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feat: add js section

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NunoSempere 2022-11-30 17:11:33 +00:00
parent 88f7736590
commit 6c997e4e2c
4 changed files with 476 additions and 0 deletions
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.gitignore vendored Normal file
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**/node_modules

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js/package.json Normal file
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{
"name": "time-to-botec",
"version": "1.0.0",
"main": "index.js",
"license": "MIT",
"dependencies": {
"@stdlib/random": "^0.0.12"
},
"type": "module"
}

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js/samples.js Normal file
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// Imports
import stdlib_normal from '@stdlib/random/base/normal/lib/main.js';
import stdlib_lognormal from '@stdlib/random/base/lognormal/lib/main.js';
// Functions
const DEFAULT_N = 10**5
function generator(f) {
let g = (a, b, n = DEFAULT_N) => {
let result = new Array(n)
for (let i = 0; i < n; i++) {
result[i] = f(a, b, n)
}
return result
}
return g
}
const sum = xs => xs.reduce((acc, x) => acc + x, 0)
const normal = generator(stdlib_normal)
const lognormal = generator(stdlib_lognormal)
const to = (low, high, n = DEFAULT_N) => {
let normal95confidencePoint = 1.6448536269514722
let logLow = Math.log(low)
let logHigh = Math.log(high)
let meanlog = (logLow + logHigh) / 2
let sdlog = (logHigh - logLow) / (2.0 * normal95confidencePoint)
return lognormal(meanlog, sdlog, n)
}
const mixture = (dists_array, weights_array, n = DEFAULT_N) => {
let normalized_weights = weights_array.map(w => w / sum(weights_array))
let cummulative_sums = Array(normalized_weights.length)
normalized_weights.reduce((acc, x, i) => {
cummulative_sums[i] = acc + x
return cummulative_sums[i]
}, 0)
const helper_probs = [...new Array(n)].map(_ => Math.random())
const results = helper_probs.map(p => {
let match_index = cummulative_sums.findIndex(x => x > p)
let target_loc = match_index == -1 ? 0 : match_index
let target_samples = dists_array[target_loc]
return target_samples[Math.floor(Math.random() * target_samples.length)];
})
return(results)
}
// Example
let p_a = 0.8
let p_b = 0.5
let p_c = p_a * p_b
let dists = [
[0], [1], to(1, 3),
to(2, 10)
]
let weights = [
(1 - p_c),
p_c / 2,
p_c / 4,
p_c / 4
]
let result = mixture(dists, weights)
let mean_result = sum(result)/result.length
console.log(mean_result)

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js/yarn.lock Normal file
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minimist@^1.2.0:
version "1.2.7"
resolved "https://registry.yarnpkg.com/minimist/-/minimist-1.2.7.tgz#daa1c4d91f507390437c6a8bc01078e7000c4d18"
integrity sha512-bzfL1YUZsP41gmu/qjrEk0Q6i2ix/cVeAhbCbqH9u3zYutS1cLg00qhrD0M2MVdCcx4Sc0UpP2eBWo9rotpq6g==
ms@2.0.0:
version "2.0.0"
resolved "https://registry.yarnpkg.com/ms/-/ms-2.0.0.tgz#5608aeadfc00be6c2901df5f9861788de0d597c8"
integrity sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A==
process-nextick-args@~2.0.0:
version "2.0.1"
resolved "https://registry.yarnpkg.com/process-nextick-args/-/process-nextick-args-2.0.1.tgz#7820d9b16120cc55ca9ae7792680ae7dba6d7fe2"
integrity sha512-3ouUOpQhtgrbOa17J7+uxOTpITYWaGP7/AhoR3+A+/1e9skrzelGi/dXzEYyvbxubEF6Wn2ypscTKiKJFFn1ag==
readable-stream@^2.1.4:
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==
dependencies:
core-util-is "~1.0.0"
inherits "~2.0.3"
isarray "~1.0.0"
process-nextick-args "~2.0.0"
safe-buffer "~5.1.1"
string_decoder "~1.1.1"
util-deprecate "~1.0.1"
safe-buffer@~5.1.0, safe-buffer@~5.1.1:
version "5.1.2"
resolved "https://registry.yarnpkg.com/safe-buffer/-/safe-buffer-5.1.2.tgz#991ec69d296e0313747d59bdfd2b745c35f8828d"
integrity sha512-Gd2UZBJDkXlY7GbJxfsE8/nvKkUEU1G38c1siN6QP6a9PT9MmHB8GnpscSmMJSoF8LOIrt8ud/wPtojys4G6+g==
string_decoder@~1.1.1:
version "1.1.1"
resolved "https://registry.yarnpkg.com/string_decoder/-/string_decoder-1.1.1.tgz#9cf1611ba62685d7030ae9e4ba34149c3af03fc8"
integrity sha512-n/ShnvDi6FHbbVfviro+WojiFzv+s8MPMHBczVePfUpDJLwoLT0ht1l4YwBCbi8pJAveEEdnkHyPyTP/mzRfwg==
dependencies:
safe-buffer "~5.1.0"
util-deprecate@~1.0.1:
version "1.0.2"
resolved "https://registry.yarnpkg.com/util-deprecate/-/util-deprecate-1.0.2.tgz#450d4dc9fa70de732762fbd2d4a28981419a0ccf"
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