Merged with develop
This commit is contained in:
Ozzie Gooen
commit
1cca9bde38
20
examples/decay.squiggle
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20
examples/decay.squiggle
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|
|
@ -0,0 +1,20 @@
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# The following code was provided by Nuño Sempere, it comes directly from the post https://www.lesswrong.com/s/rDe8QE5NvXcZYzgZ3/p/j8o6sgRerE3tqNWdj
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## Initial setup
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yearly_probability_max = 0.95
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yearly_probability_min = 0.66
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period_probability_function(epsilon, yearly_probability) = 1 - (1 - yearly_probability) ^ (1 / epsilon)
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probability_decayed(t, time_periods, period_probability) = 1 - (1 - period_probability) ^ (time_periods - t)
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## Monthly decomposition
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months_in_a_year=12
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monthly_probability_min = period_probability_function(months_in_a_year, yearly_probability_min)
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monthly_probability_max = period_probability_function(months_in_a_year, yearly_probability_max)
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probability_decayed_monthly_min(t) = probability_decayed(t, months_in_a_year, monthly_probability_min)
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probability_decayed_monthly_max(t) = probability_decayed(t, months_in_a_year, monthly_probability_max)
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probability_decayed_monthly(t) = probability_decayed_monthly_min(t) to probability_decayed_monthly_max(t)
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probability_decayed_monthly
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## probability_decayed_monthly(6)
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## mean(probability_decayed_monthly(6))
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38
examples/givedirectly.squiggle
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38
examples/givedirectly.squiggle
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|
@ -0,0 +1,38 @@
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# This is a cost effectiveness analysis of givedirectly, originally done by givewell, and translated into Squiggle by Sam Nolan
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donation_size = 10000
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proportion_of_funding_available = beta(10, 2)
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total_funding_available = donation_size * proportion_of_funding_available
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household_size = 3.7 to 5.7
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size_of_transfer = 800 to 1200
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size_of_transfer_per_person = size_of_transfer / household_size
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portion_invested = 0.3 to 0.5
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amount_invested = portion_invested * size_of_transfer_per_person
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amount_consumed = (1 - portion_invested) * size_of_transfer_per_person
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return_on_investment = 0.08 to 0.12
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increase_in_consumption_from_investments = return_on_investment * amount_invested
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baseline_consumption = 200 to 350
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log_increase_in_consumption = log(amount_consumed + baseline_consumption) + log(baseline_consumption)
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log_increase_in_consumption_from_investment = log(increase_in_consumption_from_investments + baseline_consumption) + log(baseline_consumption)
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investment_duration = 8 to 12
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discount_rate = beta(1.004, 20)
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present_value_excluding_last_year = log_increase_in_consumption_from_investment * (1 - (1 + discount_rate) ^ (-investment_duration)) / (log(1 + discount_rate))
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percent_of_investment_returned = 0.15 to 0.25
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pv_consumption_last_year = (log(baseline_consumption + amount_invested * (return_on_investment + percent_of_investment_returned)) - log(baseline_consumption)) / (1 + discount_rate)^investment_duration
