diff --git a/.changeset/smart-chunking-rewrite.md b/.changeset/smart-chunking-rewrite.md new file mode 100644 index 0000000..439c292 --- /dev/null +++ b/.changeset/smart-chunking-rewrite.md @@ -0,0 +1,7 @@ +--- +"@chkit/plugin-backfill": patch +"@chkit/clickhouse": patch +"chkit": patch +--- + +Rewrite backfill chunk planning with multi-strategy smart chunking. The planner now introspects partition layout, sort key distribution, and row estimates to produce better-sized chunks using strategies like equal-width splitting, quantile ranges, temporal bucketing, string prefix splitting, and group-by-key splitting. Adds a dedicated `sdk` entry point for programmatic access to chunking internals. diff --git a/bun.lock b/bun.lock index 1191f8c..66e1e16 100644 --- a/bun.lock +++ b/bun.lock @@ -23,7 +23,7 @@ }, "apps/docs": { "name": "@chkit/docs", - "version": "0.0.2-beta.8", + "version": "0.0.2-beta.9", "dependencies": { "@astrojs/starlight": "^0.37.6", "astro": "^5.6.1", @@ -33,7 +33,7 @@ }, "packages/cli": { "name": "chkit", - "version": "0.1.0-beta.19", + "version": "0.1.0-beta.20", "bin": { "chkit": "./dist/bin/chkit.js", }, @@ -47,23 +47,24 @@ }, "packages/clickhouse": { "name": "@chkit/clickhouse", - "version": "0.1.0-beta.19", + "version": "0.1.0-beta.20", "dependencies": { "@chkit/core": "workspace:*", "@clickhouse/client": "^1.11.0", + "@logtape/logtape": "^2.0.5", "p-retry": "^7.1.1", }, }, "packages/codegen": { "name": "@chkit/codegen", - "version": "0.1.0-beta.19", + "version": "0.1.0-beta.20", "dependencies": { "@chkit/core": "workspace:*", }, }, "packages/core": { "name": "@chkit/core", - "version": "0.1.0-beta.19", + "version": "0.1.0-beta.20", "dependencies": { "fast-glob": "^3.3.2", }, @@ -73,7 +74,7 @@ }, "packages/plugin-backfill": { "name": "@chkit/plugin-backfill", - "version": "0.1.0-beta.19", + "version": "0.1.0-beta.20", "dependencies": { "@chkit/clickhouse": "workspace:*", "@chkit/core": "workspace:*", @@ -83,7 +84,7 @@ }, "packages/plugin-codegen": { "name": "@chkit/plugin-codegen", - "version": "0.1.0-beta.19", + "version": "0.1.0-beta.20", "dependencies": { "@chkit/core": "workspace:*", "zod": "^4.3.6", @@ -91,8 +92,9 @@ }, "packages/plugin-obsessiondb": { "name": "@chkit/plugin-obsessiondb", - "version": "0.1.0-beta.19", + "version": "0.1.0-beta.20", "dependencies": { + "@chkit/clickhouse": "workspace:*", "@chkit/core": "workspace:*", "@orpc/client": "1.13.4", "@orpc/contract": "1.13.4", @@ -101,7 +103,7 @@ }, "packages/plugin-pull": { "name": "@chkit/plugin-pull", - "version": "0.1.0-beta.19", + "version": "0.1.0-beta.20", "dependencies": { "@chkit/clickhouse": "workspace:*", "@chkit/core": "workspace:*", @@ -348,6 +350,8 @@ "@jridgewell/trace-mapping": ["@jridgewell/trace-mapping@0.3.9", "", { "dependencies": { "@jridgewell/resolve-uri": "^3.0.3", "@jridgewell/sourcemap-codec": "^1.4.10" } }, "sha512-3Belt6tdc8bPgAtbcmdtNJlirVoTmEb5e2gC94PnkwEW9jI6CAHUeoG85tjWP5WquqfavoMtMwiG4P926ZKKuQ=="], + "@logtape/logtape": ["@logtape/logtape@2.0.5", "", {}, "sha512-UizDkh20ZPJVOddRxG1F77WhHdlNl/sbQgoO8T534R7XvUBMAJ9En9f35u+meW2tRsNLvjz6R87Zanwf53tspQ=="], + "@manypkg/find-root": ["@manypkg/find-root@1.1.0", "", { "dependencies": { "@babel/runtime": "^7.5.5", "@types/node": "^12.7.1", "find-up": "^4.1.0", "fs-extra": "^8.1.0" } }, "sha512-mki5uBvhHzO8kYYix/WRy2WX8S3B5wdVSc9D6KcU5lQNglP2yt58/VfLuAK49glRXChosY8ap2oJ1qgma3GUVA=="], "@manypkg/get-packages": ["@manypkg/get-packages@1.1.3", "", { "dependencies": { "@babel/runtime": "^7.5.5", "@changesets/types": "^4.0.1", "@manypkg/find-root": "^1.1.0", "fs-extra": "^8.1.0", "globby": "^11.0.0", "read-yaml-file": "^1.1.0" } }, "sha512-fo+QhuU3qE/2TQMQmbVMqaQ6EWbMhi4ABWP+O4AM1NqPBuy0OrApV5LO6BrrgnhtAHS2NH6RrVk9OL181tTi8A=="], diff --git a/packages/cli/src/plugin.test.ts b/packages/cli/src/plugin.test.ts index ddda0ed..8ff0a2b 100644 --- a/packages/cli/src/plugin.test.ts +++ b/packages/cli/src/plugin.test.ts @@ -40,7 +40,7 @@ async function waitForParts( database: string, table: string, expectedPartitions: number, - timeoutMs = 15_000, + timeoutMs = 60_000, ): Promise { const start = Date.now() while (Date.now() - start < timeoutMs) { diff --git a/packages/clickhouse/package.json b/packages/clickhouse/package.json index e09e9a4..41f51e4 100644 --- a/packages/clickhouse/package.json +++ b/packages/clickhouse/package.json @@ -46,6 +46,7 @@ "dependencies": { "@chkit/core": "workspace:*", "@clickhouse/client": "^1.11.0", + "@logtape/logtape": "^2.0.5", "p-retry": "^7.1.1" } } diff --git a/packages/clickhouse/src/index.ts b/packages/clickhouse/src/index.ts index a62dea6..5c16c70 100644 --- a/packages/clickhouse/src/index.ts +++ b/packages/clickhouse/src/index.ts @@ -1,4 +1,4 @@ -import { createClient } from '@clickhouse/client' +import { createClient, type ClickHouseSettings } from '@clickhouse/client' import { normalizeSQLFragment, type ChxConfig, @@ -6,6 +6,7 @@ import { type ProjectionDefinition, type SkipIndexDefinition, } from '@chkit/core' +import { getLogger } from '@logtape/logtape' import { parseEngineFromCreateTableQuery, parseOrderByFromCreateTableQuery, @@ -28,9 +29,11 @@ export interface QueryStatus { error?: string } +export type { ClickHouseSettings } + export interface ClickHouseExecutor { command(sql: string): Promise - query(sql: string): Promise + query(sql: string, settings?: ClickHouseSettings): Promise insert>(params: { table: string; values: T[] }): Promise listSchemaObjects(): Promise listTableDetails(databases: string[]): Promise @@ -249,7 +252,54 @@ export { waitForTableAbsent, } from './ddl-propagation.js' +function parseSummaryFromHeaders(headers: Record): { + read_rows: string + read_bytes: string + written_rows: string + written_bytes: string + result_rows: string + result_bytes: string + elapsed_ns: string +} | undefined { + const raw = headers['x-clickhouse-summary'] + if (!raw || typeof raw !== 'string') return undefined + try { + return JSON.parse(raw) + } catch { + return undefined + } +} + +function logProfiling( + logger: ReturnType, + query: string, + queryId: string, + summary?: { + read_rows: string + read_bytes: string + written_rows: string + written_bytes: string + result_rows?: string + result_bytes?: string + elapsed_ns: string + }, +): void { + logger.trace('Query completed: {query}', { + query, + queryId, + readRows: Number(summary?.read_rows ?? 0), + readBytes: Number(summary?.read_bytes ?? 0), + writtenRows: Number(summary?.written_rows ?? 0), + writtenBytes: Number(summary?.written_bytes ?? 0), + elapsedMs: Number(summary?.elapsed_ns ?? 0) / 1_000_000, + resultRows: Number(summary?.result_rows ?? 0), + resultBytes: Number(summary?.result_bytes ?? 0), + }) +} + export function createClickHouseExecutor(config: NonNullable): ClickHouseExecutor { + const profiler = getLogger(['chkit', 'profiling']) + const client = createClient({ url: config.url, username: config.username, @@ -259,6 +309,7 @@ export function createClickHouseExecutor(config: NonNullable { try { - await client.command({ query: sql, http_headers: { 'X-DDL': '1' } }) + const result = await client.command({ query: sql, http_headers: { 'X-DDL': '1' } }) + logProfiling(profiler, sql, result.query_id, result.summary) } catch (error) { if (isUnknownDatabaseError(error)) { - // The configured database doesn't exist yet. Retry without the - // session database so that CREATE DATABASE can succeed. const fallback = createClient({ url: config.url, username: config.username, @@ -296,21 +346,24 @@ export function createClickHouseExecutor(config: NonNullable(sql: string): Promise { + async query(sql: string, settings?: ClickHouseSettings): Promise { try { - const result = await client.query({ query: sql, format: 'JSONEachRow', http_headers: { 'X-DDL': '1' } }) - return result.json() + const result = await client.query({ query: sql, format: 'JSONEachRow', http_headers: { 'X-DDL': '1' }, ...(settings ? { clickhouse_settings: settings } : {}) }) + const rows = await result.json() + logProfiling(profiler, sql, result.query_id, parseSummaryFromHeaders(result.response_headers)) + return rows } catch (error) { wrapConnectionError(error, config.url) } }, async insert>(params: { table: string; values: T[] }): Promise { try { - await client.insert({ + const result = await client.insert({ table: params.table, values: params.values, format: 'JSONEachRow', }) + logProfiling(profiler, `INSERT INTO ${params.table}`, result.query_id, result.summary) } catch (error) { wrapConnectionError(error, config.url) } diff --git a/packages/plugin-backfill/README.md b/packages/plugin-backfill/README.md index 6feaa72..112a391 100644 --- a/packages/plugin-backfill/README.md +++ b/packages/plugin-backfill/README.md @@ -35,6 +35,23 @@ export default defineConfig({ See the [chkit documentation](https://chkit.obsessiondb.com). +## SDK Internals + +The package root is limited to the plugin registration API. + +Chunk-planning and async execution internals are exposed from the SDK subpath: + +```ts +import { + analyzeAndChunk, + buildWhereClauseFromChunk, + decodeChunkPlanFromPersistence, + encodeChunkPlanForPersistence, + executeBackfill, + generateIdempotencyToken, +} from '@chkit/plugin-backfill/sdk' +``` + ## License [MIT](../../LICENSE) diff --git a/packages/plugin-backfill/package.json b/packages/plugin-backfill/package.json index c4cbe63..9b959ca 100644 --- a/packages/plugin-backfill/package.json +++ b/packages/plugin-backfill/package.json @@ -27,6 +27,11 @@ "source": "./src/index.ts", "types": "./dist/index.d.ts", "default": "./dist/index.js" + }, + "./sdk": { + "source": "./src/sdk.ts", + "types": "./dist/sdk.d.ts", + "default": "./dist/sdk.js" } }, "files": [ @@ -38,6 +43,8 @@ "typecheck": "tsc -p tsconfig.json --noEmit", "lint": "biome lint src", "test": "bun test src", + "test:env": "doppler run --project chkit --config ci -- bun test src", + "seed:env": "doppler run --project chkit --config ci -- bun run src/chunking/e2e/seed-datasets.script.ts", "clean": "rm -rf dist" }, "dependencies": { diff --git a/packages/plugin-backfill/src/async-backfill.ts b/packages/plugin-backfill/src/async-backfill.ts index f393499..e5acd1e 100644 --- a/packages/plugin-backfill/src/async-backfill.ts +++ b/packages/plugin-backfill/src/async-backfill.ts @@ -7,9 +7,9 @@ export interface BackfillOptions { /** Plan ID used as a namespace in deterministic query IDs */ planId: string /** The chunks to process (from buildChunks) */ - chunks: Array<{ id: string; from: string; to: string; [key: string]: unknown }> + chunks: Array<{ id: string; from?: string; to?: string; [key: string]: unknown }> /** Build the SQL for a given chunk. Called once per chunk at submit time. */ - buildQuery: (chunk: { id: string; from: string; to: string }) => string + buildQuery: (chunk: { id: string; from?: string; to?: string }) => string /** Max concurrent queries running on the server. Default: 3 */ concurrency?: number /** Polling interval in ms. Default: 5000 */ diff --git a/packages/plugin-backfill/src/chunking/analyze.ts b/packages/plugin-backfill/src/chunking/analyze.ts index 7e051e1..3903b72 100644 --- a/packages/plugin-backfill/src/chunking/analyze.ts +++ b/packages/plugin-backfill/src/chunking/analyze.ts @@ -1,129 +1,15 @@ -import { hashId, randomPlanId } from '../state.js' +import { generateChunkPlan } from './planner.js' +import type { ChunkPlan, GenerateChunkPlanInput } from './types.js' -import { buildChunkBoundaries } from './build.js' -import { introspectTable, querySortKeyRanges } from './introspect.js' -import type { ChunkBoundary, PartitionInfo, PlannedChunk, SortKeyInfo } from './types.js' - -export interface AnalyzeAndChunkInput { - database: string - table: string - from?: string - to?: string - maxChunkBytes: number - requireIdempotencyToken: boolean - query: (sql: string) => Promise -} - -export interface AnalyzeAndChunkResult { - planId: string - partitions: PartitionInfo[] - sortKey?: SortKeyInfo - chunks: PlannedChunk[] -} +export type AnalyzeAndChunkInput = GenerateChunkPlanInput +export type AnalyzeAndChunkResult = ChunkPlan +export type AnalyzeTableInput = GenerateChunkPlanInput +export type AnalyzeTableResult = ChunkPlan export async function analyzeAndChunk(input: AnalyzeAndChunkInput): Promise { - const { partitions, sortKey, boundaries } = await analyzeTable({ - database: input.database, - table: input.table, - from: input.from, - to: input.to, - maxChunkBytes: input.maxChunkBytes, - query: input.query, - }) - - const planId = randomPlanId() - - const chunks = buildPlannedChunks({ - planId, - partitions, - boundaries, - requireIdempotencyToken: input.requireIdempotencyToken, - }) - - return { planId, partitions, sortKey, chunks } -} - -export interface AnalyzeTableInput { - database: string - table: string - from?: string - to?: string - maxChunkBytes: number - query: (sql: string) => Promise -} - -export interface AnalyzeTableResult { - partitions: PartitionInfo[] - sortKey?: SortKeyInfo - boundaries: ChunkBoundary[] + return generateChunkPlan(input) } export async function analyzeTable(input: AnalyzeTableInput): Promise { - const { partitions, sortKey } = await introspectTable({ - database: input.database, - table: input.table, - from: input.from, - to: input.to, - query: input.query, - }) - - const oversizedPartitionIds = partitions - .filter(p => p.bytesOnDisk > input.maxChunkBytes) - .map(p => p.partitionId) - - let sortKeyRanges: Map | undefined - if (sortKey && oversizedPartitionIds.length > 0) { - sortKeyRanges = await querySortKeyRanges({ - database: input.database, - table: input.table, - sortKeyColumn: sortKey.column, - partitionIds: oversizedPartitionIds, - query: input.query, - }) - } - - const boundaries = buildChunkBoundaries({ - partitions, - maxChunkBytes: input.maxChunkBytes, - sortKey, - sortKeyRanges, - }) - - return { partitions, sortKey, boundaries } -} - -export function buildPlannedChunks(input: { - planId: string - partitions: PartitionInfo[] - boundaries: ChunkBoundary[] - requireIdempotencyToken: boolean -}): PlannedChunk[] { - const chunks: PlannedChunk[] = [] - const partitionIndex = new Map() - - for (const boundary of input.boundaries) { - const idx = partitionIndex.get(boundary.partitionId) ?? 0 - partitionIndex.set(boundary.partitionId, idx + 1) - - const idSeed = `${input.planId}:${boundary.partitionId}:${idx}` - const chunkId = hashId(`chunk:${idSeed}`).slice(0, 16) - const token = input.requireIdempotencyToken ? hashId(`token:${idSeed}`) : '' - - const partition = input.partitions.find(p => p.partitionId === boundary.partitionId) - const from = boundary.sortKeyFrom ?? partition?.minTime ?? '' - const to = boundary.sortKeyTo ?? partition?.maxTime ?? '' - - chunks.push({ - id: chunkId, - partitionId: boundary.partitionId, - sortKeyFrom: boundary.sortKeyFrom, - sortKeyTo: boundary.sortKeyTo, - estimatedBytes: boundary.estimatedBytes, - idempotencyToken: token, - from, - to, - }) - } - - return chunks + return analyzeAndChunk(input) } diff --git a/packages/plugin-backfill/src/chunking/boundary-codec.ts b/packages/plugin-backfill/src/chunking/boundary-codec.ts new file mode 100644 index 0000000..73b8984 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/boundary-codec.ts @@ -0,0 +1,109 @@ +import type { + Chunk, + ChunkPlan, + ChunkRange, + FocusedValue, + SortKey, +} from './types.js' + +export function encodeBoundary( + value: string | undefined, + sortKey: SortKey | undefined, +): string | undefined { + if (value === undefined || sortKey === undefined) return value + if (sortKey.boundaryEncoding === 'hex-latin1') { + return Buffer.from(value, 'latin1').toString('hex') + } + return value +} + +export function decodeBoundary( + value: string | undefined, + sortKey: SortKey | undefined, +): string | undefined { + if (value === undefined || sortKey === undefined) return value + if (sortKey.boundaryEncoding === 'hex-latin1') { + return Buffer.from(value, 'hex').toString('latin1') + } + return value +} + +export function encodeRangesForPlan( + ranges: ChunkRange[], + sortKeys: SortKey[], +): ChunkRange[] { + return ranges.map((range) => ({ + dimensionIndex: range.dimensionIndex, + from: encodeBoundary(range.from, sortKeys[range.dimensionIndex]), + to: encodeBoundary(range.to, sortKeys[range.dimensionIndex]), + })) +} + +export function decodeRangesFromPlan( + ranges: ChunkRange[], + sortKeys: SortKey[], +): ChunkRange[] { + return ranges.map((range) => ({ + dimensionIndex: range.dimensionIndex, + from: decodeBoundary(range.from, sortKeys[range.dimensionIndex]), + to: decodeBoundary(range.to, sortKeys[range.dimensionIndex]), + })) +} + +function encodeFocusedValue( + focusedValue: FocusedValue | undefined, + sortKeys: SortKey[], +): FocusedValue | undefined { + if (!focusedValue) return undefined + return { + dimensionIndex: focusedValue.dimensionIndex, + value: encodeBoundary(focusedValue.value, sortKeys[focusedValue.dimensionIndex]) ?? focusedValue.value, + } +} + +function decodeFocusedValue( + focusedValue: FocusedValue | undefined, + sortKeys: SortKey[], +): FocusedValue | undefined { + if (!focusedValue) return undefined + return { + dimensionIndex: focusedValue.dimensionIndex, + value: decodeBoundary(focusedValue.value, sortKeys[focusedValue.dimensionIndex]) ?? focusedValue.value, + } +} + +export function encodeChunkForPlan(chunk: Chunk, sortKeys: SortKey[]): Chunk { + return { + ...chunk, + ranges: encodeRangesForPlan(chunk.ranges, sortKeys), + analysis: { + ...chunk.analysis, + focusedValue: encodeFocusedValue(chunk.analysis.focusedValue, sortKeys), + }, + } +} + +export function decodeChunkFromPlan(chunk: Chunk, sortKeys: SortKey[]): Chunk { + return { + ...chunk, + ranges: decodeRangesFromPlan(chunk.ranges, sortKeys), + analysis: { + ...chunk.analysis, + focusedValue: decodeFocusedValue(chunk.analysis.focusedValue, sortKeys), + }, + } +} + +export function encodeChunkPlanForPersistence(plan: ChunkPlan): ChunkPlan { + return { + ...plan, + chunks: plan.chunks.map((chunk) => encodeChunkForPlan(chunk, plan.table.sortKeys)), + } +} + +export function decodeChunkPlanFromPersistence(plan: ChunkPlan): ChunkPlan { + return { + ...plan, + chunks: plan.chunks.map((chunk) => decodeChunkFromPlan(chunk, plan.table.sortKeys)), + } +} diff --git a/packages/plugin-backfill/src/chunking/build.test.ts b/packages/plugin-backfill/src/chunking/build.test.ts deleted file mode 100644 index 71aa47e..0000000 --- a/packages/plugin-backfill/src/chunking/build.test.ts +++ /dev/null @@ -1,135 +0,0 @@ -import { describe, expect, test } from 'bun:test' - -import { buildChunkBoundaries } from './build.js' -import type { PartitionInfo, SortKeyInfo } from './types.js' - -const GiB = 1024 ** 3 - -describe('buildChunkBoundaries', () => { - test('small partition produces one chunk boundary', () => { - const partitions: PartitionInfo[] = [ - { partitionId: '202501', rows: 1000, bytesOnDisk: 5 * GiB, minTime: '2025-01-01T00:00:00.000Z', maxTime: '2025-01-31T23:59:59.000Z' }, - ] - - const boundaries = buildChunkBoundaries({ - partitions, - maxChunkBytes: 10 * GiB, - }) - - expect(boundaries).toHaveLength(1) - expect(boundaries[0]?.partitionId).toBe('202501') - expect(boundaries[0]?.sortKeyFrom).toBeUndefined() - expect(boundaries[0]?.sortKeyTo).toBeUndefined() - expect(boundaries[0]?.estimatedBytes).toBe(5 * GiB) - }) - - test('large partition produces multiple sub-chunks with sort key ranges', () => { - const partitions: PartitionInfo[] = [ - { partitionId: '202501', rows: 10000, bytesOnDisk: 30 * GiB, minTime: '2025-01-01T00:00:00.000Z', maxTime: '2025-01-31T00:00:00.000Z' }, - ] - const sortKey: SortKeyInfo = { column: 'event_time', type: 'DateTime', category: 'datetime' } - const sortKeyRanges = new Map([ - ['202501', { min: '2025-01-01 00:00:00', max: '2025-01-31 00:00:00' }], - ]) - - const boundaries = buildChunkBoundaries({ - partitions, - maxChunkBytes: 10 * GiB, - sortKey, - sortKeyRanges, - }) - - expect(boundaries).toHaveLength(3) - for (const b of boundaries) { - expect(b.partitionId).toBe('202501') - expect(b.sortKeyFrom).toBeDefined() - expect(b.sortKeyTo).toBeDefined() - } - }) - - test('large partition without sort key produces single chunk', () => { - const partitions: PartitionInfo[] = [ - { partitionId: '202501', rows: 10000, bytesOnDisk: 30 * GiB, minTime: '2025-01-01T00:00:00.000Z', maxTime: '2025-01-31T00:00:00.000Z' }, - ] - - const boundaries = buildChunkBoundaries({ - partitions, - maxChunkBytes: 10 * GiB, - }) - - expect(boundaries).toHaveLength(1) - expect(boundaries[0]?.estimatedBytes).toBe(30 * GiB) - }) - - test('mixed sizes produce correct boundary counts', () => { - const partitions: PartitionInfo[] = [ - { partitionId: '202501', rows: 500, bytesOnDisk: 5 * GiB, minTime: '2025-01-01T00:00:00.000Z', maxTime: '2025-01-31T00:00:00.000Z' }, - { partitionId: '202502', rows: 5000, bytesOnDisk: 25 * GiB, minTime: '2025-02-01T00:00:00.000Z', maxTime: '2025-02-28T00:00:00.000Z' }, - ] - const sortKey: SortKeyInfo = { column: 'event_time', type: 'DateTime', category: 'datetime' } - const sortKeyRanges = new Map([ - ['202502', { min: '2025-02-01 00:00:00', max: '2025-02-28 00:00:00' }], - ]) - - const boundaries = buildChunkBoundaries({ - partitions, - maxChunkBytes: 10 * GiB, - sortKey, - sortKeyRanges, - }) - - // First partition: 5 GiB < 10 GiB -> 1 boundary - // Second partition: 25 GiB / 10 GiB = 3 sub-boundaries - expect(boundaries).toHaveLength(4) - - const p1 = boundaries.filter((b) => b.partitionId === '202501') - const p2 = boundaries.filter((b) => b.partitionId === '202502') - expect(p1).toHaveLength(1) - expect(p2).toHaveLength(3) - }) - - test('large partition with min === max sort key produces single chunk', () => { - const partitions: PartitionInfo[] = [ - { partitionId: '202501', rows: 10000, bytesOnDisk: 30 * GiB, minTime: '2025-01-01T00:00:00.000Z', maxTime: '2025-01-31T00:00:00.000Z' }, - ] - const sortKey: SortKeyInfo = { column: 'event_type', type: 'String', category: 'string' } - const sortKeyRanges = new Map([ - ['202501', { min: 'click', max: 'click' }], - ]) - - const boundaries = buildChunkBoundaries({ - partitions, - maxChunkBytes: 10 * GiB, - sortKey, - sortKeyRanges, - }) - - expect(boundaries).toHaveLength(1) - expect(boundaries[0]?.partitionId).toBe('202501') - expect(boundaries[0]?.sortKeyFrom).toBeUndefined() - expect(boundaries[0]?.sortKeyTo).toBeUndefined() - }) - - test('numeric sort key produces numeric range sub-chunks', () => { - const partitions: PartitionInfo[] = [ - { partitionId: '202501', rows: 10000, bytesOnDisk: 20 * GiB, minTime: '2025-01-01T00:00:00.000Z', maxTime: '2025-01-31T00:00:00.000Z' }, - ] - const sortKey: SortKeyInfo = { column: 'id', type: 'UInt64', category: 'numeric' } - const sortKeyRanges = new Map([ - ['202501', { min: '100', max: '200' }], - ]) - - const boundaries = buildChunkBoundaries({ - partitions, - maxChunkBytes: 10 * GiB, - sortKey, - sortKeyRanges, - }) - - expect(boundaries).toHaveLength(2) - expect(boundaries[0]?.sortKeyFrom).toBe('100') - expect(boundaries[0]?.sortKeyTo).toBe('150') - expect(boundaries[1]?.sortKeyFrom).toBe('150') - expect(boundaries[1]?.sortKeyTo).toBe('201') - }) -}) diff --git a/packages/plugin-backfill/src/chunking/build.ts b/packages/plugin-backfill/src/chunking/build.ts deleted file mode 100644 index cc6693b..0000000 --- a/packages/plugin-backfill/src/chunking/build.ts +++ /dev/null @@ -1,60 +0,0 @@ -import { splitSortKeyRange } from './splitter.js' -import type { ChunkBoundary, PartitionInfo, SortKeyInfo } from './types.js' - -export function buildChunkBoundaries(input: { - partitions: PartitionInfo[] - maxChunkBytes: number - sortKey?: SortKeyInfo - sortKeyRanges?: Map -}): ChunkBoundary[] { - const boundaries: ChunkBoundary[] = [] - - for (const partition of input.partitions) { - if (partition.bytesOnDisk <= input.maxChunkBytes) { - boundaries.push({ - partitionId: partition.partitionId, - estimatedBytes: partition.bytesOnDisk, - }) - } else if (input.sortKey && input.sortKeyRanges) { - const range = input.sortKeyRanges.get(partition.partitionId) - if (!range) { - // No range data — emit as single chunk - boundaries.push({ - partitionId: partition.partitionId, - estimatedBytes: partition.bytesOnDisk, - }) - continue - } - - // If min === max, splitting would produce empty sub-ranges; emit as single chunk - if (range.min === range.max) { - boundaries.push({ - partitionId: partition.partitionId, - estimatedBytes: partition.bytesOnDisk, - }) - continue - } - - const subCount = Math.ceil(partition.bytesOnDisk / input.maxChunkBytes) - const subRanges = splitSortKeyRange(input.sortKey.category, range.min, range.max, subCount) - const estimatedBytesPerSub = Math.ceil(partition.bytesOnDisk / subCount) - - for (const sub of subRanges) { - boundaries.push({ - partitionId: partition.partitionId, - sortKeyFrom: sub.from, - sortKeyTo: sub.to, - estimatedBytes: estimatedBytesPerSub, - }) - } - } else { - // No sort key info — emit as single chunk despite being oversized - boundaries.push({ - partitionId: partition.partitionId, - estimatedBytes: partition.bytesOnDisk, - }) - } - } - - return boundaries -} diff --git a/packages/plugin-backfill/src/chunking/e2e/constants.ts b/packages/plugin-backfill/src/chunking/e2e/constants.ts new file mode 100644 index 0000000..98e4738 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/e2e/constants.ts @@ -0,0 +1 @@ +export const TABLE_PREFIX = 'chkit_e2e_chunking' diff --git a/packages/plugin-backfill/src/chunking/e2e/seed-datasets.script.ts b/packages/plugin-backfill/src/chunking/e2e/seed-datasets.script.ts new file mode 100644 index 0000000..e665c5d --- /dev/null +++ b/packages/plugin-backfill/src/chunking/e2e/seed-datasets.script.ts @@ -0,0 +1,163 @@ +#!