {
-            return {
-              x,
-              value: {
-                tag: "Error",
-                value:
-                  "Cannot currently render functions that don't return distributions",
-              },
-            };
-          }
-        } else {
-          return {
-            x,
-            value: { tag: "Error", value: errorValueToString(result.value) },
-          };
-        }
-      }),
+
+  let getPercentilesMemoized = React.useMemo(
+    () => getPercentiles({ chartSettings, fn, environment }),
    [environment, fn]
  );

-  let initialPartition: [
-    { x: number; value: Distribution }[],
-    { x: number; value: string }[]
-  ] = [[], []];
-  let [functionImage, errors] = valueData.reduce((acc, current) => {
-    if (current.value.tag === "Ok") {
-      acc[0].push({ x: current.x, value: current.value.value });
-    } else {
-      acc[1].push({ x: current.x, value: current.value.value });
-    }
-    return acc;
-  }, initialPartition);
-
-  let percentiles = functionImage.map(({ x, value }) => {
-    return {
-      x: x,
-      p1: unwrap(value.inv(0.01)),
-      p5: unwrap(value.inv(0.05)),
-      p10: unwrap(value.inv(0.12)),
-      p20: unwrap(value.inv(0.2)),
-      p30: unwrap(value.inv(0.3)),
-      p40: unwrap(value.inv(0.4)),
-      p50: unwrap(value.inv(0.5)),
-      p60: unwrap(value.inv(0.6)),
-      p70: unwrap(value.inv(0.7)),
-      p80: unwrap(value.inv(0.8)),
-      p90: unwrap(value.inv(0.9)),
-      p95: unwrap(value.inv(0.95)),
-      p99: unwrap(value.inv(0.99)),
-    };
-  });
-
-  let groupedErrors = _.groupBy(errors, (x) => x.value);
  return (
    <>
      <SquigglePercentilesChart
-        data={{ facet: percentiles }}
+        data={{ facet: getPercentilesMemoized.percentiles }}
        actions={false}
        signalListeners={signalListeners}
      />
      {showChart}
-      {_.entries(groupedErrors).map(([errorName, errorPoints]) => (
-        <ErrorBox key={errorName} heading={errorName}>
-          Values:{" "}
-          {errorPoints
-            .map((r, i) => <NumberShower key={i} number={r.x} />)
-            .reduce((a, b) => (
-              <>
-                {a}, {b}
-              </>
-            ))}
-        </ErrorBox>
-      ))}
+      {_.entries(getPercentilesMemoized.errors).map(
+        ([errorName, errorPoints]) => (
+          <ErrorBox key={errorName} heading={errorName}>
+            Values:{" "}
+            {errorPoints
+              .map((r, i) => <NumberShower key={i} number={r.x} />)
+              .reduce((a, b) => (
+                <>
+                  {a}, {b}
+                </>
+              ))}
+          </ErrorBox>
+        )
+      )}
    </>
  );
 };
--- a/packages/components/src/components/SquiggleChart.tsx
+++ b/packages/components/src/components/SquiggleChart.tsx
@ -194,7 +194,10 @@ const SquiggleItem: React.FC<SquiggleItemProps> = ({
        <FunctionChart
          fn={expression.value}
          chartSettings={chartSettings}
-          environment={environment}
+          environment={{
+            sampleCount: environment.sampleCount / 10,
+            xyPointLength: environment.xyPointLength / 10,
+          }}
        />
      );
  }
@ -232,7 +235,8 @@ const ChartWrapper = styled.div`
    "Segoe UI Emoji", "Segoe UI Symbol", "Noto Color Emoji";
 `;

-let defaultChartSettings = { start: 0, stop: 10, count: 100 };
+let defaultChartSettings = { start: 0, stop: 10, count: 20 };
+
 export const SquiggleChart: React.FC<SquiggleChartProps> = ({
  squiggleString = "",
  environment,
--- a/packages/components/src/components/SquiggleEditor.tsx
+++ b/packages/components/src/components/SquiggleEditor.tsx
@ -56,7 +56,7 @@ export let SquiggleEditor: React.FC<SquiggleEditorProps> = ({
  environment,
  diagramStart = 0,
  diagramStop = 10,
-  diagramCount = 100,
+  diagramCount = 20,
  onChange,
  bindings = defaultBindings,
  jsImports = defaultImports,
--- a/packages/components/src/stories/SquiggleChart.stories.mdx
+++ b/packages/components/src/stories/SquiggleChart.stories.mdx
@ -153,6 +153,20 @@ to allow large and small numbers being printed cleanly.
  </Story>
 </Canvas>

+## Functions
+
+<Canvas>
+  <Story
+    name="Function"
+    args={{
+      squiggleString: "foo(t) = normal(t,2)*normal(5,3); foo",
+      width,
+    }}
+  >
+    {Template.bind({})}
+  </Story>
+</Canvas>
+
 ## Records