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total_pv_of_cash_transfer = pv_consumption_last_year + present_value_excluding_last_year + log_increase_in_consumption
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discount_negative_spoiler = 0.03 to 0.07
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value_discounting_spoiler = discount_negative_spoiler * total_pv_of_cash_transfer
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consumption_increase_per_household = value_discounting_spoiler * household_size
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amount_of_transfers_made = total_funding_available / size_of_transfer
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total_increase_in_ln_consumption = amount_of_transfers_made * consumption_increase_per_household
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total_increase_in_ln_consumption
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3
examples/wholenumberassignmentevaluation.squiggle
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3
examples/wholenumberassignmentevaluation.squiggle
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|
|
@ -0,0 +1,3 @@
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xY1 = 99
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aBa3 = xY1 * 2 + 1
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aBa3 * xY1 + aBa3
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|
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@ -1,41 +0,0 @@
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open Jest
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open TestHelpers
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describe("Continuous and discrete splits", () => {
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makeTest(
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"splits (1)",
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SampleSetDist_ToPointSet.Internals.T.splitContinuousAndDiscrete([1.432, 1.33455, 2.0]),
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([1.432, 1.33455, 2.0], E.FloatFloatMap.empty()),
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)
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makeTest(
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"splits (2)",
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SampleSetDist_ToPointSet.Internals.T.splitContinuousAndDiscrete([
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1.432,
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1.33455,
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2.0,
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2.0,
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2.0,
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2.0,
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]) |> (((c, disc)) => (c, disc |> E.FloatFloatMap.toArray)),
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([1.432, 1.33455], [(2.0, 4.0)]),
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)
|
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|
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let makeDuplicatedArray = count => {
|
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let arr = Belt.Array.range(1, count) |> E.A.fmap(float_of_int)
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let sorted = arr |> Belt.SortArray.stableSortBy(_, compare)
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E.A.concatMany([sorted, sorted, sorted, sorted]) |> Belt.SortArray.stableSortBy(_, compare)
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||||
}
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|
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let (_, discrete1) = SampleSetDist_ToPointSet.Internals.T.splitContinuousAndDiscrete(
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makeDuplicatedArray(10),
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)
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let toArr1 = discrete1 |> E.FloatFloatMap.toArray
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makeTest("splitMedium at count=10", toArr1 |> Belt.Array.length, 10)
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||||
|
||||
let (_c, discrete2) = SampleSetDist_ToPointSet.Internals.T.splitContinuousAndDiscrete(
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makeDuplicatedArray(500),
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||||
)
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let toArr2 = discrete2 |> E.FloatFloatMap.toArray
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makeTest("splitMedium at count=500", toArr2 |> Belt.Array.length, 500)
|
||||
// makeTest("foo", [] |> Belt.Array.length, 500)
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})
