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@electric-sql/d2ts

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D2TS is a TypeScript implementation of Differential Dataflow.

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import { describe, test, expect, beforeEach, afterEach } from 'vitest' import { D2 } from '../../src/d2.js' import { MultiSet } from '../../src/multiset.js' import { Antichain, v } from '../../src/order.js' import { DataMessage, MessageType } from '../../src/types.js' import { reduce } from '../../src/sqlite/operators/reduce.js' import { output } from '../../src/operators/index.js' import Database from 'better-sqlite3' import { BetterSQLite3Wrapper } from '../../src/sqlite/database.js' import fs from 'fs' import path from 'path' describe('SQLite Operators', () => { describe('Reduce operation', () => { let db: BetterSQLite3Wrapper beforeEach(() => { const sqlite = new Database(':memory:') db = new BetterSQLite3Wrapper(sqlite) }) afterEach(() => { db.close() }) test('basic reduce operation', () => { const graph = new D2({ initialFrontier: v([0, 0]) }) const input = graph.newInput<[string, number]>() const messages: DataMessage<[string, number]>[] = [] input.pipe( reduce((vals) => { let sum = 0 for (const [val, diff] of vals) { sum += val * diff } return [[sum, 1]] }, db), output((message) => { if (message.type === MessageType.DATA) { messages.push(message.data) } }), ) graph.finalize() input.sendData( v([1, 0]), new MultiSet([ [['a', 1], 2], [['a', 2], 1], [['a', 3], 1], [['b', 4], 1], ]), ) input.sendData(v([1, 0]), new MultiSet([[['b', 5], 1]])) input.sendFrontier(new Antichain([v([2, 0])])) graph.run() const data = messages.map((m) => m.collection.getInner()) expect(data).toEqual([ [ [['a', 7], 1], [['b', 9], 1], ], ]) }) test('reduce with negative multiplicities', () => { const graph = new D2({ initialFrontier: v([0, 0]) }) const input = graph.newInput<[string, number]>() const messages: DataMessage<[string, number]>[] = [] input.pipe( reduce((vals) => { let sum = 0 for (const [val, diff] of vals) { sum += val * diff } return [[sum, 1]] }, db), output((message) => { if (message.type === MessageType.DATA) { messages.push(message.data) } }), ) graph.finalize() input.sendData( v([1, 0]), new MultiSet([ [['a', 1], -1], [['a', 2], 2], [['b', 3], -2], ]), ) input.sendFrontier(new Antichain([v([2, 0])])) graph.run() const data = messages.map((m) => m.collection.getInner()) expect(data).toEqual([ [ [['a', 3], 1], [['b', -6], 1], ], ]) }) }) describe('Reduce operation with persistence', () => { const dbPath = path.join(import.meta.dirname, 'test.db') let db: BetterSQLite3Wrapper beforeEach(() => { if (fs.existsSync(dbPath)) { fs.unlinkSync(dbPath) } const sqlite = new Database(dbPath) db = new BetterSQLite3Wrapper(sqlite) }) afterEach(() => { db.close() if (fs.existsSync(dbPath)) { fs.unlinkSync(dbPath) } }) test('persists and recovers state', () => { // First graph instance - initial processing let messages: DataMessage<[string, number]>[] = [] let graph = new D2({ initialFrontier: v([0, 0]) }) const input = graph.newInput<[string, number]>() input.pipe( reduce((vals) => { let sum = 0 for (const [val, diff] of vals) { sum += val * diff } return [[sum, 1]] }, db), output((message) => { if (message.type === MessageType.DATA) { messages.push(message.data) } }), ) graph.finalize() // Send initial data input.sendData( v([1, 0]), new MultiSet([ [['a', 1], 2], [['a', 2], 1], [['b', 3], 1], ]), ) input.sendFrontier(new Antichain([v([2, 0])])) graph.run() // Verify initial results expect(messages.map((m) => m.collection.getInner())).toEqual([ [ [['a', 4], 1], [['b', 3], 1], ], ]) // Close first graph instance and database db.close() // Create new graph instance with same database messages = [] db = new BetterSQLite3Wrapper(new Database(dbPath)) graph = new D2({ initialFrontier: v([1, 0]) }) const newInput = graph.newInput<[string, number]>() newInput.pipe( reduce((vals) => { let sum = 0 for (const [val, diff] of vals) { sum += val * diff } return [[sum, 1]] }, db), output((message) => { if (message.type === MessageType.DATA) { messages.push(message.data) } }), ) graph.finalize() // Send new data newInput.sendData( v([2, 0]), new MultiSet([ [['a', 3], 1], [['c', 5], 1], ]), ) newInput.sendFrontier(new Antichain([v([3, 0])])) graph.run() // Verify that new results work with persisted state expect(messages.map((m) => m.collection.getInner())).toEqual([ [ [['a', 7], 1], [['a', 4], -1], [['c', 5], 1], ], ]) }) }) })