 <Canvas>
--- a/packages/squiggle-lang/tests/ReducerInterface/ReducerInterface_Distribution_test.res
+++ b/packages/squiggle-lang/tests/ReducerInterface/ReducerInterface_Distribution_test.res
@ -31,6 +31,9 @@ describe("eval on distribution functions", () => {
    testEval("mean(normal(5,2))", "Ok(5)")
    testEval("mean(lognormal(1,2))", "Ok(20.085536923187668)")
    testEval("mean(gamma(5,5))", "Ok(25)")
+    testEval("mean(bernoulli(0.2))", "Ok(0.2)")
+    testEval("mean(bernoulli(0.8))", "Ok(0.8)")
+    testEval("mean(logistic(5,1))", "Ok(5)")
  })
  describe("toString", () => {
    testEval("toString(normal(5,2))", "Ok('Normal(5,2)')")
--- a/packages/squiggle-lang/package.json
+++ b/packages/squiggle-lang/package.json
@ -33,29 +33,29 @@
    "Rescript"
  ],
  "author": "Quantified Uncertainty Research Institute",
-  "license": "MIT",
  "dependencies": {
-    "rescript": "^9.1.4",
+    "@stdlib/stats": "^0.0.13",
    "jstat": "^1.9.5",
+    "mathjs": "^10.5.2",
    "pdfast": "^0.2.0",
-    "mathjs": "^10.5.2"
+    "rescript": "^9.1.4"
  },
  "devDependencies": {
-    "bisect_ppx": "^2.7.1",
-    "lodash": "^4.17.21",
-    "rescript-fast-check": "^1.1.1",
    "@glennsl/rescript-jest": "^0.9.0",
    "@istanbuljs/nyc-config-typescript": "^1.0.2",
    "@types/jest": "^27.5.0",
    "babel-plugin-transform-es2015-modules-commonjs": "^6.26.2",
+    "bisect_ppx": "^2.7.1",
    "chalk": "^5.0.1",
    "codecov": "^3.8.3",
    "fast-check": "^2.25.0",
    "gentype": "^4.3.0",
    "jest": "^27.5.1",
+    "lodash": "^4.17.21",
    "moduleserve": "^0.9.1",
    "nyc": "^15.1.0",
    "reanalyze": "^2.19.0",
+    "rescript-fast-check": "^1.1.1",
    "ts-jest": "^27.1.4",
    "ts-loader": "^9.3.0",
    "ts-node": "^10.7.0",
--- a/packages/squiggle-lang/src/rescript/Distributions/DistributionOperation.res
+++ b/packages/squiggle-lang/src/rescript/Distributions/DistributionOperation.res
@ -18,6 +18,7 @@ type outputType =
  | Dist(genericDist)
  | Float(float)
  | String(string)
+  | FloatArray(array<float>)
  | Bool(bool)
  | GenDistError(error)

--- a/packages/squiggle-lang/src/rescript/Distributions/DistributionOperation.resi
+++ b/packages/squiggle-lang/src/rescript/Distributions/DistributionOperation.resi
@ -14,6 +14,7 @@ type outputType =
  | Dist(genericDist)
  | Float(float)
  | String(string)
+  | FloatArray(array<float>)
  | Bool(bool)
  | GenDistError(error)

--- a/packages/squiggle-lang/src/rescript/Distributions/SymbolicDist/SymbolicDist.res
+++ b/packages/squiggle-lang/src/rescript/Distributions/SymbolicDist/SymbolicDist.res
@ -216,6 +216,50 @@ module Uniform = {
  }
 }

+module Logistic = {
+  type t = logistic
+  let make = (location, scale) =>
+    scale > 0.0
+      ? Ok(#Logistic({location: location, scale: scale}))
+      : Error("Scale must be positive")
+
+  let pdf = (x, t: t) => Stdlib.Logistic.pdf(x, t.location, t.scale)
+  let cdf = (x, t: t) => Stdlib.Logistic.cdf(x, t.location, t.scale)
+  let inv = (p, t: t) => Stdlib.Logistic.quantile(p, t.location, t.scale)
+  let sample = (t: t) => {
+    let s = Uniform.sample({low: 0.0, high: 1.0})
+    inv(s, t)
+  }
+  let mean = (t: t) => Ok(Stdlib.Logistic.mean(t.location, t.scale))
+  let toString = ({location, scale}: t) => j`Logistic($location,$scale)`
+}
+
+module Bernoulli = {
+  type t = bernoulli
+  let make = p =>
+    p >= 0.0 && p <= 1.0
+      ? Ok(#Bernoulli({p: p}))
+      : Error("Bernoulli parameter must be between 0 and 1")
+  let pmf = (x, t: t) => Stdlib.Bernoulli.pmf(x, t.p)
+
+  //Bernoulli is a discrete distribution, so it doesn't really have a pdf().
+  //We fake this for now with the pmf function, but this should be fixed at some point.
+  let pdf = (x, t: t) => Stdlib.Bernoulli.pmf(x, t.p)
+  let cdf = (x, t: t) => Stdlib.Bernoulli.cdf(x, t.p)
+  let inv = (p, t: t) => Stdlib.Bernoulli.quantile(p, t.p)
+  let mean = (t: t) => Ok(Stdlib.Bernoulli.mean(t.p))
+  let min = (t: t) => t.p == 1.0 ? 1.0 : 0.0
+  let max = (t: t) => t.p == 0.0 ? 0.0 : 1.0
+  let sample = (t: t) => {
+    let s = Uniform.sample({low: 0.0, high: 1.0})
+    inv(s, t)
+  }
+  let toString = ({p}: t) => j`Bernoulli($p)`
+  let toPointSetDist = ({p}: t): PointSetTypes.pointSetDist => Discrete(
+    Discrete.make(~integralSumCache=Some(1.0), {xs: [0.0, 1.0], ys: [1.0 -. p, p]}),
+  )
+}
+
 module Gamma = {
  type t = gamma
  let make = (shape: float, scale: float) => {
@ -252,6 +296,9 @@ module Float = {
  let mean = (t: t) => Ok(t)
  let sample = (t: t) => t
  let toString = (t: t) => j`Delta($t)`
+  let toPointSetDist = (t: t): PointSetTypes.pointSetDist => Discrete(
+    Discrete.make(~integralSumCache=Some(1.0), {xs: [t], ys: [1.0]}),
+  )
 }

 module From90thPercentile = {
@ -275,9 +322,11 @@ module T = {
    | #Cauchy(n) => Cauchy.pdf(x, n)
    | #Gamma(n) => Gamma.pdf(x, n)
    | #Lognormal(n) => Lognormal.pdf(x, n)
+    | #Logistic(n) => Logistic.pdf(x, n)
    | #Uniform(n) => Uniform.pdf(x, n)
    | #Beta(n) => Beta.pdf(x, n)
    | #Float(n) => Float.pdf(x, n)
+    | #Bernoulli(n) => Bernoulli.pdf(x, n)
    }

