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268 lines
8.6 KiB
JavaScript
268 lines
8.6 KiB
JavaScript
/**
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* Simple Node.js test for @claude-flow/embeddings utilities
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* Uses Node's native test runner to avoid vitest memory issues
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*/
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import { test, describe } from 'node:test';
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import assert from 'node:assert/strict';
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// Import directly from compiled dist
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import {
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chunkText,
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estimateTokens,
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} from '../dist/chunking.js';
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import {
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l2Normalize,
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l1Normalize,
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minMaxNormalize,
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zScoreNormalize,
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l2Norm,
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isNormalized,
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} from '../dist/normalization.js';
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import {
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euclideanToPoincare,
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poincareToEuclidean,
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hyperbolicDistance,
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mobiusAdd,
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isInPoincareBall,
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batchEuclideanToPoincare,
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} from '../dist/hyperbolic.js';
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import {
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cosineSimilarity,
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euclideanDistance,
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dotProduct,
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MockEmbeddingService,
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} from '../dist/embedding-service.js';
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// =============================================================================
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// Chunking Tests
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// =============================================================================
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describe('Document Chunking', () => {
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const longText = `
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This is the first sentence. This is the second sentence.
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This is the third sentence with more content.
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And here is the fourth sentence to make it longer.
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Finally, the fifth sentence concludes this paragraph.
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`.trim();
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test('chunks text into multiple parts', () => {
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const result = chunkText(longText, { maxChunkSize: 100 });
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assert.ok(result.totalChunks > 1);
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});
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test('respects max chunk size', () => {
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const result = chunkText(longText, { maxChunkSize: 50, strategy: 'character' });
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for (const chunk of result.chunks) {
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assert.ok(chunk.length <= 50);
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}
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});
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test('estimates tokens correctly', () => {
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const text = 'Hello world';
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const tokens = estimateTokens(text);
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assert.equal(tokens, Math.ceil(text.length / 4));
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});
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test('returns original text for short input', () => {
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const result = chunkText('Short text', { maxChunkSize: 100 });
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assert.equal(result.totalChunks, 1);
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assert.equal(result.chunks[0].text, 'Short text');
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});
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});
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// =============================================================================
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// Normalization Tests
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// =============================================================================
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describe('Normalization', () => {
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const vec = new Float32Array([3, 4, 0]);
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const vec2 = new Float32Array([1, 2, 3, 4, 5]);
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test('L2 normalize creates unit vector', () => {
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const normalized = l2Normalize(vec);
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const norm = l2Norm(normalized);
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assert.ok(Math.abs(norm - 1) < 1e-5);
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});
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test('L2 normalize: [3,4,0] -> [0.6, 0.8, 0]', () => {
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const normalized = l2Normalize(vec);
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assert.ok(Math.abs(normalized[0] - 0.6) < 1e-5);
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assert.ok(Math.abs(normalized[1] - 0.8) < 1e-5);
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assert.ok(Math.abs(normalized[2]) < 1e-5);
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});
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test('L1 normalize: sum of absolute values = 1', () => {
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const normalized = l1Normalize(vec2);
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let sum = 0;
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for (const v of normalized) sum += Math.abs(v);
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assert.ok(Math.abs(sum - 1) < 1e-5);
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});
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test('minMax normalize: values in [0, 1]', () => {
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const normalized = minMaxNormalize(vec2);
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for (const v of normalized) {
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assert.ok(v >= 0 && v <= 1);
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}
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});
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test('zScore normalize: mean ≈ 0', () => {
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const normalized = zScoreNormalize(vec2);
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let sum = 0;
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for (const v of normalized) sum += v;
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const mean = sum / normalized.length;
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assert.ok(Math.abs(mean) < 1e-5);
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});
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test('isNormalized detects normalized vectors', () => {
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const normalized = l2Normalize(vec);
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assert.ok(isNormalized(normalized));
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assert.ok(!isNormalized(vec));
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});
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});
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// =============================================================================
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// Hyperbolic Tests
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// =============================================================================
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describe('Hyperbolic Embeddings', () => {
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const eucVec = new Float32Array([0.5, 0.3, 0.2]);
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const origin = new Float32Array([0, 0, 0]);
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test('euclideanToPoincare: origin maps to origin', () => {
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const poincare = euclideanToPoincare(origin);
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assert.ok(Array.from(poincare).every(v => Math.abs(v) < 1e-10));
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});
