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/benchmark/cubic.mjs b/benchmark/cubic.mjs
new file mode 100644
index 0000000..1c87a6e
--- /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.coefficients);
diff --git a/demo/example.tsx b/demo/example.tsx
new file mode 100644
index 0000000..5ec0a9a
--- /dev/null
+++ b/demo/example.tsx
@@ -0,0 +1,68 @@
+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/tricky.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);
+ 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..85081ae 100644
--- a/package.json
+++ b/package.json
@@ -11,8 +11,10 @@
"lib-esm"
],
"scripts": {
+ "benchmark": "npm run tsc && 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 @@
+{
+ "x": [
+ -20000, -19999, -19998, -19997, -19996, -19995, -19994, -19993, -19992,
+ -19991, -19990, -19989, -19988, -19987, -19986, -19985, -19984, -19983,
+ -19982, -19981, -19980, -19979, -19978, -19977, -19976, -19975, -19974,
+ -19973, -19972, -19971, -19970, -19969, -19968, -19967, -19966, -19965,
+ -19964, -19963, -19962, -19961, -19960, -19959, -19958, -19957, -19956,
+ -19955, -19954, -19953, -19952, -19951, -19950, -19949, -19948, -19947,
+ -19946, -19945, -19944, -19943, -19942, -19941, -19940, -19939, -19938,
+ -19937, -19936, -19935, -19934, -19933, -19932, -19931, -19930, -19929,
+ -19928, -19927, -19926, -19925, -19924, -19923, -19922, -19921, -19920,
+ -19919, -19918, -19917, -19916, -19915, -19914, -19913, -19912, -19911,
+ -19910, -19909, -19908, -19907, -19906, -19905, -19904, -19903, -19902,
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+ 2070.6687833128653, 2070.720260185094, 2070.694897534273, 2070.429210340115,
+ 2071.2740367064775, 2071.5597848418233, 2071.048567177974,
+ 2071.2884799752396, 2072.096319803417, 2072.4872099026434,
+ 2071.861929622328, 2072.0456678779287, 2072.7291496580906,
+ 2072.8103545533204, 2073.2701175668353, 2073.0839668020085,
+ 2073.513588928073, 2074.124022564196, 2074.0826247717932,
+ 2074.0083916507597, 2074.527362305706, 2074.2097794876163,
+ 2074.2876194508412, 2075.3486739439913, 2075.45193649088,
+ 2075.4656894088857, 2075.1886649808307, 2076.050757427679, 2075.63467427618,
+ 2076.4099134422213, 2076.840730166789, 2077.055668273139,
+ 2076.4797466586087, 2077.1364853839063, 2076.889258966, 2076.9268496852346,
+ 2077.7371988587734, 2077.3599791064216, 2078.085256445712,
+ 2077.9347912180033, 2078.9014353707976, 2079.011760321769,
+ 2078.5878877165137, 2078.589282186686, 2079.0907775922074, 2078.94182593842,
+ 2079.3815746120376, 2079.895360075381, 2080.4050692015317,
+ 2079.988440070243, 2080.4827950651943, 2080.368914409317, 2080.533542477228,
+ 2080.811829303683, 2080.91861710909, 2081.691644811631, 2081.300208523606,
+ 2081.9416606721866, 2082.4886965226724, 2082.4578234885116,
+ 2082.6836369483863, 2083.004450250685, 2083.1651617521825,
+ 2082.5936574135044, 2083.4447459784656, 2083.549972382601,
+ 2083.2925206439636, 2084.16741308986, 2083.922702846295, 2084.2091220579787,
+ 2084.2477738950015, 2084.300605180309, 2084.639923132375,
+ 2084.8170052120286, 2085.012587863541, 2085.537299836143, 2086.211246182375,
+ 2085.7704915945833, 2086.592710673994, 2086.1474061106105,
+ 2086.243904271602, 2086.6315463170163, 2086.9856191222825,
+ 2087.0480295502343, 2087.247386087656, 2087.5581725278257,
+ 2088.2619288384635, 2088.337212213254, 2087.762322429373,
+ 2088.7314268010714, 2089.0059971140313, 2088.9065639315504,
+ 2089.4529150302455, 2089.031775046548, 2089.59374548979, 2089.55924992771,
+ 2089.425306353564, 2090.2914556965416, 2089.8385229009036,
+ 2090.5082789082862, 2090.4547274033807, 2090.653972790354,
+ 2091.3110213478917, 2091.1409450484216, 2091.9442306117185,
+ 2091.5498261702955, 2092.3560167069036, 2092.1882704539785,
+ 2092.7331016407234, 2092.5070958343663, 2092.5382206208797,
+ 2093.1712958798407, 2093.600479063331, 2093.717176780013, 2093.368117835182,
+ 2093.798041318864, 2093.6337300857285, 2094.3224994981915,
+ 2093.9412898753126, 2094.355119156591, 2094.675243939725, 2095.21215898936,