/usr/bin/env bun + +/** + * Seeds ClickHouse tables for smart-chunking E2E tests. + * + * Run once manually: + * bun run packages/plugin-backfill/src/chunking/e2e/seed.ts + * + * Requires CLICKHOUSE_HOST/CLICKHOUSE_URL + CLICKHOUSE_PASSWORD env vars. + * Creates tables if they don't exist, truncates them, and re-inserts data. + */ + +import { randomBytes } from 'node:crypto' +import { getRequiredEnv, createLiveExecutor } from '@chkit/clickhouse/e2e-testkit' + +import { TABLE_PREFIX } from './constants.js' + +interface DatasetConfig { + name: string + columns: string + orderBy: string + partitionBy: string + generate: () => Record[] +} + +function pad(bytes: number): string { + return randomBytes(bytes).toString('hex') +} + +function dayHour(day: number, hour: number): string { + return `2026-01-${String(day).padStart(2, '0')} ${String(hour).padStart(2, '0')}:00:00` +} + +export const datasets: DatasetConfig[] = [ + { + name: 'skewed_power_law', + columns: [ + 'tenant_id String', + 'seq UInt64', + 'event_time DateTime', + 'padding String', + ].join(', '), + orderBy: '(tenant_id, seq)', + partitionBy: 'toYYYYMM(event_time)', + generate() { + const rows: Record[] = [] + + // 80%: single dominant tenant — 8,000 rows + for (let i = 0; i < 8000; i++) { + rows.push({ + tenant_id: 'mega-corp', + seq: i, + event_time: dayHour(1 + (i % 28), i % 24), + padding: pad(512), + }) + } + + // 20%: 200 small tenants, 10 rows each — 2,000 rows + for (let t = 0; t < 200; t++) { + for (let i = 0; i < 10; i++) { + rows.push({ + tenant_id: `tenant-${String(t).padStart(4, '0')}`, + seq: i, + event_time: dayHour(1 + ((t * 10 + i) % 28), (t + i) % 24), + padding: pad(512), + }) + } + } + + return rows + }, + }, + { + name: 'multiple_hot_keys', + columns: [ + 'tenant_id String', + 'seq UInt64', + 'event_time DateTime', + 'padding String', + ].join(', '), + orderBy: '(tenant_id, seq)', + partitionBy: 'toYYYYMM(event_time)', + generate() { + const rows: Record[] = [] + + // 3 hot tenants, ~30% each — 3,000 rows each = 9,000 rows + for (const tenant of ['alpha-corp', 'beta-corp', 'gamma-corp']) { + for (let i = 0; i < 3000; i++) { + rows.push({ + tenant_id: tenant, + seq: i, + event_time: dayHour(1 + (i % 28), i % 24), + padding: pad(512), + }) + } + } + + // 10%: 100 small tenants, 10 rows each — 1,000 rows + for (let t = 0; t < 100; t++) { + for (let i = 0; i < 10; i++) { + rows.push({ + tenant_id: `small-${String(t).padStart(4, '0')}`, + seq: i, + event_time: dayHour(1 + ((t * 10 + i) % 28), (t + i) % 24), + padding: pad(512), + }) + } + } + + return rows + }, + }, +] + +const BATCH_SIZE = 5000 + +async function seed() { + const env = getRequiredEnv() + const executor = createLiveExecutor(env) + const db = env.clickhouseDatabase + + try { + for (const dataset of datasets) { + const table = `${TABLE_PREFIX}_${dataset.name}` + const fqn = `${db}.${table}` + console.log(`\n--- Seeding ${fqn} ---`) + + await executor.command(` + CREATE TABLE IF NOT EXISTS ${fqn} ( + ${dataset.columns} + ) ENGINE = MergeTree() + PARTITION BY ${dataset.partitionBy} + ORDER BY ${dataset.orderBy} + `) + console.log(' Table ensured.') + + await executor.command(`TRUNCATE TABLE ${fqn}`) + console.log(' Truncated.') + + const rows = dataset.generate() + for (let i = 0; i < rows.length; i += BATCH_SIZE) { + const batch = rows.slice(i, i + BATCH_SIZE) + await executor.insert({ table: fqn, values: batch }) + console.log(` Inserted ${Math.min(i + BATCH_SIZE, rows.length)} / ${rows.length} rows`) + } + + // Verify + const [result] = await executor.query<{ cnt: string }>( + `SELECT count() AS cnt FROM ${fqn} SETTINGS select_sequential_consistency = 1`, + ) + console.log(` Verified: ${result?.cnt} rows`) + } + } finally { + await executor.close() + } + + console.log('\nDone!') +} + +seed().catch((error) => { + console.error(error) + process.exit(1) +}) diff --git a/packages/plugin-backfill/src/chunking/e2e/smart-chunking.e2e.test.ts b/packages/plugin-backfill/src/chunking/e2e/smart-chunking.e2e.test.ts new file mode 100644 index 0000000..56aa47d --- /dev/null +++ b/packages/plugin-backfill/src/chunking/e2e/smart-chunking.e2e.test.ts @@ -0,0 +1,297 @@ +import { afterAll, beforeAll, describe, expect, test } from 'bun:test' + +import { createClient } from '@clickhouse/client' +import { createLiveExecutor, getRequiredEnv } from '@chkit/clickhouse/e2e-testkit' +import type { ClickHouseExecutor } from '@chkit/clickhouse' + +import { analyzeAndChunk } from '../analyze.js' +import { buildChunkExecutionSql, buildWhereClauseFromChunk } from '../sql.js' +import type { Chunk, ChunkPlan, PlannerQuery } from '../types.js' + +import { TABLE_PREFIX } from './constants.js' + +// --------------------------------------------------------------------------- +// Shared setup +// --------------------------------------------------------------------------- + +let executor: ClickHouseExecutor +let plannerQuery: PlannerQuery +let closePlannerClient: () => Promise +let db: string + +beforeAll(() => { + const env = getRequiredEnv() + executor = createLiveExecutor(env) + db = env.clickhouseDatabase + + // The planner runs parallel queries via pMap, which requires a sessionless + // client to avoid ClickHouse Cloud session locking errors. + const client = createClient({ + url: env.clickhouseUrl, + username: env.clickhouseUser, + password: env.clickhousePassword, + database: env.clickhouseDatabase, + clickhouse_settings: { wait_end_of_query: 1 }, + }) + + plannerQuery = async (sql: string, settings?: Record): Promise => { + const result = await client.query({ + query: sql, + format: 'JSONEachRow', + ...(settings ? { clickhouse_settings: settings } : {}), + }) + return result.json() + } + closePlannerClient = () => client.close() +}) + +afterAll(async () => { + await closePlannerClient?.() + await executor?.close() +}) + +// --------------------------------------------------------------------------- +// Helpers +// --------------------------------------------------------------------------- + +function strategyIds(chunk: Chunk): string[] { + return chunk.analysis.lineage.map((step) => step.strategyId) +} + +async function requireSeededTable(table: string): Promise { + const [result] = await executor.query<{ cnt: string }>( + `SELECT count() AS cnt FROM ${db}.${table} SETTINGS select_sequential_consistency = 1`, + ) + const count = Number(result?.cnt ?? 0) + if (count === 0) { + throw new Error( + `Table ${db}.${table} is empty. Run the seed script first:\n` + + ` bun run seed:env`, + ) + } + return count +} + +async function getPartitionUncompressedBytes(table: string): Promise { + const rows = await executor.query<{ total: string }>(` + SELECT toString(sum(data_uncompressed_bytes)) AS total + FROM system.parts + WHERE database = '${db}' AND table = '${table}' AND active = 1 + SETTINGS select_sequential_consistency = 1 + `) + return Number(rows[0]?.total ?? 0) +} + +async function chunkPlan(table: string, targetChunkBytes: number): Promise { + return analyzeAndChunk({ + database: db, + table, + targetChunkBytes, + query: plannerQuery, + querySettings: { enable_parallel_replicas: 0 }, + }) +} + +function buildSql(plan: ChunkPlan, chunk: Chunk): string { + return buildChunkExecutionSql({ + planId: plan.planId, + chunk, + target: `${plan.table.database}.${plan.table.table}`, + sourceTarget: `${plan.table.database}.${plan.table.table}`, + table: plan.table, + }) +} + +// --------------------------------------------------------------------------- +// Scenario 1: Skewed Power Law Distribution +// +// 80% of rows belong to a single tenant ("mega-corp"), 20% spread across +// 200 small tenants. Sort key: (tenant_id, seq). +// +// Expected behavior: +// - The system detects "mega-corp" as a hot key +// - mega-corp chunks are split on the secondary dimension (seq) +// - Small tenants are grouped into larger chunks +// - All rows are covered, no gaps or overlaps +// --------------------------------------------------------------------------- + +describe('e2e: skewed power law', () => { + const table = `${TABLE_PREFIX}_skewed_power_law` + let plan: ChunkPlan + let totalRows: number + + beforeAll(async () => { + totalRows = await requireSeededTable(table) + const uncompressedBytes = await getPartitionUncompressedBytes(table) + + // Target ~5 chunks + const targetChunkBytes = Math.floor(uncompressedBytes / 5) + plan = await chunkPlan(table, targetChunkBytes) + }, 60_000) + + test('produces multiple chunks', () => { + expect(plan.chunks.length).toBeGreaterThan(1) + }) + + test('detects mega-corp as a focused (hot) key', () => { + const focused = plan.chunks.filter( + (c) => c.analysis.focusedValue?.value === 'mega-corp', + ) + expect(focused.length).toBeGreaterThan(0) + }) + + test('mega-corp chunks are split on the secondary dimension (seq)', () => { + const megaCorpChunks = plan.chunks.filter( + (c) => c.analysis.focusedValue?.value === 'mega-corp', + ) + expect(megaCorpChunks.length).toBeGreaterThan(1) + + // Each mega-corp chunk should have ranges on both dimensions + for (const chunk of megaCorpChunks) { + const dims = new Set(chunk.ranges.map((r) => r.dimensionIndex)) + expect(dims.has(0)).toBe(true) // tenant_id + expect(dims.has(1)).toBe(true) // seq + } + }) + + test('mega-corp chunk boundaries on dim 1 are contiguous', () => { + const megaCorpChunks = plan.chunks + .filter((c) => c.analysis.focusedValue?.value === 'mega-corp') + .sort((a, b) => { + const aFrom = a.ranges.find((r) => r.dimensionIndex === 1)?.from ?? '' + const bFrom = b.ranges.find((r) => r.dimensionIndex === 1)?.from ?? '' + return String(aFrom).localeCompare(String(bFrom)) + }) + + for (let i = 1; i < megaCorpChunks.length; i++) { + const prev = megaCorpChunks[i - 1]?.ranges.find((r) => r.dimensionIndex === 1) + const curr = megaCorpChunks[i]?.ranges.find((r) => r.dimensionIndex === 1) + if (prev?.to !== undefined && curr?.from !== undefined) { + expect(prev.to).toBe(curr.from) + } + } + }) + + test('estimated row sum is within 20% of actual count', () => { + const estimatedTotal = plan.chunks.reduce((sum, c) => sum + c.estimate.rows, 0) + const ratio = estimatedTotal / totalRows + expect(ratio).toBeGreaterThanOrEqual(0.8) + expect(ratio).toBeLessThanOrEqual(1.2) + }) + + test('no chunk exceeds 2x the target size', () => { + for (const chunk of plan.chunks) { + expect(chunk.estimate.bytesUncompressed).toBeLessThan(plan.targetChunkBytes * 2) + } + }) + + test('every chunk produces valid execution SQL', () => { + for (const chunk of plan.chunks) { + const sql = buildSql(plan, chunk) + expect(sql).toContain('INSERT INTO') + expect(sql).toContain('_partition_id') + // mega-corp chunks should reference both sort key columns + if (chunk.analysis.focusedValue?.value === 'mega-corp') { + expect(sql).toContain('tenant_id >=') + expect(sql).toContain('seq >=') + } + } + }) + + test('executing all chunk queries returns the full row count', async () => { + let totalCounted = 0 + for (const chunk of plan.chunks) { + const where = buildWhereClauseFromChunk(chunk, plan.table) + const countSql = `SELECT count() AS cnt FROM ${db}.${table} WHERE ${where}` + const [row] = await executor.query<{ cnt: string }>(countSql) + totalCounted += Number(row?.cnt ?? 0) + } + + expect(totalCounted).toBe(totalRows) + }, 60_000) +}) + +// --------------------------------------------------------------------------- +// Scenario 2: Multiple Hot Keys +// +// Three tenants each hold ~30% of rows ("alpha-corp", "beta-corp", +// "gamma-corp"), with ~10% spread across 100 small tenants. +// Sort key: (tenant_id, seq). +// +// Expected behavior: +// - Each hot tenant is detected as a focused value +// - Each hot tenant is independently split on dim 1 (seq) +// - Small tenants are covered by non-focused chunks +// - All rows are accounted for with no gaps +// --------------------------------------------------------------------------- + +describe('e2e: multiple hot keys', () => { + const table = `${TABLE_PREFIX}_multiple_hot_keys` + const hotTenants = ['alpha-corp', 'beta-corp', 'gamma-corp'] + let plan: ChunkPlan + let totalRows: number + + beforeAll(async () => { + totalRows = await requireSeededTable(table) + const uncompressedBytes = await getPartitionUncompressedBytes(table) + + // Target ~10 chunks so each hot tenant (~30% = ~3x target) clearly needs splitting + const targetChunkBytes = Math.floor(uncompressedBytes / 10) + plan = await chunkPlan(table, targetChunkBytes) + }, 60_000) + + test('produces multiple chunks', () => { + expect(plan.chunks.length).toBeGreaterThan(3) + }) + + test('detects all three hot tenants as focused values', () => { + const focusedValues = new Set( + plan.chunks + .map((c) => c.analysis.focusedValue?.value) + .filter(Boolean), + ) + for (const tenant of hotTenants) { + expect(focusedValues.has(tenant)).toBe(true) + } + }) + + test('each hot tenant has chunks with ranges on both dimensions', () => { + for (const tenant of hotTenants) { + const tenantChunks = plan.chunks.filter( + (c) => c.analysis.focusedValue?.value === tenant, + ) + expect(tenantChunks.length).toBeGreaterThanOrEqual(1) + + for (const chunk of tenantChunks) { + const dims = new Set(chunk.ranges.map((r) => r.dimensionIndex)) + expect(dims.has(0)).toBe(true) // tenant_id + expect(dims.has(1)).toBe(true) // seq + } + } + }) + + test('estimated row sum is within 20% of actual count', () => { + const estimatedTotal = plan.chunks.reduce((sum, c) => sum + c.estimate.rows, 0) + const ratio = estimatedTotal / totalRows + expect(ratio).toBeGreaterThanOrEqual(0.8) + expect(ratio).toBeLessThanOrEqual(1.2) + }) + + test('no chunk exceeds 2x the target size', () => { + for (const chunk of plan.chunks) { + expect(chunk.estimate.bytesUncompressed).toBeLessThan(plan.targetChunkBytes * 2) + } + }) + + test('executing all chunk queries returns the full row count', async () => { + let totalCounted = 0 + for (const chunk of plan.chunks) { + const where = buildWhereClauseFromChunk(chunk, plan.table) + const countSql = `SELECT count() AS cnt FROM ${db}.${table} WHERE ${where}` + const [row] = await executor.query<{ cnt: string }>(countSql) + totalCounted += Number(row?.cnt ?? 0) + } + + expect(totalCounted).toBe(totalRows) + }, 60_000) +}) diff --git a/packages/plugin-backfill/src/chunking/introspect.test.ts b/packages/plugin-backfill/src/chunking/introspect.test.ts deleted file mode 100644 index 431872c..0000000 --- a/packages/plugin-backfill/src/chunking/introspect.test.ts +++ /dev/null @@ -1,234 +0,0 @@ -import { describe, expect, test } from 'bun:test' - -import { introspectTable, queryPartitionInfo, querySortKeyInfo, querySortKeyRanges } from './introspect.js' - -describe('queryPartitionInfo', () => { - test('maps system.parts rows to PartitionInfo array', async () => { - const mockRows = [ - { partition_id: '202501', total_rows: '1000', total_bytes: '5000000', min_time: '2025-01-01 00:00:00', max_time: '2025-01-31 23:59:59' }, - { partition_id: '202502', total_rows: '2000', total_bytes: '8000000', min_time: '2025-02-01 00:00:00', max_time: '2025-02-28 23:59:59' }, - ] - - const result = await queryPartitionInfo({ - database: 'default', - table: 'events', - query: async () => mockRows as never, - }) - - expect(result).toHaveLength(2) - expect(result[0]?.partitionId).toBe('202501') - expect(result[0]?.rows).toBe(1000) - expect(result[0]?.bytesOnDisk).toBe(5000000) - expect(result[1]?.partitionId).toBe('202502') - expect(result[1]?.rows).toBe(2000) - }) - - test('filters out partitions before --from', async () => { - const mockRows = [ - { partition_id: '202501', total_rows: '1000', total_bytes: '5000000', min_time: '2025-01-01 00:00:00', max_time: '2025-01-31 23:59:59' }, - { partition_id: '202503', total_rows: '3000', total_bytes: '9000000', min_time: '2025-03-01 00:00:00', max_time: '2025-03-31 23:59:59' }, - ] - - const result = await queryPartitionInfo({ - database: 'default', - table: 'events', - from: '2025-02-01T00:00:00.000Z', - query: async () => mockRows as never, - }) - - expect(result).toHaveLength(1) - expect(result[0]?.partitionId).toBe('202503') - }) - - test('filters out partitions at or after --to', async () => { - const mockRows = [ - { partition_id: '202501', total_rows: '1000', total_bytes: '5000000', min_time: '2025-01-01 00:00:00', max_time: '2025-01-31 23:59:59' }, - { partition_id: '202503', total_rows: '3000', total_bytes: '9000000', min_time: '2025-03-01 00:00:00', max_time: '2025-03-31 23:59:59' }, - ] - - const result = await queryPartitionInfo({ - database: 'default', - table: 'events', - to: '2025-03-01T00:00:00.000Z', - query: async () => mockRows as never, - }) - - expect(result).toHaveLength(1) - expect(result[0]?.partitionId).toBe('202501') - }) -}) - -describe('querySortKeyInfo', () => { - test('returns sort key info for table with DateTime sorting key', async () => { - const query = async (sql: string) => { - if (sql.includes('system.tables')) { - return [{ sorting_key: 'event_time' }] as T[] - } - if (sql.includes('system.columns')) { - return [{ type: 'DateTime' }] as T[] - } - return [] as T[] - } - - const result = await querySortKeyInfo({ - database: 'default', - table: 'events', - query, - }) - - expect(result).toBeDefined() - expect(result?.column).toBe('event_time') - expect(result?.type).toBe('DateTime') - expect(result?.category).toBe('datetime') - }) - - test('returns numeric category for Int64 sorting key', async () => { - const query = async (sql: string) => { - if (sql.includes('system.tables')) return [{ sorting_key: 'id' }] as T[] - if (sql.includes('system.columns')) return [{ type: 'Int64' }] as T[] - return [] as T[] - } - - const result = await querySortKeyInfo({ database: 'default', table: 'events', query }) - - expect(result?.category).toBe('numeric') - }) - - test('returns string category for String sorting key', async () => { - const query = async (sql: string) => { - if (sql.includes('system.tables')) return [{ sorting_key: 'name' }] as T[] - if (sql.includes('system.columns')) return [{ type: 'String' }] as T[] - return [] as T[] - } - - const result = await querySortKeyInfo({ database: 'default', table: 'events', query }) - - expect(result?.category).toBe('string') - }) - - test('extracts column name from function expression', async () => { - const query = async (sql: string) => { - if (sql.includes('system.tables')) return [{ sorting_key: 'toDate(event_time)' }] as T[] - if (sql.includes('system.columns')) return [{ type: 'DateTime' }] as T[] - return [] as T[] - } - - const result = await querySortKeyInfo({ database: 'default', table: 'events', query }) - - expect(result?.column).toBe('event_time') - }) - - test('returns undefined when table has no sorting key', async () => { - const query = async (sql: string) => { - if (sql.includes('system.tables')) return [{ sorting_key: '' }] as T[] - return [] as T[] - } - - const result = await querySortKeyInfo({ database: 'default', table: 'events', query }) - - expect(result).toBeUndefined() - }) - - test('returns first column from multi-column sorting key', async () => { - const query = async (sql: string) => { - if (sql.includes('system.tables')) return [{ sorting_key: 'event_time, id' }] as T[] - if (sql.includes('system.columns')) return [{ type: 'DateTime' }] as T[] - return [] as T[] - } - - const result = await querySortKeyInfo({ database: 'default', table: 'events', query }) - - expect(result?.column).toBe('event_time') - }) -}) - -describe('querySortKeyRanges', () => { - test('returns min/max per partition', async () => { - const query = async () => { - return [ - { partition_id: '202501', min_val: '2025-01-01 00:00:00', max_val: '2025-01-31 23:59:59' }, - { partition_id: '202502', min_val: '2025-02-01 00:00:00', max_val: '2025-02-28 23:59:59' }, - ] as T[] - } - - const result = await querySortKeyRanges({ - database: 'default', - table: 'events', - sortKeyColumn: 'event_time', - partitionIds: ['202501', '202502'], - query, - }) - - expect(result.size).toBe(2) - expect(result.get('202501')?.min).toBe('2025-01-01 00:00:00') - expect(result.get('202502')?.max).toBe('2025-02-28 23:59:59') - }) - - test('returns empty map for empty partition list', async () => { - const query = async () => [] as T[] - - const result = await querySortKeyRanges({ - database: 'default', - table: 'events', - sortKeyColumn: 'event_time', - partitionIds: [], - query, - }) - - expect(result.size).toBe(0) - }) -}) - -describe('introspectTable', () => { - test('returns partitions and sort key in a single call', async () => { - const query = async (sql: string) => { - if (sql.includes('system.parts')) { - return [ - { partition_id: '202501', total_rows: '1000', total_bytes: '5000000', min_time: '2025-01-01 00:00:00', max_time: '2025-01-31 23:59:59' }, - ] as T[] - } - if (sql.includes('system.tables')) { - return [{ sorting_key: 'event_time' }] as T[] - } - if (sql.includes('system.columns')) { - return [{ type: 'DateTime' }] as T[] - } - return [] as T[] - } - - const result = await introspectTable({ - database: 'default', - table: 'events', - query, - }) - - expect(result.partitions).toHaveLength(1) - expect(result.partitions[0]?.partitionId).toBe('202501') - expect(result.sortKey).toBeDefined() - expect(result.sortKey?.column).toBe('event_time') - expect(result.sortKey?.category).toBe('datetime') - }) - - test('returns undefined sortKey when table has no sorting key', async () => { - const query = async (sql: string) => { - if (sql.includes('system.parts')) { - return [ - { partition_id: '202501', total_rows: '1000', total_bytes: '5000000', min_time: '2025-01-01 00:00:00', max_time: '2025-01-31 23:59:59' }, - ] as T[] - } - if (sql.includes('system.tables')) { - return [{ sorting_key: '' }] as T[] - } - return [] as T[] - } - - const result = await introspectTable({ - database: 'default', - table: 'events', - query, - }) - - expect(result.partitions).toHaveLength(1) - expect(result.sortKey).toBeUndefined() - }) -}) diff --git a/packages/plugin-backfill/src/chunking/introspect.ts b/packages/plugin-backfill/src/chunking/introspect.ts deleted file mode 100644 index e383f6f..0000000 --- a/packages/plugin-backfill/src/chunking/introspect.ts +++ /dev/null @@ -1,146 +0,0 @@ -import type { PartitionInfo, SortKeyInfo } from './types.js' - -const NUMERIC_TYPES = new Set([ - 'Int8', 'Int16', 'Int32', 'Int64', 'Int128', 'Int256', - 'UInt8', 'UInt16', 'UInt32', 'UInt64', 'UInt128', 'UInt256', - 'Float32', 'Float64', -]) - -const DATETIME_TYPES = new Set(['Date', 'Date32', 'DateTime', 'DateTime64']) - -function classifySortKeyType(type: string): SortKeyInfo['category'] { - if (NUMERIC_TYPES.has(type)) return 'numeric' - if (DATETIME_TYPES.has(type)) return 'datetime' - if (type.startsWith('DateTime64(')) return 'datetime' - if (type.startsWith("DateTime('")) return 'datetime' - return 'string' -} - -export async function queryPartitionInfo(input: { - database: string - table: string - from?: string - to?: string - query: (sql: string) => Promise -}): Promise { - // Force replica sync on the target table before reading system.parts. - // select_sequential_consistency is only effective on user tables, not system - // tables, so this preliminary query ensures the replica has caught up with - // all pending writes before we inspect part metadata. - await input.query( - `SELECT 1 FROM ${input.database}.