feat(ab-testing): bucketing, statistics, guardrails, routes [1.2][2.1][2.2]
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@ -16,9 +16,9 @@ import {
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validateAA,
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validateAA,
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calculateSampleSize,
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calculateSampleSize,
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} from './statistics.js';
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} from './statistics.js';
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import { runGuardrails, canAutoPromote, evaluateAutoPromotion } from './guardrails.js';
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import { runGuardrails, canAutoPromote } from './guardrails.js';
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import { matchesTargeting } from './targeting.js';
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import { matchesTargeting } from './targeting.js';
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import type { VariantDoc, ExperimentDoc, MetricType } from './types.js';
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import type { VariantDoc, ExperimentDoc } from './types.js';
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// ─────────────────────────────────────────────────────────────────────────────
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// ─────────────────────────────────────────────────────────────────────────────
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// Bucketing Tests
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// Bucketing Tests
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@ -128,7 +128,9 @@ describe('matchesTargeting', () => {
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it('matches version range', () => {
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it('matches version range', () => {
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expect(matchesTargeting({ appVersion: '1.5.0' }, { appVersions: { min: '1.0.0' } })).toBe(true);
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expect(matchesTargeting({ appVersion: '1.5.0' }, { appVersions: { min: '1.0.0' } })).toBe(true);
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expect(matchesTargeting({ appVersion: '0.5.0' }, { appVersions: { min: '1.0.0' } })).toBe(false);
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expect(matchesTargeting({ appVersion: '0.5.0' }, { appVersions: { min: '1.0.0' } })).toBe(
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false
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);
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});
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});
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it('matches user segments', () => {
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it('matches user segments', () => {
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@ -137,14 +139,18 @@ describe('matchesTargeting', () => {
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});
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});
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it('matches user properties', () => {
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it('matches user properties', () => {
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expect(matchesTargeting(
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expect(
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{ userProperties: { tier: 'premium' } },
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matchesTargeting(
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{ userProperties: { tier: 'premium' } }
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{ userProperties: { tier: 'premium' } },
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)).toBe(true);
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{ userProperties: { tier: 'premium' } }
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expect(matchesTargeting(
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)
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{ userProperties: { tier: 'basic' } },
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).toBe(true);
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{ userProperties: { tier: 'premium' } }
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expect(
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)).toBe(false);
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matchesTargeting(
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{ userProperties: { tier: 'basic' } },
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{ userProperties: { tier: 'premium' } }
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)
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).toBe(false);
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});
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});
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});
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});
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@ -217,11 +223,17 @@ function createMockExperiment(overrides: Partial<ExperimentDoc> = {}): Experimen
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describe('Beta Distribution', () => {
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describe('Beta Distribution', () => {
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it('computes correct parameters from variant', () => {
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it('computes correct parameters from variant', () => {
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const variant = createMockVariant({
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const variant = createMockVariant({
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stats: { participants: 100, events: 50, primaryMetricValue: 0.1, conversions: 10, conversionRate: 0.1 },
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stats: {
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participants: 100,
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events: 50,
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primaryMetricValue: 0.1,
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conversions: 10,
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conversionRate: 0.1,
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},
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});
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});
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const beta = betaFromVariant(variant);
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const beta = betaFromVariant(variant);
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expect(beta.alpha).toBe(11); // conversions + 1
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expect(beta.alpha).toBe(11); // conversions + 1
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expect(beta.beta).toBe(91); // failures + 1
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expect(beta.beta).toBe(91); // failures + 1
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});
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});
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it('generates credible interval', () => {
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it('generates credible interval', () => {
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@ -242,10 +254,22 @@ describe('Beta Distribution', () => {
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describe('Probability Calculations', () => {