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||||
|
|
@ -0,0 +1,48 @@
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open Jest
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open TestHelpers
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|
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let prepareInputs = (ar, minWeight) =>
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E.A.Floats.Sorted.splitContinuousAndDiscreteForMinWeight(ar, ~minDiscreteWeight=minWeight) |> (
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((c, disc)) => (c, disc |> E.FloatFloatMap.toArray)
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||||
)
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|
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describe("Continuous and discrete splits", () => {
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makeTest(
|
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"is empty, with no common elements",
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prepareInputs([1.432, 1.33455, 2.0], 2),
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([1.33455, 1.432, 2.0], []),
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||||
)
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|
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makeTest(
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"only stores 3.5 as discrete when minWeight is 3",
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prepareInputs([1.432, 1.33455, 2.0, 2.0, 3.5, 3.5, 3.5], 3),
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([1.33455, 1.432, 2.0, 2.0], [(3.5, 3.0)]),
|
||||
)
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||||
|
||||
makeTest(
|
||||
"doesn't store 3.5 as discrete when minWeight is 5",
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||||
prepareInputs([1.432, 1.33455, 2.0, 2.0, 3.5, 3.5, 3.5], 5),
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||||
([1.33455, 1.432, 2.0, 2.0, 3.5, 3.5, 3.5], []),
|
||||
)
|
||||
|
||||
let makeDuplicatedArray = count => {
|
||||
let arr = Belt.Array.range(1, count) |> E.A.fmap(float_of_int)
|
||||
let sorted = arr |> Belt.SortArray.stableSortBy(_, compare)
|
||||
E.A.concatMany([sorted, sorted, sorted, sorted]) |> Belt.SortArray.stableSortBy(_, compare)
|
||||
}
|
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|
||||
let (_, discrete1) = E.A.Floats.Sorted.splitContinuousAndDiscreteForMinWeight(
|
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makeDuplicatedArray(10),
|
||||
~minDiscreteWeight=2,
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||||
)
|
||||
let toArr1 = discrete1 |> E.FloatFloatMap.toArray
|
||||
makeTest("splitMedium at count=10", toArr1 |> Belt.Array.length, 10)
|
||||
|
||||
let (_c, discrete2) = E.A.Floats.Sorted.splitContinuousAndDiscreteForMinWeight(
|
||||
makeDuplicatedArray(500),
|
||||
~minDiscreteWeight=2,
|
||||
)
|
||||
let toArr2 = discrete2 |> E.FloatFloatMap.toArray
|
||||
makeTest("splitMedium at count=500", toArr2 |> Belt.Array.length, 500)
|
||||
// makeTest("foo", [] |> Belt.Array.length, 500)
|
||||
})
|
||||
|
|
@ -45,7 +45,7 @@
|
|||
"@types/jest": "^27.4.0",
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||||
"babel-plugin-transform-es2015-modules-commonjs": "^6.26.2",
|
||||
"bisect_ppx": "^2.7.1",
|
||||
"chalk": "^4.1.2",
|
||||
"chalk": "^5.0.1",
|
||||
"codecov": "3.8.3",
|
||||
"fast-check": "2.25.0",
|
||||
"gentype": "^4.3.0",
|
||||
|
|
|
|||
|
|
@ -6,6 +6,24 @@ type toSampleSetFn = t => result<SampleSetDist.t, error>
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|||
type scaleMultiplyFn = (t, float) => result<t, error>
|
||||
type pointwiseAddFn = (t, t) => result<t, error>
|
||||
|
||||
let isPointSet = (t: t) =>
|
||||
switch t {
|
||||
| PointSet(_) => true
|
||||
| _ => false
|
||||
}
|
||||
|
||||
let isSampleSetSet = (t: t) =>
|
||||
switch t {
|
||||
| SampleSet(_) => true
|
||||
| _ => false
|
||||
}
|
||||
|
||||
let isSymbolic = (t: t) =>
|
||||
switch t {
|
||||
| Symbolic(_) => true
|
||||
| _ => false
|
||||
}
|
||||
|
||||
let sampleN = (t: t, n) =>
|
||||
switch t {
|
||||
| PointSet(r) => PointSetDist.sampleNRendered(n, r)
|
||||
|
|
@ -248,20 +266,24 @@ module AlgebraicCombination = {
|
|||
| _ => MagicNumbers.OpCost.wildcardCost
|
||||
}
|
||||
|
||||
let hasSampleSetDist = (t1: t, t2: t): bool => isSampleSetSet(t1) || isSampleSetSet(t2)
|
||||
|
||||
let convolutionIsFasterThanMonteCarlo = (t1: t, t2: t): bool =>
|
||||
expectedConvolutionCost(t1) * expectedConvolutionCost(t2) < MagicNumbers.OpCost.monteCarloCost
|
||||
|
||||
let preferConvolutionToMonteCarlo = (t1, t2, arithmeticOperation) => {
|
||||
!hasSampleSetDist(t1, t2) &&
|
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Operation.Convolution.canDoAlgebraicOperation(arithmeticOperation) &&
