From 4dae0aa688d6daf769038ebe98362c998053d4c0 Mon Sep 17 00:00:00 2001 From: Santi Miranda Date: Fri, 20 Oct 2023 14:38:34 +0100 Subject: [PATCH 1/4] fix: use QR, add demo, add tests, add benchmark --- .gitignore | 1 + .prettierignore | 1 + .prettierrc.json | 3 +- benchmark/cubic.mjs | 34 + benchmark/quadratic.mjs | 20 + demo/example.tsx | 70 + demo/index.html | 34 + demo/main.tsx | 9 + package.json | 16 +- src/__tests__/data/degree5.data.ts | 6 + src/__tests__/data/large_cubic.json | 15995 ++++++++++++++++++++++ src/__tests__/data/large_quadratic.json | 7913 +++++++++++ src/__tests__/data/tricky.data.ts | 23 + src/__tests__/degree5.test.ts | 18 + src/__tests__/test.test.ts | 17 - src/__tests__/tricky.test.ts | 14 + src/index.ts | 50 +- vite.config.ts | 12 + 18 files changed, 24199 insertions(+), 37 deletions(-) create mode 100644 .prettierignore create mode 100644 benchmark/cubic.mjs create mode 100644 benchmark/quadratic.mjs create mode 100644 demo/example.tsx create mode 100644 demo/index.html create mode 100644 demo/main.tsx create mode 100644 src/__tests__/data/degree5.data.ts create mode 100644 src/__tests__/data/large_cubic.json create mode 100644 src/__tests__/data/large_quadratic.json create mode 100644 src/__tests__/data/tricky.data.ts create mode 100644 src/__tests__/degree5.test.ts create mode 100644 src/__tests__/tricky.test.ts create mode 100644 vite.config.ts diff --git a/.gitignore b/.gitignore index 52f2560..9335288 100644 --- a/.gitignore +++ b/.gitignore @@ -39,3 +39,4 @@ jspm_packages lib lib-esm +*.cpuprofile diff --git a/.prettierignore b/.prettierignore new file mode 100644 index 0000000..011276e --- /dev/null +++ b/.prettierignore @@ -0,0 +1 @@ +src/__tests__/data/*.json diff --git a/.prettierrc.json b/.prettierrc.json index a23e760..ed80c86 100644 --- a/.prettierrc.json +++ b/.prettierrc.json @@ -3,5 +3,6 @@ "semi": true, "singleQuote": true, "tabWidth": 2, - "trailingComma": "all" + "trailingComma": "all", + "filepath": "src/**/*.{js,jsx,ts,tsx}" } diff --git a/benchmark/cubic.mjs b/benchmark/cubic.mjs new file mode 100644 index 0000000..5fe366e --- /dev/null +++ b/benchmark/cubic.mjs @@ -0,0 +1,34 @@ +/** + * Data produced with + const yVal = + ((6.02 * (i / 100)) ^ 3) + + 3.01 * (i / 100) ** 2 + + 2.55 * i/100 + + 5 + + Math.random(); +*/ + +import { readFileSync } from 'fs'; +import { join } from 'path'; + +import { PolynomialRegression } from '../lib/index.js'; + +const __dirname = new URL('.', import.meta.url).pathname; +const data = JSON.parse( + readFileSync( + join(__dirname, '..', 'src', '__tests__', 'data', 'large_cubic.json'), + 'utf8', + ), +); + +/** + * const yVal = + 6.3 * (i / 5000) ** 3 + + 3.01 * (i / 1000) ** 2 + + (2.55 / 100) * i + + 5 + + Math.random(); + */ +const result = new PolynomialRegression(data.x, data.y, 3); + +// console.log(result.toLaTeX(5)); diff --git a/benchmark/quadratic.mjs b/benchmark/quadratic.mjs new file mode 100644 index 0000000..d182d02 --- /dev/null +++ b/benchmark/quadratic.mjs @@ -0,0 +1,20 @@ +import { readFileSync } from 'fs'; +import { join } from 'path'; + +import { PolynomialRegression } from '../lib/index.js'; + +const __dirname = new URL('.', import.meta.url).pathname; +const data = JSON.parse( + readFileSync( + join(__dirname, '..', 