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describe('Probability Calculations', () => {
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it('calculates probability variant beats control', () => {
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it('calculates probability variant beats control', () => {
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const control = createMockVariant({
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const control = createMockVariant({
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stats: { participants: 100, events: 50, primaryMetricValue: 0.1, conversions: 10, conversionRate: 0.1 },
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stats: {
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participants: 100,
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events: 50,
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primaryMetricValue: 0.1,
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conversions: 10,
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conversionRate: 0.1,
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},
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});
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});
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const variant = createMockVariant({
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const variant = createMockVariant({
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stats: { participants: 100, events: 50, primaryMetricValue: 0.2, conversions: 20, conversionRate: 0.2 },
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stats: {
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participants: 100,
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events: 50,
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primaryMetricValue: 0.2,
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conversions: 20,
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conversionRate: 0.2,
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},
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});
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});
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const prob = probabilityVariantBeatsControl(variant, control, 'conversion', 5000);
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const prob = probabilityVariantBeatsControl(variant, control, 'conversion', 5000);
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@ -255,9 +279,36 @@ describe('Probability Calculations', () => {
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it('calculates probability variant beats all', () => {
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it('calculates probability variant beats all', () => {
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const variants = [
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const variants = [
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createMockVariant({ id: 'v1', stats: { participants: 100, events: 50, primaryMetricValue: 0.1, conversions: 10, conversionRate: 0.1 } }),
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createMockVariant({
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createMockVariant({ id: 'v2', stats: { participants: 100, events: 50, primaryMetricValue: 0.2, conversions: 20, conversionRate: 0.2 } }),
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id: 'v1',
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createMockVariant({ id: 'v3', stats: { participants: 100, events: 50, primaryMetricValue: 0.15, conversions: 15, conversionRate: 0.15 } }),
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stats: {
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participants: 100,
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events: 50,
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primaryMetricValue: 0.1,
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conversions: 10,
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conversionRate: 0.1,
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},
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}),
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createMockVariant({
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id: 'v2',
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stats: {
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participants: 100,
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events: 50,
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primaryMetricValue: 0.2,
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conversions: 20,
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conversionRate: 0.2,
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},
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}),
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createMockVariant({
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id: 'v3',
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stats: {
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participants: 100,
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events: 50,
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primaryMetricValue: 0.15,
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conversions: 15,
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conversionRate: 0.15,
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},
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}),
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];
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];
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const prob = probabilityVariantBeatsAll(variants[1], variants, 'conversion', 5000);
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const prob = probabilityVariantBeatsAll(variants[1], variants, 'conversion', 5000);
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@ -267,8 +318,24 @@ describe('Probability Calculations', () => {
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it('calculates expected loss', () => {
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it('calculates expected loss', () => {
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const variants = [
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const variants = [
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createMockVariant({ stats: { participants: 100, events: 50, primaryMetricValue: 0.1, conversions: 10, conversionRate: 0.1 } }),
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createMockVariant({
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createMockVariant({ stats: { participants: 100, events: 50, primaryMetricValue: 0.1, conversions: 10, conversionRate: 0.1 }),
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stats: {
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participants: 100,
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events: 50,
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primaryMetricValue: 0.1,
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conversions: 10,
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conversionRate: 0.1,
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},
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}),
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createMockVariant({
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stats: {
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participants: 100,
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events: 50,
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primaryMetricValue: 0.1,
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conversions: 10,
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conversionRate: 0.1,