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test('euclideanToPoincare: result stays in ball', () => {
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const poincare = euclideanToPoincare(eucVec);
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assert.ok(isInPoincareBall(poincare));
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});
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test('poincareToEuclidean: round trip', () => {
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const poincare = euclideanToPoincare(eucVec);
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const back = poincareToEuclidean(poincare);
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for (let i = 0; i < eucVec.length; i++) {
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assert.ok(Math.abs(back[i] - eucVec[i]) < 1e-4);
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}
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});
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test('hyperbolicDistance: self = 0', () => {
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const p = euclideanToPoincare(new Float32Array([0.1, 0.1, 0.1]));
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assert.ok(Math.abs(hyperbolicDistance(p, p)) < 1e-5);
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});
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test('hyperbolicDistance: symmetry', () => {
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const a = euclideanToPoincare(new Float32Array([0.1, 0.2, 0.1]));
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const b = euclideanToPoincare(new Float32Array([0.3, 0.1, 0.2]));
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assert.ok(Math.abs(hyperbolicDistance(a, b) - hyperbolicDistance(b, a)) < 1e-5);
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});
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test('mobiusAdd: identity element', () => {
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const p = euclideanToPoincare(new Float32Array([0.2, 0.1, 0.1]));
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const result = mobiusAdd(p, origin);
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for (let i = 0; i < p.length; i++) {
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assert.ok(Math.abs(result[i] - p[i]) < 1e-5);
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}
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});
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test('isInPoincareBall: points inside/outside', () => {
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assert.ok(isInPoincareBall(new Float32Array([0.5, 0.3, 0.2])));
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assert.ok(!isInPoincareBall(new Float32Array([0.9, 0.9, 0.9])));
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});
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test('batchEuclideanToPoincare: converts multiple', () => {
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const vecs = [
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new Float32Array([0.1, 0.1]),
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new Float32Array([0.2, 0.2]),
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new Float32Array([0.3, 0.3]),
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];
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const results = batchEuclideanToPoincare(vecs);
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assert.equal(results.length, 3);
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for (const r of results) {
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assert.ok(isInPoincareBall(r));
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}
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});
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});
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// =============================================================================
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// Similarity Tests
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// =============================================================================
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describe('Similarity Functions', () => {
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const vecA = new Float32Array([1, 0, 0]);
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const vecB = new Float32Array([0, 1, 0]);
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const vecC = new Float32Array([1, 0, 0]);
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test('cosine similarity: identical vectors = 1', () => {
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assert.ok(Math.abs(cosineSimilarity(vecA, vecC) - 1) < 1e-5);
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});
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test('cosine similarity: orthogonal vectors = 0', () => {
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assert.ok(Math.abs(cosineSimilarity(vecA, vecB)) < 1e-5);
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});
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test('euclidean distance: same vectors = 0', () => {
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assert.ok(Math.abs(euclideanDistance(vecA, vecC)) < 1e-5);
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});
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test('euclidean distance: orthogonal unit vectors', () => {
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assert.ok(Math.abs(euclideanDistance(vecA, vecB) - Math.sqrt(2)) < 1e-5);
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});
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test('dot product: orthogonal = 0', () => {
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assert.ok(Math.abs(dotProduct(vecA, vecB)) < 1e-5);
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});
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test('dot product: same unit vector = 1', () => {
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assert.ok(Math.abs(dotProduct(vecA, vecC) - 1) < 1e-5);
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});
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});
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// =============================================================================
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// MockEmbeddingService Tests
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// =============================================================================
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describe('MockEmbeddingService', async () => {
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test('generates embeddings with correct dimensions', async () => {
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const service = new MockEmbeddingService({ dimensions: 384 });
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const result = await service.embed('test text');
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assert.ok(result.embedding instanceof Float32Array);
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assert.equal(result.embedding.length, 384);
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});
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test('generates deterministic embeddings for same text', async () => {
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const service = new MockEmbeddingService({ dimensions: 384 });
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const result1 = await service.embed('hello world');
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const result2 = await service.embed('hello world');
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assert.deepEqual(Array.from(result1.embedding), Array.from(result2.embedding));
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});
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test('generates different embeddings for different text', async () => {
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const service = new MockEmbeddingService({ dimensions: 384 });
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const result1 = await service.embed('hello');
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const result2 = await service.embed('world');
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assert.notDeepEqual(Array.from(result1.embedding), Array.from(result2.embedding));
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});
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test('caches results', async () => {
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const service = new MockEmbeddingService({ dimensions: 384 });
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await service.embed('cached text');
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const result = await service.embed('cached text');
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assert.ok(result.cached);
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});
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test('batch embedding works correctly', async () => {
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const service = new MockEmbeddingService({ dimensions: 384 });
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const texts = ['one', 'two', 'three'];
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const result = await service.embedBatch(texts);
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assert.equal(result.embeddings.length, 3);
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assert.equal(result.embeddings[0].length, 384);
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});
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});
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console.log('All tests completed!');
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