${input.table} LIMIT 1 SETTINGS select_sequential_consistency = 1` - ) - - const rows = await input.query<{ - partition_id: string - total_rows: string - total_bytes: string - min_time: string - max_time: string - }>( - `SELECT - partition_id, - toString(sum(rows)) AS total_rows, - toString(sum(bytes_on_disk)) AS total_bytes, - toString(min(min_time)) AS min_time, - toString(max(max_time)) AS max_time -FROM system.parts -WHERE database = '${input.database}' - AND table = '${input.table}' - AND active = 1 -GROUP BY partition_id -ORDER BY partition_id -SETTINGS select_sequential_consistency = 1` - ) - - const partitions: PartitionInfo[] = rows.map((row) => ({ - partitionId: row.partition_id, - rows: Number(row.total_rows), - bytesOnDisk: Number(row.total_bytes), - minTime: new Date(row.min_time).toISOString(), - maxTime: new Date(row.max_time).toISOString(), - })) - - return partitions.filter((p) => { - if (input.from && p.maxTime < input.from) return false - if (input.to && p.minTime >= input.to) return false - return true - }) -} - -export async function querySortKeyInfo(input: { - database: string - table: string - query: (sql: string) => Promise -}): Promise { - const tableRows = await input.query<{ sorting_key: string }>( - `SELECT sorting_key FROM system.tables WHERE database = '${input.database}' AND name = '${input.table}'` - ) - - const sortingKey = tableRows[0]?.sorting_key - if (!sortingKey) return undefined - - // Parse first column from sorting key (may have expressions like "toDate(event_time)") - const firstColumn = sortingKey.split(',')[0]?.trim() - if (!firstColumn) return undefined - - // If it's a function call like toDate(col), extract the column name - const match = firstColumn.match(/^\w+\((\w+)\)$/) - const columnName = match ? match[1] : firstColumn - if (!columnName) return undefined - - const columnRows = await input.query<{ type: string }>( - `SELECT type FROM system.columns WHERE database = '${input.database}' AND table = '${input.table}' AND name = '${columnName}'` - ) - - const type = columnRows[0]?.type - if (!type) return undefined - - return { - column: columnName, - type, - category: classifySortKeyType(type), - } -} - -export async function querySortKeyRanges(input: { - database: string - table: string - sortKeyColumn: string - partitionIds: string[] - query: (sql: string) => Promise -}): Promise> { - if (input.partitionIds.length === 0) return new Map() - - const inList = input.partitionIds.map((id) => `'${id}'`).join(', ') - const rows = await input.query<{ - partition_id: string - min_val: string - max_val: string - }>( - `SELECT _partition_id AS partition_id, toString(min(${input.sortKeyColumn})) AS min_val, toString(max(${input.sortKeyColumn})) AS max_val FROM ${input.database}.${input.table} WHERE _partition_id IN (${inList}) GROUP BY _partition_id SETTINGS select_sequential_consistency = 1` - ) - - const result = new Map() - for (const row of rows) { - result.set(row.partition_id, { min: row.min_val, max: row.max_val }) - } - return result -} - -export async function introspectTable(input: { - database: string - table: string - from?: string - to?: string - query: (sql: string) => Promise -}): Promise<{ partitions: PartitionInfo[]; sortKey?: SortKeyInfo }> { - const partitions = await queryPartitionInfo(input) - const sortKey = await querySortKeyInfo({ - database: input.database, - table: input.table, - query: input.query, - }) - - return { partitions, sortKey } -} diff --git a/packages/plugin-backfill/src/chunking/partition-slices.ts b/packages/plugin-backfill/src/chunking/partition-slices.ts new file mode 100644 index 0000000..6baa2f0 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/partition-slices.ts @@ -0,0 +1,154 @@ +import type { + ChunkEstimate, + EstimateConfidence, + EstimateReason, + Partition, + PartitionSlice, + ChunkDerivationStep, + ChunkRange, +} from './types.js' + +export function buildRootSlice(partition: Partition): PartitionSlice { + return { + partitionId: partition.partitionId, + ranges: [], + estimate: { + rows: partition.rows, + bytesCompressed: partition.bytesCompressed, + bytesUncompressed: partition.bytesUncompressed, + confidence: 'high', + reason: 'partition-metadata', + }, + analysis: { + lineage: [], + }, + } +} + +export function buildSliceEstimate( + partition: Partition, + rows: number, + confidence: EstimateConfidence, + reason: EstimateReason, +): ChunkEstimate { + const bytesCompressed = partition.rows > 0 + ? Math.round((rows / partition.rows) * partition.bytesCompressed) + : 0 + const bytesUncompressed = partition.rows > 0 + ? Math.round((rows / partition.rows) * partition.bytesUncompressed) + : 0 + + return { + rows, + bytesCompressed, + bytesUncompressed, + confidence, + reason, + } +} + +export function buildSliceFromRows( + partition: Partition, + input: { + ranges: ChunkRange[] + rows: number + focusedValue?: PartitionSlice['analysis']['focusedValue'] + confidence: EstimateConfidence + reason: EstimateReason + lineage: ChunkDerivationStep[] + }, +): PartitionSlice { + return { + partitionId: partition.partitionId, + ranges: input.ranges, + estimate: buildSliceEstimate(partition, input.rows, input.confidence, input.reason), + analysis: { + focusedValue: input.focusedValue, + lineage: input.lineage, + }, + } +} + +export function getTargetChunkRows( + partition: Partition, + targetChunkBytes: number, +): number { + if (partition.bytesUncompressed <= 0) return partition.rows + return (targetChunkBytes * partition.rows) / partition.bytesUncompressed +} + +export function mergeAdjacentSlices( + slices: PartitionSlice[], + targetChunkBytes: number, +): PartitionSlice[] { + if (slices.length <= 1) return slices + + const merged: PartitionSlice[] = [] + let current: PartitionSlice | undefined + + for (const slice of slices) { + if (!current) { + current = slice + continue + } + + const canMerge = + !current.analysis.focusedValue && + !slice.analysis.focusedValue && + haveSameTrailingRanges(current.ranges, slice.ranges) && + current.estimate.bytesUncompressed + slice.estimate.bytesUncompressed <= targetChunkBytes * 1.1 + + if (!canMerge) { + merged.push(current) + current = slice + continue + } + + current = { + ...current, + ranges: mergeRanges(current.ranges, slice.ranges), + estimate: { + ...current.estimate, + rows: current.estimate.rows + slice.estimate.rows, + bytesCompressed: current.estimate.bytesCompressed + slice.estimate.bytesCompressed, + bytesUncompressed: current.estimate.bytesUncompressed + slice.estimate.bytesUncompressed, + + }, + } + } + + if (current) merged.push(current) + return merged +} + +function mergeRanges(left: ChunkRange[], right: ChunkRange[]): ChunkRange[] { + return left.map((leftRange) => { + const rightRange = right.find((candidate) => candidate.dimensionIndex === leftRange.dimensionIndex) + return rightRange === undefined + ? leftRange + : { + dimensionIndex: leftRange.dimensionIndex, + from: leftRange.from, + to: rightRange.to, + } + }) +} + +function haveSameTrailingRanges(left: ChunkRange[], right: ChunkRange[]): boolean { + if (left.length !== right.length) return false + + let differingDimensions = 0 + + for (const leftRange of left) { + const rightRange = right.find((candidate) => candidate.dimensionIndex === leftRange.dimensionIndex) + if (!rightRange) return false + + const same = leftRange.from === rightRange.from && leftRange.to === rightRange.to + if (!same) { + differingDimensions += 1 + if (leftRange.to !== rightRange.from) return false + } + } + + return differingDimensions <= 1 +} diff --git a/packages/plugin-backfill/src/chunking/planner.ts b/packages/plugin-backfill/src/chunking/planner.ts new file mode 100644 index 0000000..185ff8a --- /dev/null +++ b/packages/plugin-backfill/src/chunking/planner.ts @@ -0,0 +1,399 @@ +import pMap from 'p-map' +import { buildRootSlice, mergeAdjacentSlices } from './partition-slices.js' +import { introspectPartitions, introspectSortKeys } from './services/metadata-source.js' +import { getRowProbeStrategy, getSortKeyRange, parsePlannerDateTime } from './services/row-probe.js' +import { splitSliceWithEqualWidthRanges } from './strategies/equal-width-split.js' +import { buildSingleChunkPartition } from './strategies/metadata-single-chunk.js' +import { + findQuantileBoundaryOnDimension, + splitSliceWithQuantiles, +} from './strategies/quantile-range-split.js' +import { refinePartitionSlices } from './strategies/refinement.js' +import { splitSliceWithGroupByKey } from './strategies/group-by-key-split.js' +import { buildRootStringUpperBound, splitSliceWithStringPrefixes } from './strategies/string-prefix-split.js' +import { splitSliceWithTemporalBuckets } from './strategies/temporal-bucket-split.js' +import { getCandidateDimensions } from './strategy-policy.js' +import type { + Chunk, + ChunkPlan, + GenerateChunkPlanInput, + Partition, + PartitionBuildResult, + PartitionSlice, + PlannerContext, + SortKey, + TableProfile, +} from './types.js' +import { generateChunkId, generatePlanId } from './utils/ids.js' +import { getChunkRange, isExactChunkRange, replaceChunkRange } from './utils/ranges.js' + +const MAX_SPLIT_DEPTH_MULTIPLIER = 3 +const STOP_SPLIT_FUZZ_FACTOR = 1.5 + +export async function generateChunkPlan(input: GenerateChunkPlanInput): Promise { + const context: PlannerContext = { + database: input.database, + table: input.table, + from: input.from, + to: input.to, + targetChunkBytes: input.targetChunkBytes, + query: input.query, + querySettings: input.querySettings, + rowProbeStrategy: input.rowProbeStrategy ?? 'count', + } + + const partitions = await introspectPartitions(context) + const sortKeys = await introspectSortKeys(context) + const table: TableProfile = { + database: input.database, + table: input.table, + sortKeys, + } + const planId = generatePlanId() + + const slices: PartitionSlice[] = [] + const plannedPartitions: Partition[] = [] + for (const partition of partitions) { + const result = await planPartition(context, partition, table) + slices.push(...result.slices) + plannedPartitions.push({ + ...partition, + diagnostics: result.diagnostics, + }) + } + + const chunks = assignChunkIds(planId, slices) + const chunkBytes = chunks.map((chunk) => chunk.estimate.bytesUncompressed) + + return { + planId, + generatedAt: new Date().toISOString(), + rowProbeStrategy: getRowProbeStrategy(context), + targetChunkBytes: context.targetChunkBytes, + table, + partitions: plannedPartitions, + chunks, + totalRows: partitions.reduce((sum, partition) => sum + partition.rows, 0), + totalBytesCompressed: partitions.reduce((sum, partition) => sum + partition.bytesCompressed, 0), + totalBytesUncompressed: partitions.reduce((sum, partition) => sum + partition.bytesUncompressed, 0), + stats: { + totalPartitions: partitions.length, + oversizedPartitions: partitions.filter((partition) => partition.bytesUncompressed > context.targetChunkBytes).length, + focusedChunks: chunks.filter((chunk) => chunk.analysis.focusedValue !== undefined).length, + totalChunks: chunks.length, + avgChunkBytes: chunkBytes.length > 0 + ? Math.round(chunkBytes.reduce((sum, value) => sum + value, 0) / chunkBytes.length) + : 0, + maxChunkBytes: chunkBytes.length > 0 ? Math.max(...chunkBytes) : 0, + minChunkBytes: chunkBytes.length > 0 ? Math.min(...chunkBytes) : 0, + }, + } +} + +async function planPartition( + context: PlannerContext, + partition: Partition, + table: TableProfile, +): Promise { + if (partition.bytesUncompressed <= context.targetChunkBytes || table.sortKeys.length === 0) { + return refinePartitionSlices( + context, + partition, + buildSingleChunkPartition(partition), + table.sortKeys, + false + ) + } + + const rootSlice = buildRootSlice(partition) + const splitSlices = await splitSliceRecursively(context, partition, rootSlice, table.sortKeys, 0) + const mergedSlices = mergeAdjacentSlices(splitSlices, context.targetChunkBytes) + const usedDistributionFallback = mergedSlices.some((slice) => + slice.estimate.reason === 'string-prefix-distribution' || + slice.estimate.reason === 'group-by-key-distribution' || + slice.estimate.reason === 'temporal-distribution' || + slice.estimate.reason === 'equal-width-distribution' + ) + + return refinePartitionSlices( + context, + partition, + mergedSlices, + table.sortKeys, + usedDistributionFallback + ) +} + +async function splitSliceRecursively( + context: PlannerContext, + partition: Partition, + slice: PartitionSlice, + sortKeys: SortKey[], + depth: number, +): Promise { + if (slice.estimate.bytesUncompressed <= context.targetChunkBytes * STOP_SPLIT_FUZZ_FACTOR) { + return [slice] + } + + if (depth >= sortKeys.length * MAX_SPLIT_DEPTH_MULTIPLIER) { + return [slice] + } + + const children = await splitOversizedSlice(context, partition, slice, sortKeys, depth) + if (children.length <= 1) { + return [slice] + } + + const finalized: PartitionSlice[] = [] + for (const child of children) { + finalized.push(...(await splitSliceRecursively(context, partition, child, sortKeys, depth + 1))) + } + + return finalized +} + +async function splitOversizedSlice( + context: PlannerContext, + partition: Partition, + slice: PartitionSlice, + sortKeys: SortKey[], + depth: number, +): Promise { + const candidateDimensions = getCandidateDimensions(sortKeys, slice) + + for (const dimensionIndex of candidateDimensions) { + const preparedSlice = await hydrateSliceRange(context, slice, sortKeys, dimensionIndex) + if (!preparedSlice) continue + + const sortKey = sortKeys[dimensionIndex] + if (!sortKey) continue + + const rootLike = depth === 0 + const focusedValue = findFocusedValue(preparedSlice, sortKeys) + + if (sortKey.category === 'string') { + if (rootLike) { + // First pass: equal-width EXPLAIN ESTIMATE (fast, metadata-only) + const estimateSlices = await splitWithEqualWidthEstimate(context, partition, preparedSlice, sortKeys, dimensionIndex) + if (isEffectiveSplit(preparedSlice, estimateSlices)) { + return applyFocusedValue(estimateSlices, focusedValue) + } + } else { + // Refinement pass: full GROUP BY key to detect hot keys directly + const keySlices = await splitSliceWithGroupByKey(context, partition, preparedSlice, sortKeys, dimensionIndex) + if (keySlices && isEffectiveSplit(preparedSlice, keySlices)) { + return applyFocusedValue(keySlices, focusedValue) + } + + // Single hot key: narrow the range and re-enter dispatch so focusedValue is detected + if (keySlices?.length === 1 && keySlices[0]?.analysis.focusedValue) { + const refined = keySlices[0] + const currentRange = getChunkRange(preparedSlice, dimensionIndex) + const refinedRange = getChunkRange(refined, dimensionIndex) + if (currentRange.from !== refinedRange.from || currentRange.to !== refinedRange.to) { + return splitOversizedSlice(context, partition, refined, sortKeys, depth) + } + } + + // Fallback: GROUP BY prefix when too many distinct keys + const stringSlices = await splitSliceWithStringPrefixes(context, partition, preparedSlice, sortKeys, dimensionIndex) + if (isEffectiveSplit(preparedSlice, stringSlices)) { + return applyFocusedValue(stringSlices, focusedValue) + } + } + } + + if (sortKey.category === 'datetime' && (!rootLike || focusedValue !== undefined)) { + const temporalSlices = await splitSliceWithTemporalBuckets( + context, + partition, + markFocusedSlice(preparedSlice, focusedValue), + sortKeys, + dimensionIndex + ) + if (isEffectiveSplit(preparedSlice, temporalSlices)) { + return applyFocusedValue(temporalSlices, focusedValue) + } + } + + const rangedSlices = await splitWithRanges(context, partition, preparedSlice, sortKeys, dimensionIndex) + if (isEffectiveSplit(preparedSlice, rangedSlices)) { + return applyFocusedValue(rangedSlices, focusedValue) + } + } + + return [slice] +} + +async function splitWithRanges( + context: PlannerContext, + partition: Partition, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, +): Promise { + const sortKey = sortKeys[dimensionIndex] + if (!sortKey) return [slice] + + const range = getChunkRange(slice, dimensionIndex) + if (range.from === undefined || range.to === undefined) return [slice] + if (sortKey.category === 'string' && isExactChunkRange(range)) return [slice] + + const subCount = Math.ceil(slice.estimate.bytesUncompressed / context.targetChunkBytes) + if (subCount <= 1) return [slice] + + const quantileBoundaries = await buildQuantileBoundaries(context, slice, sortKeys, dimensionIndex, subCount) + if (quantileBoundaries) { + return splitSliceWithQuantiles(context, partition, slice, sortKeys, dimensionIndex, quantileBoundaries) + } + + return splitSliceWithEqualWidthRanges( + context, + partition, + slice, + sortKeys, + dimensionIndex, + range.from, + range.to, + subCount + ) +} + +async function splitWithEqualWidthEstimate( + context: PlannerContext, + partition: Partition, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, +): Promise { + const estimateContext: PlannerContext = { + ...context, + rowProbeStrategy: 'explain-estimate', + } + return splitWithRanges(estimateContext, partition, slice, sortKeys, dimensionIndex) +} + +async function buildQuantileBoundaries( + context: PlannerContext, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, + subCount: number, +): Promise { + const range = getChunkRange(slice, dimensionIndex) + if (range.from === undefined || range.to === undefined) return undefined + + const steps = Array.from({ length: subCount - 1 }, (_, i) => i + 1) + const foundBoundaries = await pMap( + steps, + (step) => { + const targetCumRows = Math.round((slice.estimate.rows * step) / subCount) + return findQuantileBoundaryOnDimension(context, slice, sortKeys, dimensionIndex, targetCumRows) + }, + { concurrency: 10 }, + ) + const boundaries = [range.from, ...foundBoundaries] + + const uniqueBoundaryCount = new Set(boundaries).size + if (uniqueBoundaryCount <= Math.max(2, Math.ceil(subCount / 3))) { + return undefined + } + + return boundaries.concat([range.to]) +} + +async function hydrateSliceRange( + context: PlannerContext, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, +): Promise { + const existingRange = getChunkRange(slice, dimensionIndex) + if (existingRange.from !== undefined && existingRange.to !== undefined) { + return slice + } + + const sortKey = sortKeys[dimensionIndex] + if (!sortKey) return undefined + + const observedRange = await getSortKeyRange(context, slice.partitionId, slice.ranges, sortKeys, sortKey) + if (!observedRange) return undefined + + return { + ...slice, + ranges: replaceChunkRange( + slice, + dimensionIndex, + observedRange.min, + toExclusiveUpperBound(observedRange.max, sortKey) + ), + } +} + +function toExclusiveUpperBound(value: string, sortKey: SortKey): string { + if (sortKey.category === 'string') { + return buildRootStringUpperBound(value) + } + if (sortKey.category === 'datetime') { + return new Date(parsePlannerDateTime(value) + 1000).toISOString() + } + return String(Number(value) + 1) +} + +function isEffectiveSplit(parentSlice: PartitionSlice, childSlices: PartitionSlice[]): boolean { + if (childSlices.length <= 1) return false + + return childSlices.some((childSlice) => + childSlice.estimate.rows !== parentSlice.estimate.rows || + JSON.stringify(childSlice.ranges) !== JSON.stringify(parentSlice.ranges) + ) +} + +function findFocusedValue( + slice: PartitionSlice, + sortKeys: SortKey[], +): { dimensionIndex: number; value: string } | undefined { + for (const range of slice.ranges) { + const sortKey = sortKeys[range.dimensionIndex] + if (sortKey?.category !== 'string') continue + if (isExactChunkRange(range) && range.from !== undefined) { + return { dimensionIndex: range.dimensionIndex, value: range.from } + } + } + return undefined +} + +function applyFocusedValue( + slices: PartitionSlice[], + focusedValue: { dimensionIndex: number; value: string } | undefined, +): PartitionSlice[] { + if (!focusedValue) return slices + return slices.map((slice) => markFocusedSlice(slice, focusedValue)) +} + +function markFocusedSlice( + slice: PartitionSlice, + focusedValue: { dimensionIndex: number; value: string } | undefined, +): PartitionSlice { + if (!focusedValue) return slice + return { + ...slice, + analysis: { + ...slice.analysis, + focusedValue, + }, + } +} + +function assignChunkIds(planId: string, slices: PartitionSlice[]): Chunk[] { + const chunkIndexes = new Map() + + return slices.map((slice) => { + const currentIndex = chunkIndexes.get(slice.partitionId) ?? 0 + chunkIndexes.set(slice.partitionId, currentIndex + 1) + return { + ...slice, + id: generateChunkId(planId, slice.partitionId, currentIndex), + } + }) +} diff --git a/packages/plugin-backfill/src/chunking/services/distribution-source.ts b/packages/plugin-backfill/src/chunking/services/distribution-source.ts new file mode 100644 index 0000000..48e884d --- /dev/null +++ b/packages/plugin-backfill/src/chunking/services/distribution-source.ts @@ -0,0 +1,109 @@ +import { buildWhereClauseFromRanges } from '../sql.js' +import type { + ChunkRange, + PlannerContext, + SortKey, + StringPrefixBucket, + TemporalBucket, +} from '../types.js' + +type QueryContext = Pick + +export async function probeStringPrefixDistribution( + context: QueryContext, + partitionId: string, + ranges: ChunkRange[], + sortKey: SortKey, + dimensionIndex: number, + depth: number, + sortKeys: SortKey[], +): Promise { + const range = ranges.find((candidate) => candidate.dimensionIndex === dimensionIndex) + if (!range?.from || !range.to) return [] + + const rows = await context.query<{ prefix: string; cnt: string }>(` +SELECT + substring(${sortKey.name}, 1, ${depth}) AS prefix, + count() AS cnt +FROM ${context.database}.${context.table} +WHERE ${buildWhereClauseFromRanges(partitionId, ranges, sortKeys)} +GROUP BY prefix +ORDER BY prefix`, + context.querySettings, + ) + + return rows.map((row) => ({ + value: row.prefix, + rowCount: Number(row.cnt), + isExactValue: Buffer.from(row.prefix, 'latin1').length < depth, + })) +} + +export interface StringKeyBucket { + value: string + rowCount: number +} + +export async function probeStringKeyDistribution( + context: QueryContext, + partitionId: string, + ranges: ChunkRange[], + sortKey: SortKey, + dimensionIndex: number, + sortKeys: SortKey[], + limit: number, +): Promise { + const range = ranges.find((candidate) => candidate.dimensionIndex === dimensionIndex) + if (!range?.from || !range.to) return undefined + + const rows = await context.query<{ key: string; cnt: string }>(` +SELECT + ${sortKey.name} AS key, + count() AS cnt +FROM ${context.database}.${context.table} +WHERE ${buildWhereClauseFromRanges(partitionId, ranges, sortKeys)} +GROUP BY key +ORDER BY cnt DESC +LIMIT ${limit + 1}`, + context.querySettings, + ) + + if (rows.length > limit) return undefined + + return rows.map((row) => ({ + value: row.key, + rowCount: Number(row.cnt), + })) +} + +export async function probeTemporalDistribution( + context: QueryContext, + partitionId: string, + ranges: ChunkRange[], + sortKeys: SortKey[], + dimensionIndex: number, + grain: 'day' | 'hour', +): Promise { + const sortKey = sortKeys[dimensionIndex] + if (!sortKey || sortKey.category !== 'datetime') return [] + + const bucketExpression = grain === 'day' + ? `toStartOfDay(${sortKey.name})` + : `toStartOfHour(${sortKey.name})` + + const rows = await context.query<{ bucket: string; cnt: string }>(` +SELECT + formatDateTime(${bucketExpression}, '%Y-%m-%dT%H:%i:%sZ') AS bucket, + count() AS cnt +FROM ${context.database}.${context.table} +WHERE ${buildWhereClauseFromRanges(partitionId, ranges, sortKeys)} +GROUP BY bucket +ORDER BY bucket`, + context.querySettings, + ) + + return rows.map((row) => ({ + start: row.bucket, + rowCount: Number(row.cnt), + })) +} diff --git a/packages/plugin-backfill/src/chunking/services/metadata-source.ts b/packages/plugin-backfill/src/chunking/services/metadata-source.ts new file mode 100644 index 0000000..f2ad3a6 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/services/metadata-source.ts @@ -0,0 +1,170 @@ +import type { Partition, PlannerContext, SortKey, SortKeyCategory } from '../types.js' + +/** ClickHouse returns timestamps without timezone — they are always UTC. */ +function parseClickHouseUTCTimestamp(value: string): string { + const trimmed = value.trim() + const normalized = trimmed.includes('T') ? trimmed : `${trimmed.replace(' ', 'T')}Z` + return new Date(normalized.endsWith('Z') ? normalized : `${normalized}Z`).toISOString() +} + +const NUMERIC_TYPES = /^(U?Int|Float|Decimal)/ +const DATETIME_TYPES = /^(Date|DateTime)/ + +function classifySortKeyType(type: string): SortKeyCategory { + if (NUMERIC_TYPES.test(type)) return 'numeric' + if (DATETIME_TYPES.test(type)) return 'datetime' + return 'string' +} + +function boundaryEncodingForCategory(category: SortKeyCategory): SortKey['boundaryEncoding'] { + return category === 'string' ? 