  let cdf = (x, dist) =>
@ -287,10 +336,12 @@ module T = {
    | #Exponential(n) => Exponential.cdf(x, n)
    | #Cauchy(n) => Cauchy.cdf(x, n)
    | #Gamma(n) => Gamma.cdf(x, n)
+    | #Logistic(n) => Logistic.cdf(x, n)
    | #Lognormal(n) => Lognormal.cdf(x, n)
    | #Uniform(n) => Uniform.cdf(x, n)
    | #Beta(n) => Beta.cdf(x, n)
    | #Float(n) => Float.cdf(x, n)
+    | #Bernoulli(n) => Bernoulli.cdf(x, n)
    }

  let inv = (x, dist) =>
@ -300,10 +351,12 @@ module T = {
    | #Exponential(n) => Exponential.inv(x, n)
    | #Cauchy(n) => Cauchy.inv(x, n)
    | #Gamma(n) => Gamma.inv(x, n)
+    | #Logistic(n) => Logistic.inv(x, n)
    | #Lognormal(n) => Lognormal.inv(x, n)
    | #Uniform(n) => Uniform.inv(x, n)
    | #Beta(n) => Beta.inv(x, n)
    | #Float(n) => Float.inv(x, n)
+    | #Bernoulli(n) => Bernoulli.inv(x, n)
    }

  let sample: symbolicDist => float = x =>
@ -313,10 +366,12 @@ module T = {
    | #Exponential(n) => Exponential.sample(n)
    | #Cauchy(n) => Cauchy.sample(n)
    | #Gamma(n) => Gamma.sample(n)
+    | #Logistic(n) => Logistic.sample(n)
    | #Lognormal(n) => Lognormal.sample(n)
    | #Uniform(n) => Uniform.sample(n)
    | #Beta(n) => Beta.sample(n)
    | #Float(n) => Float.sample(n)
+    | #Bernoulli(n) => Bernoulli.sample(n)
    }

  let doN = (n, fn) => {
@ -336,10 +391,12 @@ module T = {
    | #Cauchy(n) => Cauchy.toString(n)
    | #Normal(n) => Normal.toString(n)
    | #Gamma(n) => Gamma.toString(n)
+    | #Logistic(n) => Logistic.toString(n)
    | #Lognormal(n) => Lognormal.toString(n)
    | #Uniform(n) => Uniform.toString(n)
    | #Beta(n) => Beta.toString(n)
    | #Float(n) => Float.toString(n)
+    | #Bernoulli(n) => Bernoulli.toString(n)
    }

  let min: symbolicDist => float = x =>
@ -349,8 +406,10 @@ module T = {
    | #Cauchy(n) => Cauchy.inv(minCdfValue, n)
    | #Normal(n) => Normal.inv(minCdfValue, n)
    | #Lognormal(n) => Lognormal.inv(minCdfValue, n)
+    | #Logistic(n) => Logistic.inv(minCdfValue, n)
    | #Gamma(n) => Gamma.inv(minCdfValue, n)
    | #Uniform({low}) => low
+    | #Bernoulli(n) => Bernoulli.min(n)
    | #Beta(n) => Beta.inv(minCdfValue, n)
    | #Float(n) => n
    }
@ -363,7 +422,9 @@ module T = {
    | #Normal(n) => Normal.inv(maxCdfValue, n)
    | #Gamma(n) => Gamma.inv(maxCdfValue, n)
    | #Lognormal(n) => Lognormal.inv(maxCdfValue, n)
+    | #Logistic(n) => Logistic.inv(maxCdfValue, n)
    | #Beta(n) => Beta.inv(maxCdfValue, n)
+    | #Bernoulli(n) => Bernoulli.max(n)
    | #Uniform({high}) => high
    | #Float(n) => n
    }
@ -376,8 +437,10 @@ module T = {
    | #Normal(n) => Normal.mean(n)
    | #Lognormal(n) => Lognormal.mean(n)
    | #Beta(n) => Beta.mean(n)
+    | #Logistic(n) => Logistic.mean(n)
    | #Uniform(n) => Uniform.mean(n)
    | #Gamma(n) => Gamma.mean(n)
+    | #Bernoulli(n) => Bernoulli.mean(n)
    | #Float(n) => Float.mean(n)
    }

@ -453,7 +516,8 @@ module T = {
    d: symbolicDist,
  ): PointSetTypes.pointSetDist =>
    switch d {
-    | #Float(v) => Discrete(Discrete.make(~integralSumCache=Some(1.0), {xs: [v], ys: [1.0]}))
+    | #Float(v) => Float.toPointSetDist(v)
+    | #Bernoulli(v) => Bernoulli.toPointSetDist(v)
    | _ =>
      let xs = interpolateXs(~xSelection, d, sampleCount)
      let ys = xs |> E.A.fmap(x => pdf(x, d))
--- a/packages/squiggle-lang/src/rescript/Distributions/SymbolicDist/SymbolicDistTypes.res
+++ b/packages/squiggle-lang/src/rescript/Distributions/SymbolicDist/SymbolicDistTypes.res
@ -36,6 +36,13 @@ type gamma = {
  scale: float,
 }

+type logistic = {
+  location: float,
+  scale: float,
+}
+
+type bernoulli = {p: float}
+
@genType
 type symbolicDist = [
  | #Normal(normal)
@ -47,6 +54,8 @@ type symbolicDist = [
  | #Triangular(triangular)
  | #Gamma(gamma)
  | #Float(float)
+  | #Bernoulli(bernoulli)
+  | #Logistic(logistic)
 ]

 type analyticalSimplificationResult = [
--- a/packages/squiggle-lang/src/rescript/ReducerInterface/ReducerInterface_GenericDistribution.res
+++ b/packages/squiggle-lang/src/rescript/ReducerInterface/ReducerInterface_GenericDistribution.res
@ -186,6 +186,7 @@ module SymbolicConstructors = {
  let oneFloat = name =>
    switch name {
    | "exponential" => Ok(SymbolicDist.Exponential.make)
+    | "bernoulli" => Ok(SymbolicDist.Bernoulli.make)
    | _ => Error("Unreachable state")
    }

