simple-squiggle/index.js

304 lines
9.3 KiB
JavaScript

import { create, all } from "mathjs";
const math = create(all);
// Helper functions
let VERBOSE = true;
let print = (x) => {
if (VERBOSE) {
console.log(x);
}
};
let printNode = (x) => print(JSON.stringify(x, null, 4));
let isNumber = (x) => typeof x === "number" && isFinite(x);
let isConstantNode = (arg) => {
return isNumber(arg.value);
};
let isNegativeNumberNode = (arg) => {
return (
arg.op == "-" && arg.fn == "unaryMinus" && arg.args && arg.args.length == 1
);
};
let isArgLognormal = (arg) => {
let isFn = typeof arg.fn != "undefined";
let andNameIsLognormal = isFn && arg.fn.name == "lognormal";
let andHasArgs = andNameIsLognormal && !!arg.args;
let andHasTwoArgs = andHasArgs && arg.args.length == 2;
let andTwoArgsAreCorrectType =
andHasTwoArgs &&
arg.args
.map(
(innerArg) => {
let isConstant = isConstantNode(innerArg);
let isNegative = isNegativeNumberNode(innerArg);
return isConstant || isNegative;
}
// innerArg
)
.reduce((a, b) => a && b, true);
return andTwoArgsAreCorrectType;
};
let getFactors = (node) => {
return node.args.map((arg) => {
if (isConstantNode(arg)) {
return arg.value;
} else if (isNegativeNumberNode(arg)) {
return -arg.args[0].value;
}
});
};
let createLogarithmNode = (mu, sigma) => {
let node1 = new math.ConstantNode(mu);
let node2 = new math.ConstantNode(sigma);
let node3 = new math.FunctionNode("lognormal", [node1, node2]);
return node3;
};
// Main function
let transformerInner = (string) => {
let nodes = math.parse(string);
let transformed = nodes.transform(function (node, path, parent) {
// Multiplication
if (node.type == "OperatorNode" && node.op == "*") {
let hasTwoArgs = node.args && node.args.length == 2;
if (hasTwoArgs) {
// Multiplication of two lognormals
let areArgsLognormal = node.args
.map((arg) => isArgLognormal(arg))
.reduce((a, b) => a && b, true);
let isFirstArgLognormal = isArgLognormal(node.args[0]);
let isSecondArgNumber = isConstantNode(node.args[1]);
let isLognormalTimesNumber = isFirstArgLognormal * isSecondArgNumber;
let isFirstArgNumber = isConstantNode(node.args[0]);
let isSecondArgLognormal = isArgLognormal(node.args[1]);
let isNumberTimesLognormal = isFirstArgNumber * isSecondArgLognormal;
if (areArgsLognormal) {
// lognormal times lognormal
let factors = node.args.map((arg) => getFactors(arg));
let mean1 = factors[0][0];
let std1 = factors[0][1];
let mean2 = factors[1][0];
let std2 = factors[1][1];
let newMean = mean1 + mean2;
let newStd = Math.sqrt(std1 ** 2 + std2 ** 2);
return createLogarithmNode(newMean, newStd);
} else if (isLognormalTimesNumber) {
// lognormal times number
let lognormalFactors = getFactors(node.args[0]);
let mean = lognormalFactors[0];
let std = lognormalFactors[1];
let multiplier = node.args[1].value;
let logMultiplier = Math.log(multiplier);
let newMean = mean + logMultiplier;
return createLogarithmNode(newMean, std);
} else if (isNumberTimesLognormal) {
// number times lognormal
let lognormalFactors = getFactors(node.args[1]);
let mean = lognormalFactors[0];
let std = lognormalFactors[1];
let multiplier = node.args[0].value;
let logMultiplier = Math.log(multiplier);
let newMean = mean + logMultiplier;
return createLogarithmNode(newMean, std);
}
}
} else if (node.type == "OperatorNode" && node.op == "/") {
let hasTwoArgs = node.args && node.args.length == 2;
if (hasTwoArgs) {
let areArgsLognormal = node.args
.map((arg) => isArgLognormal(arg))
.reduce((a, b) => a && b, true);
let isFirstArgLognormal = isArgLognormal(node.args[0]);
let isSecondArgNumber = isConstantNode(node.args[1]);
let isLognormalDividedByNumber =
isFirstArgLognormal * isSecondArgNumber;
let isFirstArgNumber = isConstantNode(node.args[0]);
let isSecondArgLognormal = isArgLognormal(node.args[1]);
let isNumberDividedByLognormal =
isFirstArgNumber * isSecondArgLognormal;
if (areArgsLognormal) {
let factors = node.args.map((arg) => getFactors(arg));
let mean1 = factors[0][0];
let std1 = factors[0][1];
let mean2 = factors[1][0];
let std2 = factors[1][1];
let newMean = mean1 - mean2;
let newStd = Math.sqrt(std1 ** 2 + std2 ** 2);
return createLogarithmNode(newMean, newStd);