'src', '__tests__', 'data', 'large_quadratic.json'), + 'utf8', + ), +); + +/** + * + * const yVal = 3.01 * (i / 100) ** 2 + (2.55/100) * i + 5 + Math.random(); + */ +const result = new PolynomialRegression(data.x, data.y, 2); + +// console.log(result); diff --git a/demo/example.tsx b/demo/example.tsx new file mode 100644 index 0000000..8464fd3 --- /dev/null +++ b/demo/example.tsx @@ -0,0 +1,70 @@ +import React from 'react'; +import { PolynomialRegression } from '../src/index'; +import { + Plot, + LineSeries, + Axis, + Legend, + Heading, + SeriesPoint, +} from 'react-plot'; + +import { x, y } from '../src/__tests__/data/degree5.data'; + +const data = x.map((x, i) => ({ x, y: y[i] })); + +const calculations: SeriesPoint[][] = []; +const degree: number[] = []; +for (let i = 2; i <= 7; i++) { + const r = new PolynomialRegression(x, y, i) + if(i===5) console.log(r.coefficients, r.toLaTeX(5)) + + const plot = r.predict(x).map((y, i) => ({ x: x[i], y })); + degree.push(r.degree); + calculations.push(plot); +} + +export const Example = () => ( + + + + {calculations.map((plot, i) => ( + + ))} + + + + +); diff --git a/demo/index.html b/demo/index.html new file mode 100644 index 0000000..bdaeccc --- /dev/null +++ b/demo/index.html @@ -0,0 +1,34 @@ + + + + + + + 1D Spectra + + + +
+ + + diff --git a/demo/main.tsx b/demo/main.tsx new file mode 100644 index 0000000..bd7fe90 --- /dev/null +++ b/demo/main.tsx @@ -0,0 +1,9 @@ +import React from 'react' +import ReactDOM from 'react-dom/client' +import { Example } from './example' + +ReactDOM.createRoot(document.getElementById('root') as HTMLElement).render( + + + , +) diff --git a/package.json b/package.json index 95449a3..c047909 100644 --- a/package.json +++ b/package.json @@ -11,8 +11,10 @@ "lib-esm" ], "scripts": { + "benchmark": "node --cpu-prof ./benchmark/cubic.mjs", "check-types": "tsc --noEmit", "clean": "rimraf lib lib-esm", + "demo": "vite demo --open --base .", "eslint": "eslint src", "eslint-fix": "npm run eslint -- --fix", "prepack": "npm run tsc", @@ -36,17 +38,21 @@ }, "homepage": "https://github.com/mljs/regression-polynomial#readme", "devDependencies": { - "@vitest/coverage-v8": "^0.34.5", - "eslint": "^8.50.0", + "@vitejs/plugin-react": "^4.1.0", + "@vitest/coverage-v8": "^0.34.6", + "eslint": "^8.51.0", "eslint-config-cheminfo-typescript": "^12.0.4", "prettier": "^3.0.3", + "react": "^18.2.0", + "react-plot": "^1.4.2", "rimraf": "^5.0.5", "typescript": "^5.2.2", - "vitest": "^0.34.5" + "vite": "^4.5.0", + "vitest": "^0.34.6" }, "dependencies": { "cheminfo-types": "^1.7.2", - "ml-matrix": "^6.10.5", + "ml-matrix": "^6.10.7", "ml-regression-base": "^3.0.0" } -} \ No newline at end of file +} diff --git a/src/__tests__/data/degree5.data.ts b/src/__tests__/data/degree5.data.ts new file mode 100644 index 0000000..7be7d69 --- /dev/null +++ b/src/__tests__/data/degree5.data.ts @@ -0,0 +1,6 @@ +export const x = [ + 50, 50, 50, 70, 70, 70, 80, 80, 80, 90, 90, 90, 100, 100, 100, +]; +export const y = [ + 3.3, 2.8, 2.9, 2.3, 2.6, 2.1, 2.5, 2.9, 2.4, 3.0, 3.1, 2.8, 3.3, 3.5, 3.0, +]; diff --git a/src/__tests__/data/large_cubic.json b/src/__tests__/data/large_cubic.json new file mode 100644 index 0000000..2f514a7 --- /dev/null +++ b/src/__tests__/data/large_cubic.json @@ -0,0 +1,15995 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559.6378264377171, 560.585978565487, + 559.8466333631706, 560.773459462925, 560.4417809684595, 560.1711306290409, + 560.5404925622767, 561.099854070577, 560.8441318209805, 561.1763407044169, + 560.6708060878183, 560.933375796704, 561.3933790459591, 560.6592410563999, + 561.3815017431212, 561.1010522231034, 560.9460157724751, 561.3988689387853 + ] +} diff --git a/src/__tests__/data/tricky.data.ts b/src/__tests__/data/tricky.data.ts new file mode 100644 index 0000000..2e461d1 --- /dev/null +++ b/src/__tests__/data/tricky.data.ts @@ -0,0 +1,23 @@ +export const x = [ + 404.26220703125, 404.27349853515625, 404.28448486328125, 404.29541015625, + 404.3040771484375, 404.3128356933594, 404.3204040527344, 404.33154296875, + 404.3409423828125, 404.3497314453125, 404.3594665527344, 404.36865234375, + 404.37451171875, 404.3879699707031, 404.3951416015625, 404.40545654296875, + 404.4149475097656, 404.4233703613281, 404.431884765625, 404.4431457519531, + 404.4515686035156, 404.4609069824219, 404.4708251953125, 404.479248046875, + 404.48883056640625, 404.4971923828125, 404.50799560546875, 404.5179443359375, + 404.5263977050781, 404.5354919433594, 404.5458068847656, 404.5533447265625, +]; +export const y = [ + 0.3631210884030956, 0.38180362489729697, 0.391453923949123, + 0.4037110236952629, 0.4163452490432181, 0.4288353165530643, + 0.4430856652809317, 0.45358586770200177, 0.4562565407929964, + 0.4650388402896439, 0.47573011091885675, 0.4837785283897874, + 0.4905844679839888, 0.49022240374688425, 0.49039250930602896, + 0.49193229796429716, 0.490495250991277, 0.504985674313608, + 0.49096439100589284, 0.4781324538477614, 0.48063366656261153, + 0.46976621057011786, 0.4587271348758588, 0.44576288402868225, + 0.43918945480010974, 0.42895113530071644, 0.41687014727334876, + 0.3938250656311999, 0.38222703735756586, 0.3651908364214456, + 0.34985174702375216, 0.34842848544450433, +]; diff --git a/src/__tests__/degree5.test.ts b/src/__tests__/degree5.test.ts new file mode 100644 index 0000000..b7587e4 --- /dev/null +++ b/src/__tests__/degree5.test.ts @@ -0,0 +1,18 @@ +import { it, expect } from 'vitest'; + +import { PolynomialRegression } from '../index'; + +import { x, y } from './data/degree5.data'; + +it('degree 5', () => { + const degree = 5; + const regression = new PolynomialRegression(x, y, degree); + expect(regression.predict(80)).toBeCloseTo(2.6, 1e-6); + expect(regression.coefficients).toStrictEqual([ + 20.156354944800594, -0.5790895471877099, 0.003018168825360046, + 0.00007091656373377214, -8.750085815002295e-7, 2.742187260331602e-9, + ]); + expect(regression.toLaTeX(5)).toBe( + 'f(x) = 2.7422e-9x^{5} - 8.7501e-7x^{4} + 0.000070917x^{3} + 0.0030182x^{2} - 0.57909x + 20.156', + ); +}); diff --git a/src/__tests__/test.test.ts b/src/__tests__/test.test.ts index 133c7f5..e03b86e 100644 --- a/src/__tests__/test.test.ts +++ b/src/__tests__/test.test.ts @@ -55,23 +55,6 @@ describe('Polynomial regression', () => { expect(result.toLaTeX(2)).toBe('f(x) = 0.18x^{2} - 0.19x + 0.85'); }); - it('degree 5', () => { - const x = [50, 50, 50, 70, 70, 70, 80, 80, 80, 90, 90, 90, 100, 100, 100]; - const y = [ - 3.3, 2.8, 2.9, 