'hex-latin1' : 'literal' +} + +function splitTopLevelCsv(input: string): string[] { + const parts: string[] = [] + let current = '' + let depth = 0 + let quote: '\'' | '"' | undefined + + for (let index = 0; index < input.length; index++) { + const char = input[index] + if (char === undefined) continue + + if (quote) { + current += char + if (char === quote && input[index - 1] !== '\\') quote = undefined + continue + } + + if (char === '\'' || char === '"') { + quote = char + current += char + continue + } + + if (char === '(') { + depth += 1 + current += char + continue + } + + if (char === ')') { + depth = Math.max(0, depth - 1) + current += char + continue + } + + if (char === ',' && depth === 0) { + parts.push(current.trim()) + current = '' + continue + } + + current += char + } + + if (current.trim().length > 0) { + parts.push(current.trim()) + } + + return parts +} + +function resolveSortKeyColumn(expression: string, knownColumns: Set): string | undefined { + const trimmed = expression.trim() + if (knownColumns.has(trimmed)) return trimmed + + const identifiers = Array.from(trimmed.matchAll(/\b[A-Za-z_][A-Za-z0-9_]*\b/g)) + .map((match) => match[0]) + .filter((identifier): identifier is string => Boolean(identifier)) + + const matches = Array.from(new Set(identifiers.filter((identifier) => knownColumns.has(identifier)))) + if (matches.length === 1) return matches[0] + if (knownColumns.size === 0 && identifiers.length > 0) { + return identifiers[identifiers.length - 1] + } + return undefined +} + +export async function introspectPartitions(context: PlannerContext): Promise { + await context.query( + `SELECT 1 FROM ${context.database}.${context.table} LIMIT 1 SETTINGS select_sequential_consistency = 1` + ) + + const rows = await context.query<{ + partition_id: string + total_rows: string + total_bytes: string + total_uncompressed_bytes?: string + min_time: string + max_time: string + }>(`SELECT + partition_id, + toString(sum(rows)) AS total_rows, + toString(sum(bytes_on_disk)) AS total_bytes, + toString(sum(data_uncompressed_bytes)) AS total_uncompressed_bytes, + toString(min(min_time)) AS min_time, + toString(max(max_time)) AS max_time +FROM system.parts +WHERE database = '${context.database}' + AND table = '${context.table}' + AND active = 1 +GROUP BY partition_id +ORDER BY partition_id +SETTINGS select_sequential_consistency = 1`) + + return rows + .map((row) => ({ + partitionId: row.partition_id, + rows: Number(row.total_rows), + bytesCompressed: Number(row.total_bytes), + bytesUncompressed: Number(row.total_uncompressed_bytes ?? row.total_bytes), + minTime: parseClickHouseUTCTimestamp(row.min_time), + maxTime: parseClickHouseUTCTimestamp(row.max_time), + })) + .filter((partition) => { + if (context.from && partition.maxTime < context.from) return false + if (context.to && partition.minTime >= context.to) return false + return true + }) +} + +export async function introspectSortKeys(context: PlannerContext): Promise { + const tableRows = await context.query<{ sorting_key: string }>( + `SELECT sorting_key FROM system.tables WHERE database = '${context.database}' AND name = '${context.table}'` + ) + + const sortingKey = tableRows[0]?.sorting_key + if (!sortingKey) return [] + + const expressions = splitTopLevelCsv(sortingKey) + if (expressions.length === 0) return [] + + const columnRows = await context.query<{ name?: string; type: string }>( + `SELECT name, type FROM system.columns WHERE database = '${context.database}' AND table = '${context.table}'` + ) + + const typeByName = new Map( + columnRows + .filter((row): row is { name: string; type: string } => Boolean(row.name)) + .map((row) => [row.name, row.type]) + ) + + const knownColumns = new Set(typeByName.keys()) + + return expressions.flatMap((expression, index) => { + const column = resolveSortKeyColumn(expression, knownColumns) + const type = column + ? typeByName.get(column) ?? columnRows[index]?.type ?? columnRows[0]?.type + : undefined + if (!column || !type) return [] + + const category = classifySortKeyType(type) + return [{ + name: column, + type, + category, + boundaryEncoding: boundaryEncodingForCategory(category), + }] + }) +} diff --git a/packages/plugin-backfill/src/chunking/services/row-probe.ts b/packages/plugin-backfill/src/chunking/services/row-probe.ts new file mode 100644 index 0000000..5b0e2c0 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/services/row-probe.ts @@ -0,0 +1,108 @@ +import { buildCountSql, buildEstimateSql, buildWhereClauseFromRanges } from '../sql.js' +import type { + ChunkRange, + EstimateFilter, + PlannerContext, + RowProbeStrategy, + SortKey, +} from '../types.js' + +type QueryContext = Pick + +export function getRowProbeStrategy(context: Pick): RowProbeStrategy { + return context.rowProbeStrategy +} + +export async function estimateRows( + context: PlannerContext, + filter: EstimateFilter, + sortKeys: SortKey[], +): Promise { + if (getRowProbeStrategy(context) === 'count') { + return countRowsExact(context, filter, sortKeys) + } + + const rows = await context.query>( + buildEstimateSql(filter, sortKeys, context, getRowProbeStrategy(context)), + context.querySettings, + ) + + const firstRow = rows[0] + if (!firstRow) return 0 + + for (const [key, value] of Object.entries(firstRow)) { + if (!key.toLowerCase().includes('row')) continue + const parsed = Number(value ?? 0) + if (Number.isFinite(parsed)) return parsed + } + + for (const value of Object.values(firstRow)) { + const parsed = Number(value ?? 0) + if (Number.isFinite(parsed)) return parsed + } + + return 0 +} + +export async function countRowsExact( + context: QueryContext, + filter: EstimateFilter, + sortKeys: SortKey[], +): Promise { + const rows = await context.query<{ cnt: string }>(buildCountSql(filter, sortKeys, context), context.querySettings) + return Number(rows[0]?.cnt ?? 0) +} + +export async function countRows( + context: QueryContext, + partitionId: string, + ranges: ChunkRange[], + sortKeys: SortKey[], +): Promise { + const filter: EstimateFilter = { + partitionId, + ranges, + exactDimensionIndex: undefined, + exactValue: undefined, + } + return countRowsExact(context, filter, sortKeys) +} + +export async function countPartitionRows( + context: QueryContext, + partitionId: string, +): Promise { + const rows = await context.query<{ cnt: string }>( + `SELECT count() AS cnt FROM ${context.database}.${context.table} WHERE _partition_id = '${partitionId}'`, + context.querySettings, + ) + return Number(rows[0]?.cnt ?? 0) +} + +export async function getSortKeyRange( + context: QueryContext, + partitionId: string, + ranges: ChunkRange[], + sortKeys: SortKey[], + sortKey: SortKey, +): Promise<{ min: string; max: string } | undefined> { + const rows = await context.query<{ minVal: string; maxVal: string }>(` +SELECT + toString(min(${sortKey.name})) AS minVal, + toString(max(${sortKey.name})) AS maxVal +FROM ${context.database}.${context.table} +WHERE ${buildWhereClauseFromRanges(partitionId, ranges, sortKeys)}`, + context.querySettings, + ) + + if (rows.length === 0) return undefined + return { + min: rows[0]?.minVal ?? '', + max: rows[0]?.maxVal ?? '', + } +} + +export function parsePlannerDateTime(value: string): number { + const normalized = value.includes('T') ? value : value.replace(' ', 'T') + return Date.parse(normalized.endsWith('Z') ? normalized : `${normalized}Z`) +} diff --git a/packages/plugin-backfill/src/chunking/smart-chunking.integration.test.ts b/packages/plugin-backfill/src/chunking/smart-chunking.integration.test.ts new file mode 100644 index 0000000..b7b4d6f --- /dev/null +++ b/packages/plugin-backfill/src/chunking/smart-chunking.integration.test.ts @@ -0,0 +1,451 @@ +import { describe, expect, test } from 'bun:test' + +import { analyzeAndChunk } from './analyze.js' +import { buildChunkExecutionSql } from './sql.js' +import type { Chunk, ChunkPlan } from './types.js' + +const MiB = 1024 ** 2 + +type RowValue = string | number + +interface FixtureRow { + _partition_id: string + event_time: string + [key: string]: RowValue +} + +function isoAt(day: number, hour: number, minute = 0): string { + return new Date(Date.UTC(2026, 0, day, hour, minute, 0)).toISOString() +} + +function createFixtureQuery(input: { + database: string + table: string + rows: FixtureRow[] + sortKeys: Array<{ column: string; type: string }> + bytesPerRow?: number + uncompressedBytesPerRow?: number +}) { + const bytesPerRow = input.bytesPerRow ?? 1024 + const uncompressedBytesPerRow = input.uncompressedBytesPerRow ?? bytesPerRow * 2 + + return async function query(sql: string): Promise { + if (sql.includes(`SELECT 1 FROM ${input.database}.${input.table} LIMIT 1`)) { + return [{ ok: 1 }] as T[] + } + + if (sql.includes('FROM system.parts')) { + return summarizePartitions(input.rows, bytesPerRow, uncompressedBytesPerRow) as T[] + } + + if (sql.includes('FROM system.tables')) { + return [{ sorting_key: input.sortKeys.map((key) => key.column).join(', ') }] as T[] + } + + if (sql.includes('FROM system.columns')) { + return input.sortKeys.map((key) => ({ name: key.column, type: key.type })) as T[] + } + + const filteredRows = filterRows(sql, input.rows) + + if (sql.startsWith('EXPLAIN ESTIMATE')) { + return [{ rows: String(filteredRows.length) }] as T[] + } + + if (sql.includes(' AS key') && sql.includes('GROUP BY key')) { + const match = sql.match(/^\s*SELECT\s+(\w+)\s+AS key/m) + const column = match?.[1] + if (!column) return [] as T[] + + const limitMatch = sql.match(/LIMIT\s+(\d+)/) + const limit = limitMatch ? Number(limitMatch[1]) : Infinity + + const grouped = new Map() + for (const row of filteredRows) { + const value = String(row[column] ?? '') + grouped.set(value, (grouped.get(value) ?? 0) + 1) + } + + return Array.from(grouped.entries()) + .sort(([, a], [, b]) => b - a) + .slice(0, limit) + .map(([key, cnt]) => ({ key, cnt: String(cnt) })) as T[] + } + + if (sql.includes('substring(')) { + const match = sql.match(/substring\((\w+), 1, (\d+)\) AS prefix/) + const column = match?.[1] + const depth = Number(match?.[2] ?? 0) + if (!column || depth <= 0) return [] as T[] + + const grouped = new Map() + for (const row of filteredRows) { + const value = String(row[column] ?? '') + const prefix = Buffer.from(value, 'latin1').subarray(0, depth).toString('latin1') + grouped.set(prefix, (grouped.get(prefix) ?? 0) + 1) + } + + return Array.from(grouped.entries()) + .sort(([left], [right]) => compareLatin1(left, right)) + .map(([prefix, cnt]) => ({ prefix, cnt: String(cnt) })) as T[] + } + + if (sql.includes('formatDateTime(toStartOfDay(') || sql.includes('formatDateTime(toStartOfHour(')) { + const grain = sql.includes('toStartOfDay(') ? 'day' : 'hour' + const columnMatch = sql.match(/toStartOf(?:Day|Hour)\((\w+)\)/) + const column = columnMatch?.[1] + if (!column) return [] as T[] + + const grouped = new Map() + for (const row of filteredRows) { + const bucket = grain === 'day' ? toStartOfDay(String(row[column])) : toStartOfHour(String(row[column])) + grouped.set(bucket, (grouped.get(bucket) ?? 0) + 1) + } + + return Array.from(grouped.entries()) + .sort(([left], [right]) => left.localeCompare(right)) + .map(([bucket, cnt]) => ({ bucket, cnt: String(cnt) })) as T[] + } + + if (sql.includes('toString(min(') && sql.includes('toString(max(')) { + const match = sql.match(/toString\(min\((\w+)\)\) AS minVal,\s+toString\(max\(\1\)\) AS maxVal/s) + const column = match?.[1] + if (!column || filteredRows.length === 0) return [] as T[] + + const values = filteredRows.map((row) => row[column]).filter((value) => value !== undefined) + if (values.length === 0) return [] as T[] + + return [{ + minVal: formatValueForMinMax(values.reduce((current, candidate) => compareValues(candidate, current) < 0 ? candidate : current)), + maxVal: formatValueForMinMax(values.reduce((current, candidate) => compareValues(candidate, current) > 0 ? candidate : current)), + }] as T[] + } + + if (sql.includes('SELECT count() AS cnt')) { + return [{ cnt: String(filteredRows.length) }] as T[] + } + + return [] as T[] + } +} + +function summarizePartitions(rows: FixtureRow[], bytesPerRow: number, uncompressedBytesPerRow: number) { + const byPartition = new Map() + for (const row of rows) { + const list = byPartition.get(row._partition_id) + if (list) list.push(row) + else byPartition.set(row._partition_id, [row]) + } + + return Array.from(byPartition.entries()) + .sort(([left], [right]) => left.localeCompare(right)) + .map(([partitionId, partitionRows]) => ({ + partition_id: partitionId, + total_rows: String(partitionRows.length), + total_bytes: String(partitionRows.length * bytesPerRow), + total_uncompressed_bytes: String(partitionRows.length * uncompressedBytesPerRow), + min_time: String(partitionRows.reduce((min, row) => row.event_time < min ? row.event_time : min, partitionRows[0]?.event_time ?? '')), + max_time: String(partitionRows.reduce((max, row) => row.event_time > max ? row.event_time : max, partitionRows[0]?.event_time ?? '')), + })) +} + +function filterRows(sql: string, rows: FixtureRow[]): FixtureRow[] { + const whereMatch = sql.match(/WHERE\s+([\s\S]*?)(?:GROUP BY|ORDER BY|SETTINGS|$)/i) + if (!whereMatch?.[1]) return rows + + const clauses = whereMatch[1] + .split(/\s+AND\s+/) + .map((clause) => clause.replace(/\s+/g, ' ').trim()) + .filter(Boolean) + + return rows.filter((row) => clauses.every((clause) => evaluateClause(clause, row))) +} + +function evaluateClause(clause: string, row: FixtureRow): boolean { + let match = clause.match(/^_partition_id = '([^']+)'$/) + if (match) return row._partition_id === match[1] + + match = clause.match(/^(\w+) >= parseDateTimeBestEffort\('([^']+)'\)$/) + if (match) return Date.parse(String(row[match[1]])) >= Date.parse(match[2]) + + match = clause.match(/^(\w+) < parseDateTimeBestEffort\('([^']+)'\)$/) + if (match) return Date.parse(String(row[match[1]])) < Date.parse(match[2]) + + match = clause.match(/^(\w+) >= unhex\('([0-9a-f]*)'\)$/i) + if (match) return compareLatin1(String(row[match[1]] ?? ''), Buffer.from(match[2], 'hex').toString('latin1')) >= 0 + + match = clause.match(/^(\w+) < unhex\('([0-9a-f]*)'\)$/i) + if (match) return compareLatin1(String(row[match[1]] ?? ''), Buffer.from(match[2], 'hex').toString('latin1')) < 0 + + match = clause.match(/^(\w+) >= '([^']+)'$/) + if (match) return comparePrimitive(row[match[1]], match[2]) >= 0 + + match = clause.match(/^(\w+) < '([^']+)'$/) + if (match) return comparePrimitive(row[match[1]], match[2]) < 0 + + match = clause.match(/^(\w+) >= (-?\d+(?:\.\d+)?)$/) + if (match) return Number(row[match[1]]) >= Number(match[2]) + + match = clause.match(/^(\w+) < (-?\d+(?:\.\d+)?)$/) + if (match) return Number(row[match[1]]) < Number(match[2]) + + throw new Error(`Unsupported test clause: ${clause}`) +} + +function comparePrimitive(left: RowValue | undefined, right: string): number { + if (typeof left === 'number') return left - Number(right) + return String(left ?? '').localeCompare(right) +} + +function compareValues(left: RowValue, right: RowValue): number { + if (typeof left === 'number' && typeof right === 'number') return left - right + return compareLatin1(String(left), String(right)) +} + +function formatValueForMinMax(value: RowValue): string { + return String(value) +} + +function compareLatin1(left: string, right: string): number { + return Buffer.from(left, 'latin1').compare(Buffer.from(right, 'latin1')) +} + +function toStartOfDay(value: string): string { + const date = new Date(value) + return new Date(Date.UTC(date.getUTCFullYear(), date.getUTCMonth(), date.getUTCDate(), 0, 0, 0)).toISOString() +} + +function toStartOfHour(value: string): string { + const date = new Date(value) + return new Date(Date.UTC(date.getUTCFullYear(), date.getUTCMonth(), date.getUTCDate(), date.getUTCHours(), 0, 0)).toISOString() +} + +async function planFixture(input: { + rows: FixtureRow[] + sortKeys: Array<{ column: string; type: string }> + maxChunkBytes: number +}): Promise { + const query = createFixtureQuery({ + database: 'app', + table: 'events', + rows: input.rows, + sortKeys: input.sortKeys, + }) + + return analyzeAndChunk({ + database: 'app', + table: 'events', + targetChunkBytes: input.maxChunkBytes, + query, + }) +} + +function strategyIds(chunk: Pick): string[] { + return chunk.analysis.lineage.map((step) => step.strategyId) +} + +function buildSqlForChunk(plan: ChunkPlan, chunk: Chunk): string { + return buildChunkExecutionSql({ + planId: 'fixture-plan', + chunk, + target: 'app.events', + sourceTarget: 'app.events', + table: plan.table, + }) +} + +function requireChunk(value: T | undefined, label: string): T { + if (value === undefined) { + throw new Error(`Missing expected chunk: ${label}`) + } + return value +} + +describe('smart chunking integration', () => { + test('keeps small partitions as a single metadata chunk', async () => { + const rows = Array.from({ length: 12 }, (_, index) => ({ + _partition_id: 'p_small', + event_time: isoAt(1, index), + id: index, + })) + + const plan = await planFixture({ + rows, + sortKeys: [{ column: 'id', type: 'UInt64' }], + maxChunkBytes: 64 * MiB, + }) + + expect(plan.chunks).toHaveLength(1) + expect(plan.chunks[0]?.estimate.reason).toBe('partition-metadata') + expect(strategyIds(requireChunk(plan.chunks[0], 'metadata chunk'))).toHaveLength(0) + }) + + test('uses quantile range splitting for wide numeric distributions', async () => { + const rows = Array.from({ length: 120 }, (_, index) => ({ + _partition_id: 'p_quantile', + event_time: isoAt(2, index % 24), + id: index, + })) + + const plan = await planFixture({ + rows, + sortKeys: [{ column: 'id', type: 'UInt64' }], + maxChunkBytes: 60 * 1024, + }) + + expect(plan.chunks.length).toBeGreaterThanOrEqual(3) + expect(plan.chunks.every((chunk) => strategyIds(chunk).includes('quantile-range-split'))).toBe(true) + + const estimatedRows = plan.chunks.map((chunk) => chunk.estimate.rows) + expect(Math.max(...estimatedRows) - Math.min(...estimatedRows)).toBeLessThanOrEqual(4) + }) + + test('falls back to equal-width splitting when quantile boundaries collapse', async () => { + const rows = Array.from({ length: 80 }, (_, index) => ({ + _partition_id: 'p_equal', + event_time: isoAt(3, index % 24), + id: 100 + (index % 2), + })) + + const plan = await planFixture({ + rows, + sortKeys: [{ column: 'id', type: 'UInt64' }], + maxChunkBytes: 40 * 1024, + }) + + expect(plan.chunks.length).toBeGreaterThan(1) + expect(plan.chunks.some((chunk) => strategyIds(chunk).includes('equal-width-split'))).toBe(true) + expect(plan.chunks.every((chunk) => chunk.estimate.rows > 0)).toBe(true) + expect(plan.chunks.every((chunk) => + chunk.ranges.every((range) => range.from !== range.to) + )).toBe(true) + }) + + test('uses string key splitting for string-distributed partitions', async () => { + const rows: FixtureRow[] = [] + for (const prefix of ['apple', 'apricot', 'banana', 'berry', 'citrus']) { + for (let index = 0; index < 24; index++) { + rows.push({ + _partition_id: 'p_string', + event_time: isoAt(4, index % 24), + slug: `${prefix}-${index.toString().padStart(2, '0')}`, + }) + } + } + + const plan = await planFixture({ + rows, + sortKeys: [{ column: 'slug', type: 'String' }], + maxChunkBytes: 48 * 1024, + }) + + expect(plan.chunks.length).toBeGreaterThan(2) + const usesStringStrategy = plan.chunks.some((chunk) => + strategyIds(chunk).includes('group-by-key-split') || + strategyIds(chunk).includes('string-prefix-split') + ) + expect(usesStringStrategy).toBe(true) + + const sql = buildSqlForChunk(plan, requireChunk(plan.chunks[0], 'string-key first chunk')) + expect(sql).toContain("unhex('") + }) + + test('combines string-prefix and temporal splitting for focused time windows', async () => { + const rows: FixtureRow[] = [] + + for (let day = 1; day <= 3; day++) { + for (let hour = 0; hour < 24; hour++) { + rows.push({ + _partition_id: 'p_combo_temporal', + event_time: isoAt(10 + day, hour), + user_id: 'hot', + score: 1000 + day * 24 + hour, + }) + } + } + + for (let index = 0; index < 18; index++) { + rows.push({ + _partition_id: 'p_combo_temporal', + event_time: isoAt(10, index), + user_id: `cold-${index}`, + score: index, + }) + } + + const plan = await planFixture({ + rows, + sortKeys: [ + { column: 'user_id', type: 'String' }, + { column: 'event_time', type: 'DateTime' }, + ], + maxChunkBytes: 36 * 1024, + }) + + const hotChunks = plan.chunks.filter((chunk) => + strategyIds(chunk).includes('temporal-bucket-split') && + chunk.ranges.some((range) => range.dimensionIndex === 0) && + chunk.ranges.some((range) => range.dimensionIndex === 1) + ) + + expect(hotChunks.length).toBeGreaterThan(0) + expect(hotChunks.every((chunk) => chunk.analysis.focusedValue?.value === 'hot')).toBe(true) + + const sql = buildSqlForChunk(plan, requireChunk(hotChunks[0], 'temporal combo chunk')) + expect(sql).toContain('user_id >=') + expect(sql).toContain('event_time >=') + expect(sql).toContain('parseDateTimeBestEffort') + + const temporalRanges = hotChunks + .map((chunk) => chunk.ranges.find((range) => range.dimensionIndex === 1)) + .filter((range): range is NonNullable => Boolean(range)) + .sort((left, right) => String(left.from).localeCompare(String(right.from))) + + for (let index = 1; index < temporalRanges.length; index++) { + expect(temporalRanges[index - 1]?.to).toBe(temporalRanges[index]?.from) + } + }) + + test('combines string-prefix and quantile splitting on secondary numeric dimensions', async () => { + const rows: FixtureRow[] = [] + + for (let index = 0; index < 96; index++) { + rows.push({ + _partition_id: 'p_combo_numeric', + event_time: isoAt(20, index % 24), + account: 'vip', + seq: index, + }) + } + + for (let index = 0; index < 24; index++) { + rows.push({ + _partition_id: 'p_combo_numeric', + event_time: isoAt(20, index % 24), + account: `free-${index}`, + seq: index, + }) + } + + const plan = await planFixture({ + rows, + sortKeys: [ + { column: 'account', type: 'String' }, + { column: 'seq', type: 'UInt64' }, + ], + maxChunkBytes: 48 * 1024, + }) + + const comboChunks = plan.chunks.filter((chunk) => + strategyIds(chunk).includes('quantile-range-split') && + chunk.ranges.some((range) => range.dimensionIndex === 0) && + chunk.ranges.some((range) => range.dimensionIndex === 1) + ) + + expect(comboChunks.length).toBeGreaterThan(0) + + const sql = buildSqlForChunk(plan, requireChunk(comboChunks[0], 'numeric combo chunk')) + expect(sql).toContain('account >=') + expect(sql).toContain("seq >= '") + }) +}) diff --git a/packages/plugin-backfill/src/chunking/splitter.test.ts b/packages/plugin-backfill/src/chunking/splitter.test.ts deleted file mode 100644 index 16f4f3f..0000000 --- a/packages/plugin-backfill/src/chunking/splitter.test.ts +++ /dev/null @@ -1,64 +0,0 @@ -import { describe, expect, test } from 'bun:test' - -import { splitSortKeyRange, stringToUint64, uint64ToString } from './splitter.js' - -describe('splitSortKeyRange', () => { - test('numeric: splits into equal-width ranges', () => { - const ranges = splitSortKeyRange('numeric', '100', '200', 2) - - expect(ranges).toHaveLength(2) - expect(ranges[0]?.from).toBe('100') - expect(ranges[0]?.to).toBe('150') - expect(ranges[1]?.from).toBe('150') - expect(ranges[1]?.to).toBe('201') - }) - - test('datetime: splits into equal-width time ranges', () => { - const ranges = splitSortKeyRange('datetime', '2025-01-01 00:00:00', '2025-01-31 00:00:00', 3) - - expect(ranges).toHaveLength(3) - for (const r of ranges) { - expect(r.from).toBeDefined() - expect(r.to).toBeDefined() - } - }) - - test('string: round-trips through uint64 conversion', () => { - const ranges = splitSortKeyRange('string', 'aaa', 'zzz', 2) - - expect(ranges).toHaveLength(2) - expect(ranges[0]?.from).toBeDefined() - expect(ranges[1]?.to).toBeDefined() - }) -}) - -describe('stringToUint64 / uint64ToString', () => { - test('round-trips short strings', () => { - const original = 'abc' - const n = stringToUint64(original) - const back = uint64ToString(n) - expect(back).toBe(original) - }) - - test('round-trips 8-byte strings', () => { - const original = 'abcdefgh' - const n = stringToUint64(original) - const back = uint64ToString(n) - expect(back).toBe(original) - }) - - test('truncates strings longer than 8 bytes', () => { - const n = stringToUint64('abcdefghijklmnop') - const back = uint64ToString(n) - expect(back).toBe('abcdefgh') - }) - - test('handles embedded zero bytes from arithmetic', () => { - // Simulates a computed intermediate where a middle byte is 0x00 - // e.g. 0x6200000000000001 has zero bytes between 'b' and the trailing 0x01 - const n = 0x6200000000000001n - const result = uint64ToString(n) - expect(result).toBe('b\0\0\0\0\0\0\x01') - expect(result.length).toBe(8) - }) -}) diff --git a/packages/plugin-backfill/src/chunking/splitter.ts b/packages/plugin-backfill/src/chunking/splitter.ts deleted file mode 100644 index c3a3e5c..0000000 --- a/packages/plugin-backfill/src/chunking/splitter.ts +++ /dev/null @@ -1,86 +0,0 @@ -import type { SortKeyInfo } from './types.js' - -export function splitNumericRange(min: number, max: number, count: number): Array<{ from: string; to: string }> { - const span = max - min - const step = span / count - const ranges: Array<{ from: string; to: string }> = [] - for (let i = 0; i < count; i++) { - const from = min + i * step - const to = i === count - 1 ? max + 1 : min + (i + 1) * step - ranges.push({ from: String(from), to: String(to) }) - } - return ranges -} - -export function splitDateTimeRange(min: string, max: string, count: number): Array<{ from: string; to: string }> { - const minMs = new Date(min).getTime() - const maxMs = new Date(max).getTime() - const span = maxMs - minMs - const step = span / count - const ranges: Array<{ from: string; to: string }> = [] - for (let i = 0; i < count; i++) { - const from = new Date(minMs + i * step).toISOString() - const to = i === count - 1 - ? new Date(maxMs + 1).toISOString() - : new Date(minMs + (i + 1) * step).toISOString() - ranges.push({ from, to }) - } - return ranges -} - -export function stringToUint64(s: string): bigint { - let result = 0n - const bytes = Math.min(s.length, 8) - for (let i = 0; i < bytes; i++) { - result = (result << 8n) | BigInt(s.charCodeAt(i)) - } - // Pad remaining bytes with zeros - for (let i = bytes; i < 8; i++) { - result = result << 8n - } - return result -} - -export function uint64ToString(n: bigint): string { - const chars: string[] = [] - for (let i = 7; i >= 0; i--) { - const byte = Number((n >> BigInt(i * 8)) & 0xffn) - chars.push(String.fromCharCode(byte)) - } - // Trim trailing NUL bytes (padding from stringToUint64 for short strings) - let end = chars.length - while (end > 0 && chars[end - 1] === '\0') end-- - return chars.slice(0, end).join('') -} - -export function splitStringRange(min: string, max: string, count: number): Array<{ from: string; to: string }> { - const minVal = stringToUint64(min) - const maxVal = stringToUint64(max) - const span = maxVal - minVal - const step = span / BigInt(count) - const ranges: Array<{ from: string; to: string }> = [] - for (let i = 0; i < count; i++) { - const from = uint64ToString(minVal + BigInt(i) * step) - const to = i === count - 1 - ? uint64ToString(maxVal + 1n) - : uint64ToString(minVal + BigInt(i + 1) * step) - ranges.push({ from, to }) - } - return ranges -} - -export function splitSortKeyRange( - category: SortKeyInfo['category'], - min: string, - max: string, - count: number, -): Array<{ from: string; to: string }> { - switch (category) { - case 'numeric': - return splitNumericRange(Number(min), Number(max), count) - case 'datetime': - return splitDateTimeRange(min, max, count) - case 'string': - return splitStringRange(min, max, count) - } -} diff --git a/packages/plugin-backfill/src/chunking/sql.ts b/packages/plugin-backfill/src/chunking/sql.ts index e6b7458..cd57901 100644 --- a/packages/plugin-backfill/src/chunking/sql.ts +++ b/packages/plugin-backfill/src/chunking/sql.ts @@ -1,48 +1,101 @@ -import type { PlannedChunk, SortKeyInfo } from './types.js' +import type { + Chunk, + ChunkRange, + EstimateFilter, + PlannerContext, + RowProbeStrategy, + SortKey, + TableProfile, +} from './types.js' + + +export function quoteSqlString(value: string): string { + return `'${value.replaceAll('\\', '\\\\').replaceAll('\'', '\\\'')}'` +} + +export function formatBound(value: string, sortKey: SortKey): string { + if (sortKey.category === 'datetime') { + return `parseDateTimeBestEffort(${quoteSqlString(value)})` + } + + if (sortKey.category === 'string') { + return `unhex('${Buffer.from(value, 'latin1').toString('hex')}')` + } + + return quoteSqlString(value) +} + +export function buildWhereClauseFromRanges( + partitionId: string, + ranges: ChunkRange[], + sortKeys: SortKey[], +): string { + const conditions = [`_partition_id = ${quoteSqlString(partitionId)}`] + + for (const range of ranges) { + const sortKey = sortKeys[range.dimensionIndex] + if (!sortKey) continue + + if (range.from !== undefined) { + conditions.push(`${sortKey.name} >= ${formatBound(range.from, sortKey)}`) + } + if (range.to !== undefined) { + conditions.push(`${sortKey.name} < ${formatBound(range.to, sortKey)}`) + } + } + + return conditions.join('\n AND ') +} + +export function buildWhereClauseFromChunk( + chunk: Pick, + table: Pick, +): string { + return buildWhereClauseFromRanges(chunk.partitionId, chunk.ranges, table.sortKeys) +} function buildSettingsClause(token: string): string { if (token) { return `SETTINGS async_insert=0, insert_deduplication_token='${token}'` } - return `SETTINGS async_insert=0` + return 'SETTINGS async_insert=0' } -function buildSortKeyCondition( - sortKeyColumn: string, - category: SortKeyInfo['category'], - from: string, - to: string, -): string { - if (category === 'datetime') { - return ` AND ${sortKeyColumn} >= parseDateTimeBestEffort('${from}')\n AND ${sortKeyColumn} < parseDateTimeBestEffort('${to}')` - } - // numeric and string use direct comparison - return ` AND ${sortKeyColumn} >= '${from}'\n AND ${sortKeyColumn} < '${to}'` +function buildChunkConditions(chunk: Pick, sortKeys: SortKey[]): string[] { + return chunk.ranges.flatMap((range) => { + const sortKey = sortKeys[range.dimensionIndex] + if (!sortKey) return [] + + const conditions: string[] = [] + if (range.from !== undefined) { + conditions.push(`${sortKey.name} >= ${formatBound(range.from, sortKey)}`) + } + if (range.to !== undefined) { + conditions.push(`${sortKey.name} < ${formatBound(range.to, sortKey)}`) + } + return conditions + }) } -export function buildChunkSql(input: { +export function buildChunkExecutionSql(input: { planId: string - chunk: PlannedChunk + chunk: Chunk target: string - sortKey?: SortKeyInfo + table: Pick + sourceTarget?: string mvAsQuery?: string targetColumns?: string[] + idempotencyToken?: string }): string { - const header = `/* chkit backfill plan=${input.planId} chunk=${input.chunk.id} token=${input.chunk.idempotencyToken} */` - const settings = buildSettingsClause(input.chunk.idempotencyToken) - const { chunk } = input + const sourceTarget = input.sourceTarget ?? input.target + const header = `/* chkit backfill plan=${input.planId} chunk=${input.chunk.id} token=${input.idempotencyToken ?? ''} */` + const settings = buildSettingsClause(input.idempotencyToken ?? '') + const chunkConditions = buildChunkConditions(input.chunk, input.table.sortKeys) if (input.mvAsQuery) { - // MV replay: inject partition + sort key filters into the MV's AS query - let filtered = injectPartitionFilter(input.mvAsQuery, chunk.partitionId) - if (chunk.sortKeyFrom !== undefined && chunk.sortKeyTo !== undefined && input.sortKey) { - filtered = injectSortKeyFilter( - filtered, - input.sortKey.column, - input.sortKey.category, - chunk.sortKeyFrom, - chunk.sortKeyTo, - ) + let filtered = injectPartitionFilter(input.mvAsQuery, input.chunk.partitionId) + for (const condition of chunkConditions) { + filtered = injectWhereCondition(filtered, condition) } if (input.targetColumns?.length) { filtered = rewriteSelectColumns(filtered, input.targetColumns) @@ -50,48 +103,96 @@ export function buildChunkSql(input: { return [header, `INSERT INTO ${input.target}`, filtered, settings].join('\n') } - // Direct table copy const lines = [ header, `INSERT INTO ${input.target}`, - `SELECT *`, - `FROM ${input.target}`, - `WHERE _partition_id = '${chunk.partitionId}'`, + 'SELECT *', + `FROM ${sourceTarget}`, + `WHERE _partition_id = ${quoteSqlString(input.chunk.partitionId)}`, ] - if (chunk.sortKeyFrom !== undefined && chunk.sortKeyTo !== undefined && input.sortKey) { - lines.push(buildSortKeyCondition( - input.sortKey.column, - input.sortKey.category, - chunk.sortKeyFrom, - chunk.sortKeyTo, - )) + for (const condition of chunkConditions) { + lines.push(` AND ${condition}`) } lines.push(settings) return lines.join('\n') } -// --- SQL helpers --- +export function buildEstimateSql( + filter: EstimateFilter, + sortKeys: SortKey[], + context: PlannerContext, + rowProbeStrategy: RowProbeStrategy, +): string { + const whereClause = buildWhereClauseFromFilter(filter, sortKeys) + if (rowProbeStrategy === 'count') { + return `SELECT count() AS cnt FROM ${context.database}.${context.table} WHERE ${whereClause}` + } + return `EXPLAIN ESTIMATE SELECT count() FROM ${context.database}.${context.table} WHERE ${whereClause}` +} + +export function buildCountSql( + filter: EstimateFilter, + sortKeys: SortKey[], + context: Pick, +): string { + return `SELECT count() AS cnt FROM ${context.database}.${context.table} WHERE ${buildWhereClauseFromFilter(filter, sortKeys)}` +} + +function buildWhereClauseFromFilter( + filter: EstimateFilter, + sortKeys: SortKey[], +): string { + const conditions = [`_partition_id = ${quoteSqlString(filter.partitionId)}`] + + for (const range of filter.ranges) { + const sortKey = sortKeys[range.dimensionIndex] + if (!sortKey) continue + + if (filter.exactDimensionIndex === range.dimensionIndex && filter.exactValue !== undefined) { + conditions.push(`${sortKey.name} = ${formatBound(filter.exactValue, sortKey)}`) + continue + } + + if (range.from !== undefined) { + conditions.push(`${sortKey.name} >= ${formatBound(range.from, sortKey)}`) + } + if (range.to !== undefined) { + conditions.push(`${sortKey.name} < ${formatBound(range.to, sortKey)}`) + } + } + + return conditions.join(' AND ') +} function injectPartitionFilter(query: string, partitionId: string): string { - const condition = `_partition_id = '${partitionId}'` - return injectWhereCondition(query, condition) + return injectWhereCondition(query, `_partition_id = ${quoteSqlString(partitionId)}`) } export function injectSortKeyFilter( query: string, sortKeyColumn: string, - category: SortKeyInfo['category'], + category: SortKey['category'], from: string, to: string, ): string { let condition: string + if (category === 'datetime') { - condition = `${sortKeyColumn} >= parseDateTimeBestEffort('${from}')\n AND ${sortKeyColumn} < parseDateTimeBestEffort('${to}')` + condition = + `${sortKeyColumn} >= parseDateTimeBestEffort(${quoteSqlString(from)})\n` + + ` AND ${sortKeyColumn} < parseDateTimeBestEffort(${quoteSqlString(to)})` + } else if (category === 'string') { + condition = + `${sortKeyColumn} >= unhex('${Buffer.from(from, 'latin1').toString('hex')}')\n` + + ` AND ${sortKeyColumn} < unhex('${Buffer.from(to, 'latin1').toString('hex')}')` } else { - condition = `${sortKeyColumn} >= '${from}'\n AND ${sortKeyColumn} < '${to}'` + condition = + `${sortKeyColumn} >= ${quoteSqlString(from)}\n` + + ` AND ${sortKeyColumn} < ${quoteSqlString(to)}` } + return injectWhereCondition(query, condition) } @@ -99,40 +200,51 @@ function injectWhereCondition(query: string, condition: string): string { const trimmed = query.trimEnd() const upper = trimmed.toUpperCase() - interface KWHit { keyword: string; position: number } - const hits: KWHit[] = [] + interface KeywordHit { + keyword: string + position: number + } + + const hits: KeywordHit[] = [] let depth = 0 - for (let i = 0; i < trimmed.length; i++) { - const ch = trimmed[i] - if (ch === '(') { depth++; continue } - if (ch === ')') { depth--; continue } - if (ch === "'") { - i++ - while (i < trimmed.length && trimmed[i] !== "'") { - if (trimmed[i] === '\\') i++ - i++ + for (let index = 0; index < trimmed.length; index++) { + const char = trimmed[index] + if (char === '(') { + depth += 1 + continue + } + if (char === ')') { + depth -= 1 + continue + } + if (char === '\'') { + index += 1 + while (index < trimmed.length && trimmed[index] !== '\'') { + if (trimmed[index] === '\\') index += 1 + index += 1 } continue } if (depth !== 0) continue - - if (i > 0 && /\S/.test(trimmed[i - 1] ?? '')) continue - - const rest = upper.slice(i) - for (const kw of ['WHERE', 'GROUP BY', 'HAVING', 'ORDER BY', 'QUALIFY', 'LIMIT', 'SETTINGS']) { - if (rest.startsWith(kw) && (i + kw.length >= trimmed.length || /\s/.test(trimmed[i + kw.length] ?? ''))) { - hits.push({ keyword: kw, position: i }) + if (index > 0 && /\S/.test(trimmed[index - 1] ?? '')) continue + + const rest = upper.slice(index) + for (const keyword of ['WHERE', 'GROUP BY', 'HAVING', 'ORDER BY', 'QUALIFY', 'LIMIT', 'SETTINGS']) { + if ( + rest.startsWith(keyword) && + (index + keyword.length >= trimmed.length || /\s/.test(trimmed[index + keyword.length] ?? '')) + ) { + hits.push({ keyword, position: index }) break } } } - const whereHit = hits.find(h => h.keyword === 'WHERE') - const trailingKeywords = ['GROUP BY', 'HAVING', 'ORDER BY', 'QUALIFY', 'LIMIT', 'SETTINGS'] + const whereHit = hits.find((hit) => hit.keyword === 'WHERE') const firstTrailing = hits - .filter(h => trailingKeywords.includes(h.keyword)) - .filter(h => !whereHit || h.position > whereHit.position)[0] + .filter((hit) => hit.keyword !== 'WHERE') + .filter((hit) => !whereHit || hit.position > whereHit.position)[0] const insertAt = firstTrailing ? firstTrailing.position : trimmed.length const before = trimmed.slice(0, insertAt).trimEnd() @@ -141,6 +253,7 @@ function injectWhereCondition(query: string, condition: string): string { if (whereHit) { return `${before}\n AND ${condition}${after ? `\n${after}` : ''}` } + return `${before}\nWHERE ${condition}${after ? `\n${after}` : ''}` } @@ -152,57 +265,85 @@ export function rewriteSelectColumns(query: string, targetColumns: string[]): st let fromPos = -1 let depth = 0 - for (let i = 0; i < trimmed.length; i++) { - const ch = trimmed[i] - if (ch === '(') { depth++; continue } - if (ch === ')') { depth--; continue } - if (ch === "'") { - i++ - while (i < trimmed.length && trimmed[i] !== "'") { - if (trimmed[i] === '\\') i++ - i++ + for (let index = 0; index < trimmed.length; index++) { + const char = trimmed[index] + if (char === '(') { + depth += 1 + continue + } + if (char === ')') { + depth -= 1 + continue + } + if (char === '\'') { + index += 1 + while (index < trimmed.length && trimmed[index] !== '\'') { + if (trimmed[index] === '\\') index += 1 + index += 1 } continue } if (depth !== 0) continue - - if (i > 0 && /\S/.test(trimmed[i - 1] ?? '')) continue - - const rest = upper.slice(i) - if (selectPos === -1 && rest.startsWith('SELECT') && (i + 6 >= trimmed.length || /\s/.test(trimmed[i + 6] ?? ''))) { - selectPos = i - } else if (selectPos !== -1 && fromPos === -1 && rest.startsWith('FROM') && (i + 4 >= trimmed.length || /\s/.test(trimmed[i + 4] ?? ''))) { - fromPos = i + if (index > 0 && /\S/.test(trimmed[index - 1] ?? '')) continue + + const rest = upper.slice(index) + if ( + selectPos === -1 && + rest.startsWith('SELECT') && + (index + 6 >= trimmed.length || /\s/.test(trimmed[index + 6] ?? '')) + ) { + selectPos = index + } else if ( + selectPos !== -1 && + fromPos === -1 && + rest.startsWith('FROM') && + (index + 4 >= trimmed.length || /\s/.test(trimmed[index + 4] ?? '')) + ) { + fromPos = index } } if (selectPos === -1 || fromPos === -1) return query - const projStart = selectPos + 6 - const projText = trimmed.slice(projStart, fromPos).trim() + const projectionStart = selectPos + 6 + const rawProjection = trimmed.slice(projectionStart, fromPos).trim() + let projectionPrefix = '' + let projection = rawProjection + + const distinctMatch = rawProjection.match(/^DISTINCT\b\s*/i) + if (distinctMatch) { + projectionPrefix = distinctMatch[0] ?? '' + projection = rawProjection.slice(projectionPrefix.length).trim() + } const items: string[] = [] let itemStart = 0 depth = 0 - for (let i = 0; i < projText.length; i++) { - const ch = projText[i] - if (ch === '(') { depth++; continue } - if (ch === ')') { depth--; continue } - if (ch === "'") { - i++ - while (i < projText.length && projText[i] !== "'") { - if (projText[i] === '\\') i++ - i++ + for (let index = 0; index < projection.length; index++) { + const char = projection[index] + if (char === '(') { + depth += 1 + continue + } + if (char === ')') { + depth -= 1 + continue + } + if (char === '\'') { + index += 1 + while (index < projection.length && projection[index] !== '\'') { + if (projection[index] === '\\') index += 1 + index += 1 } continue } - if (depth === 0 && ch === ',') { - items.push(projText.slice(itemStart, i).trim()) - itemStart = i + 1 + if (depth === 0 && char === ',') { + items.push(projection.slice(itemStart, index).trim()) + itemStart = index + 1 } } - items.push(projText.slice(itemStart).trim()) + items.push(projection.slice(itemStart).trim()) const aliasMap = new Map() for (const item of items) { @@ -210,38 +351,43 @@ export function rewriteSelectColumns(query: string, targetColumns: string[]): st const itemUpper = item.toUpperCase() let asPos = -1 - let d = 0 - - for (let i = 0; i < item.length; i++) { - const ch = item[i] - if (ch === '(') { d++; continue } - if (ch === ')') { d--; continue } - if (ch === "'") { - i++ - while (i < item.length && item[i] !== "'") { - if (item[i] === '\\') i++ - i++ + let itemDepth = 0 + + for (let index = 0; index < item.length; index++) { + const char = item[index] + if (char === '(') { + itemDepth += 1 + continue + } + if (char === ')') { + itemDepth -= 1 + continue + } + if (char === '\'') { + index += 1 + while (index < item.length && item[index] !== '\'') { + if (item[index] === '\\') index += 1 + index += 1 } continue } - if (d !== 0) continue - if (i > 0 && /\S/.test(item[i - 1] ?? '')) continue - - const rest = itemUpper.slice(i) - if (rest.startsWith('AS') && (i + 2 >= item.length || /\s/.test(item[i + 2] ?? ''))) { - asPos = i + if (itemDepth !== 0) continue + if (index > 0 && /\S/.test(item[index - 1] ?? '')) continue + + const rest = itemUpper.slice(index) + if ( + rest.startsWith('AS') && + (index + 2 >= item.length || /\s/.test(item[index + 2] ?? '')) + ) { + asPos = index } } if (asPos !== -1) { - const alias = item.slice(asPos + 2).trim() - aliasMap.set(alias, item) + aliasMap.set(item.slice(asPos + 2).trim(), item) } } - const rewrittenCols = targetColumns.map(col => aliasMap.get(col) ?? col) - - const before = trimmed.slice(0, projStart) - const after = trimmed.slice(fromPos) - return `${before} ${rewrittenCols.join(', ')}\n${after}` + const rewrittenProjection = targetColumns.map((column) => aliasMap.get(column) ?? column) + return `${trimmed.slice(0, projectionStart)} ${projectionPrefix}${rewrittenProjection.join(', ')}\n${trimmed.slice(fromPos)}` } diff --git a/packages/plugin-backfill/src/chunking/strategies/equal-width-split.ts b/packages/plugin-backfill/src/chunking/strategies/equal-width-split.ts new file mode 100644 index 0000000..351e6ad --- /dev/null +++ b/packages/plugin-backfill/src/chunking/strategies/equal-width-split.ts @@ -0,0 +1,73 @@ +import pMap from 'p-map' +import { buildSliceFromRows } from '../partition-slices.js' +import { estimateRows } from '../services/row-probe.js' +import type { + Partition, + PartitionSlice, + PlannerContext, + SortKey, +} from '../types.js' +import { replaceChunkRange } from '../utils/ranges.js' +import { buildEvenlySpacedBoundaries } from './quantile-range-split.js' + +export const DEFAULT_OVERSAMPLING_MULTIPLIER = 3 +const ESTIMATE_CONCURRENCY = 50 + +export async function splitSliceWithEqualWidthRanges( + context: PlannerContext, + partition: Partition, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, + rangeFrom: string, + rangeTo: string, + subCount: number, + oversamplingMultiplier: number = DEFAULT_OVERSAMPLING_MULTIPLIER, +): Promise { + const sortKey = sortKeys[dimensionIndex] + if (!sortKey) return [slice] + + const boundaries = Array.from( + new Set(buildEvenlySpacedBoundaries(rangeFrom, rangeTo, subCount * oversamplingMultiplier, sortKey)) + ) + if (boundaries.length <= 2) return [slice] + + const intervals: Array<{ from: string; to: string }> = [] + for (let index = 0; index < boundaries.length - 1; index++) { + const from = boundaries[index] + const to = boundaries[index + 1] + if (from === undefined || to === undefined || from === to) continue + intervals.push({ from, to }) + } + + const results = await pMap( + intervals, + async ({ from, to }) => { + const ranges = replaceChunkRange(slice, dimensionIndex, from, to) + const rows = await estimateRows( + context, + { partitionId: partition.partitionId, ranges }, + sortKeys, + ) + if (rows <= 0) return null + return buildSliceFromRows(partition, { + ranges, + rows, + focusedValue: slice.analysis.focusedValue, + confidence: context.rowProbeStrategy === 'count' ? 'exact' : 'low', + reason: context.rowProbeStrategy === 'count' ? 'exact-count' : 'equal-width-distribution', + lineage: slice.analysis.lineage.concat([ + { + strategyId: 'equal-width-split', + dimensionIndex, + reason: 'fallback to equal-width ranges', + }, + ]), + }) + }, + { concurrency: ESTIMATE_CONCURRENCY }, + ) + + const slices = results.filter((s): s is PartitionSlice => s !== null) + return slices.length > 0 ? slices : [slice] +} diff --git a/packages/plugin-backfill/src/chunking/strategies/group-by-key-split.ts b/packages/plugin-backfill/src/chunking/strategies/group-by-key-split.ts new file mode 100644 index 0000000..02807e8 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/strategies/group-by-key-split.ts @@ -0,0 +1,93 @@ +import { buildSliceFromRows } from '../partition-slices.js' +import { + type StringKeyBucket, + probeStringKeyDistribution, +} from '../services/distribution-source.js' +import type { + Partition, + PartitionSlice, + PlannerContext, + SortKey, +} from '../types.js' +import { compareBinaryStrings, maxBinaryString, minBinaryString } from '../utils/binary-string.js' +import { getChunkRange, replaceChunkRange } from '../utils/ranges.js' + +const KEY_LIMIT = 100 + +export async function splitSliceWithGroupByKey( + context: PlannerContext, + partition: Partition, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, +): Promise { + const sortKey = sortKeys[dimensionIndex] + if (!sortKey || sortKey.category !