@ -195,6 +196,7 @@ module SymbolicConstructors = {
    | "uniform" => Ok(SymbolicDist.Uniform.make)
    | "beta" => Ok(SymbolicDist.Beta.make)
    | "lognormal" => Ok(SymbolicDist.Lognormal.make)
+    | "logistic" => Ok(SymbolicDist.Logistic.make)
    | "cauchy" => Ok(SymbolicDist.Cauchy.make)
    | "gamma" => Ok(SymbolicDist.Gamma.make)
    | "to" => Ok(SymbolicDist.From90thPercentile.make)
@ -222,14 +224,21 @@ let dispatchToGenericOutput = (
 ): option<DistributionOperation.outputType> => {
  let (fnName, args) = call
  switch (fnName, args) {
-  | ("exponential" as fnName, [EvNumber(f)]) =>
+  | (("exponential" | "bernoulli") as fnName, [EvNumber(f)]) =>
    SymbolicConstructors.oneFloat(fnName)
    ->E.R.bind(r => r(f))
    ->SymbolicConstructors.symbolicResultToOutput
  | ("delta", [EvNumber(f)]) =>
    SymbolicDist.Float.makeSafe(f)->SymbolicConstructors.symbolicResultToOutput
  | (
-      ("normal" | "uniform" | "beta" | "lognormal" | "cauchy" | "gamma" | "to") as fnName,
+      ("normal"
+      | "uniform"
+      | "beta"
+      | "lognormal"
+      | "cauchy"
+      | "gamma"
+      | "to"
+      | "logistic") as fnName,
      [EvNumber(f1), EvNumber(f2)],
    ) =>
    SymbolicConstructors.twoFloat(fnName)
@ -240,6 +249,8 @@ let dispatchToGenericOutput = (
    ->E.R.bind(r => r(f1, f2, f3))
    ->SymbolicConstructors.symbolicResultToOutput
  | ("sample", [EvDistribution(dist)]) => Helpers.toFloatFn(#Sample, dist, ~env)
+  | ("sampleN", [EvDistribution(dist), EvNumber(n)]) =>
+    Some(FloatArray(GenericDist.sampleN(dist, Belt.Int.fromFloat(n))))
  | ("mean", [EvDistribution(dist)]) => Helpers.toFloatFn(#Mean, dist, ~env)
  | ("integralSum", [EvDistribution(dist)]) => Helpers.toFloatFn(#IntegralSum, dist, ~env)
  | ("toString", [EvDistribution(dist)]) => Helpers.toStringFn(ToString, dist, ~env)
@ -373,6 +384,7 @@ let genericOutputToReducerValue = (o: DistributionOperation.outputType): result<
  | Float(d) => Ok(EvNumber(d))
  | String(d) => Ok(EvString(d))
  | Bool(d) => Ok(EvBool(d))
+  | FloatArray(d) => Ok(EvArray(d |> E.A.fmap(r => ReducerInterface_ExpressionValue.EvNumber(r))))
  | GenDistError(err) => Error(REDistributionError(err))
  }

--- a/packages/squiggle-lang/src/rescript/Utility/Stdlib.res
+++ b/packages/squiggle-lang/src/rescript/Utility/Stdlib.res
@ -0,0 +1,40 @@
+module Bernoulli = {
+  @module external cdf: (float, float) => float = "@stdlib/stats/base/dists/bernoulli/cdf"
+  let cdf = cdf
+
+  @module external pmf: (float, float) => float = "@stdlib/stats/base/dists/bernoulli/pmf"
+  let pmf = pmf
+
+  @module external quantile: (float, float) => float = "@stdlib/stats/base/dists/bernoulli/quantile"
+  let quantile = quantile
+
+  @module external mean: float => float = "@stdlib/stats/base/dists/bernoulli/mean"
+  let mean = mean
+
+  @module external stdev: float => float = "@stdlib/stats/base/dists/bernoulli/stdev"
+  let stdev = stdev
+
+  @module external variance: float => float = "@stdlib/stats/base/dists/bernoulli/variance"
+  let variance = variance
+}
+
+module Logistic = {
+  @module external cdf: (float, float, float) => float = "@stdlib/stats/base/dists/logistic/cdf"
+  let cdf = cdf
+
+  @module external pdf: (float, float, float) => float = "@stdlib/stats/base/dists/logistic/pdf"
+  let pdf = pdf
+
+  @module
+  external quantile: (float, float, float) => float = "@stdlib/stats/base/dists/logistic/quantile"
+  let quantile = quantile
+
+  @module external mean: (float, float) => float = "@stdlib/stats/base/dists/logistic/mean"
+  let mean = mean
+
+  @module external stdev: (float, float) => float = "@stdlib/stats/base/dists/logistic/stdev"
+  let stdev = stdev
+
+  @module external variance: (float, float) => float = "@stdlib/stats/base/dists/logistic/variance"
+  let variance = variance
+}
--- a/packages/website/package.json
+++ b/packages/website/package.json
@ -16,7 +16,7 @@
    "@docusaurus/preset-classic": "2.0.0-beta.20",
    "@quri/squiggle-components": "^0.2.20",
    "clsx": "^1.1.1",
-    "prism-react-renderer": "^1.2.1",
+    "prism-react-renderer": "^1.3.3",
    "react": "^18.1.0",
    "react-dom": "^18.1.0",
    "remark-math": "^3",
--- a/yarn.lock
+++ b/yarn.lock
@ -2502,6 +2502,335 @@
    eval "^0.1.8"
    webpack-sources "^1.4.3"