2.3, 2.6, 2.1, 2.5, 2.9, 2.4, 3.0, 3.1, 2.8, 3.3, 3.5, 3.0, - ]; - const degree = 5; - const regression = new PolynomialRegression(x, y, degree); - expect(regression.predict(80)).toBeCloseTo(2.6, 1e-6); - expect(regression.coefficients).toStrictEqual([ - 17.39552328011271, -0.3916378430736305, -0.0019874818431079486, - 0.0001367602062643227, -0.000001302280135149651, 3.837755337564968e-9, - ]); - expect(regression.toString(3)).toBe( - 'f(x) = 3.84e-9 * x^5 - 0.00000130 * x^4 + 0.000137 * x^3 - 0.00199 * x^2 - 0.392 * x + 17.4', - ); - }); - it('toJSON and load', () => { const regression = PolynomialRegression.load({ name: 'polynomialRegression', diff --git a/src/__tests__/tricky.test.ts b/src/__tests__/tricky.test.ts new file mode 100644 index 0000000..7c8a343 --- /dev/null +++ b/src/__tests__/tricky.test.ts @@ -0,0 +1,14 @@ +import { expect, it } from 'vitest'; + +import { PolynomialRegression } from '..'; + +import { x, y } from './data/tricky.data'; + +it('fails', () => { + const result = new PolynomialRegression(x, y, 2); + expect(result.degree).toBe(2); + expect(result.powers).toStrictEqual([0, 1, 2]); + expect(result.coefficients).toStrictEqual([ + -1315622.3400074367, 6506.470846713673, -8.0445097199281, + ]); +}); diff --git a/src/index.ts b/src/index.ts index 6af58cf..fe59e86 100644 --- a/src/index.ts +++ b/src/index.ts @@ -1,5 +1,5 @@ import { type NumberArray } from 'cheminfo-types'; -import { Matrix, MatrixTransposeView, solve } from 'ml-matrix'; +import { Matrix, MatrixTransposeView, QrDecomposition, solve } from 'ml-matrix'; import BaseRegression, { checkArrayLength, maybeToPrecision, @@ -15,13 +15,17 @@ export class PolynomialRegression extends BaseRegression { /** * @param x - independent or explanatory variable * @param y - dependent or response variable - * @param degree - degree of the polynomial regression, or array of powers to be used. When degree is an array, intercept at zero is forced to false/ignored. - * @example `new PolynomialRegression(x, y, 2)`, in this case, you can pass the option `interceptAtZero`, if you need it. - * @example `new PolynomialRegression(x, y, [1, 3, 5])` - * Each of the degrees corresponds to a column, so if you have them switched, just do: - * @example `new PolynomialRegression(x, y, [3, 1, 5])` + * @param degree - degree of the polynomial, or array of powers to be used. When degree is an array, intercept at zero is forced to false / ignored. + * @example + ```js + new PolynomialRegression(x, y, 2, {interceptAtZero: true}) + new PolynomialRegression(x, y, 2) // same as using false instead + new PolynomialRegression(x, y, [1, 3, 5]) + new PolynomialRegression(x, y, [3, 1, 5]) + ``` * * @param options.interceptAtZero - force the polynomial regression so that f(0) = 0 + * @default false */ constructor( x: NumberArray, @@ -123,12 +127,18 @@ export class PolynomialRegression extends BaseRegression { /** * Perform a polynomial regression on the given data set. - * This is an internal function. + * @internal + * This isn't a class method. * @param x - independent or explanatory variable * @param y - dependent or response variable * @param degree - degree of the polynomial regression * @param options.interceptAtZero - force the polynomial regression