|
||||
convolutionIsFasterThanMonteCarlo(t1, t2)
|
||||
}
|
||||
|
||||
let run = (~t1: t, ~t2: t, ~arithmeticOperation): specificStrategy => {
|
||||
switch StrategyCallOnValidatedInputs.symbolic(arithmeticOperation, t1, t2) {
|
||||
| #AnalyticalSolution(_)
|
||||
| #Error(_) =>
|
||||
#AsSymbolic
|
||||
| #NoSolution =>
|
||||
if Operation.Convolution.canDoAlgebraicOperation(arithmeticOperation) {
|
||||
expectedConvolutionCost(t1) * expectedConvolutionCost(t2) >
|
||||
MagicNumbers.OpCost.monteCarloCost
|
||||
? #AsMonteCarlo
|
||||
: #AsConvolution
|
||||
} else {
|
||||
#AsMonteCarlo
|
||||
}
|
||||
preferConvolutionToMonteCarlo(t1, t2, arithmeticOperation) ? #AsConvolution : #AsMonteCarlo
|
||||
}
|
||||
}
|
||||
}
|
||||
|
|
|
|||
|
|
@ -69,3 +69,6 @@ let mixture: (
|
|||
~scaleMultiplyFn: scaleMultiplyFn,
|
||||
~pointwiseAddFn: pointwiseAddFn,
|
||||
) => result<t, error>
|
||||
|
||||
let isSymbolic: t => bool
|
||||
let isPointSet: t => bool
|
||||
|
|
|
|||
|
|
@ -39,28 +39,6 @@ module Internals = {
|
|||
module T = {
|
||||
type t = array<float>
|
||||
|
||||
let splitContinuousAndDiscrete = (sortedArray: t) => {
|
||||
let continuous = []
|
||||
let discrete = E.FloatFloatMap.empty()
|
||||
Belt.Array.forEachWithIndex(sortedArray, (index, element) => {
|
||||
let maxIndex = (sortedArray |> Array.length) - 1
|
||||
let possiblySimilarElements = switch index {
|
||||
| 0 => [index + 1]
|
||||
| n if n == maxIndex => [index - 1]
|
||||
| _ => [index - 1, index + 1]
|
||||
} |> Belt.Array.map(_, r => sortedArray[r])
|
||||
let hasSimilarElement = Belt.Array.some(possiblySimilarElements, r => r == element)
|
||||
hasSimilarElement
|
||||
? E.FloatFloatMap.increment(element, discrete)
|
||||
: {
|
||||
let _ = Js.Array.push(element, continuous)
|
||||
}
|
||||
|
||||
()
|
||||
})
|
||||
(continuous, discrete)
|
||||
}
|
||||
|
||||
let xWidthToUnitWidth = (samples, outputXYPoints, xWidth) => {
|
||||
let xyPointRange = E.A.Sorted.range(samples) |> E.O.default(0.0)
|
||||
let xyPointWidth = xyPointRange /. float_of_int(outputXYPoints)
|
||||
|
|
@ -85,7 +63,11 @@ let toPointSetDist = (
|
|||
(),
|
||||
): Internals.Types.outputs => {
|
||||
Array.fast_sort(compare, samples)
|
||||
let (continuousPart, discretePart) = E.A.Sorted.split(samples)
|
||||
let minDiscreteToKeep = MagicNumbers.ToPointSet.minDiscreteToKeep(samples)
|
||||
let (continuousPart, discretePart) = E.A.Floats.Sorted.splitContinuousAndDiscreteForMinWeight(
|
||||
samples,
|
||||
~minDiscreteWeight=minDiscreteToKeep,
|
||||
)
|
||||
let length = samples |> E.A.length |> float_of_int
|
||||
let discrete: PointSetTypes.discreteShape =
|
||||
discretePart
|
||||
|
|
|
|||
|
|
@ -22,3 +22,16 @@ module OpCost = {
|
|||
let wildcardCost = 1000
|
||||
let monteCarloCost = Environment.defaultSampleCount
|
||||
}
|
||||
|
||||
module ToPointSet = {
|
||||
/*
|
||||
This function chooses the minimum amount of duplicate samples that need
|
||||
to exist in order for this to be considered discrete. The tricky thing
|
||||
is that there are some operations that create duplicate continuous samples,
|
||||
so we can't guarantee that these only will occur because the fundamental
|
||||
structure is meant to be discrete. I chose this heuristic because I think
|
||||
it would strike a reasonable trade-off, but I’m really unsure what’s
|
||||
best right now.
|
||||
*/
|
||||
let minDiscreteToKeep = samples => max(20, E.A.length(samples) / 50)
|
||||
}
|
||||
|
|
|
|||
|
|
@ -8,7 +8,7 @@ module FloatFloatMap = {
|
|||
type t = Belt.MutableMap.t<Id.t, float, Id.identity>
|
||||
|
||||
let fromArray = (ar: array<(float, float)>) => Belt.MutableMap.fromArray(ar, ~id=module(Id))
|
||||
let toArray = (t: t) => Belt.MutableMap.toArray(t)
|
||||
let toArray = (t: t): array<(float, float)> => Belt.MutableMap.toArray(t)
|
||||
let empty = () => Belt.MutableMap.make(~id=module(Id))
|
||||
let increment = (el, t: t) =>
|
||||
Belt.MutableMap.update(t, el, x =>
|
||||
|
|
@ -20,6 +20,10 @@ module FloatFloatMap = {
|
|||
|
||||
let get = (el, t: t) => Belt.MutableMap.get(t, el)
|
||||
let fmap = (fn, t: t) => Belt.MutableMap.map(t, fn)
|
||||
let partition = (fn, t: t) => {
|
||||
let (match, noMatch) = Belt.Array.partition(toArray(t), fn)
|
||||
(fromArray(match), fromArray(noMatch))
|
||||
}
|
||||
}
|
||||
|
||||
module Int = {
|
||||
|
|
@ -553,18 +557,22 @@ module A = {
|
|||
let makeIncrementalDown = (a, b) =>
|
||||
Array.make(a - b + 1, a) |> Array.mapi((i, c) => c - i) |> Belt.Array.map(_, float_of_int)
|
||||
|
||||
let split = (sortedArray: array<float>) => {
|
||||
let continuous = []
|
||||
/*
|
||||
This function goes through a sorted array and divides it into two different clusters:
|
||||
continuous samples and discrete samples. The discrete samples are stored in a mutable map.