+ 2095.123118920962, 2095.49113982353, 2095.8180754397667, 2095.8489721605556,
+ 2096.044239996713, 2095.887188295431, 2096.6620178462585, 2096.46222876556,
+ 2096.90486175798, 2096.732291003121, 2096.9752042646624, 2096.9450192148897,
+ 2097.2310892861747, 2097.3744250491104, 2098.3552348980324,
+ 2098.0024171773703, 2098.4092378118257, 2099.0650093502322,
+ 2098.4182556940455, 2099.0289682639223, 2099.2047992092903,
+ 2099.7857795077452, 2099.369022866258, 2099.6216442987684,
+ 2099.936138624254, 2100.218416363341, 2100.794128156162, 2101.018455532008,
+ 2100.9294967929272, 2100.619581927218, 2101.0363048430827,
+ 2101.814837955218, 2101.60839326442, 2102.0813687780505, 2102.4703973060227,
+ 2102.038193406423, 2102.171696037269, 2102.896337077131, 2103.0631747712027,
+ 2102.957049899815, 2103.2413343585717, 2103.797798735426, 2103.538904730471,
+ 2103.563802895492, 2104.175373210336, 2104.052560521573, 2104.465309188217,
+ 2104.7050151121684, 2105.330846049718, 2105.499817026725, 2105.49698220981,
+ 2105.313723747635, 2105.7806304359306, 2106.522745183064,
+ 2106.2401893806045, 2106.0929108503005, 2107.073167744963,
+ 2106.9892953123685, 2107.278167973317, 2107.3844803445954,
+ 2107.215991920154, 2107.3277103990386, 2107.5469817757294,
+ 2108.1225781653084, 2108.1327278452413, 2108.3278933394085,
+ 2108.457813362138, 2108.9898087338324, 2109.0381334026833,
+ 2109.603431247594, 2109.720602126008, 2109.278969301033, 2110.2953637200135,
+ 2109.9871295037774, 2110.5926109672664, 2110.7152143754715,
+ 2110.8890610586263, 2111.1351172621717, 2111.2286747674807,
+ 2111.7107942859793, 2111.887984842222, 2112.214194371198,
+ 2111.5722621103164, 2112.0245573252064, 2111.906527424632,
+ 2112.7195719116717, 2113.2214515727574, 2113.379985311017,
+ 2113.5232143909266, 2113.672758286624, 2113.349721393774,
+ 2113.9039850389354, 2114.1482892054805, 2114.604703848372, 2114.53602237562,
+ 2114.6147992797055, 2114.842324951106, 2115.3428522880804,
+ 2114.951664663175, 2114.9992651794055, 2115.2705904313475,
+ 2115.4923612953603, 2116.1653100981293, 2115.9513630855263,
+ 2116.1774124387175, 2116.543473457102, 2117.3127681977526,
+ 2117.502054403706, 2117.419592014609, 2117.2385330247616,
+ 2118.0484151149813, 2117.600760279311, 2117.685035153334,
+ 2118.1998214579885, 2118.3458790374757, 2118.928238228381,
+ 2119.208796834762, 2119.5463595330243, 2119.0816319438054,
+ 2119.668135364363, 2120.1205075870926, 2120.1264949833712,
+ 2119.9051622328293, 2120.1391019906537, 2120.9811355393826,
+ 2120.6252048769743, 2121.1101988117066, 2121.604017063027,
+ 2121.560482741833, 2121.215752800855, 2121.835396605151, 2121.9045820893452,
+ 2122.6825864296015, 2122.1180115884085, 2122.783163704345
+ ]
+}
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..6720c98
--- /dev/null
+++ b/src/__tests__/degree5.test.ts
@@ -0,0 +1,21 @@
+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(2.5625, 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) = - 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 133c7f5..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', () => {
@@ -55,23 +44,6 @@ 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',
@@ -116,4 +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__/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 6af58cf..a5d2f79 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 +177,21 @@ 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()) {
+ result.coefficients = qrF.solve(Y).to1DArray();
+ } else {
+ // 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);
+ result.coefficients = solve(XtX, XtY, true).to1DArray();
+ }
+ return result as RegressOutput;
}
diff --git a/vite.config.ts b/vite.config.ts
new file mode 100644
index 0000000..b96740e
--- /dev/null
+++ b/vite.config.ts
@@ -0,0 +1,11 @@
+///
+import { defineConfig } from 'vitest/config';
+import react from '@vitejs/plugin-react';
+
+export default defineConfig({
+ test: {
+ include: ['**/*.{test,spec}.ts']
+ },
+
+ plugins: [react()],
+});