so that $f(0) = 0$ */ +interface RegressOutput { + degree: number; + powers: number[]; + coefficients: number[]; +} function regress( x: NumberArray, y: NumberArray, @@ -156,7 +166,7 @@ function regress( } const nCoefficients = powers.length; //1 per power, in any case. const F = new Matrix(n, nCoefficients); - const Y = new Matrix([y]); + const Y = Matrix.columnVector(y); for (let k = 0; k < nCoefficients; k++) { for (let i = 0; i < n; i++) { if (powers[k] === 0) { @@ -167,13 +177,25 @@ function regress( } } - const FT = new MatrixTransposeView(F); - const A = FT.mmul(F); - const B = FT.mmul(new MatrixTransposeView(Y)); - - return { - coefficients: solve(A, B).to1DArray(), + const result: Partial = { degree: Math.max(...powers), powers, }; + + const qrF = new QrDecomposition(F); + + if (qrF.isFullRank()) { + // less error, similar execution time + const Qt = qrF.orthogonalMatrix.transpose(); + const Rt = qrF.upperTriangularMatrix.transpose(); + const RtR = Rt.mmul(qrF.upperTriangularMatrix); + const RtQtY = Rt.mmul(Qt).mmul(Y); + result.coefficients = solve(RtR, RtQtY).to1DArray(); + } else { + const Ft = new MatrixTransposeView(F); + const XtX = Ft.mmul(F); + const XtY = Ft.mmul(Y); + result.coefficients = solve(XtX, XtY).to1DArray(); + } + return result as RegressOutput; } diff --git a/vite.config.ts b/vite.config.ts new file mode 100644 index 0000000..b575432 --- /dev/null +++ b/vite.config.ts @@ -0,0 +1,12 @@ +/// +import { defineConfig } from 'vitest/config'; +import react from '@vitejs/plugin-react'; + +export default defineConfig({ + test: { + include: ['**/*.{test,spec}.ts'], + globals: true, + }, + + plugins: [react()], +}); From 005ef91f7c5b6b0c64aa3ce2cbdd824de9cab281 Mon Sep 17 00:00:00 2001 From: Santi Miranda Date: Fri, 20 Oct 2023 14:40:27 +0100 Subject: [PATCH 2/4] chore: minor error in config file --- .prettierrc.json | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/.prettierrc.json b/.prettierrc.json index ed80c86..a23e760 100644 --- a/.prettierrc.json +++ b/.prettierrc.json @@ -3,6 +3,5 @@ "semi": true, "singleQuote": true, "tabWidth": 2, - "trailingComma": "all", - "filepath": "src/**/*.{js,jsx,ts,tsx}" + "trailingComma": "all" } From caafe393051120a26a2af08249835f68e001d3f2 Mon Sep 17 00:00:00 2001 From: Santi Miranda Date: Mon, 23 Oct 2023 16:46:11 +0100 Subject: [PATCH 3/4] chore: add rest, remove one bench --- benchmark/cubic.mjs | 2 +- benchmark/quadratic.mjs | 20 - demo/example.tsx | 4 +- package.json | 4 +- src/__tests__/data/large_quadratic.json | 7913 ----------------------- src/__tests__/degree5.test.ts | 15 +- src/__tests__/parabola.test.ts | 16 + src/__tests__/test.test.ts | 19 +- src/__tests__/tricky.test.ts | 14 - src/__tests__/util.ts | 24 + src/index.ts | 10 +- 11 files changed, 63 insertions(+), 7978 deletions(-) delete mode 100644 benchmark/quadratic.mjs delete mode 100644 src/__tests__/data/large_quadratic.json create mode 100644 src/__tests__/parabola.test.ts delete mode 100644 src/__tests__/tricky.test.ts create mode 100644 src/__tests__/util.ts diff --git a/benchmark/cubic.mjs b/benchmark/cubic.mjs index 5fe366e..1c87a6e 100644 --- a/benchmark/cubic.mjs +++ b/benchmark/cubic.mjs @@ -31,4 +31,4 @@ const data = JSON.parse( */ const result = new