== 'string') return undefined + + const range = getChunkRange(slice, dimensionIndex) + if (range.from === undefined || range.to === undefined) return undefined + + const buckets = await probeStringKeyDistribution( + context, + slice.partitionId, + slice.ranges, + sortKey, + dimensionIndex, + sortKeys, + KEY_LIMIT, + ) + + if (!buckets || buckets.length === 0) return undefined + + // Sort by value for range-ordered slice construction + const sorted = [...buckets].sort((a, b) => compareBinaryStrings(a.value, b.value)) + + return buildKeySlices(partition, slice, dimensionIndex, range.from, range.to, sorted) +} + +function buildKeySlices( + partition: Partition, + parentSlice: PartitionSlice, + dimensionIndex: number, + rangeFrom: string, + rangeTo: string, + sortedBuckets: StringKeyBucket[], +): PartitionSlice[] { + const slices: PartitionSlice[] = [] + let cursor = rangeFrom + + for (const bucket of sortedBuckets) { + const keyFrom = bucket.value + const keyTo = `${bucket.value}\0` + + // Gap slice before this key (non-hot residual between keys) + const gapFrom = maxBinaryString(cursor, rangeFrom) + const gapTo = minBinaryString(keyFrom, rangeTo) + if (compareBinaryStrings(gapFrom, gapTo) < 0) { + // There's a gap — but it has zero rows in our full distribution, + // so we skip it (all rows are accounted for by the key buckets) + } + + // Exact key slice + const sliceFrom = maxBinaryString(keyFrom, rangeFrom) + const sliceTo = minBinaryString(keyTo, rangeTo) + if (compareBinaryStrings(sliceFrom, sliceTo) < 0) { + slices.push(buildSliceFromRows(partition, { + ranges: replaceChunkRange(parentSlice, dimensionIndex, sliceFrom, sliceTo), + rows: bucket.rowCount, + focusedValue: { dimensionIndex, value: bucket.value }, + confidence: 'high', + reason: 'group-by-key-distribution', + lineage: parentSlice.analysis.lineage.concat([{ + strategyId: 'group-by-key-split', + dimensionIndex, + reason: 'split slice using full GROUP BY key distribution', + }]), + })) + } + + cursor = keyTo + } + + return slices +} diff --git a/packages/plugin-backfill/src/chunking/strategies/metadata-single-chunk.ts b/packages/plugin-backfill/src/chunking/strategies/metadata-single-chunk.ts new file mode 100644 index 0000000..86dca54 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/strategies/metadata-single-chunk.ts @@ -0,0 +1,6 @@ +import { buildRootSlice } from '../partition-slices.js' +import type { Partition, PartitionSlice } from '../types.js' + +export function buildSingleChunkPartition(partition: Partition): PartitionSlice[] { + return [buildRootSlice(partition)] +} diff --git a/packages/plugin-backfill/src/chunking/strategies/quantile-range-split.ts b/packages/plugin-backfill/src/chunking/strategies/quantile-range-split.ts new file mode 100644 index 0000000..d6558f8 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/strategies/quantile-range-split.ts @@ -0,0 +1,216 @@ +import pMap from 'p-map' +import { buildSliceFromRows } from '../partition-slices.js' +import { estimateRows, parsePlannerDateTime } from '../services/row-probe.js' +import type { + Partition, + PartitionSlice, + PlannerContext, + SortKey, +} from '../types.js' +import { bigIntToStr, strToBigInt } from '../utils/binary-string.js' +import { getChunkRange, replaceChunkRange } from '../utils/ranges.js' + +const BINARY_SEARCH_STEPS = 24 +const ESTIMATE_CONCURRENCY = 50 + +export async function splitSliceWithQuantiles( + context: PlannerContext, + partition: Partition, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, + boundaries: string[], +): Promise { + const intervals: Array<{ from: string; to: string }> = [] + for (let index = 0; index < boundaries.length - 1; index++) { + const from = boundaries[index] + const to = boundaries[index + 1] + if (from === undefined || to === undefined || from === to) continue + intervals.push({ from, to }) + } + + const results = await pMap( + intervals, + async ({ from, to }) => { + const ranges = replaceChunkRange(slice, dimensionIndex, from, to) + const rows = await estimateRows( + context, + { partitionId: partition.partitionId, ranges }, + sortKeys, + ) + if (rows <= 0) return null + return buildSliceFromRows(partition, { + ranges, + rows, + focusedValue: slice.analysis.focusedValue, + confidence: context.rowProbeStrategy === 'count' ? 'exact' : 'high', + reason: context.rowProbeStrategy === 'count' ? 'exact-count' : 'quantile-estimate', + lineage: slice.analysis.lineage.concat([ + { + strategyId: 'quantile-range-split', + dimensionIndex, + reason: 'split slice into quantile-aligned ranges', + }, + ]), + }) + }, + { concurrency: ESTIMATE_CONCURRENCY }, + ) + + return results.filter((s): s is PartitionSlice => s !== null) +} + +export async function findQuantileBoundaryOnDimension( + context: PlannerContext, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, + targetCumRows: number, +): Promise { + const sortKey = sortKeys[dimensionIndex] + if (!sortKey) { + throw new Error(`Missing sort key at dimension ${dimensionIndex}`) + } + + const range = getChunkRange(slice, dimensionIndex) + if (range.from === undefined || range.to === undefined) { + throw new Error(`Missing range for quantile split on dimension ${dimensionIndex}`) + } + + if (sortKey.category === 'string') { + return findStringBoundary(context, slice, sortKeys, dimensionIndex, range.from, range.to, targetCumRows) + } + if (sortKey.category === 'datetime') { + return findDateTimeBoundary(context, slice, sortKeys, dimensionIndex, range.from, range.to, targetCumRows) + } + return findNumericBoundary(context, slice, sortKeys, dimensionIndex, range.from, range.to, targetCumRows) +} + +export function buildEvenlySpacedBoundaries( + rangeFrom: string, + rangeTo: string, + subCount: number, + sortKey: SortKey, +): string[] { + if (subCount <= 1) return [rangeFrom, rangeTo] + + if (sortKey.category === 'datetime') { + const start = parsePlannerDateTime(rangeFrom) + const end = parsePlannerDateTime(rangeTo) + return Array.from({ length: subCount + 1 }, (_, index) => + new Date(start + Math.floor(((end - start) * index) / subCount)).toISOString() + ) + } + + if (sortKey.category === 'numeric') { + const start = Number(rangeFrom) + const end = Number(rangeTo) + return Array.from({ length: subCount + 1 }, (_, index) => + String(start + Math.floor(((end - start) * index) / subCount)) + ) + } + + const width = Math.max(rangeFrom.length, rangeTo.length) + const start = strToBigInt(rangeFrom, width) + const end = strToBigInt(rangeTo, width) + const boundaries = Array.from({ length: subCount + 1 }, (_, index) => + bigIntToStr(start + ((end - start) * BigInt(index)) / BigInt(subCount), width, width) + ) + // Use original values at endpoints to avoid round-trip length changes + boundaries[0] = rangeFrom + boundaries[boundaries.length - 1] = rangeTo + return boundaries +} + +async function findStringBoundary( + context: PlannerContext, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, + rangeFrom: string, + rangeTo: string, + targetCumRows: number, +): Promise { + const width = Math.max(rangeFrom.length, rangeTo.length) + let low = strToBigInt(rangeFrom, width) + let high = strToBigInt(rangeTo, width) + + for (let step = 0; step < BINARY_SEARCH_STEPS; step++) { + const midpoint = (low + high) / 2n + if (midpoint === low || midpoint === high) break + + const mid = bigIntToStr(midpoint, width, width) + const rows = await estimateRowsUntil(context, slice, sortKeys, dimensionIndex, rangeFrom, mid) + if (rows < targetCumRows) low = midpoint + else high = midpoint + } + + return bigIntToStr((low + high) / 2n, width, width) +} + +async function findDateTimeBoundary( + context: PlannerContext, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, + rangeFrom: string, + rangeTo: string, + targetCumRows: number, +): Promise { + let low = parsePlannerDateTime(rangeFrom) + let high = parsePlannerDateTime(rangeTo) + + for (let step = 0; step < BINARY_SEARCH_STEPS; step++) { + const midpoint = Math.floor((low + high) / 2) + if (midpoint === low || midpoint === high) break + + const mid = new Date(midpoint).toISOString() + const rows = await estimateRowsUntil(context, slice, sortKeys, dimensionIndex, rangeFrom, mid) + if (rows < targetCumRows) low = midpoint + else high = midpoint + } + + return new Date(Math.floor((low + high) / 2)).toISOString() +} + +async function findNumericBoundary( + context: PlannerContext, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, + rangeFrom: string, + rangeTo: string, + targetCumRows: number, +): Promise { + let low = Number(rangeFrom) + let high = Number(rangeTo) + + for (let step = 0; step < BINARY_SEARCH_STEPS; step++) { + const midpoint = Math.floor((low + high) / 2) + if (midpoint === low || midpoint === high) break + + const rows = await estimateRowsUntil(context, slice, sortKeys, dimensionIndex, rangeFrom, String(midpoint)) + if (rows < targetCumRows) low = midpoint + else high = midpoint + } + + return String(Math.floor((low + high) / 2)) +} + +async function estimateRowsUntil( + context: PlannerContext, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, + rangeFrom: string, + rangeTo: string, +): Promise { + return estimateRows( + context, + { + partitionId: slice.partitionId, + ranges: replaceChunkRange(slice, dimensionIndex, rangeFrom, rangeTo), + }, + sortKeys + ) +} diff --git a/packages/plugin-backfill/src/chunking/strategies/refinement.ts b/packages/plugin-backfill/src/chunking/strategies/refinement.ts new file mode 100644 index 0000000..4d27c2a --- /dev/null +++ b/packages/plugin-backfill/src/chunking/strategies/refinement.ts @@ -0,0 +1,128 @@ +import { buildSliceEstimate } from '../partition-slices.js' +import { countRowsExact, getRowProbeStrategy } from '../services/row-probe.js' +import type { + Partition, + PartitionBuildResult, + PartitionDiagnostics, + PartitionSlice, + PlannerContext, + SortKey, +} from '../types.js' + +const ESTIMATE_RATIO_MIN = 0.7 +const ESTIMATE_RATIO_MAX = 1.3 + +export async function refinePartitionSlices( + context: PlannerContext, + partition: Partition, + slices: PartitionSlice[], + sortKeys: SortKey[], + usedDistributionFallback: boolean, +): Promise { + let workingSlices = slices + let usedLowConfidenceChunkRefinement = false + + if (slices.some((slice) => slice.estimate.confidence === 'low')) { + workingSlices = await refineLowConfidenceSlices(context, partition, slices, sortKeys) + usedLowConfidenceChunkRefinement = true + } + + const diagnostics = buildPartitionDiagnostics( + partition, + workingSlices, + usedDistributionFallback, + usedLowConfidenceChunkRefinement, + false + ) + + if ( + getRowProbeStrategy(context) !== 'explain-estimate' || + !diagnostics.suspiciousEstimate + ) { + return { slices: workingSlices, diagnostics } + } + + const refinedSlices = await refineAllSlices(context, partition, workingSlices, sortKeys) + return { + slices: refinedSlices, + diagnostics: buildPartitionDiagnostics( + partition, + refinedSlices, + usedDistributionFallback, + usedLowConfidenceChunkRefinement, + true + ), + } +} + +export function buildPartitionDiagnostics( + partition: Partition, + slices: PartitionSlice[], + usedDistributionFallback: boolean, + usedLowConfidenceChunkRefinement: boolean, + usedExactCountFallback: boolean, +): PartitionDiagnostics { + const estimatedRowSum = slices.reduce((sum, slice) => sum + slice.estimate.rows, 0) + const estimateToExactRatio = partition.rows > 0 ? estimatedRowSum / partition.rows : 1 + + return { + estimatedRowSum, + exactPartitionRows: partition.rows, + estimateToExactRatio, + suspiciousEstimate: + estimateToExactRatio < ESTIMATE_RATIO_MIN || estimateToExactRatio > ESTIMATE_RATIO_MAX, + lowConfidenceChunkCount: slices.filter((slice) => slice.estimate.confidence === 'low').length, + usedDistributionFallback, + usedLowConfidenceChunkRefinement, + usedExactCountFallback, + } +} + +async function refineLowConfidenceSlices( + context: PlannerContext, + partition: Partition, + slices: PartitionSlice[], + sortKeys: SortKey[], +): Promise { + const refined: PartitionSlice[] = [] + + for (const slice of slices) { + if (slice.estimate.confidence !== 'low') { + refined.push(slice) + continue + } + refined.push(await refineSlice(context, partition, slice, sortKeys)) + } + + return refined +} + +async function refineAllSlices( + context: PlannerContext, + partition: Partition, + slices: PartitionSlice[], + sortKeys: SortKey[], +): Promise { + return Promise.all(slices.map((slice) => refineSlice(context, partition, slice, sortKeys))) +} + +async function refineSlice( + context: PlannerContext, + partition: Partition, + slice: PartitionSlice, + sortKeys: SortKey[], +): Promise { + const rows = await countRowsExact( + context, + { + partitionId: partition.partitionId, + ranges: slice.ranges, + }, + sortKeys + ) + + return { + ...slice, + estimate: buildSliceEstimate(partition, rows, 'exact', 'exact-count'), + } +} diff --git a/packages/plugin-backfill/src/chunking/strategies/string-prefix-split.ts b/packages/plugin-backfill/src/chunking/strategies/string-prefix-split.ts new file mode 100644 index 0000000..5c050b6 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/strategies/string-prefix-split.ts @@ -0,0 +1,144 @@ +import { buildSliceFromRows } from '../partition-slices.js' +import { probeStringPrefixDistribution } from '../services/distribution-source.js' +import type { + Partition, + PartitionSlice, + PlannerContext, + SortKey, + StringPrefixBucket, +} from '../types.js' +import { + buildObservedStringUpperBound, + maxBinaryString, + minBinaryString, + nextPrefixValue, +} from '../utils/binary-string.js' +import { getChunkRange, replaceChunkRange } from '../utils/ranges.js' + +const TARGET_BYTES_FUZZ_FACTOR = 1.15 +const PREFIX_START_DEPTH = 1 +const PREFIX_MAX_DEPTH = 4 + +export async function splitSliceWithStringPrefixes( + context: PlannerContext, + partition: Partition, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, +): Promise { + const sortKey = sortKeys[dimensionIndex] + if (!sortKey || sortKey.category !== 'string') return [] + + const range = getChunkRange(slice, dimensionIndex) + if (range.from === undefined || range.to === undefined) return [] + + return buildPrefixSlices( + context, + partition, + slice, + sortKeys, + dimensionIndex, + range.from, + range.to, + PREFIX_START_DEPTH + ) +} + +export function buildRootStringUpperBound(maxValue: string): string { + return buildObservedStringUpperBound(maxValue) +} + +async function buildPrefixSlices( + context: PlannerContext, + partition: Partition, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, + rangeFrom: string, + rangeTo: string, + depth: number, +): Promise { + const sortKey = sortKeys[dimensionIndex] + if (!sortKey) return [] + + const buckets = await probeStringPrefixDistribution( + context, + partition.partitionId, + replaceChunkRange(slice, dimensionIndex, rangeFrom, rangeTo), + sortKey, + dimensionIndex, + depth, + sortKeys + ) + + const slices: PartitionSlice[] = [] + for (const bucket of buckets) { + if (bucket.rowCount <= 0) continue + + const bucketSlice = buildBucketSlice(partition, slice, dimensionIndex, rangeFrom, rangeTo, bucket) + if (!bucketSlice) continue + + if (bucketSlice.estimate.bytesUncompressed <= context.targetChunkBytes * TARGET_BYTES_FUZZ_FACTOR) { + slices.push(bucketSlice) + continue + } + + if (!bucket.isExactValue && depth < PREFIX_MAX_DEPTH) { + const bucketRange = getChunkRange(bucketSlice, dimensionIndex) + if (bucketRange.from !== undefined && bucketRange.to !== undefined) { + slices.push( + ...(await buildPrefixSlices( + context, + partition, + slice, + sortKeys, + dimensionIndex, + bucketRange.from, + bucketRange.to, + depth + 1 + )) + ) + continue + } + } + + slices.push(bucketSlice) + } + + return slices +} + +function buildBucketSlice( + partition: Partition, + parentSlice: PartitionSlice, + dimensionIndex: number, + rangeFrom: string, + rangeTo: string, + bucket: StringPrefixBucket, +): PartitionSlice | undefined { + const bucketFrom = maxBinaryString(rangeFrom, bucket.value) + const bucketUpper = bucket.isExactValue ? `${bucket.value}\0` : nextPrefixValue(bucket.value) + if (bucketUpper === undefined) return undefined + + const bucketTo = minBinaryString(rangeTo, bucketUpper) + if (bucketFrom === bucketTo) return undefined + + const focusedValue = bucket.isExactValue + ? { dimensionIndex, value: bucket.value } + : parentSlice.analysis.focusedValue + + return buildSliceFromRows(partition, { + ranges: replaceChunkRange(parentSlice, dimensionIndex, bucketFrom, bucketTo), + rows: bucket.rowCount, + focusedValue, + confidence: 'high', + reason: 'string-prefix-distribution', + lineage: parentSlice.analysis.lineage.concat([ + { + strategyId: 'string-prefix-split', + dimensionIndex, + reason: 'split slice using string prefix distribution', + }, + ]), + }) +} diff --git a/packages/plugin-backfill/src/chunking/strategies/temporal-bucket-split.ts b/packages/plugin-backfill/src/chunking/strategies/temporal-bucket-split.ts new file mode 100644 index 0000000..5b83f6a --- /dev/null +++ b/packages/plugin-backfill/src/chunking/strategies/temporal-bucket-split.ts @@ -0,0 +1,117 @@ +import { buildSliceFromRows, getTargetChunkRows } from '../partition-slices.js' +import { probeTemporalDistribution } from '../services/distribution-source.js' +import { parsePlannerDateTime } from '../services/row-probe.js' +import type { + Partition, + PartitionSlice, + PlannerContext, + SortKey, + TemporalBucket, +} from '../types.js' +import { getChunkRange, replaceChunkRange } from '../utils/ranges.js' + +const TARGET_BYTES_FUZZ_FACTOR = 1.15 + +export async function splitSliceWithTemporalBuckets( + context: PlannerContext, + partition: Partition, + slice: PartitionSlice, + sortKeys: SortKey[], + dimensionIndex: number, +): Promise { + const dayBuckets = await probeTemporalDistribution( + context, + partition.partitionId, + slice.ranges, + sortKeys, + dimensionIndex, + 'day' + ) + if (dayBuckets.length === 0) return [slice] + + const daySlices = buildTemporalSlices(partition, slice, dimensionIndex, dayBuckets, context.targetChunkBytes) + if (daySlices.every((candidate) => candidate.estimate.bytesUncompressed <= context.targetChunkBytes * TARGET_BYTES_FUZZ_FACTOR)) { + return daySlices + } + + const hourBuckets = await probeTemporalDistribution( + context, + partition.partitionId, + slice.ranges, + sortKeys, + dimensionIndex, + 'hour' + ) + if (hourBuckets.length === 0) return daySlices + + return buildTemporalSlices(partition, slice, dimensionIndex, hourBuckets, context.targetChunkBytes) +} + +export function getPartitionEndExclusive(partition: Partition): string { + return new Date(parsePlannerDateTime(partition.maxTime) + 1000).toISOString() +} + +function buildTemporalSlices( + partition: Partition, + parentSlice: PartitionSlice, + dimensionIndex: number, + buckets: TemporalBucket[], + targetChunkBytes: number, +): PartitionSlice[] { + const targetChunkRows = getTargetChunkRows(partition, targetChunkBytes) + const slices: PartitionSlice[] = [] + let currentStart: string | undefined + let currentRows = 0 + const parentRange = getChunkRange(parentSlice, dimensionIndex) + const sliceStart = parentRange.from + const sliceEnd = parentRange.to ?? getPartitionEndExclusive(partition) + + for (let index = 0; index < buckets.length; index++) { + const bucket = buckets[index] + if (!bucket) continue + + const bucketStart = sliceStart && bucket.start < sliceStart ? sliceStart : bucket.start + if (currentStart === undefined) { + currentStart = bucketStart + } + + const wouldExceed = currentRows > 0 && currentRows + bucket.rowCount > targetChunkRows * TARGET_BYTES_FUZZ_FACTOR + if (wouldExceed && currentStart !== undefined && currentStart < bucketStart) { + slices.push(buildSlice(parentSlice, partition, dimensionIndex, currentStart, bucketStart, currentRows)) + currentStart = bucketStart + currentRows = 0 + } + + currentRows += bucket.rowCount + + if (index === buckets.length - 1 && currentStart !== undefined && currentStart < sliceEnd) { + slices.push(buildSlice(parentSlice, partition, dimensionIndex, currentStart, sliceEnd, currentRows)) + } + } + + return slices.length > 0 ? slices : [parentSlice] +} + +function buildSlice( + parentSlice: PartitionSlice, + partition: Partition, + dimensionIndex: number, + from: string, + to: string, + rows: number, +): PartitionSlice { + return buildSliceFromRows(partition, { + ranges: replaceChunkRange(parentSlice, dimensionIndex, from, to), + rows, + focusedValue: parentSlice.analysis.focusedValue, + confidence: 'low', + reason: 'temporal-distribution', + lineage: parentSlice.analysis.lineage.concat([ + { + strategyId: 'temporal-bucket-split', + dimensionIndex, + reason: 'split slice using temporal distribution buckets', + }, + ]), + }) +} diff --git a/packages/plugin-backfill/src/chunking/strategy-policy.test.ts b/packages/plugin-backfill/src/chunking/strategy-policy.test.ts new file mode 100644 index 0000000..04880b7 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/strategy-policy.test.ts @@ -0,0 +1,13 @@ +import { describe, expect, test } from 'bun:test' + +import { getCandidateDimensions } from './strategy-policy.js' + +describe('getCandidateDimensions', () => { + test('preserves declared sort-key order regardless of type', () => { + expect(getCandidateDimensions([ + { name: 'event_time', type: 'DateTime', category: 'datetime', boundaryEncoding: 'literal' }, + { name: 'account_id', type: 'String', category: 'string', boundaryEncoding: 'hex-latin1' }, + { name: 'seq', type: 'UInt64', category: 'numeric', boundaryEncoding: 'literal' }, + ])).toEqual([0, 1, 2]) + }) +}) diff --git a/packages/plugin-backfill/src/chunking/strategy-policy.ts b/packages/plugin-backfill/src/chunking/strategy-policy.ts new file mode 100644 index 0000000..0b1a4d1 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/strategy-policy.ts @@ -0,0 +1,8 @@ +import type { PartitionSlice, SortKey } from './types.js' + +export function getCandidateDimensions( + sortKeys: SortKey[], + _slice?: PartitionSlice, +): number[] { + return sortKeys.map((_, index) => index) +} diff --git a/packages/plugin-backfill/src/chunking/types.ts b/packages/plugin-backfill/src/chunking/types.ts index 0c76952..6cd7910 100644 --- a/packages/plugin-backfill/src/chunking/types.ts +++ b/packages/plugin-backfill/src/chunking/types.ts @@ -1,31 +1,170 @@ -export interface PartitionInfo { +export type RowProbeStrategy = 'explain-estimate' | 'count' + +export type SortKeyCategory = 'numeric' | 'datetime' | 'string' + +export type SortKeyBoundaryEncoding = 'literal' | 'hex-latin1' + +export type EstimateConfidence = 'high' | 'low' | 'exact' + +export type EstimateReason = + | 'partition-metadata' + | 'quantile-estimate' + | 'string-prefix-distribution' + | 'group-by-key-distribution' + | 'temporal-distribution' + | 'equal-width-distribution' + | 'exact-count' + +export interface SortKey { + name: string + type: string + category: SortKeyCategory + boundaryEncoding: SortKeyBoundaryEncoding +} + +export interface ChunkRange { + dimensionIndex: number + from?: string + to?: string +} + +export interface ChunkDerivationStep { + strategyId: string + dimensionIndex?: number + reason: string +} + +export interface ChunkEstimate { + rows: number + bytesCompressed: number + bytesUncompressed: number + confidence: EstimateConfidence + reason: EstimateReason +} + +export interface FocusedValue { + dimensionIndex: number + value: string +} + +export interface ChunkAnalysis { + focusedValue?: FocusedValue + lineage: ChunkDerivationStep[] +} + +export interface Chunk { + id: string + partitionId: string + ranges: ChunkRange[] + estimate: ChunkEstimate + analysis: ChunkAnalysis +} + +export interface PartitionDiagnostics { + estimatedRowSum: number + exactPartitionRows: number + estimateToExactRatio: number + suspiciousEstimate: boolean + lowConfidenceChunkCount: number + usedDistributionFallback: boolean + usedLowConfidenceChunkRefinement: boolean + usedExactCountFallback: boolean +} + +export interface Partition { partitionId: string rows: number - bytesOnDisk: number + bytesCompressed: number + bytesUncompressed: number minTime: string maxTime: string + diagnostics?: PartitionDiagnostics } -export interface SortKeyInfo { - column: string - type: string - category: 'numeric' | 'datetime' | 'string' +export interface TableProfile { + database: string + table: string + sortKeys: SortKey[] +} + +export interface ChunkPlanStats { + totalPartitions: number + oversizedPartitions: number + focusedChunks: number + totalChunks: number + avgChunkBytes: number + maxChunkBytes: number + minChunkBytes: number +} + +export interface ChunkPlan { + planId: string + generatedAt: string + rowProbeStrategy: RowProbeStrategy + targetChunkBytes: number + table: TableProfile + partitions: Partition[] + chunks: Chunk[] + totalRows: number + totalBytesCompressed: number + totalBytesUncompressed: number + stats: ChunkPlanStats +} + +export type PlannerQuery = (sql: string, settings?: Record) => Promise + +export interface PlannerContext { + database: string + table: string + from?: string + to?: string + targetChunkBytes: number + query: PlannerQuery + querySettings?: Record + rowProbeStrategy: RowProbeStrategy } -export interface ChunkBoundary { +export interface EstimateFilter { partitionId: string - sortKeyFrom?: string - sortKeyTo?: string - estimatedBytes: number + ranges: ChunkRange[] + exactDimensionIndex?: number + exactValue?: string } -export interface PlannedChunk { - id: string +export interface StringPrefixBucket { + value: string + rowCount: number + isExactValue: boolean +} + +export interface TemporalBucket { + start: string + rowCount: number +} + +export interface PartitionSlice { partitionId: string - sortKeyFrom?: string - sortKeyTo?: string - estimatedBytes: number - idempotencyToken: string - from: string - to: string + ranges: ChunkRange[] + estimate: ChunkEstimate + analysis: ChunkAnalysis +} + +export interface PartitionBuildResult { + slices: PartitionSlice[] + diagnostics: PartitionDiagnostics +} + +export interface PlanChunkOptions { + requireIdempotencyToken: boolean +} + +export interface GenerateChunkPlanInput { + database: string + table: string + from?: string + to?: string + targetChunkBytes: number + query: PlannerQuery + querySettings?: Record + rowProbeStrategy?: RowProbeStrategy } diff --git a/packages/plugin-backfill/src/chunking/utils/binary-string.ts b/packages/plugin-backfill/src/chunking/utils/binary-string.ts new file mode 100644 index 0000000..b264f2d --- /dev/null +++ b/packages/plugin-backfill/src/chunking/utils/binary-string.ts @@ -0,0 +1,62 @@ +export function compareBinaryStrings(left: string, right: string): number { + return Buffer.from(left, 'latin1').compare(Buffer.from(right, 'latin1')) +} + +export function minBinaryString(left: string, right: string): string { + return compareBinaryStrings(left, right) <= 0 ? left : right +} + +export function maxBinaryString(left: string, right: string): string { + return compareBinaryStrings(left, right) >= 0 ? left : right +} + +export function nextPrefixValue(prefix: string): string | undefined { + if (prefix.length === 0) return undefined + + const buffer = Buffer.from(prefix, 'latin1') + for (let index = buffer.length - 1; index >= 0; index--) { + const byte = buffer[index] + if (byte === undefined || byte === 0xff) continue + + const next = Buffer.from(buffer.subarray(0, index + 1)) + next[index] = byte + 1 + return next.toString('latin1') + } + + return undefined +} + +export function buildObservedStringUpperBound(maxValue: string): string { + return `${maxValue}\0` +} + +export function strToBigInt(value: string, padTo: number): bigint { + const buffer = Buffer.from(value, 'latin1') + let result = 0n + + for (let index = 0; index < padTo; index++) { + const byte = index < buffer.length ? (buffer[index] ?? 