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},
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}),
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];
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];
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const loss = expectedLossIfChosen(variants[0], variants, 'conversion', 5000);
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const loss = expectedLossIfChosen(variants[0], variants, 'conversion', 5000);
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@ -285,8 +352,25 @@ describe('checkEarlyStopping', () => {
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it('does not stop before minimum sample size', () => {
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it('does not stop before minimum sample size', () => {
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const experiment = createMockExperiment();
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const experiment = createMockExperiment();
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const variants = [
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const variants = [
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createMockVariant({ isControl: true, stats: { participants: 50, events: 25, primaryMetricValue: 0.1, conversions: 5, conversionRate: 0.1 } }),
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createMockVariant({
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createMockVariant({ stats: { participants: 50, events: 25, primaryMetricValue: 0.5, conversions: 25, conversionRate: 0.5 } }),
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isControl: true,
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stats: {
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participants: 50,
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events: 25,
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primaryMetricValue: 0.1,
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conversions: 5,
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conversionRate: 0.1,
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},
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}),
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createMockVariant({
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stats: {
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participants: 50,
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events: 25,
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primaryMetricValue: 0.5,
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conversions: 25,
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conversionRate: 0.5,
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},
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}),
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];
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];
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const result = checkEarlyStopping(experiment, variants, 5);
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const result = checkEarlyStopping(experiment, variants, 5);
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@ -296,8 +380,29 @@ describe('checkEarlyStopping', () => {
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it('stops when winner is clear', () => {
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it('stops when winner is clear', () => {
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const experiment = createMockExperiment();
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const experiment = createMockExperiment();
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const variants = [
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const variants = [
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createMockVariant({ isControl: true, stats: { participants: 1000, events: 500, primaryMetricValue: 0.1, conversions: 100, conversionRate: 0.1, betaAlpha: 101, betaBeta: 901 } }),
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createMockVariant({
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createMockVariant({ stats: { participants: 1000, events: 500, primaryMetricValue: 0.5, conversions: 500, conversionRate: 0.5, betaAlpha: 501, betaBeta: 501 } }),
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isControl: true,
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stats: {
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participants: 1000,
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events: 500,
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primaryMetricValue: 0.1,
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conversions: 100,
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conversionRate: 0.1,
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betaAlpha: 101,
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betaBeta: 901,
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},
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}),
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createMockVariant({
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stats: {
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participants: 1000,
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events: 500,
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primaryMetricValue: 0.5,
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conversions: 500,
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conversionRate: 0.5,
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betaAlpha: 501,
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betaBeta: 501,
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},
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}),
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];
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];
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const result = checkEarlyStopping(experiment, variants, 10);
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const result = checkEarlyStopping(experiment, variants, 10);
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@ -310,8 +415,25 @@ describe('checkEarlyStopping', () => {
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guardrails: { ...createMockExperiment().guardrails, maxDurationDays: 14 },
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guardrails: { ...createMockExperiment().guardrails, maxDurationDays: 14 },
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});
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});
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const variants = [
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const variants = [
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createMockVariant({ isControl: true, stats: { participants: 200, events: 100, primaryMetricValue: 0.1, conversions: 20, conversionRate: 0.1 } }),
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createMockVariant({
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createMockVariant({ stats: { participants: 200, events: 100, primaryMetricValue: 0.11, conversions: 22, conversionRate: 0.11 } }),
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isControl: true,
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stats: {
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participants: 200,
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events: 100,
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primaryMetricValue: 0.1,
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conversions: 20,
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conversionRate: 0.1,
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},
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}),