|
||||
Samples are thought to be discrete if they have any duplicates.
|
||||
*/
|
||||
let _splitContinuousAndDiscreteForDuplicates = (sortedArray: array<float>) => {
|
||||
let continuous: array<float> = []
|
||||
let discrete = FloatFloatMap.empty()
|
||||
Belt.Array.forEachWithIndex(sortedArray, (_, element) => {
|
||||
// let maxIndex = (sortedArray |> Array.length) - 1
|
||||
// let possiblySimilarElements = switch index {
|
||||
// | 0 => [index + 1]
|
||||
// | n if n == maxIndex => [index - 1]
|
||||
// | _ => [index - 1, index + 1]
|
||||
// } |> Belt.Array.map(_, r => sortedArray[r])
|
||||
// let hasSimilarElement = Belt.Array.some(possiblySimilarElements, r => r == element)
|
||||
let hasSimilarElement = false
|
||||
Belt.Array.forEachWithIndex(sortedArray, (index, element) => {
|
||||
let maxIndex = (sortedArray |> Array.length) - 1
|
||||
let possiblySimilarElements = switch index {
|
||||
| 0 => [index + 1]
|
||||
| n if n == maxIndex => [index - 1]
|
||||
| _ => [index - 1, index + 1]
|
||||
} |> Belt.Array.map(_, r => sortedArray[r])
|
||||
let hasSimilarElement = Belt.Array.some(possiblySimilarElements, r => r == element)
|
||||
hasSimilarElement
|
||||
? FloatFloatMap.increment(element, discrete)
|
||||
: {
|
||||
|
|
@ -576,6 +584,32 @@ module A = {
|
|||
|
||||
(continuous, discrete)
|
||||
}
|
||||
|
||||
/*
|
||||
This function works very similarly to splitContinuousAndDiscreteForDuplicates. The one major difference
|
||||
is that you can specify a minDiscreteWeight. If the min discreet weight is 4, that would mean that
|
||||
at least four elements needed from a specific value for that to be kept as discrete. This is important
|
||||
because in some cases, we can expect that some common elements will be generated by regular operations.
|
||||
The final continous array will be sorted.
|
||||
*/
|
||||
let splitContinuousAndDiscreteForMinWeight = (
|
||||
sortedArray: array<float>,
|
||||
~minDiscreteWeight: int,
|
||||
) => {
|
||||
let (continuous, discrete) = _splitContinuousAndDiscreteForDuplicates(sortedArray)
|
||||
let keepFn = v => Belt.Float.toInt(v) >= minDiscreteWeight
|
||||
let (discreteToKeep, discreteToIntegrate) = FloatFloatMap.partition(
|
||||
((_, v)) => keepFn(v),
|
||||
discrete,
|
||||
)
|
||||
let newContinousSamples =
|
||||
discreteToIntegrate->FloatFloatMap.toArray
|
||||
|> fmap(((k, v)) => Belt.Array.makeBy(Belt.Float.toInt(v), _ => k))
|
||||
|> Belt.Array.concatMany
|
||||
let newContinuous = concat(continuous, newContinousSamples)
|
||||
newContinuous |> Array.fast_sort(floatCompare)
|
||||
(newContinuous, discreteToKeep)
|
||||
}
|
||||
}
|
||||
}
|
||||
module Sorted = Floats.Sorted
|
||||
|
|
|
|||
7
packages/website/docs/Discussions/Gallery.md
Normal file
7
packages/website/docs/Discussions/Gallery.md
Normal file
|
|
@ -0,0 +1,7 @@
|
|||
---
|
||||
sidebar_position: 6
|
||||
title: Gallery
|
||||
---
|
||||
|
||||
- [Adjusting probabilities for the passage of time](https://www.lesswrong.com/s/rDe8QE5NvXcZYzgZ3/p/j8o6sgRerE3tqNWdj) by Nuño Sempere
|
||||
- [GiveWell's GiveDirectly cost effectiveness analysis](https://observablehq.com/@hazelfire/givewells-givedirectly-cost-effectiveness-analysis) by Sam Nolan
|
||||
|
|
@ -1,12 +1,10 @@
|
|||
---
|
||||
sidebar_position: 5
|
||||
title: Three Formats of Distributions
|
||||
author: Ozzie Gooen
|
||||
date: 02-19-2022
|
||||
---
|
||||
|
||||
# Three Formats of Distributions
|
||||
|
||||
_Author: Ozzie Gooen_
|
||||
_Written on: Feb 19, 2022_
|
||||
|
||||
Probability distributions have several subtle possible formats. Three important ones that we deal with in Squiggle are symbolic, sample set, and graph formats.