PolynomialRegression(data.x, data.y, 3); -// console.log(result.toLaTeX(5)); +console.log(result.coefficients); diff --git a/benchmark/quadratic.mjs b/benchmark/quadratic.mjs deleted file mode 100644 index d182d02..0000000 --- a/benchmark/quadratic.mjs +++ /dev/null @@ -1,20 +0,0 @@ -import { readFileSync } from 'fs'; -import { join } from 'path'; - -import { PolynomialRegression } from '../lib/index.js'; - -const __dirname = new URL('.', import.meta.url).pathname; -const data = JSON.parse( - readFileSync( - join(__dirname, '..', 'src', '__tests__', 'data', 'large_quadratic.json'), - 'utf8', - ), -); - -/** - * - * const yVal = 3.01 * (i / 100) ** 2 + (2.55/100) * i + 5 + Math.random(); - */ -const result = new PolynomialRegression(data.x, data.y, 2); - -// console.log(result); diff --git a/demo/example.tsx b/demo/example.tsx index 8464fd3..8718d5f 100644 --- a/demo/example.tsx +++ b/demo/example.tsx @@ -16,9 +16,7 @@ const data = x.map((x, i) => ({ x, y: y[i] })); const calculations: SeriesPoint[][] = []; const degree: number[] = []; for (let i = 2; i <= 7; i++) { - const r = new PolynomialRegression(x, y, i) - if(i===5) console.log(r.coefficients, r.toLaTeX(5)) - + const r = new PolynomialRegression(x, y, i); const plot = r.predict(x).map((y, i) => ({ x: x[i], y })); degree.push(r.degree); calculations.push(plot); diff --git a/package.json b/package.json index c047909..85081ae 100644 --- a/package.json +++ b/package.json @@ -11,10 +11,10 @@ "lib-esm" ], "scripts": { - "benchmark": "node --cpu-prof ./benchmark/cubic.mjs", + "benchmark": "npm run tsc && node --cpu-prof ./benchmark/cubic.mjs", "check-types": "tsc --noEmit", "clean": "rimraf lib lib-esm", - "demo": "vite demo --open --base .", + "demo": "vite demo --open --base ./", "eslint": "eslint src", "eslint-fix": "npm run eslint -- --fix", "prepack": "npm run tsc", diff --git a/src/__tests__/data/large_quadratic.json b/src/__tests__/data/large_quadratic.json deleted file mode 100644 index c45bef8..0000000 --- a/src/__tests__/data/large_quadratic.json +++ /dev/null @@ -1,7913 +0,0 @@ -{ - "x": [ - -10000, -9999, -9998, -9997, -9996, -9995, -9994, -9993, -9992, -9991, - -9990, -9989, -9988, -9987, -9986, -9985, -9984, -9983, -9982, -9981, -9980, - -9979, -9978, -9977, -9976, -9975, -9974, -9973, -9972, -9971, -9970, -9969, - -9968, -9967, -9966, -9965, -9964, -9963, -9962, -9961, -9960, -9959, -9958, - -9957, -9956, -9955, -9954, -9953, -9952, -9951, -9950, -9949, -9948, -9947, - -9946, -9945, -9944, -9943, -9942, -9941, -9940, -9939, -9938, -9937, -9936, - 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] -} diff --git a/src/__tests__/degree5.test.ts b/src/__tests__/degree5.test.ts index b7587e4..6720c98 100644 --- a/src/__tests__/degree5.test.ts +++ b/src/__tests__/degree5.test.ts @@ -3,16 +3,19 @@ import { it, expect } from 'vitest'; import { PolynomialRegression } from '../index'; import { x, y } from './data/degree5.data'; +import { assertCoefficientsAndPowers } from './util'; it('degree 5', () => { const degree = 5; const regression = new PolynomialRegression(x, y, degree); - expect(regression.predict(80)).toBeCloseTo(2.6, 1e-6); - expect(regression.coefficients).toStrictEqual([ - 20.156354944800594, -0.5790895471877099, 0.003018168825360046, - 