+"@stdlib/array@^0.0.x":
+  version "0.0.12"
+  resolved "https://registry.yarnpkg.com/@stdlib/array/-/array-0.0.12.tgz#12f40ab95bb36d424cdad991f29fc3cb491ee29e"
+  integrity sha512-nDksiuvRC1dSTHrf5yOGQmlRwAzSKV8MdFQwFSvLbZGGhi5Y4hExqea5HloLgNVouVs8lnAFi2oubSM4Mc7YAg==
+  dependencies:
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/blas" "^0.0.x"
+    "@stdlib/complex" "^0.0.x"
+    "@stdlib/constants" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/symbol" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/assert@^0.0.x":
+  version "0.0.12"
+  resolved "https://registry.yarnpkg.com/@stdlib/assert/-/assert-0.0.12.tgz#1648c9016e5041291f55a6464abcc4069c5103ce"
+  integrity sha512-38FxFf+ZoQZbdc+m09UsWtaCmzd/2e7im0JOaaFYE7icmRfm+4KiE9BRvBT4tIn7ioLB2f9PsBicKjIsf+tY1w==
+  dependencies:
+    "@stdlib/array" "^0.0.x"
+    "@stdlib/cli" "^0.0.x"
+    "@stdlib/complex" "^0.0.x"
+    "@stdlib/constants" "^0.0.x"
+    "@stdlib/fs" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/ndarray" "^0.0.x"
+    "@stdlib/number" "^0.0.x"
+    "@stdlib/os" "^0.0.x"
+    "@stdlib/process" "^0.0.x"
+    "@stdlib/regexp" "^0.0.x"
+    "@stdlib/streams" "^0.0.x"
+    "@stdlib/string" "^0.0.x"
+    "@stdlib/symbol" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/bigint@^0.0.x":
+  version "0.0.11"
+  resolved "https://registry.yarnpkg.com/@stdlib/bigint/-/bigint-0.0.11.tgz#c416a1d727001c55f4897e6424124199d638f2fd"
+  integrity sha512-uz0aYDLABAYyqxaCSHYbUt0yPkXYUCR7TrVvHN+UUD3i8FZ02ZKcLO+faKisDyxKEoSFTNtn3Ro8Ir5ebOlVXQ==
+  dependencies:
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/blas@^0.0.x":
+  version "0.0.12"
+  resolved "https://registry.yarnpkg.com/@stdlib/blas/-/blas-0.0.12.tgz#7e93e42b4621fc6903bf63264f045047333536c2"
+  integrity sha512-nWY749bWceuoWQ7gz977blCwR7lyQ/rsIXVO4b600h+NFpeA2i/ea7MYC680utIbeu2cnDWHdglBPoK535VAzA==
+  dependencies:
+    "@stdlib/array" "^0.0.x"
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/number" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/buffer@^0.0.x":
+  version "0.0.11"
+  resolved "https://registry.yarnpkg.com/@stdlib/buffer/-/buffer-0.0.11.tgz#6137b00845e6c905181cc7ebfae9f7e47c01b0ce"
+  integrity sha512-Jeie5eDDa1tVuRcuU+cBXI/oOXSmMxUUccZpqXzgYe0IO8QSNtNxv9mUTzJk/m5wH+lmLoDvNxzPpOH9TODjJg==
+  dependencies:
+    "@stdlib/array" "^0.0.x"
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/process" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/cli@^0.0.x":
+  version "0.0.10"
+  resolved "https://registry.yarnpkg.com/@stdlib/cli/-/cli-0.0.10.tgz#28e2fbe6865d7f5cd15b7dc5846c99bd3b91674f"
+  integrity sha512-OITGaxG46kwK799+NuOd/+ccosJ9koVuQBC610DDJv0ZJf8mD7sbjGXrmue9C4EOh8MP7Vm/6HN14BojX8oTCg==
+  dependencies:
+    "@stdlib/utils" "^0.0.x"
+    minimist "^1.2.0"
+
+"@stdlib/complex@^0.0.x":
+  version "0.0.12"
+  resolved "https://registry.yarnpkg.com/@stdlib/complex/-/complex-0.0.12.tgz#3afbc190cd0a9b37fc7c6e508c3aa9fda9106944"
+  integrity sha512-UbZBdaUxT2G+lsTIrVlRZwx2IRY6GXnVILggeejsIVxHSuK+oTyapfetcAv0FJFLP+Rrr+ZzrN4b9G3hBw6NHA==
+  dependencies:
+    "@stdlib/array" "^0.0.x"
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/constants@^0.0.x":
+  version "0.0.11"
+  resolved "https://registry.yarnpkg.com/@stdlib/constants/-/constants-0.0.11.tgz#78cd56d6c2982b30264843c3d75bde7125e90cd2"
+  integrity sha512-cWKy0L9hXHUQTvFzdPkTvZnn/5Pjv7H4UwY0WC1rLt+A5CxFDJKjvnIi9ypSzJS3CAiGl1ZaHCdadoqXhNdkUg==
+  dependencies:
+    "@stdlib/array" "^0.0.x"
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/number" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/fs@^0.0.x":
+  version "0.0.12"
+  resolved "https://registry.yarnpkg.com/@stdlib/fs/-/fs-0.0.12.tgz#662365fd5846a51f075724b4f2888ae88441b70d"
+  integrity sha512-zcDLbt39EEM3M3wJW6luChS53B8T+TMJkjs2526UpKJ71O0/0adR57cI7PfCpkMd33d05uM7GM+leEj4eks4Cw==
+  dependencies:
+    "@stdlib/array" "^0.0.x"
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/cli" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/process" "^0.0.x"
+    "@stdlib/string" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+    debug "^2.6.9"
+
+"@stdlib/math@^0.0.x":
+  version "0.0.11"
+  resolved "https://registry.yarnpkg.com/@stdlib/math/-/math-0.0.11.tgz#eb6638bc03a20fbd6727dd5b977ee0170bda4649"
+  integrity sha512-qI78sR1QqGjHj8k/aAqkZ51Su2fyBvaR/jMKQqcB/ML8bpYpf+QGlGvTty5Qdru/wpqds4kVFOVbWGcNFIV2+Q==
+  dependencies:
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/constants" "^0.0.x"
+    "@stdlib/ndarray" "^0.0.x"
+    "@stdlib/number" "^0.0.x"
+    "@stdlib/strided" "^0.0.x"
+    "@stdlib/symbol" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+    debug "^2.6.9"
+
+"@stdlib/ndarray@^0.0.x":
+  version "0.0.13"
+  resolved "https://registry.yarnpkg.com/@stdlib/ndarray/-/ndarray-0.0.13.tgz#2e8fc645e10f56a645a0ab81598808c0e8f43b82"
+  integrity sha512-Z+U9KJP4U2HWrLtuAXSPvhNetAdqaNLMcliR6S/fz+VPlFDeymRK7omRFMgVQ+1zcAvIgKZGJxpLC3vjiPUYEw==
+  dependencies:
+    "@stdlib/array" "^0.0.x"
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/bigint" "^0.0.x"
+    "@stdlib/buffer" "^0.0.x"
+    "@stdlib/complex" "^0.0.x"
+    "@stdlib/constants" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/number" "^0.0.x"
+    "@stdlib/string" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/nlp@^0.0.x":
+  version "0.0.11"
+  resolved "https://registry.yarnpkg.com/@stdlib/nlp/-/nlp-0.0.11.tgz#532ec0f7267b8d639e4c20c6de864e8de8a09054"
+  integrity sha512-D9avYWANm0Db2W7RpzdSdi5GxRYALGAqUrNnRnnKIO6sMEfr/DvONoAbWruda4QyvSC+0MJNwcEn7+PHhRwYhw==
+  dependencies:
+    "@stdlib/array" "^0.0.x"
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/random" "^0.0.x"
+    "@stdlib/string" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/number@^0.0.x":
+  version "0.0.10"
+  resolved "https://registry.yarnpkg.com/@stdlib/number/-/number-0.0.10.tgz#4030ad8fc3fac19a9afb415c443cee6deea0e65c"
+  integrity sha512-RyfoP9MlnX4kccvg8qv7vYQPbLdzfS1Mnp/prGOoWhvMG3pyBwFAan34kwFb5IS/zHC3W5EmrgXCV2QWyLg/Kg==
+  dependencies:
+    "@stdlib/array" "^0.0.x"
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/constants" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/os" "^0.0.x"
+    "@stdlib/string" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/os@^0.0.x":
+  version "0.0.12"