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createMockVariant({
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stats: {
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participants: 200,
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events: 100,
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primaryMetricValue: 0.11,
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conversions: 22,
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conversionRate: 0.11,
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},
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}),
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];
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];
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const result = checkEarlyStopping(experiment, variants, 30);
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const result = checkEarlyStopping(experiment, variants, 30);
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@ -328,8 +450,25 @@ describe('runGuardrails', () => {
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it('requires minimum sample size', () => {
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it('requires minimum sample size', () => {
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const experiment = createMockExperiment();
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const experiment = createMockExperiment();
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const variants = [
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const variants = [
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createMockVariant({ isControl: true, stats: { participants: 50, events: 25, primaryMetricValue: 0.1, conversions: 5, conversionRate: 0.1 } }),
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createMockVariant({
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createMockVariant({ stats: { participants: 50, events: 25, primaryMetricValue: 0.5, conversions: 25, conversionRate: 0.5 } }),
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isControl: true,
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stats: {
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participants: 50,
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events: 25,
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primaryMetricValue: 0.1,
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conversions: 5,
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conversionRate: 0.1,
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},
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}),
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createMockVariant({
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stats: {
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participants: 50,
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events: 25,
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primaryMetricValue: 0.5,
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conversions: 25,
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conversionRate: 0.5,
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},
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}),
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];
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];
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const checks = runGuardrails(experiment, variants, 10, false);
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const checks = runGuardrails(experiment, variants, 10, false);
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@ -344,8 +483,25 @@ describe('runGuardrails', () => {
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primaryMetric: { ...createMockExperiment().primaryMetric, type: 'revenue' },
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primaryMetric: { ...createMockExperiment().primaryMetric, type: 'revenue' },
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});
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});
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const variants = [
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const variants = [
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createMockVariant({ isControl: true, stats: { participants: 200, events: 100, primaryMetricValue: 10, conversions: 50, conversionRate: 0.25 } }),
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createMockVariant({
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createMockVariant({ stats: { participants: 200, events: 100, primaryMetricValue: 15, conversions: 75, conversionRate: 0.375 } }),
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isControl: true,
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stats: {
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participants: 200,
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events: 100,
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primaryMetricValue: 10,
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conversions: 50,
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conversionRate: 0.25,
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},
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}),
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createMockVariant({
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stats: {
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participants: 200,
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events: 100,
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primaryMetricValue: 15,
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conversions: 75,
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conversionRate: 0.375,
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},
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}),
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];
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];
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const checks = runGuardrails(experiment, variants, 10, true);
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const checks = runGuardrails(experiment, variants, 10, true);
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@ -388,8 +544,29 @@ describe('generateExperimentResult', () => {
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it('generates results with variant comparisons', () => {
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it('generates results with variant comparisons', () => {
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const experiment = createMockExperiment();
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const experiment = createMockExperiment();
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const variants = [
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const variants = [
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createMockVariant({ id: 'var_control', isControl: true, name: 'Control', stats: { participants: 200, events: 100, primaryMetricValue: 0.1, conversions: 20, conversionRate: 0.1 } }),
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createMockVariant({
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createMockVariant({ id: 'var_test', name: 'Test', stats: { participants: 200, events: 100, primaryMetricValue: 0.15, conversions: 30, conversionRate: 0.15 } }),
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id: 'var_control',
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isControl: true,
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name: 'Control',
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stats: {
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participants: 200,