0.00007091656373377214, -8.750085815002295e-7, 2.742187260331602e-9, - ]); + expect(regression.predict(80)).toBeCloseTo(2.5625, 5); + const expectedCs = [ + 41451141727940.75, -2814400932400.3633, 75154867680.51097, + -988576832.4793786, 6415057.648368356, -16448.865765046798, + ]; + const expectedPowers = [0, 1, 2, 3, 4, 5]; + assertCoefficientsAndPowers(regression, expectedCs, expectedPowers); expect(regression.toLaTeX(5)).toBe( - 'f(x) = 2.7422e-9x^{5} - 8.7501e-7x^{4} + 0.000070917x^{3} + 0.0030182x^{2} - 0.57909x + 20.156', + 'f(x) = - 16449x^{5} + 6.4151e+6x^{4} - 9.8858e+8x^{3} + 7.5155e+10x^{2} - 2.8144e+12x + 4.1451e+13', ); }); diff --git a/src/__tests__/parabola.test.ts b/src/__tests__/parabola.test.ts new file mode 100644 index 0000000..881e2cc --- /dev/null +++ b/src/__tests__/parabola.test.ts @@ -0,0 +1,16 @@ +import { expect, it } from 'vitest'; + +import { PolynomialRegression } from '..'; + +import { x, y } from './data/tricky.data'; +import { assertCoefficientsAndPowers } from './util'; + +it('fit to parabola-like data', () => { + const result = new PolynomialRegression(x, y, 2); + const expectedCs = [ + -1126496.3326794421, 5571.151841472432, -6.888109267208182, + ]; + const expectedPowers = [0, 1, 2]; + assertCoefficientsAndPowers(result, expectedCs, expectedPowers); + expect(result.degree).toBe(2); +}); diff --git a/src/__tests__/test.test.ts b/src/__tests__/test.test.ts index e03b86e..ea5700d 100644 --- a/src/__tests__/test.test.ts +++ b/src/__tests__/test.test.ts @@ -1,19 +1,8 @@ -import { NumberArray } from 'cheminfo-types'; import { expect, it, describe } from 'vitest'; import { PolynomialRegression } from '..'; -function assertCoefficientsAndPowers( - result: PolynomialRegression, - expectedCs: NumberArray, - expectedPowers: NumberArray, -) { - for (let i = 0; i < expectedCs.length; ++i) { - expect(result.coefficients[i]).toBeCloseTo(expectedCs[i], 10e-6); - expect(result.powers).toStrictEqual(expectedPowers); - } - expect(result.degree).toBe(Math.max(...expectedPowers)); -} +import { assertCoefficientsAndPowers } from './util'; describe('Polynomial regression', () => { it('degree 2', () => { @@ -99,4 +88,10 @@ describe('Polynomial regression', () => { const solution = [0.018041553971009705, 1.0095279075485593]; assertCoefficientsAndPowers(result, solution, [1, 2]); }); + it('singular matrix', () => { + const x = new Float64Array([1, 1, 1]); + const y = new Float64Array([1, 2, 3]); + const result = new PolynomialRegression(x, y, 3); + assertCoefficientsAndPowers(result, [0.5, 0.5, 0.5, 0.5], [0, 1, 2, 3]); + }); }); diff --git a/src/__tests__/tricky.test.ts b/src/__tests__/tricky.test.ts deleted file mode 100644 index 7c8a343..0000000 --- a/src/__tests__/tricky.test.ts +++ /dev/null @@ -1,14 +0,0 @@ -import { expect, it } from 'vitest'; - -import { PolynomialRegression } from '..'; - -import { x, y } from './data/tricky.data'; - -it('fails', () => { - const result = new PolynomialRegression(x, y, 2); - expect(result.degree).toBe(2); - expect(result.powers).toStrictEqual([0, 1, 2]); - expect(result.coefficients).toStrictEqual([ - -1315622.3400074367, 6506.470846713673, -8.0445097199281, - ]); -}); diff --git a/src/__tests__/util.ts b/src/__tests__/util.ts new