+  resolved "https://registry.yarnpkg.com/@stdlib/os/-/os-0.0.12.tgz#08bbf013c62a7153099fa9cbac086ca1349a4677"
+  integrity sha512-O7lklZ/9XEzoCmYvzjPh7jrFWkbpOSHGI71ve3dkSvBy5tyiSL3TtivfKsIC+9ZxuEJZ3d3lIjc9e+yz4HVbqQ==
+  dependencies:
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/cli" "^0.0.x"
+    "@stdlib/fs" "^0.0.x"
+    "@stdlib/process" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/process@^0.0.x":
+  version "0.0.12"
+  resolved "https://registry.yarnpkg.com/@stdlib/process/-/process-0.0.12.tgz#123325079d89a32f4212f72fb694f8fe3614cf18"
+  integrity sha512-P0X0TMvkissBE1Wr877Avi2/AxmP7X5Toa6GatHbpJdDg6jQmN4SgPd+NZNp98YtZUyk478c8XSIzMr1krQ20g==
+  dependencies:
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/buffer" "^0.0.x"
+    "@stdlib/cli" "^0.0.x"
+    "@stdlib/fs" "^0.0.x"
+    "@stdlib/streams" "^0.0.x"
+    "@stdlib/string" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/random@^0.0.x":
+  version "0.0.12"
+  resolved "https://registry.yarnpkg.com/@stdlib/random/-/random-0.0.12.tgz#e819c3abd602ed5559ba800dba751e49c633ff85"
+  integrity sha512-c5yND4Ahnm9Jx0I+jsKhn4Yrz10D53ALSrIe3PG1qIz3kNFcIPnmvCuNGd+3V4ch4Mbrez55Y8z/ZC5RJh4vJQ==
+  dependencies:
+    "@stdlib/array" "^0.0.x"
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/blas" "^0.0.x"
+    "@stdlib/buffer" "^0.0.x"
+    "@stdlib/cli" "^0.0.x"
+    "@stdlib/constants" "^0.0.x"
+    "@stdlib/fs" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/process" "^0.0.x"
+    "@stdlib/stats" "^0.0.x"
+    "@stdlib/streams" "^0.0.x"
+    "@stdlib/symbol" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+    debug "^2.6.9"
+    readable-stream "^2.1.4"
+
+"@stdlib/regexp@^0.0.x":
+  version "0.0.13"
+  resolved "https://registry.yarnpkg.com/@stdlib/regexp/-/regexp-0.0.13.tgz#80b98361dc7a441b47bc3fa964bb0c826759e971"
+  integrity sha512-3JT5ZIoq/1nXY+dY+QtkU8/m7oWDeekyItEEXMx9c/AOf0ph8fmvTUGMDNfUq0RetcznFe3b66kFz6Zt4XHviA==
+  dependencies:
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/stats@^0.0.13", "@stdlib/stats@^0.0.x":
+  version "0.0.13"
+  resolved "https://registry.yarnpkg.com/@stdlib/stats/-/stats-0.0.13.tgz#87c973f385379d794707c7b5196a173dba8b07e1"
+  integrity sha512-hm+t32dKbx/L7+7WlQ1o4NDEzV0J4QSnwFBCsIMIAO8+VPxTZ4FxyNERl4oKlS3hZZe4AVKjoOVhBDtgEWrS4g==
+  dependencies:
+    "@stdlib/array" "^0.0.x"
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/blas" "^0.0.x"
+    "@stdlib/constants" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/ndarray" "^0.0.x"
+    "@stdlib/random" "^0.0.x"
+    "@stdlib/string" "^0.0.x"
+    "@stdlib/symbol" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/streams@^0.0.x":
+  version "0.0.12"
+  resolved "https://registry.yarnpkg.com/@stdlib/streams/-/streams-0.0.12.tgz#07f5ceae5852590afad8e1cb7ce94174becc8739"
+  integrity sha512-YLUlXwjJNknHp92IkJUdvn5jEQjDckpawKhDLLCoxyh3h5V+w/8+61SH7TMTfKx5lBxKJ8vvtchZh90mIJOAjQ==
+  dependencies:
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/buffer" "^0.0.x"
+    "@stdlib/cli" "^0.0.x"
+    "@stdlib/fs" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+    debug "^2.6.9"
+    readable-stream "^2.1.4"
+
+"@stdlib/strided@^0.0.x":
+  version "0.0.12"
+  resolved "https://registry.yarnpkg.com/@stdlib/strided/-/strided-0.0.12.tgz#86ac48e660cb7f64a45cf07e80cbbfe58be21ae1"
+  integrity sha512-1NINP+Y7IJht34iri/bYLY7TVxrip51f6Z3qWxGHUCH33kvk5H5QqV+RsmFEGbbyoGtdeHrT2O+xA+7R2e3SNg==
+  dependencies:
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/ndarray" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/string@^0.0.x":
+  version "0.0.13"
+  resolved "https://registry.yarnpkg.com/@stdlib/string/-/string-0.0.13.tgz#37457ca49e8d1dff0e523c68f5673c655c79eb2d"
+  integrity sha512-nGMHi7Qk9LBW0+Y+e3pSePQEBqyWH7+7DjFR1APcbsYccJE0p4aCaQdhPhx9Tp7j3uRGBmqPFek8wpcvIuC+CQ==
+  dependencies:
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/cli" "^0.0.x"
+    "@stdlib/constants" "^0.0.x"
+    "@stdlib/fs" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/nlp" "^0.0.x"
+    "@stdlib/process" "^0.0.x"
+    "@stdlib/regexp" "^0.0.x"
+    "@stdlib/streams" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/symbol@^0.0.x":
+  version "0.0.12"
+  resolved "https://registry.yarnpkg.com/@stdlib/symbol/-/symbol-0.0.12.tgz#b9f396b0bf269c2985bb7fe99810a8e26d7288c3"
+  integrity sha512-2IDhpzWVGeLHgsvIsX12RXvf78r7xBkc4QLoRUv3k7Cp61BisR1Ym1p0Tq9PbxT8fknlvLToh9n5RpmESi2d4w==
+  dependencies:
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/time@^0.0.x":
+  version "0.0.14"
+  resolved "https://registry.yarnpkg.com/@stdlib/time/-/time-0.0.14.tgz#ea6daa438b1d3b019b99f5091117ee4bcef55d60"
+  integrity sha512-1gMFCQTabMVIgww+k4g8HHHIhyy1tIlvwT8mC0BHW7Q7TzDAgobwL0bvor+lwvCb5LlDAvNQEpaRgVT99QWGeQ==
+  dependencies:
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/cli" "^0.0.x"
+    "@stdlib/constants" "^0.0.x"
+    "@stdlib/fs" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/string" "^0.0.x"
+    "@stdlib/utils" "^0.0.x"
+
+"@stdlib/types@^0.0.x":
+  version "0.0.14"
+  resolved "https://registry.yarnpkg.com/@stdlib/types/-/types-0.0.14.tgz#02d3aab7a9bfaeb86e34ab749772ea22f7b2f7e0"
+  integrity sha512-AP3EI9/il/xkwUazcoY+SbjtxHRrheXgSbWZdEGD+rWpEgj6n2i63hp6hTOpAB5NipE0tJwinQlDGOuQ1lCaCw==
+
+"@stdlib/utils@^0.0.x":
+  version "0.0.12"
+  resolved "https://registry.yarnpkg.com/@stdlib/utils/-/utils-0.0.12.tgz#670de5a7b253f04f11a4cba38f790e82393bcb46"
+  integrity sha512-+JhFpl6l7RSq/xGnbWRQ5dAL90h9ONj8MViqlb7teBZFtePZLMwoRA1wssypFcJ8SFMRWQn7lPmpYVUkGwRSOg==
+  dependencies:
+    "@stdlib/array" "^0.0.x"
+    "@stdlib/assert" "^0.0.x"
+    "@stdlib/blas" "^0.0.x"
+    "@stdlib/buffer" "^0.0.x"
+    "@stdlib/cli" "^0.0.x"
+    "@stdlib/constants" "^0.0.x"
+    "@stdlib/fs" "^0.0.x"
+    "@stdlib/math" "^0.0.x"
+    "@stdlib/os" "^0.0.x"
+    "@stdlib/process" "^0.0.x"
+    "@stdlib/random" "^0.0.x"
+    "@stdlib/regexp" "^0.0.x"
+    "@stdlib/streams" "^0.0.x"
+    "@stdlib/string" "^0.0.x"
+    "@stdlib/symbol" "^0.0.x"
+    "@stdlib/time" "^0.0.x"
+    "@stdlib/types" "^0.0.x"
+    debug "^2.6.9"
+
 "@storybook/addon-actions@6.4.22", "@storybook/addon-actions@^6.4.22":
  version "6.4.22"
  resolved "https://registry.yarnpkg.com/@storybook/addon-actions/-/addon-actions-6.4.22.tgz#ec1b4332e76a8021dc0a1375dfd71a0760457588"
@ -4038,10 +4367,10 @@
    "@types/node" "*"
    form-data "^3.0.0"