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events: 100,
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primaryMetricValue: 0.1,
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conversions: 20,
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conversionRate: 0.1,
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},
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}),
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createMockVariant({
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id: 'var_test',
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name: 'Test',
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stats: {
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participants: 200,
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events: 100,
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primaryMetricValue: 0.15,
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conversions: 30,
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conversionRate: 0.15,
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},
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}),
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];
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];
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const result = generateExperimentResult(experiment, variants, 14);
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const result = generateExperimentResult(experiment, variants, 14);
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@ -403,8 +580,32 @@ describe('generateExperimentResult', () => {
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it('identifies winner when statistically significant', () => {
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it('identifies winner when statistically significant', () => {
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const experiment = createMockExperiment();
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const experiment = createMockExperiment();
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const variants = [
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const variants = [
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createMockVariant({ id: 'var_control', isControl: true, stats: { participants: 1000, events: 500, primaryMetricValue: 0.1, conversions: 100, conversionRate: 0.1, betaAlpha: 101, betaBeta: 901 } }),
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createMockVariant({
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createMockVariant({ id: 'var_test', name: 'Test', stats: { participants: 1000, events: 500, primaryMetricValue: 0.5, conversions: 500, conversionRate: 0.5, betaAlpha: 501, betaBeta: 501 } }),
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id: 'var_control',
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isControl: true,
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stats: {
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participants: 1000,
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events: 500,
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primaryMetricValue: 0.1,
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conversions: 100,
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conversionRate: 0.1,
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betaAlpha: 101,
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betaBeta: 901,
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},
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}),
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createMockVariant({
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id: 'var_test',
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name: 'Test',
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stats: {
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participants: 1000,
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events: 500,
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primaryMetricValue: 0.5,
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conversions: 500,
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conversionRate: 0.5,
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betaAlpha: 501,
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betaBeta: 501,
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||||||
|
},
|
||||||
|
}),
|
||||||
];
|
];
|
||||||
|
|
||||||
const result = generateExperimentResult(experiment, variants, 14);
|
const result = generateExperimentResult(experiment, variants, 14);
|
||||||
@ -461,12 +662,28 @@ describe('assignByStrategy', () => {
|
|||||||
const mockControl: VariantDoc = createMockVariant({
|
const mockControl: VariantDoc = createMockVariant({
|
||||||
id: 'var_control',
|
id: 'var_control',
|
||||||
isControl: true,
|
isControl: true,
|
||||||
stats: { participants: 100, events: 50, primaryMetricValue: 0.1, conversions: 10, conversionRate: 0.1, betaAlpha: 11, betaBeta: 91 },
|
stats: {
|
||||||
|
participants: 100,
|
||||||
|
events: 50,
|
||||||
|
primaryMetricValue: 0.1,
|
||||||
|
conversions: 10,
|
||||||
|
conversionRate: 0.1,
|
||||||
|
betaAlpha: 11,
|
||||||
|
betaBeta: 91,
|
||||||
|
},
|
||||||
});
|
});
|
||||||
|
|
||||||
const mockVariant: VariantDoc = createMockVariant({
|
const mockVariant: VariantDoc = createMockVariant({
|
||||||
id: 'var_test',
|
id: 'var_test',
|
||||||
stats: { participants: 100, events: 50, primaryMetricValue: 0.2, conversions: 20, conversionRate: 0.2, betaAlpha: 21, betaBeta: 81 },
|
stats: {
|
||||||
|
participants: 100,
|
||||||
|
events: 50,
|
||||||
|
primaryMetricValue: 0.2,
|
||||||
|
conversions: 20,
|
||||||
|
conversionRate: 0.2,
|
||||||
|
betaAlpha: 21,
|
||||||
|
betaBeta: 81,
|
||||||
|
},
|
||||||
});
|
});
|
||||||
|
|
||||||
const ctx = {
|
const ctx = {
|
||||||
|
|||||||
@ -58,6 +58,7 @@ import { maintenanceRoutes } from './modules/maintenance/routes.js';
|
|||||||
import { exportRoutes } from './modules/exports/routes.js';
|
import { exportRoutes } from './modules/exports/routes.js';
|
||||||
import { ipRuleRoutes } from './modules/ip-rules/routes.js';
|
import { ipRuleRoutes } from './modules/ip-rules/routes.js';
|
||||||
import { experimentRoutes } from './modules/experiments/routes.js';
|
import { experimentRoutes } from './modules/experiments/routes.js';
|
||||||
|
import { abTestingRoutes } from './modules/ab-testing/routes.js';
|
||||||
import { analyticsRoutes } from './modules/analytics/routes.js';
|
import { analyticsRoutes } from './modules/analytics/routes.js';
|
||||||
import { feedbackRoutes } from './modules/feedback/routes.js';
|
import { feedbackRoutes } from './modules/feedback/routes.js';
|
||||||
import { impersonationRoutes } from './modules/impersonation/routes.js';
|
import { impersonationRoutes } from './modules/impersonation/routes.js';
|
||||||
@ -166,6 +167,7 @@ await app.register(exportRoutes, { prefix: '/api' });
|
|||||||
await app.register(ipRuleRoutes, { prefix: '/api' });
|
await app.register(ipRuleRoutes, { prefix: '/api' });
|
||||||
// P2 — Product Intelligence
|
// P2 — Product Intelligence
|
||||||
await app.register(experimentRoutes, { prefix: '/api' });
|
await app.register(experimentRoutes, { prefix: '/api' });
|
||||||
|
await app.register(abTestingRoutes, { prefix: '/api' });
|
||||||
await app.register(analyticsRoutes, { prefix: '/api' });
|
await app.register(analyticsRoutes, { prefix: '/api' });
|
||||||
await app.register(feedbackRoutes, { prefix: '/api' });
|
await app.register(feedbackRoutes, { prefix: '/api' });
|
||||||
await app.register(impersonationRoutes, { prefix: '/api' });
|
await app.register(impersonationRoutes, { prefix: '/api' });
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user