return new math.SymbolNode("xx");
} else if (isLognormalDividedByNumber) {
let lognormalFactors = getFactors(node.args[0]);
let mean = lognormalFactors[0];
let std = lognormalFactors[1];
let multiplier = node.args[1].value;
let logMultiplier = Math.log(multiplier);
let newMean = mean - logMultiplier;
return createLogarithmNode(newMean, std);
} else if (isNumberDividedByLognormal) {
let lognormalFactors = getFactors(node.args[1]);
let mean = lognormalFactors[0];
let std = lognormalFactors[1];
let multiplier = node.args[0].value;
let logMultiplier = Math.log(multiplier);
let newMean = -mean + logMultiplier;
return createLogarithmNode(newMean, std);
}
}
}
if (node.type == "ParenthesisNode") {
if (
!!node.content &&
!!node.content.fn &&
node.content.fn.name == "lognormal"
) {
return node.content;
}
}
return node;
});
return transformed;
};
let from90PercentCI = (low, high) => {
let normal95confidencePoint = 1.6448536269514722;
let logLow = Math.log(low);
let logHigh = Math.log(high);
let mu = (logLow + logHigh) / 2;
let sigma = (logHigh - logLow) / (2.0 * normal95confidencePoint);
return [mu, sigma];
};
let simplePreprocessor = (string) => {
// left for documentation purposes only
function replacer(match, p1, p2) {
print(match);
// p1 is nondigits, p2 digits, and p3 non-alphanumericsa
print([p1, p2]);
let result = from90PercentCI(p1, p2);
return `lognormal(${result[0]}, ${result[1]})`;
}
let newString = string.replace(/(\d+) to (\d+)/g, replacer);
print(newString);
return newString; // abc - 12345 - #$*%
};
// simplePreprocessor("1 to 10 + 1 to 20");
let customToStringHandler = (node, options) => {
if (node.type == "ConstantNode") {
return node.value.toFixed(2);
}
};
let preprocessor = (string) => {
// work in progress, currently not working
let regex = /([\d]+\.?[\d]*|\.[\d]+) to ([\d]+\.?[\d]*|\.[\d]+)/g;
function replacer(match, p1, p2) {
let result = from90PercentCI(p1, p2);
return `lognormal(${result[0]}, ${result[1]})`;
}
let newString = string.replace(regex, replacer);
if (newString != string)
print(
`\t= ${math
.parse(newString)
.toString({ handler: customToStringHandler })}`
);
return newString; // abc - 12345 - #$*%
};
// preprocessor("1.2 to 10.5 * 1.1 to 20 * 1 to 2.5 * 1 to 5");
let transformer = (string) => {
string = preprocessor(string);
let transformerOutput = transformerInner(string);
let stringNew = transformerOutput.toString();
while (stringNew != string) {
print(
`\t->: ${transformerOutput.toString({ handler: customToStringHandler })}`
);
string = stringNew;
transformerOutput = transformerInner(string);
stringNew = transformerOutput.toString();
}
return stringNew;
};
let testTransformer = (string) => {
print(string);
console.group();
print("");
let result = transformer(string);
print("");
console.groupEnd();
print(`=> ${result}`);
print("-".repeat(52));
print("");
};
// Defs
let tests1 = [
`lognormal(1,10) * lognormal(1,10) + lognormal(1,10)`,
`lognormal(1,10) * lognormal(1,10) * lognormal(1,10)`,
`1 to 10 * lognormal(1, 10)`,
`lognormal(1, 10) * 1 to 20`,
`1 to 20 * 100 to 1000`,
`(lognormal(1,10) / lognormal(1,10)) + lognormal(1,10)`,
`lognormal(1,10) * lognormal(1,10) / lognormal(1,10)`,
`1 to 10 * lognormal(1, 10) / 1 to 10`,
`lognormal(1, 10) * 1 to 20 / 1 to 20`,
`1 to 20 * 100 to 1000 / 1 to 100`,
];
let runTests1 = false;
if (runTests1) {
console.clear();
tests.forEach((test) => testTransformer(test));
}
let tests2 = [
`3 * lognormal(1,10)`,
`lognormal(1,10) * 4`,
`lognormal(1, 10) / 3`,
`3 / lognormal(1, 10)`,
`lognormal(1,10) * lognormal(1/10) / 3`,
`lognormal(1, 10) / (1 to 3)`,
];
let runTests2 = false;
if (runTests2) {
console.clear();
tests2.forEach((test) => testTransformer(test));
}
let tests3 = [
`(lognormal(1,10))`,
`lognormal(1,10) * (lognormal(1, 10) * 3) / (4 * lognormal(1,10))`,
];
let runTests3 = false;
if (runTests3) {
console.clear();
tests3.forEach((test) => testTransformer(test));
}
let tests4 = [
`(1 to 2) * 3 * lognormal(1,10) * (1/lognormal(1,10)) / (1 to 10)`,
`lognormal(2.4451858789480823, 10.002219515733781) * lognormal(-1, 10) `,
];
let runTests4 = true;
if (runTests4) {
console.clear();
tests4.forEach((test) => testTransformer(test));
}