-"@types/node@*", "@types/node@^17.0.32", "@types/node@^17.0.5":
-  version "17.0.32"
-  resolved "https://registry.yarnpkg.com/@types/node/-/node-17.0.32.tgz#51d59d7a90ef2d0ae961791e0900cad2393a0149"
-  integrity sha512-eAIcfAvhf/BkHcf4pkLJ7ECpBAhh9kcxRBpip9cTiO+hf+aJrsxYxBeS6OXvOd9WqNAJmavXVpZvY1rBjNsXmw==
+"@types/node@*", "@types/node@^17.0.33", "@types/node@^17.0.5":
+  version "17.0.33"
+  resolved "https://registry.yarnpkg.com/@types/node/-/node-17.0.33.tgz#3c1879b276dc63e73030bb91165e62a4509cd506"
+  integrity sha512-miWq2m2FiQZmaHfdZNcbpp9PuXg34W5JZ5CrJ/BaS70VuhoJENBEQybeiYSaPBRNq6KQGnjfEnc/F3PN++D+XQ==

 "@types/node@^14.0.10":
  version "14.18.16"
@ -4108,10 +4437,10 @@
  resolved "https://registry.yarnpkg.com/@types/range-parser/-/range-parser-1.2.4.tgz#cd667bcfdd025213aafb7ca5915a932590acdcdc"
  integrity sha512-EEhsLsD6UsDM1yFhAvy0Cjr6VwmpMWqFBCb9w07wVugF7w9nfajxLuVmngTIpgS6svCnm6Vaw+MZhoDCKnOfsw==