0) : 0 + result = (result << 8n) | BigInt(byte) + } + + return result +} + +export function bigIntToStr(value: bigint, length: number, minLength = 0): string { + const buffer = Buffer.alloc(length) + let remaining = value + + for (let index = length - 1; index >= 0; index--) { + buffer[index] = Number(remaining & 0xffn) + remaining >>= 8n + } + + // Strip trailing null bytes so boundaries match real string values + // in ClickHouse comparisons (where "abc" < "abc\0"), but preserve + // at least minLength bytes to avoid losing meaningful trailing nulls + // (e.g. from buildObservedStringUpperBound which appends "\0"). + let end = length + while (end > minLength && buffer[end - 1] === 0) end-- + + return buffer.subarray(0, end).toString('latin1') +} diff --git a/packages/plugin-backfill/src/chunking/utils/ids.ts b/packages/plugin-backfill/src/chunking/utils/ids.ts new file mode 100644 index 0000000..32c0ff3 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/utils/ids.ts @@ -0,0 +1,17 @@ +import { hashId, randomPlanId } from '../../state.js' + +export function generatePlanId(): string { + return randomPlanId() +} + +export function generateChunkId( + planId: string, + partitionId: string, + index: number, +): string { + return hashId(`chunk:${planId}:${partitionId}:${index}`).slice(0, 16) +} + +export function generateIdempotencyToken(planId: string, chunkId: string): string { + return hashId(`token:${planId}:${chunkId}`) +} diff --git a/packages/plugin-backfill/src/chunking/utils/ranges.ts b/packages/plugin-backfill/src/chunking/utils/ranges.ts new file mode 100644 index 0000000..3af1571 --- /dev/null +++ b/packages/plugin-backfill/src/chunking/utils/ranges.ts @@ -0,0 +1,31 @@ +import type { ChunkRange, PartitionSlice } from '../types.js' + +export function getChunkRange( + slice: Pick, + dimensionIndex: number, +): ChunkRange { + return ( + slice.ranges.find((range) => range.dimensionIndex === dimensionIndex) ?? { + dimensionIndex, + from: undefined, + to: undefined, + } + ) +} + +export function replaceChunkRange( + slice: Pick, + dimensionIndex: number, + from: string | undefined, + to: string | undefined, +): ChunkRange[] { + return slice.ranges + .filter((range) => range.dimensionIndex !== dimensionIndex) + .concat([{ dimensionIndex, from, to }]) + .sort((left, right) => left.dimensionIndex - right.dimensionIndex) +} + +export function isExactChunkRange(range: Pick): boolean { + if (range.from === undefined || range.to === undefined) return false + return range.to === `${range.from}\0` +} diff --git a/packages/plugin-backfill/src/index.ts b/packages/plugin-backfill/src/index.ts index 3420da7..c2c8446 100644 --- a/packages/plugin-backfill/src/index.ts +++ b/packages/plugin-backfill/src/index.ts @@ -1,16 +1,6 @@ import './table-config.js' export { backfill, createBackfillPlugin } from './plugin.js' -export { executeBackfill, syncProgress } from './async-backfill.js' -export { analyzeAndChunk } from './chunking/analyze.js' -export type { - BackfillOptions, - BackfillChunkState, - BackfillProgress, - BackfillResult, -} from './async-backfill.js' export type { BackfillPlugin, BackfillPluginOptions, BackfillPluginRegistration } from './types.js' export type { PluginConfig } from './options.js' export type { BackfillTableConfig } from './table-config.js' -export type { AnalyzeAndChunkInput, AnalyzeAndChunkResult } from './chunking/analyze.js' -export type { PlannedChunk, PartitionInfo, SortKeyInfo } from './chunking/types.js' diff --git a/packages/plugin-backfill/src/partition-planner.test.ts b/packages/plugin-backfill/src/partition-planner.test.ts deleted file mode 100644 index b10c8da..0000000 --- a/packages/plugin-backfill/src/partition-planner.test.ts +++ /dev/null @@ -1,185 +0,0 @@ -import { describe, expect, test } from 'bun:test' - -import { buildChunkBoundaries } from './chunking/build.js' -import { buildChunkSql } from './chunking/sql.js' -import { buildPlannedChunks } from './chunking/analyze.js' -import type { PartitionInfo, SortKeyInfo } from './types.js' - -const GiB = 1024 ** 3 - -function buildChunksWithSql(input: { - planId: string - target: string - partitions: PartitionInfo[] - maxChunkBytes: number - sortKey?: SortKeyInfo - sortKeyRanges?: Map - requireIdempotencyToken: boolean - mvAsQuery?: string - targetColumns?: string[] -}) { - const boundaries = buildChunkBoundaries({ - partitions: input.partitions, - maxChunkBytes: input.maxChunkBytes, - sortKey: input.sortKey, - sortKeyRanges: input.sortKeyRanges, - }) - - const planned = buildPlannedChunks({ - planId: input.planId, - partitions: input.partitions, - boundaries, - requireIdempotencyToken: input.requireIdempotencyToken, - }) - - return planned.map(chunk => ({ - ...chunk, - sqlTemplate: buildChunkSql({ - planId: input.planId, - chunk, - target: input.target, - sortKey: input.sortKey, - mvAsQuery: input.mvAsQuery, - targetColumns: input.targetColumns, - }), - })) -} - -describe('buildChunksWithSql', () => { - const basePlanId = 'abc1234567890123' - - test('small partition produces one chunk with _partition_id filter only', () => { - const partitions: PartitionInfo[] = [ - { partitionId: '202501', rows: 1000, bytesOnDisk: 5 * GiB, minTime: '2025-01-01T00:00:00.000Z', maxTime: '2025-01-31T23:59:59.000Z' }, - ] - - const chunks = buildChunksWithSql({ - planId: basePlanId, - target: 'default.events', - partitions, - maxChunkBytes: 10 * GiB, - requireIdempotencyToken: true, - }) - - expect(chunks).toHaveLength(1) - expect(chunks[0]?.sqlTemplate).toContain("WHERE _partition_id = '202501'") - expect(chunks[0]?.partitionId).toBe('202501') - expect(chunks[0]?.estimatedBytes).toBe(5 * GiB) - }) - - test('large partition with datetime sort key produces sub-chunks with parseDateTimeBestEffort', () => { - const partitions: PartitionInfo[] = [ - { partitionId: '202501', rows: 10000, bytesOnDisk: 30 * GiB, minTime: '2025-01-01T00:00:00.000Z', maxTime: '2025-01-31T00:00:00.000Z' }, - ] - const sortKey: SortKeyInfo = { column: 'event_time', type: 'DateTime', category: 'datetime' } - const sortKeyRanges = new Map([ - ['202501', { min: '2025-01-01 00:00:00', max: '2025-01-31 00:00:00' }], - ]) - - const chunks = buildChunksWithSql({ - planId: basePlanId, - target: 'default.events', - partitions, - maxChunkBytes: 10 * GiB, - sortKey, - sortKeyRanges, - requireIdempotencyToken: true, - }) - - expect(chunks).toHaveLength(3) - for (const chunk of chunks) { - expect(chunk.sqlTemplate).toContain("WHERE _partition_id = '202501'") - expect(chunk.sqlTemplate).toContain('event_time >= parseDateTimeBestEffort(') - expect(chunk.sqlTemplate).toContain('event_time < parseDateTimeBestEffort(') - expect(chunk.partitionId).toBe('202501') - } - }) - - test('chunk IDs are deterministic for same input', () => { - const partitions: PartitionInfo[] = [ - { partitionId: '202501', rows: 1000, bytesOnDisk: 5 * GiB, minTime: '2025-01-01T00:00:00.000Z', maxTime: '2025-01-31T00:00:00.000Z' }, - ] - - const first = buildChunksWithSql({ - planId: basePlanId, - target: 'default.events', - partitions, - maxChunkBytes: 10 * GiB, - requireIdempotencyToken: true, - }) - - const second = buildChunksWithSql({ - planId: basePlanId, - target: 'default.events', - partitions, - maxChunkBytes: 10 * GiB, - requireIdempotencyToken: true, - }) - - expect(first[0]?.id).toBe(second[0]?.id) - expect(first[0]?.idempotencyToken).toBe(second[0]?.idempotencyToken) - }) - - test('idempotency tokens are empty when not required', () => { - const partitions: PartitionInfo[] = [ - { partitionId: '202501', rows: 1000, bytesOnDisk: 5 * GiB, minTime: '2025-01-01T00:00:00.000Z', maxTime: '2025-01-31T00:00:00.000Z' }, - ] - - const chunks = buildChunksWithSql({ - planId: basePlanId, - target: 'default.events', - partitions, - maxChunkBytes: 10 * GiB, - requireIdempotencyToken: false, - }) - - expect(chunks[0]?.idempotencyToken).toBe('') - expect(chunks[0]?.sqlTemplate).not.toContain('insert_deduplication_token') - }) - - test('SQL templates include correct INSERT and SELECT structure', () => { - const partitions: PartitionInfo[] = [ - { partitionId: '202501', rows: 1000, bytesOnDisk: 5 * GiB, minTime: '2025-01-01T00:00:00.000Z', maxTime: '2025-01-31T00:00:00.000Z' }, - ] - - const chunks = buildChunksWithSql({ - planId: basePlanId, - target: 'default.events', - partitions, - maxChunkBytes: 10 * GiB, - requireIdempotencyToken: true, - }) - - const sql = chunks[0]?.sqlTemplate ?? '' - expect(sql).toContain(`/* chkit backfill plan=${basePlanId}`) - expect(sql).toContain('INSERT INTO default.events') - expect(sql).toContain('SELECT *') - expect(sql).toContain('FROM default.events') - expect(sql).toContain('SETTINGS async_insert=0') - }) - - test('numeric sort key sub-chunks use direct comparison', () => { - const partitions: PartitionInfo[] = [ - { partitionId: '202501', rows: 10000, bytesOnDisk: 20 * GiB, minTime: '2025-01-01T00:00:00.000Z', maxTime: '2025-01-31T00:00:00.000Z' }, - ] - const sortKey: SortKeyInfo = { column: 'id', type: 'UInt64', category: 'numeric' } - const sortKeyRanges = new Map([ - ['202501', { min: '100', max: '200' }], - ]) - - const chunks = buildChunksWithSql({ - planId: basePlanId, - target: 'default.events', - partitions, - maxChunkBytes: 10 * GiB, - sortKey, - sortKeyRanges, - requireIdempotencyToken: false, - }) - - expect(chunks).toHaveLength(2) - expect(chunks[0]?.sqlTemplate).toContain("id >= '100'") - expect(chunks[0]?.sqlTemplate).toContain("id < '150'") - expect(chunks[0]?.sqlTemplate).not.toContain('parseDateTimeBestEffort') - }) -}) diff --git a/packages/plugin-backfill/src/payload.ts b/packages/plugin-backfill/src/payload.ts index f17e096..f79d2aa 100644 --- a/packages/plugin-backfill/src/payload.ts +++ b/packages/plugin-backfill/src/payload.ts @@ -27,15 +27,13 @@ export function planPayload(output: BuildBackfillPlanOutput): { target: output.plan.target, from: output.plan.from, to: output.plan.to, - chunkCount: output.plan.chunks.length, + chunkCount: output.plan.chunkPlan.chunks.length, maxChunkBytes: output.plan.options.maxChunkBytes, sortKeyColumn: output.plan.options.sortKeyColumn, planPath: output.planPath, - strategy: output.plan.strategy, - partitionCount: output.plan.partitions?.length, - totalBytes: output.plan.partitions - ? output.plan.partitions.reduce((sum, p) => sum + p.bytesOnDisk, 0) - : undefined, + strategy: output.plan.execution.mode, + partitionCount: output.plan.chunkPlan.partitions.length, + totalBytes: output.plan.chunkPlan.totalBytesCompressed, } } diff --git a/packages/plugin-backfill/src/planner.test.ts b/packages/plugin-backfill/src/planner.test.ts index be8f8cb..4d83103 100644 --- a/packages/plugin-backfill/src/planner.test.ts +++ b/packages/plugin-backfill/src/planner.test.ts @@ -1,39 +1,52 @@ import { describe, expect, test } from 'bun:test' -import { mkdtemp, readFile, rm, writeFile } from 'node:fs/promises' -import { join, resolve } from 'node:path' +import { mkdir, mkdtemp, readFile, rm, writeFile } from 'node:fs/promises' +import { dirname, join, resolve } from 'node:path' import { tmpdir } from 'node:os' import { resolveConfig } from '@chkit/core' +import { buildChunkExecutionSql, rewriteSelectColumns } from './chunking/sql.js' +import { generateIdempotencyToken } from './chunking/utils/ids.js' import { PlanSchema } from './options.js' import { buildBackfillPlan } from './planner.js' -import { injectSortKeyFilter, rewriteSelectColumns } from './chunking/sql.js' -import { computeBackfillStateDir, computeEnvironmentFingerprint } from './state.js' +import { backfillPaths, computeBackfillStateDir, readPlan } from './state.js' function createMockQuery(opts: { - partitions?: Array<{ partition_id: string; total_rows: string; total_bytes: string; min_time: string; max_time: string }> + partitions?: Array<{ + partition_id: string + total_rows: string + total_bytes: string + total_uncompressed_bytes?: string + min_time: string + max_time: string + }> sortingKey?: string - sortKeyType?: string - sortKeyRanges?: Array<{ partition_id: string; min_val: string; max_val: string }> + columnRows?: Array<{ name: string; type: string }> } = {}): (sql: string) => Promise { const partitions = opts.partitions ?? [ - { partition_id: '202601', total_rows: '1000', total_bytes: '500000', min_time: '2026-01-01 00:00:00', max_time: '2026-01-01 18:00:00' }, + { + partition_id: '202601', + total_rows: '1000', + total_bytes: '500000', + total_uncompressed_bytes: '1000000', + min_time: '2026-01-01 00:00:00', + max_time: '2026-01-01 18:00:00', + }, ] const sortingKey = opts.sortingKey ?? 'event_time' - const sortKeyType = opts.sortKeyType ?? 'DateTime' - const sortKeyRanges = opts.sortKeyRanges ?? [] + const columnRows = opts.columnRows ?? [{ name: 'event_time', type: 'DateTime' }] return async (sql: string) => { - if (sql.includes('system.parts')) return partitions as T[] - if (sql.includes('system.tables')) return [{ sorting_key: sortingKey }] as T[] - if (sql.includes('system.columns')) return [{ type: sortKeyType }] as T[] - if (sql.includes('min(') && sql.includes('max(')) return sortKeyRanges as T[] + if (sql.includes('SELECT 1 FROM')) return [{ ok: 1 }] as T[] + if (sql.includes('FROM system.parts')) return partitions as T[] + if (sql.includes('FROM system.tables')) return [{ sorting_key: sortingKey }] as T[] + if (sql.includes('FROM system.columns')) return columnRows as T[] return [] as T[] } } describe('@chkit/plugin-backfill planning', () => { - test('each plan gets a unique random id', async () => { + test('each plan gets a unique random id and canonical chunk plan', async () => { const dir = await mkdtemp(join(tmpdir(), 'chkit-backfill-plugin-')) const configPath = join(dir, 'clickhouse.config.ts') @@ -42,12 +55,37 @@ describe('@chkit/plugin-backfill planning', () => { schema: './schema.ts', metaDir: './chkit/meta', }) - const opts = PlanSchema.parse({ target: 'app.events', from: '2026-01-01T00:00:00.000Z', to: '2026-01-01T18:00:00.000Z' }) + const opts = PlanSchema.parse({ + target: 'app.events', + from: '2026-01-01T00:00:00.000Z', + to: '2026-01-01T18:00:00.000Z', + }) const mockQuery = createMockQuery({ partitions: [ - { partition_id: '202601a', total_rows: '500', total_bytes: '250000', min_time: '2026-01-01 00:00:00', max_time: '2026-01-01 06:00:00' }, - { partition_id: '202601b', total_rows: '500', total_bytes: '250000', min_time: '2026-01-01 06:00:00', max_time: '2026-01-01 12:00:00' }, - { partition_id: '202601c', total_rows: '500', total_bytes: '250000', min_time: '2026-01-01 12:00:00', max_time: '2026-01-01 18:00:00' }, + { + partition_id: '202601a', + total_rows: '500', + total_bytes: '250000', + total_uncompressed_bytes: '500000', + min_time: '2026-01-01 00:00:00', + max_time: '2026-01-01 06:00:00', + }, + { + partition_id: '202601b', + total_rows: '500', + total_bytes: '250000', + total_uncompressed_bytes: '500000', + min_time: '2026-01-01 06:00:00', + max_time: '2026-01-01 12:00:00', + }, + { + partition_id: '202601c', + total_rows: '500', + total_bytes: '250000', + total_uncompressed_bytes: '500000', + min_time: '2026-01-01 12:00:00', + max_time: '2026-01-01 18:00:00', + }, ], }) @@ -56,12 +94,24 @@ describe('@chkit/plugin-backfill planning', () => { expect(first.plan.planId).not.toBe(second.plan.planId) expect(first.plan.planId).toMatch(/^[a-f0-9]{16}$/) - expect(first.plan.chunks).toHaveLength(3) - - const chunk = first.plan.chunks[0] - expect(chunk?.idempotencyToken.length).toBe(64) - expect(chunk?.sqlTemplate).toContain('INSERT INTO app.events') - expect(chunk?.sqlTemplate).toContain(`insert_deduplication_token='${chunk?.idempotencyToken}'`) + expect(first.plan.chunkPlan.chunks).toHaveLength(3) + + const chunk = first.plan.chunkPlan.chunks[0] + const token = chunk ? generateIdempotencyToken(first.plan.planId, chunk.id) : '' + const sql = chunk + ? buildChunkExecutionSql({ + planId: first.plan.planId, + chunk, + target: first.plan.target, + sourceTarget: first.plan.execution.sourceTarget, + table: first.plan.chunkPlan.table, + idempotencyToken: token, + }) + : '' + + expect(token).toHaveLength(64) + expect(sql).toContain('INSERT INTO app.events') + expect(sql).toContain(`insert_deduplication_token='${token}'`) } finally { await rm(dir, { recursive: true, force: true }) } @@ -76,22 +126,13 @@ describe('@chkit/plugin-backfill planning', () => { schema: './schema.ts', metaDir: './chkit/meta', }) - const opts = PlanSchema.parse({ target: 'app.events', from: '2026-01-01T00:00:00.000Z', to: '2026-01-01T07:00:00.000Z' }) - const mockQuery = createMockQuery({ - partitions: [ - { partition_id: '202601a', total_rows: '250', total_bytes: '125000', min_time: '2026-01-01 00:00:00', max_time: '2026-01-01 02:00:00' }, - { partition_id: '202601b', total_rows: '250', total_bytes: '125000', min_time: '2026-01-01 02:00:00', max_time: '2026-01-01 04:00:00' }, - { partition_id: '202601c', total_rows: '250', total_bytes: '125000', min_time: '2026-01-01 04:00:00', max_time: '2026-01-01 06:00:00' }, - { partition_id: '202601d', total_rows: '250', total_bytes: '125000', min_time: '2026-01-01 06:00:00', max_time: '2026-01-01 07:00:00' }, - ], - }) - - const output = await buildBackfillPlan({ opts, configPath, config, clickhouseQuery: mockQuery }) + const opts = PlanSchema.parse({ target: 'app.events' }) + const output = await buildBackfillPlan({ opts, configPath, config, clickhouseQuery: createMockQuery() }) const raw = await readFile(output.planPath, 'utf8') - const persisted = JSON.parse(raw) as { planId: string; chunks: Array<{ id: string }> } + const persisted = JSON.parse(raw) as { planId: string; chunkPlan: { chunks: Array<{ id: string }> } } expect(persisted.planId).toBe(output.plan.planId) - expect(persisted.chunks.length).toBe(4) + expect(persisted.chunkPlan.chunks.length).toBe(1) expect(output.planPath).toContain('/plans/') } finally { await rm(dir, { recursive: true, force: true }) @@ -108,45 +149,24 @@ describe('@chkit/plugin-backfill planning', () => { metaDir: './chkit/meta', }) const opts = PlanSchema.parse({ target: 'app.events' }) - const mockQuery = createMockQuery({ - sortingKey: 'session_date', - sortKeyType: 'Date', + const output = await buildBackfillPlan({ + opts, + configPath, + config, + clickhouseQuery: createMockQuery({ + sortingKey: 'session_date', + columnRows: [{ name: 'session_date', type: 'Date' }], + }), }) - const output = await buildBackfillPlan({ opts, configPath, config, clickhouseQuery: mockQuery }) - - expect(output.plan.sortKey?.column).toBe('session_date') - expect(output.plan.sortKey?.category).toBe('datetime') + expect(output.plan.chunkPlan.table.sortKeys[0]?.name).toBe('session_date') + expect(output.plan.chunkPlan.table.sortKeys[0]?.category).toBe('datetime') expect(output.plan.options.sortKeyColumn).toBe('session_date') } finally { await rm(dir, { recursive: true, force: true }) } }) - test('chunk IDs are deterministic within a plan (derived from planId)', async () => { - const dir = await mkdtemp(join(tmpdir(), 'chkit-backfill-plugin-')) - const configPath = join(dir, 'clickhouse.config.ts') - - try { - const config = resolveConfig({ - schema: './schema.ts', - metaDir: './chkit/meta', - }) - const opts = PlanSchema.parse({ target: 'app.events' }) - - const output = await buildBackfillPlan({ opts, configPath, config, clickhouseQuery: createMockQuery() }) - - const chunkIds = output.plan.chunks.map(c => c.id) - const uniqueIds = new Set(chunkIds) - expect(uniqueIds.size).toBe(chunkIds.length) - for (const id of chunkIds) { - expect(id).toMatch(/^[a-f0-9]{16}$/) - } - } finally { - await rm(dir, { recursive: true, force: true }) - } - }) - test('computes state dir from config by default and plugin override', () => { const config = resolveConfig({ schema: './schema.ts', @@ -161,7 +181,7 @@ describe('@chkit/plugin-backfill planning', () => { expect(overriddenDir).toBe(resolve('/tmp/project/custom-state')) }) - test('generates MV replay SQL when schema contains materialized view', async () => { + test('generates MV replay execution metadata and SQL when schema contains materialized view', async () => { const dir = await mkdtemp(join(tmpdir(), 'chkit-backfill-plugin-')) const configPath = join(dir, 'clickhouse.config.ts') const schemaPath = join(dir, 'schema.ts') @@ -196,348 +216,56 @@ export const events_mv = { metaDir: './chkit/meta', }) const opts = PlanSchema.parse({ target: 'app.events_agg' }) - const mockQuery = createMockQuery() - - const output = await buildBackfillPlan({ opts, configPath, config, clickhouseQuery: mockQuery }) - - expect(output.plan.strategy).toBe('mv_replay') - - const chunk = output.plan.chunks[0] - expect(chunk?.sqlTemplate).toContain('INSERT INTO app.events_agg') - expect(chunk?.sqlTemplate).not.toContain('WITH _backfill_source AS (') - expect(chunk?.sqlTemplate).toContain('SELECT toStartOfHour(event_time)') - expect(chunk?.sqlTemplate).toContain('FROM app.events') - expect(chunk?.sqlTemplate).toContain('GROUP BY event_time') - expect(chunk?.sqlTemplate).toContain('SETTINGS async_insert=0') - expect(chunk?.sqlTemplate).toContain(`insert_deduplication_token='${chunk?.idempotencyToken}'`) - expect(chunk?.sqlTemplate).not.toContain('FROM app.events_agg') - } finally { - await rm(dir, { recursive: true, force: true }) - } - }) - - test('MV replay rewrites SELECT columns to match target table order', async () => { - const dir = await mkdtemp(join(tmpdir(), 'chkit-backfill-plugin-')) - const configPath = join(dir, 'clickhouse.config.ts') - const schemaPath = join(dir, 'schema.ts') - - try { - await writeFile( - schemaPath, - `export const sessions = { - kind: 'table', - database: 'app', - name: 'session_analytics', - columns: [ - { name: 'session_date', type: 'Date' }, - { name: 'session_id', type: 'String' }, - { name: 'skills', type: 'Array(String)' }, - { name: 'slash_commands', type: 'Array(String)' }, - { name: 'ingested_at', type: 'DateTime' }, - ], - engine: 'MergeTree', - primaryKey: ['session_date'], - orderBy: ['session_date', 'session_id'], -} -export const sessions_mv = { - kind: 'materialized_view', - database: 'app', - name: 'sessions_mv', - to: { database: 'app', name: 'session_analytics' }, - as: "SELECT *, extractAll(content, 'skill') AS skills, extractAll(content, 'cmd') AS slash_commands FROM app.raw_sessions", -} -` - ) - - const config = resolveConfig({ - schema: './schema.ts', - metaDir: './chkit/meta', - }) - const opts = PlanSchema.parse({ target: 