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lancedb/nodejs/__test__/permutation.test.ts

372 lines
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TypeScript

// SPDX-License-Identifier: Apache-2.0
// SPDX-FileCopyrightText: Copyright The LanceDB Authors
import * as tmp from "tmp";
import { Table, connect, permutationBuilder } from "../lancedb";
import { makeArrowTable } from "../lancedb/arrow";
describe("PermutationBuilder", () => {
let tmpDir: tmp.DirResult;
let table: Table;
beforeEach(async () => {
tmpDir = tmp.dirSync({ unsafeCleanup: true });
const db = await connect(tmpDir.name);
// Create test data
const data = makeArrowTable(
[
{ id: 1, value: 10 },
{ id: 2, value: 20 },
{ id: 3, value: 30 },
{ id: 4, value: 40 },
{ id: 5, value: 50 },
{ id: 6, value: 60 },
{ id: 7, value: 70 },
{ id: 8, value: 80 },
{ id: 9, value: 90 },
{ id: 10, value: 100 },
],
{ vectorColumns: {} },
);
table = await db.createTable("test_table", data);
});
afterEach(() => {
tmpDir.removeCallback();
});
test("should create permutation builder", () => {
const builder = permutationBuilder(table);
expect(builder).toBeDefined();
});
test("should execute basic permutation", async () => {
const builder = permutationBuilder(table);
const permutationTable = await builder.execute();
expect(permutationTable).toBeDefined();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
});
test("should create permutation with random splits", async () => {
const builder = permutationBuilder(table).splitRandom({
ratios: [1.0],
seed: 42,
});
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
});
test("should create permutation with percentage splits", async () => {
const builder = permutationBuilder(table).splitRandom({
ratios: [0.3, 0.7],
seed: 42,
});
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
// Check split distribution
const split0Count = await permutationTable.countRows("split_id = 0");
const split1Count = await permutationTable.countRows("split_id = 1");
expect(split0Count).toBeGreaterThan(0);
expect(split1Count).toBeGreaterThan(0);
expect(split0Count + split1Count).toBe(10);
});
test("should create permutation with count splits", async () => {
const builder = permutationBuilder(table).splitRandom({
counts: [3, 7],
seed: 42,
});
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
// Check split distribution
const split0Count = await permutationTable.countRows("split_id = 0");
const split1Count = await permutationTable.countRows("split_id = 1");
expect(split0Count).toBe(3);
expect(split1Count).toBe(7);
});
test("should create permutation with hash splits", async () => {
const builder = permutationBuilder(table).splitHash({
columns: ["id"],
splitWeights: [50, 50],
discardWeight: 0,
});
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
// Check that splits exist
const split0Count = await permutationTable.countRows("split_id = 0");
const split1Count = await permutationTable.countRows("split_id = 1");
expect(split0Count).toBeGreaterThan(0);
expect(split1Count).toBeGreaterThan(0);
expect(split0Count + split1Count).toBe(10);
});
test("should create permutation with sequential splits", async () => {
const builder = permutationBuilder(table).splitSequential({
ratios: [0.5, 0.5],
});
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
// Check split distribution - sequential should give exactly 5 and 5
const split0Count = await permutationTable.countRows("split_id = 0");
const split1Count = await permutationTable.countRows("split_id = 1");
expect(split0Count).toBe(5);
expect(split1Count).toBe(5);
});
test("should create permutation with calculated splits", async () => {
const builder = permutationBuilder(table).splitCalculated({
calculation: "id % 2",
});
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
// Check split distribution
const split0Count = await permutationTable.countRows("split_id = 0");
const split1Count = await permutationTable.countRows("split_id = 1");
expect(split0Count).toBeGreaterThan(0);
expect(split1Count).toBeGreaterThan(0);
expect(split0Count + split1Count).toBe(10);
});
test("should create permutation with shuffle", async () => {
const builder = permutationBuilder(table).shuffle({
seed: 42,
});
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
});
test("should create permutation with shuffle and clump size", async () => {
const builder = permutationBuilder(table).shuffle({
seed: 42,
clumpSize: 2,
});
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
});
test("should create permutation with filter", async () => {
const builder = permutationBuilder(table).filter("value > 50");
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(5); // Values 60, 70, 80, 90, 100
});
test("should chain multiple operations", async () => {
const builder = permutationBuilder(table)
.filter("value <= 80")
.splitRandom({ ratios: [0.5, 0.5], seed: 42 })
.shuffle({ seed: 123 });
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(8); // Values 10, 20, 30, 40, 50, 60, 70, 80
// Check split distribution
const split0Count = await permutationTable.countRows("split_id = 0");
const split1Count = await permutationTable.countRows("split_id = 1");
expect(split0Count).toBeGreaterThan(0);
expect(split1Count).toBeGreaterThan(0);
expect(split0Count + split1Count).toBe(8);
});
test("should throw error for invalid split arguments", () => {
const builder = permutationBuilder(table);
// Test no arguments provided
expect(() => builder.splitRandom({})).toThrow(
"Exactly one of 'ratios', 'counts', or 'fixed' must be provided",
);
// Test multiple arguments provided
expect(() =>
builder.splitRandom({ ratios: [0.5, 0.5], counts: [3, 7], seed: 42 }),
).toThrow("Exactly one of 'ratios', 'counts', or 'fixed' must be provided");
});
test("should throw error when builder is consumed", async () => {
const builder = permutationBuilder(table);
// Execute once
await builder.execute();
// Should throw error on second execution
await expect(builder.execute()).rejects.toThrow("Builder already consumed");
});
test("should accept custom split names with random splits", async () => {
const builder = permutationBuilder(table).splitRandom({
ratios: [0.3, 0.7],
seed: 42,
splitNames: ["train", "test"],
});
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
// Split names are provided but split_id is still numeric (0, 1, etc.)