-"@types/react-dom@^18.0.0", "@types/react-dom@^18.0.2":
-  version "18.0.3"
-  resolved "https://registry.yarnpkg.com/@types/react-dom/-/react-dom-18.0.3.tgz#a022ea08c75a476fe5e96b675c3e673363853831"
-  integrity sha512-1RRW9kst+67gveJRYPxGmVy8eVJ05O43hg77G2j5m76/RFJtMbcfAs2viQ2UNsvvDg8F7OfQZx8qQcl6ymygaQ==
+"@types/react-dom@^18.0.0", "@types/react-dom@^18.0.4":
+  version "18.0.4"
+  resolved "https://registry.yarnpkg.com/@types/react-dom/-/react-dom-18.0.4.tgz#dcbcadb277bcf6c411ceff70069424c57797d375"
+  integrity sha512-FgTtbqPOCI3dzZPZoC2T/sx3L34qxy99ITWn4eoSA95qPyXDMH0ALoAqUp49ITniiJFsXUVBtalh/KffMpg21Q==
  dependencies:
    "@types/react" "*"

@ -13678,10 +14007,10 @@ pretty-time@^1.1.0:
  resolved "https://registry.yarnpkg.com/pretty-time/-/pretty-time-1.1.0.tgz#ffb7429afabb8535c346a34e41873adf3d74dd0e"
  integrity sha512-28iF6xPQrP8Oa6uxE6a1biz+lWeTOAPKggvjB8HAs6nVMKZwf5bG++632Dx614hIWgUPkgivRfG+a8uAXGTIbA==

-prism-react-renderer@^1.2.1, prism-react-renderer@^1.3.1:
-  version "1.3.1"
-  resolved "https://registry.yarnpkg.com/prism-react-renderer/-/prism-react-renderer-1.3.1.tgz#88fc9d0df6bed06ca2b9097421349f8c2f24e30d"
-  integrity sha512-xUeDMEz074d0zc5y6rxiMp/dlC7C+5IDDlaEUlcBOFE2wddz7hz5PNupb087mPwTt7T9BrFmewObfCBuf/LKwQ==
+prism-react-renderer@^1.3.1, prism-react-renderer@^1.3.3:
+  version "1.3.3"
+  resolved "https://registry.yarnpkg.com/prism-react-renderer/-/prism-react-renderer-1.3.3.tgz#9b5a4211a6756eee3c96fee9a05733abc0b0805c"
+  integrity sha512-Viur/7tBTCH2HmYzwCHmt2rEFn+rdIWNIINXyg0StiISbDiIhHKhrFuEK8eMkKgvsIYSjgGqy/hNyucHp6FpoQ==

 prismjs@^1.21.0, prismjs@^1.28.0:
  version "1.28.0"
@ -14375,7 +14704,7 @@ read-pkg@^5.2.0:
    parse-json "^5.0.0"
    type-fest "^0.6.0"

-"readable-stream@1 || 2", readable-stream@^2.0.0, readable-stream@^2.0.1, readable-stream@^2.0.2, readable-stream@^2.1.5, readable-stream@^2.2.2, readable-stream@^2.3.3, readable-stream@^2.3.6, readable-stream@~2.3.6:
+"readable-stream@1 || 2", readable-stream@^2.0.0, readable-stream@^2.0.1, readable-stream@^2.0.2, readable-stream@^2.1.4, readable-stream@^2.1.5, readable-stream@^2.2.2, readable-stream@^2.3.3, readable-stream@^2.3.6, readable-stream@~2.3.6:
  version "2.3.7"
  resolved "https://registry.yarnpkg.com/readable-stream/-/readable-stream-2.3.7.tgz#1eca1cf711aef814c04f62252a36a62f6cb23b57"
  integrity sha512-Ebho8K4jIbHAxnuxi7o42OrZgF/ZTNcsZj6nRKyUmkhLFq8CHItp/fy6hQZuZmP/n3yZ9VBUbp4zz/mX8hmYPw==