|
||||
|
||||
_Symbolic_ formats are just the math equations. `normal(5,3)` is the symbolic representation of a normal distribution.
|
||||
|
|
@ -1,39 +1,53 @@
|
|||
---
|
||||
sidebar_position: 2
|
||||
title: Language Basics
|
||||
---
|
||||
|
||||
import { SquiggleEditor } from "../../src/components/SquiggleEditor";
|
||||
|
||||
# Squiggle Language
|
||||
## Expressions
|
||||
|
||||
The squiggle language has a very simple syntax. The best way to get to understand
|
||||
it is by simply looking at examples.
|
||||
A distribution
|
||||
|
||||
## Basic Language
|
||||
<SquiggleEditor initialSquiggleString={`mixture(1 to 2, 3, [0.3, 0.7])`} />
|
||||
|
||||
As an example:
|
||||
A number
|
||||
|
||||
<SquiggleEditor initialSquiggleString="4.321e-3" />
|
||||
|
||||
Arrays
|
||||
|
||||
<SquiggleEditor
|
||||
initialSquiggleString={`[beta(1,10), 4, isNormalized(toSampleSet(1 to 2))]`}
|
||||
/>
|
||||
|
||||
Records
|
||||
|
||||
<SquiggleEditor
|
||||
initialSquiggleString={`d = {dist: triangular(0, 1, 2), weight: 0.25}
|
||||
d.dist`}
|
||||
/>
|
||||
|
||||
## Statements
|
||||
|
||||
A statement assigns expressions to names. It looks like `<symbol> = <expression>`
|
||||
|
||||
<SquiggleEditor
|
||||
initialSquiggleString={`value_of_work = 10 to 70
|
||||
value_of_work`}
|
||||
5 + value_of_work / 75`}
|
||||
/>
|
||||
|
||||
Squiggle can declare variables (`value_of_work = 10 to 70`) and declare exports
|
||||
(the lone `value_of_work` line). Variables can be used later in a squiggle program
|
||||
and even in other notebooks!
|
||||
### Functions
|
||||
|
||||
An export is rendered to the output view so you can see your result.
|
||||
|
||||
the exports can be expressions, such as:
|
||||
|
||||
<SquiggleEditor initialSquiggleString="normal(0,1)" />
|
||||
|
||||
## Functions
|
||||
|
||||
Squiggle supports functions, including the rendering of functions:
|
||||
We can define functions
|
||||
|
||||
<SquiggleEditor
|
||||
initialSquiggleString={`ozzie_estimate(t) = lognormal({mean: 3 + (t+.1)^2.5, stdev: 8})
|
||||
ozzie_estimate
|
||||
`}
|
||||
initialSquiggleString={`ozzie_estimate(t) = lognormal(1, t ^ 1.01)
|
||||
nuño_estimate(t, m) = mixture(0.5 to 2, normal(m, t ^ 1.25))
|
||||
ozzie_estimate(5) * nuño_estimate(5.01, 1)`}
|
||||
/>
|
||||
|
||||
## See more
|
||||
|
||||
- [Functions reference](https://squiggle-language.com/docs/Features/Functions)
|
||||
- [Gallery](https://squiggle-language.com/docs/Discussions/Gallery)
|
||||
|
|
|
|||
|
|
@ -1,13 +1,12 @@
|
|||
---
|
||||
sidebar_position: 3
|
||||
title: Node Packages
|
||||
---
|
||||
|
||||
# Javascript Libraries
|
||||
|
||||
There are two JavaScript packages currently available for Squiggle:
|
||||
|
||||
- [`@quri/squiggle-lang`](https://www.npmjs.com/package/@quri/squiggle-lang)
|
||||
- [`@quri/squiggle-components`](https://www.npmjs.com/package/@quri/squiggle-components)
|
||||
- [`@quri/squiggle-lang`](https://www.npmjs.com/package/@quri/squiggle-lang) 
|
||||
- [`@quri/squiggle-components`](https://www.npmjs.com/package/@quri/squiggle-components) 
|
||||
|
||||
Types are available for both packages.