// The names are metadata that can be used by higher-level APIs
const split0Count = await permutationTable.countRows("split_id = 0");
const split1Count = await permutationTable.countRows("split_id = 1");
expect(split0Count).toBeGreaterThan(0);
expect(split1Count).toBeGreaterThan(0);
expect(split0Count + split1Count).toBe(10);
});
test("should accept custom split names with hash splits", async () => {
const builder = permutationBuilder(table).splitHash({
columns: ["id"],
splitWeights: [50, 50],
discardWeight: 0,
splitNames: ["set_a", "set_b"],
});
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
// Split names are provided but split_id is still numeric
const split0Count = await permutationTable.countRows("split_id = 0");
const split1Count = await permutationTable.countRows("split_id = 1");
expect(split0Count).toBeGreaterThan(0);
expect(split1Count).toBeGreaterThan(0);
expect(split0Count + split1Count).toBe(10);
});
test("should accept custom split names with sequential splits", async () => {
const builder = permutationBuilder(table).splitSequential({
ratios: [0.5, 0.5],
splitNames: ["first", "second"],
});
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
// Split names are provided but split_id is still numeric
const split0Count = await permutationTable.countRows("split_id = 0");
const split1Count = await permutationTable.countRows("split_id = 1");
expect(split0Count).toBe(5);
expect(split1Count).toBe(5);
});
test("should accept custom split names with calculated splits", async () => {
const builder = permutationBuilder(table).splitCalculated({
calculation: "id % 2",
splitNames: ["even", "odd"],
});
const permutationTable = await builder.execute();
const rowCount = await permutationTable.countRows();
expect(rowCount).toBe(10);
// Split names are provided but split_id is still numeric
const split0Count = await permutationTable.countRows("split_id = 0");
const split1Count = await permutationTable.countRows("split_id = 1");
expect(split0Count).toBeGreaterThan(0);
expect(split1Count).toBeGreaterThan(0);
expect(split0Count + split1Count).toBe(10);
});
test("should persist permutation to a new table", async () => {
const db = await connect(tmpDir.name);
const builder = permutationBuilder(table)
.splitRandom({
ratios: [0.7, 0.3],
seed: 42,
splitNames: ["train", "validation"],
})
.persist(db, "my_permutation");
// Execute the builder which will persist the table
const permutationTable = await builder.execute();
// Verify the persisted table exists and can be opened
const persistedTable = await db.openTable("my_permutation");
expect(persistedTable).toBeDefined();
// Verify the persisted table has the correct number of rows
const rowCount = await persistedTable.countRows();
expect(rowCount).toBe(10);
// Verify splits exist (numeric split_id values)
const split0Count = await persistedTable.countRows("split_id = 0");
const split1Count = await persistedTable.countRows("split_id = 1");
expect(split0Count).toBeGreaterThan(0);
expect(split1Count).toBeGreaterThan(0);
expect(split0Count + split1Count).toBe(10);
// Verify the table returned by execute is the same as the persisted one
const executedRowCount = await permutationTable.countRows();
expect(executedRowCount).toBe(10);
});
test("should persist permutation with multiple operations", async () => {
const db = await connect(tmpDir.name);
const builder = permutationBuilder(table)
.filter("value > 30")
.splitRandom({ ratios: [0.5, 0.5], seed: 123, splitNames: ["a", "b"] })
.shuffle({ seed: 456 })
.persist(db, "filtered_permutation");
// Execute the builder
const permutationTable = await builder.execute();
// Verify the persisted table
const persistedTable = await db.openTable("filtered_permutation");
const rowCount = await persistedTable.countRows();
expect(rowCount).toBe(7); // Values 40, 50, 60, 70, 80, 90, 100
// Verify splits exist (numeric split_id values)
const split0Count = await persistedTable.countRows("split_id = 0");
const split1Count = await persistedTable.countRows("split_id = 1");
expect(split0Count).toBeGreaterThan(0);
expect(split1Count).toBeGreaterThan(0);
expect(split0Count + split1Count).toBe(7);
// Verify the executed table matches
const executedRowCount = await permutationTable.countRows();
expect(executedRowCount).toBe(7);
});
});