file mode 100644 index 0000000..28d3fc8 --- /dev/null +++ b/src/__tests__/util.ts @@ -0,0 +1,24 @@ +import { NumberArray } from 'cheminfo-types'; +import { expect } from 'vitest'; + +import { PolynomialRegression } from '..'; + +/** + * Compare the coefficients and powers of a PolynomialRegression instance with the expected values, to the sixth decimal place. + * @param result - The PolynomialRegression result. + * @param expectedCs - Coefficients in the expected order. + * @param expectedPowers - Powers in the expected order. + * @param numDigits - Number of digits to compare to, defaults to 6. + */ +export function assertCoefficientsAndPowers( + result: PolynomialRegression, + expectedCs: NumberArray, + expectedPowers: NumberArray, + numDigits = 6, +) { + for (let i = 0; i < expectedCs.length; ++i) { + expect(result.coefficients[i]).toBeCloseTo(expectedCs[i], numDigits || 6); + } + expect(result.powers).toStrictEqual(expectedPowers); + expect(result.degree).toBe(Math.max(...expectedPowers)); +} diff --git a/src/index.ts b/src/index.ts index fe59e86..e29948e 100644 --- a/src/index.ts +++ b/src/index.ts @@ -185,17 +185,13 @@ function regress( const qrF = new QrDecomposition(F); if (qrF.isFullRank()) { - // less error, similar execution time - const Qt = qrF.orthogonalMatrix.transpose(); - const Rt = qrF.upperTriangularMatrix.transpose(); - const RtR = Rt.mmul(qrF.upperTriangularMatrix); - const RtQtY = Rt.mmul(Qt).mmul(Y); - result.coefficients = solve(RtR, RtQtY).to1DArray(); + result.coefficients = qrF.solve(Y).to1DArray(); } else { + // it seems this will only run when singular matrix const Ft = new MatrixTransposeView(F); const XtX = Ft.mmul(F); const XtY = Ft.mmul(Y); - result.coefficients = solve(XtX, XtY).to1DArray(); + result.coefficients = solve(XtX, XtY, true).to1DArray(); } return result as RegressOutput; } From 9ca51fb0a21bc0738c822793485d36060b994e30 Mon Sep 17 00:00:00 2001 From: Santi Miranda Date: Mon, 23 Oct 2023 16:59:17 +0100 Subject: [PATCH 4/4] chore:remove globals from config. --- demo/example.tsx | 2 +- src/index.ts | 2 +- vite.config.ts | 3 +-- 3 files changed, 3 insertions(+), 4 deletions(-) diff --git a/demo/example.tsx b/demo/example.tsx index 8718d5f..5ec0a9a 100644 --- a/demo/example.tsx +++ b/demo/example.tsx @@ -9,7 +9,7 @@ import { SeriesPoint, } from 'react-plot'; -import { x, y } from '../src/__tests__/data/degree5.data'; +import { x, y } from '../src/__tests__/data/tricky.data'; const data = x.map((x, i) => ({ x, y: y[i] })); diff --git a/src/index.ts b/src/index.ts index e29948e..a5d2f79 100644 --- a/src/index.ts +++ b/src/index.ts @@ -187,7 +187,7 @@ function regress( if (qrF.isFullRank()) { result.coefficients = qrF.solve(Y).to1DArray(); } else { - // it seems this will only run when singular matrix + // runs if A is a singular matrix, quite rare imho. const Ft = new MatrixTransposeView(F); const XtX = Ft.mmul(F); const XtY = Ft.mmul(Y); diff --git a/vite.config.ts b/vite.config.ts index b575432..b96740e 100644 --- a/vite.config.ts +++ b/vite.config.ts @@ -4,8 +4,7 @@ import react from '@vitejs/plugin-react'; export default defineConfig({ test: { - include: ['**/*.{test,spec}.ts'], - globals: true, + include: ['**/*.{test,spec}.ts'] }, plugins: [react()],