|
||||
|
||||
|
|
@ -23,8 +22,8 @@ argument allows you to pass an environment previously created by another `run`
|
|||
call. Passing this environment will mean that all previously declared variables
|
||||
in the previous environment will be made available.
|
||||
|
||||
The return type of `run` is a bit complicated, and comes from auto generated js
|
||||
code that comes from rescript. I highly recommend using typescript when using
|
||||
The return type of `run` is a bit complicated, and comes from auto generated `js`
|
||||
code that comes from rescript. We highly recommend using typescript when using
|
||||
this library to help navigate the return type.
|
||||
|
||||
## Squiggle Components
|
||||
|
|
@ -1,6 +1,9 @@
|
|||
# Processing confidence intervals
|
||||
---
|
||||
title: Processing Confidence Intervals
|
||||
author: Nuño Sempere
|
||||
---
|
||||
|
||||
This page explains what we are doing when we take a 95% confidence interval, and we get a mean and a standard deviation from it
|
||||
This page explains what we are doing when we take a 90% confidence interval, and we get a mean and a standard deviation from it.
|
||||
|
||||
## For normals
|
||||
|
||||
|
|
@ -19,10 +22,7 @@ module Normal = {
|
|||
We know that for a normal with mean $\mu$ and standard deviation $\sigma$,
|
||||
|
||||
$$
|
||||
|
||||
a \cdot Normal(\mu, \sigma) = Normal(a\cdot \mu, |a|\cdot \sigma)
|
||||
|
||||
|
||||
a \cdot Normal(\mu, \sigma) = Normal(a \cdot \mu, |a| \cdot \sigma)
|
||||
$$
|
||||
|
||||
We can now look at the inverse cdf of a $Normal(0,1)$. We find that the 95% point is reached at $1.6448536269514722$. ([source](https://stackoverflow.com/questions/20626994/how-to-calculate-the-inverse-of-the-normal-cumulative-distribution-function-in-p)) This means that the 90% confidence interval is $[-1.6448536269514722, 1.6448536269514722]$, which has a width of $2 \cdot 1.6448536269514722$.
|
||||
|
|
@ -30,3 +30,5 @@ We can now look at the inverse cdf of a $Normal(0,1)$. We find that the 95% poin
|
|||
So then, if we take a $Normal(0,1)$ and we multiply it by $\frac{(high -. low)}{(2. *. 1.6448536269514722)}$, it's 90% confidence interval will be multiplied by the same amount. Then we just have to shift it by the mean to get our target normal.
|
||||
|
||||
## For lognormals
|
||||
|
||||
TODO
|
||||
|
|
@ -1,10 +1,16 @@
|
|||
---
|
||||
sidebar_position: 1
|
||||
title: Introduction
|
||||
---
|
||||
|
||||
# Squiggle
|
||||
Squiggle is an _estimation language_, and a syntax for _calculating and expressing beliefs_ involving uncertainty. It has use cases in forecasting and writing evaluations.
|
||||
|
||||
Squiggle is a language for writing calculations under uncertainty. It has use
|
||||
cases in forecasting and writing better evaluations.
|
||||
## Get started
|
||||
|
||||
The best way to get started with Squiggle is to [try it out yourself](https://playground.squiggle-language.com/).
|
||||
- [Gallery](https://www.squiggle-language.com/docs/Discussions/Gallery)
|
||||
- [Squiggle playground](https://squiggle-language.com/playground)
|
||||
- [Language basics](https://www.squiggle-language.com/docs/Features/Language)
|
||||
- [Squiggle functions source of truth](https://www.squiggle-language.com/docs/Features/Functions)
|
||||
- [Known bugs](https://www.squiggle-language.com/docs/Discussions/Bugs)
|
||||
- [Original lesswrong sequence](https://www.lesswrong.com/s/rDe8QE5NvXcZYzgZ3)
|
||||
- [Author your squiggle models as Observable notebooks](https://observablehq.com/@hazelfire/squiggle)
|
||||
|
|
|
|||
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@ -1,170 +0,0 @@
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char-regex@^1.0.2:
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version "1.0.2"
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Loading…
Reference in New Issue
Block a user