'app.session_analytics' }) - const mockQuery = createMockQuery() - - const output = await buildBackfillPlan({ opts, configPath, config, clickhouseQuery: mockQuery }) - - expect(output.plan.strategy).toBe('mv_replay') - - const chunk = output.plan.chunks[0] - expect(chunk?.sqlTemplate).toContain('INSERT INTO app.session_analytics') - expect(chunk?.sqlTemplate).not.toContain('INSERT INTO app.session_analytics (') - expect(chunk?.sqlTemplate).toContain( - "SELECT session_date, session_id, extractAll(content, 'skill') AS skills, extractAll(content, 'cmd') AS slash_commands, ingested_at" - ) - } finally { - await rm(dir, { recursive: true, force: true }) - } - }) - - test('omits insert_deduplication_token when requireIdempotencyToken is false', async () => { - const dir = await mkdtemp(join(tmpdir(), 'chkit-backfill-plugin-')) - const configPath = join(dir, 'clickhouse.config.ts') - - try { - const config = resolveConfig({ - schema: './schema.ts', - metaDir: './chkit/meta', - }) - const opts = PlanSchema.parse({ target: 'app.events', requireIdempotencyToken: false }) - const mockQuery = createMockQuery() - - const output = await buildBackfillPlan({ opts, configPath, config, clickhouseQuery: mockQuery }) - - const chunk = output.plan.chunks[0] - expect(chunk?.idempotencyToken).toBe('') - expect(chunk?.sqlTemplate).toContain('SETTINGS async_insert=0') - expect(chunk?.sqlTemplate).not.toContain('insert_deduplication_token') - } finally { - await rm(dir, { recursive: true, force: true }) - } - }) - - test('uses partition strategy when no MV is found', async () => { - const dir = await mkdtemp(join(tmpdir(), 'chkit-backfill-plugin-')) - const configPath = join(dir, 'clickhouse.config.ts') - - try { - const config = resolveConfig({ - schema: './schema.ts', - metaDir: './chkit/meta', - }) - const opts = PlanSchema.parse({ target: 'app.events' }) - const mockQuery = createMockQuery() - - const output = await buildBackfillPlan({ opts, configPath, config, clickhouseQuery: mockQuery }) - - expect(output.plan.strategy).toBe('partition') - - const chunk = output.plan.chunks[0] - expect(chunk?.sqlTemplate).toContain('INSERT INTO app.events') - expect(chunk?.sqlTemplate).toContain('FROM app.events') - expect(chunk?.sqlTemplate).toContain('_partition_id') - expect(chunk?.sqlTemplate).toContain('SETTINGS async_insert=0') - } finally { - await rm(dir, { recursive: true, force: true }) - } - }) - - test('throws when no partitions found', async () => { - const dir = await mkdtemp(join(tmpdir(), 'chkit-backfill-plugin-')) - const configPath = join(dir, 'clickhouse.config.ts') - - try { - const config = resolveConfig({ - schema: './schema.ts', - metaDir: './chkit/meta', - }) - const opts = PlanSchema.parse({ target: 'app.events' }) - const mockQuery = createMockQuery({ partitions: [] }) + const output = await buildBackfillPlan({ opts, configPath, config, clickhouseQuery: createMockQuery() }) - await expect( - buildBackfillPlan({ opts, configPath, config, clickhouseQuery: mockQuery }) - ).rejects.toThrow('No partitions found') + expect(output.plan.execution.mode).toBe('mv_replay') + + const chunk = output.plan.chunkPlan.chunks[0] + const sql = chunk + ? buildChunkExecutionSql({ + planId: output.plan.planId, + chunk, + target: output.plan.target, + sourceTarget: output.plan.execution.sourceTarget, + table: output.plan.chunkPlan.table, + mvAsQuery: output.plan.execution.mvAsQuery, + targetColumns: output.plan.execution.targetColumns, + idempotencyToken: generateIdempotencyToken(output.plan.planId, chunk.id), + }) + : '' + + expect(sql).toContain('INSERT INTO app.events_agg') + expect(sql).toContain('SELECT toStartOfHour(event_time)') + expect(sql).toContain('FROM app.events') + expect(sql).toContain('GROUP BY event_time') + expect(sql).toContain('SETTINGS async_insert=0') + expect(sql).not.toContain('FROM app.events_agg') } finally { await rm(dir, { recursive: true, force: true }) } }) -}) - -describe('rewriteSelectColumns', () => { - test('reorders SELECT columns to match target table order', () => { - const query = 'SELECT *, _foo as bar, _baz as qux FROM source WHERE status = 1' - const result = rewriteSelectColumns(query, ['col_a', 'bar', 'col_b', 'qux']) - - expect(result).toContain('SELECT col_a, _foo as bar, col_b, _baz as qux') - expect(result).toContain('FROM source') - expect(result).toContain('WHERE status = 1') - }) - - test('preserves WITH clause when rewriting SELECT', () => { - const query = [ - 'WITH', - " arrayDistinct(extractAll(content, '\\w+')) AS _skills,", - " toUInt64(JSONExtractFloat(meta, 'input')) AS _input_tokens", - 'SELECT *, _skills as skills, _input_tokens as input_tokens', - 'FROM app.sessions', - 'WHERE length(content) > 0', - ].join('\n') - - const result = rewriteSelectColumns(query, ['session_id', 'skills', 'content', 'input_tokens']) - - expect(result).toContain('arrayDistinct') - expect(result).toContain('_input_tokens') - expect(result).toContain('SELECT session_id, _skills as skills, content, _input_tokens as input_tokens') - expect(result).toContain('FROM app.sessions') - expect(result).toContain('WHERE length(content) > 0') - }) - test('handles SELECT without star expansion', () => { - const query = 'SELECT toStartOfHour(event_time) AS event_time, count() AS cnt FROM events GROUP BY event_time' - const result = rewriteSelectColumns(query, ['cnt', 'event_time']) + test('MV replay rewrites SELECT columns to match target table order', () => { + const rewritten = rewriteSelectColumns( + "SELECT *, extractAll(content, 'skill') AS skills, extractAll(content, 'cmd') AS slash_commands FROM app.raw_sessions", + ['session_date', 'session_id', 'skills', 'slash_commands', 'ingested_at'] + ) - expect(result).toContain('SELECT count() AS cnt, toStartOfHour(event_time) AS event_time') - expect(result).toContain('FROM events') - expect(result).toContain('GROUP BY event_time') + expect(rewritten).toContain('SELECT session_date, session_id, extractAll(content, \'skill\') AS skills, extractAll(content, \'cmd\') AS slash_commands, ingested_at') + expect(rewritten).toContain('FROM app.raw_sessions') }) - test('returns query unchanged when SELECT/FROM cannot be found', () => { - const query = 'INSERT INTO t VALUES (1, 2)' - const result = rewriteSelectColumns(query, ['a', 'b']) + test('MV replay preserves DISTINCT when rewriting projection columns', () => { + const rewritten = rewriteSelectColumns( + 'SELECT DISTINCT event_time AS ts, user_id AS uid FROM app.events', + ['uid', 'ts'] + ) - expect(result).toBe(query) + expect(rewritten).toContain('SELECT DISTINCT user_id AS uid, event_time AS ts') + expect(rewritten).toContain('FROM app.events') }) -}) - -describe('injectSortKeyFilter', () => { - const from = '2025-01-01T00:00:00.000Z' - const to = '2025-01-01T06:00:00.000Z' - - test('injects WHERE before GROUP BY for datetime filter', () => { - const query = 'SELECT toStartOfHour(event_time) AS event_time, count() AS count FROM app.events GROUP BY event_time' - const result = injectSortKeyFilter(query, 'event_time', 'datetime', from, to) - - expect(result).toContain("WHERE event_time >= parseDateTimeBestEffort('2025-01-01T00:00:00.000Z')") - expect(result).toContain("AND event_time < parseDateTimeBestEffort('2025-01-01T06:00:00.000Z')") - expect(result).toContain('GROUP BY event_time') - expect(result.indexOf('WHERE')).toBeLessThan(result.indexOf('GROUP BY')) - }) - - test('appends AND to existing WHERE clause', () => { - const query = 'SELECT * FROM app.events WHERE status = 1' - const result = injectSortKeyFilter(query, 'event_time', 'datetime', from, to) - - expect(result).toContain('WHERE status = 1') - expect(result).toContain("AND event_time >= parseDateTimeBestEffort('") - expect(result).toContain("AND event_time < parseDateTimeBestEffort('") - expect(result.match(/WHERE/g)?.length).toBe(1) - }) - - test('numeric sort key uses direct comparison', () => { - const query = 'SELECT * FROM app.events WHERE status = 1' - const result = injectSortKeyFilter(query, 'id', 'numeric', '100', '200') - - expect(result).toContain("AND id >= '100'") - expect(result).toContain("AND id < '200'") - expect(result).not.toContain('parseDateTimeBestEffort') - }) - - test('handles query with WHERE and QUALIFY', () => { - const query = [ - 'SELECT *, skills', - 'FROM app.sessions AS s', - 'WHERE length(timestamps) > 0', - "QUALIFY ROW_NUMBER() OVER (PARTITION BY s.id ORDER BY s.ts DESC) = 1", - ].join('\n') - const result = injectSortKeyFilter(query, 'session_date', 'datetime', from, to) - - expect(result).toContain('WHERE length(timestamps) > 0') - expect(result).toContain("AND session_date >= parseDateTimeBestEffort('") - expect(result.indexOf('AND session_date')).toBeLessThan(result.indexOf('QUALIFY')) - }) - - test('handles MV query with WITH column expressions', () => { - const query = [ - 'WITH', - " arrayDistinct(arrayFilter(x -> x != '', extractAll(content, '\\\\w+'))) AS _skills", - 'SELECT', - ' id,', - ' _skills as skills,', - ' ts', - 'FROM app.sessions', - 'WHERE length(content) > 0', - ].join('\n') - const result = injectSortKeyFilter(query, 'ts', 'datetime', from, to) - - expect(result.match(/WHERE/g)?.length).toBe(1) - expect(result).toContain("AND ts >= parseDateTimeBestEffort('") - expect(result).toContain('arrayDistinct') - }) - - test('injects WHERE at end when query has no WHERE and no trailing clauses', () => { - const query = 'SELECT * FROM app.events' - const result = injectSortKeyFilter(query, 'event_time', 'datetime', from, to) - - expect(result).toContain("WHERE event_time >= parseDateTimeBestEffort('") - expect(result).toContain("AND event_time < parseDateTimeBestEffort('") - }) - - test('ignores WHERE inside parenthesized subquery', () => { - const query = 'SELECT * FROM (SELECT * FROM app.events WHERE inner = 1) AS sub GROUP BY id' - const result = injectSortKeyFilter(query, 'ts', 'datetime', from, to) - - expect(result).toContain("WHERE ts >= parseDateTimeBestEffort('") - expect(result.indexOf("WHERE ts")).toBeLessThan(result.indexOf('GROUP BY')) - expect(result).toContain('WHERE inner = 1') - }) -}) - -describe('computeEnvironmentFingerprint', () => { - test('returns undefined when clickhouse is undefined', () => { - expect(computeEnvironmentFingerprint(undefined)).toBeUndefined() - }) - - test('returns correct structure with fingerprint, url origin, and database', () => { - const env = computeEnvironmentFingerprint({ - url: 'https://my-cluster.clickhouse.cloud:8443/some/path', - database: 'analytics', - }) - expect(env).toBeDefined() - expect(env?.fingerprint).toMatch(/^[a-f0-9]{16}$/) - expect(env?.url).toBe('https://my-cluster.clickhouse.cloud:8443') - expect(env?.database).toBe('analytics') - }) - - test('same URL+database produces same fingerprint', () => { - const a = computeEnvironmentFingerprint({ url: 'https://host:8443/path', database: 'db1' }) - const b = computeEnvironmentFingerprint({ url: 'https://host:8443/other', database: 'db1' }) - - expect(a?.fingerprint).toBe(b?.fingerprint) - }) - - test('different database produces different fingerprint', () => { - const a = computeEnvironmentFingerprint({ url: 'https://host:8443', database: 'staging' }) - const b = computeEnvironmentFingerprint({ url: 'https://host:8443', database: 'production' }) - - expect(a?.fingerprint).not.toBe(b?.fingerprint) - }) - - test('different host produces different fingerprint', () => { - const a = computeEnvironmentFingerprint({ url: 'https://staging.ch.cloud:8443', database: 'db' }) - const b = computeEnvironmentFingerprint({ url: 'https://prod.ch.cloud:8443', database: 'db' }) - - expect(a?.fingerprint).not.toBe(b?.fingerprint) - }) -}) - -describe('environment binding in plan', () => { - test('plan includes environment when clickhouse is provided', async () => { - const dir = await mkdtemp(join(tmpdir(), 'chkit-backfill-plugin-')) - const configPath = join(dir, 'clickhouse.config.ts') - - try { - const config = resolveConfig({ - schema: './schema.ts', - metaDir: './chkit/meta', - }) - - const output = await buildBackfillPlan({ - opts: PlanSchema.parse({ target: 'app.events' }), - configPath, - config, - clickhouse: { url: 'https://my-cluster.ch.cloud:8443', database: 'analytics' }, - clickhouseQuery: createMockQuery(), - }) - - expect(output.plan.environment).toBeDefined() - expect(output.plan.environment?.fingerprint).toMatch(/^[a-f0-9]{16}$/) - expect(output.plan.environment?.url).toBe('https://my-cluster.ch.cloud:8443') - expect(output.plan.environment?.database).toBe('analytics') - } finally { - await rm(dir, { recursive: true, force: true }) - } - }) - - test('plan omits environment when clickhouse connection info is not provided', async () => { + test('omits idempotency token when disabled', async () => { const dir = await mkdtemp(join(tmpdir(), 'chkit-backfill-plugin-')) const configPath = join(dir, 'clickhouse.config.ts') @@ -546,50 +274,57 @@ describe('environment binding in plan', () => { schema: './schema.ts', metaDir: './chkit/meta', }) + const opts = PlanSchema.parse({ target: 'app.events', requireIdempotencyToken: false }) + const output = await buildBackfillPlan({ opts, configPath, config, clickhouseQuery: createMockQuery() }) - const output = await buildBackfillPlan({ - opts: PlanSchema.parse({ target: 'app.events' }), - configPath, - config, - clickhouseQuery: createMockQuery(), - }) - - expect(output.plan.environment).toBeUndefined() + const chunk = output.plan.chunkPlan.chunks[0] + const sql = chunk + ? buildChunkExecutionSql({ + planId: output.plan.planId, + chunk, + target: output.plan.target, + sourceTarget: output.plan.execution.sourceTarget, + table: output.plan.chunkPlan.table, + idempotencyToken: '', + }) + : '' + + expect(output.plan.execution.requireIdempotencyToken).toBe(false) + expect(sql).toContain('SETTINGS async_insert=0') + expect(sql).not.toContain('insert_deduplication_token') } finally { await rm(dir, { recursive: true, force: true }) } }) - test('plan includes environment from different clickhouse configs', async () => { + test('rejects persisted legacy plans with an actionable error', async () => { const dir = await mkdtemp(join(tmpdir(), 'chkit-backfill-plugin-')) const configPath = join(dir, 'clickhouse.config.ts') + const planId = 'deadbeefdeadbeef' try { const config = resolveConfig({ schema: './schema.ts', metaDir: './chkit/meta', }) - const opts = PlanSchema.parse({ target: 'app.events' }) - - const staging = await buildBackfillPlan({ - opts, - configPath, - config, - clickhouse: { url: 'https://staging.ch.cloud:8443', database: 'analytics' }, - clickhouseQuery: createMockQuery(), - }) - - const production = await buildBackfillPlan({ - opts, + const stateDir = computeBackfillStateDir(config, configPath) + const { planPath } = backfillPaths(stateDir, planId) + await mkdir(dirname(planPath), { recursive: true }) + + await writeFile(planPath, JSON.stringify({ + planId, + target: 'app.events', + createdAt: '2026-01-01T00:00:00.000Z', + from: '2026-01-01T00:00:00.000Z', + to: '2026-01-01T01:00:00.000Z', + chunks: [], + })) + + await expect(readPlan({ + planId, configPath, config, - clickhouse: { url: 'https://prod.ch.cloud:8443', database: 'analytics' }, - clickhouseQuery: createMockQuery(), - }) - - expect(staging.plan.environment?.url).toBe('https://staging.ch.cloud:8443') - expect(production.plan.environment?.url).toBe('https://prod.ch.cloud:8443') - expect(staging.plan.environment?.fingerprint).not.toBe(production.plan.environment?.fingerprint) + })).rejects.toThrow('uses a previous chunking format') } finally { await rm(dir, { recursive: true, force: true }) } diff --git a/packages/plugin-backfill/src/planner.ts b/packages/plugin-backfill/src/planner.ts index 6f24e02..055c1b2 100644 --- a/packages/plugin-backfill/src/planner.ts +++ b/packages/plugin-backfill/src/planner.ts @@ -1,10 +1,10 @@ import { dirname } from 'node:path' -import { loadSchemaDefinitions } from '@chkit/core/schema-loader' import type { ResolvedChxConfig } from '@chkit/core' +import { loadSchemaDefinitions } from '@chkit/core/schema-loader' -import { analyzeAndChunk } from './chunking/analyze.js' -import { buildChunkSql } from './chunking/sql.js' +import { encodeChunkPlanForPersistence } from './chunking/boundary-codec.js' +import { generateChunkPlan } from './chunking/planner.js' import { findMvForTarget } from './detect.js' import { BackfillConfigError } from './errors.js' import type { PlanOptions } from './options.js' @@ -12,20 +12,18 @@ import { backfillPaths, computeBackfillStateDir, computeEnvironmentFingerprint, + nowIso, writeJson, } from './state.js' -import type { - BackfillChunk, - BuildBackfillPlanOutput, - PartitionInfo, -} from './types.js' +import type { BuildBackfillPlanOutput } from './types.js' export async function buildBackfillPlan(input: { opts: PlanOptions configPath: string config: Pick clickhouse?: { url: string; database: string } - clickhouseQuery: (sql: string) => Promise + clickhouseQuery: (sql: string, settings?: Record) => Promise + querySettings?: Record }): Promise { const { opts } = input const [database, table] = opts.target.split('.') @@ -33,33 +31,36 @@ export async function buildBackfillPlan(input: { throw new BackfillConfigError('Invalid target format. Expected .') } - const env = computeEnvironmentFingerprint(input.clickhouse) - - // 1. Analyze table and build planned chunks - const { planId, partitions, sortKey, chunks: plannedChunks } = await analyzeAndChunk({ + const chunkPlan = await generateChunkPlan({ database, table, from: opts.from, to: opts.to, - maxChunkBytes: opts.maxChunkBytes, - requireIdempotencyToken: opts.requireIdempotencyToken, + targetChunkBytes: opts.maxChunkBytes, query: input.clickhouseQuery, + querySettings: input.querySettings, }) - if (partitions.length === 0) { + const firstPartition = chunkPlan.partitions[0] + if (!firstPartition) { throw new BackfillConfigError( `No partitions found for ${opts.target}${opts.from || opts.to ? ' within the specified time range' : ''}. The table may be empty.` ) } - const firstPartition = partitions[0] as PartitionInfo - const derivedFrom = opts.from ?? partitions.reduce((min, p) => (p.minTime < min ? p.minTime : min), firstPartition.minTime) - const derivedTo = opts.to ?? partitions.reduce((max, p) => (p.maxTime > max ? p.maxTime : max), firstPartition.maxTime) + const env = computeEnvironmentFingerprint(input.clickhouse) + const derivedFrom = opts.from ?? chunkPlan.partitions.reduce( + (min, partition) => (partition.minTime < min ? partition.minTime : min), + firstPartition.minTime + ) + const derivedTo = opts.to ?? chunkPlan.partitions.reduce( + (max, partition) => (partition.maxTime > max ? partition.maxTime : max), + firstPartition.maxTime + ) const stateDir = computeBackfillStateDir(input.config, input.configPath, opts.stateDir) - const paths = backfillPaths(stateDir, planId) + const paths = backfillPaths(stateDir, chunkPlan.planId) - // 2. Detect MV for replay strategy let mvAsQuery: string | undefined let targetColumns: string[] | undefined @@ -71,62 +72,37 @@ export async function buildBackfillPlan(input: { if (mv) { mvAsQuery = mv.as const tableDef = definitions.find( - (d) => d.kind === 'table' && d.database === database && d.name === table + (definition) => definition.kind === 'table' && definition.database === database && definition.name === table ) - if (tableDef && tableDef.kind === 'table') { - targetColumns = tableDef.columns.map((c) => c.name) + if (tableDef?.kind === 'table') { + targetColumns = tableDef.columns.map((column) => column.name) } } } catch { - // Schema load failed — fall back to direct copy + // Schema load failed, fall back to direct copy. } - // 3. Stamp SQL on each planned chunk to produce BackfillChunk[] - const chunks: BackfillChunk[] = plannedChunks.map(planned => { - const sqlTemplate = buildChunkSql({ - planId, - chunk: planned, - target: opts.target, - sortKey, - mvAsQuery, - targetColumns, - }) - - return { - id: planned.id, - from: planned.from, - to: planned.to, - status: 'pending' as const, - attempts: 0, - idempotencyToken: planned.idempotencyToken, - sqlTemplate, - partitionId: planned.partitionId, - estimatedBytes: planned.estimatedBytes, - ...(planned.sortKeyFrom !== undefined ? { sortKeyFrom: planned.sortKeyFrom } : {}), - ...(planned.sortKeyTo !== undefined ? { sortKeyTo: planned.sortKeyTo } : {}), - } - }) - - const strategy = mvAsQuery ? 'mv_replay' : 'partition' - const plan = { - planId, + planId: chunkPlan.planId, target: opts.target, - createdAt: '1970-01-01T00:00:00.000Z', - status: 'planned' as const, - strategy: strategy as 'partition' | 'mv_replay', + createdAt: nowIso(), ...(env ? { environment: env } : {}), from: derivedFrom, to: derivedTo, - chunks, - partitions, - sortKey, + chunkPlan, + execution: { + mode: mvAsQuery ? 'mv_replay' as const : 'copy' as const, + sourceTarget: opts.target, + ...(mvAsQuery ? { mvAsQuery } : {}), + ...(targetColumns ? { targetColumns } : {}), + requireIdempotencyToken: opts.requireIdempotencyToken, + }, options: { maxChunkBytes: opts.maxChunkBytes, maxParallelChunks: opts.maxParallelChunks, maxRetriesPerChunk: opts.maxRetriesPerChunk, requireIdempotencyToken: opts.requireIdempotencyToken, - sortKeyColumn: sortKey?.column, + sortKeyColumn: chunkPlan.table.sortKeys[0]?.name, }, policy: { requireDryRunBeforeRun: opts.requireDryRunBeforeRun, @@ -140,7 +116,10 @@ export async function buildBackfillPlan(input: { }, } - await writeJson(paths.planPath, plan) + await writeJson(paths.planPath, { + ...plan, + chunkPlan: encodeChunkPlanForPersistence(plan.chunkPlan), + }) return { plan, diff --git a/packages/plugin-backfill/src/plugin.test.ts b/packages/plugin-backfill/src/plugin.test.ts index 275fe78..cf0f841 100644 --- a/packages/plugin-backfill/src/plugin.test.ts +++ b/packages/plugin-backfill/src/plugin.test.ts @@ -1,7 +1,16 @@ import { describe, expect, test } from 'bun:test' +import { readFileSync } from 'node:fs' +import * as sdk from './sdk.js' +import * as root from './index.js' import { backfill, createBackfillPlugin } from './plugin.js' +const pluginBackfillPackage = JSON.parse( + readFileSync(new URL('../package.json', import.meta.url), 'utf8') +) as { + exports: Record +} + describe('@chkit/plugin-backfill plugin surface', () => { test('exposes commands and typed registration helper', () => { const plugin = createBackfillPlugin() @@ -21,4 +30,31 @@ describe('@chkit/plugin-backfill plugin surface', () => { expect(registration.enabled).toBe(true) expect(registration.options?.maxParallelChunks).toBe(4) }) + + test('keeps internals off the package root and exposes them via sdk', () => { + expect(root).not.toHaveProperty('analyzeAndChunk') + expect(root).not.toHaveProperty('executeBackfill') + + expect(sdk).toHaveProperty('analyzeAndChunk') + expect(sdk).toHaveProperty('generateChunkPlan') + expect(sdk).toHaveProperty('executeBackfill') + expect(sdk).toHaveProperty('buildChunkExecutionSql') + expect(sdk).toHaveProperty('buildWhereClauseFromChunk') + expect(sdk).toHaveProperty('encodeChunkPlanForPersistence') + expect(sdk).toHaveProperty('decodeChunkPlanFromPersistence') + expect(sdk).toHaveProperty('generateIdempotencyToken') + }) + + test('package exports declare root and sdk subpath separately', () => { + expect(pluginBackfillPackage.exports['.']).toEqual({ + source: './src/index.ts', + types: './dist/index.d.ts', + default: './dist/index.js', + }) + expect(pluginBackfillPackage.exports['./sdk']).toEqual({ + source: './src/sdk.ts', + types: './dist/sdk.d.ts', + default: './dist/sdk.js', + }) + }) }) diff --git a/packages/plugin-backfill/src/plugin.ts b/packages/plugin-backfill/src/plugin.ts index 53079d8..449c58c 100644 --- a/packages/plugin-backfill/src/plugin.ts +++ b/packages/plugin-backfill/src/plugin.ts @@ -2,6 +2,8 @@ import { createClickHouseExecutor } from '@chkit/clickhouse' import { wrapPluginRun } from '@chkit/core' import { executeBackfill, type BackfillProgress } from './async-backfill.js' +import { buildChunkExecutionSql } from './chunking/sql.js' +import { generateIdempotencyToken } from './chunking/utils/ids.js' import { BackfillConfigError } from './errors.js' import { PLAN_FLAGS, @@ -112,11 +114,22 @@ async function runBackfill(input: { const result = await executeBackfill({ executor: db, planId: plan.planId, - chunks: plan.chunks.map((c) => ({ id: c.id, from: c.from, to: c.to })), + chunks: plan.chunkPlan.chunks.map((chunk) => ({ id: chunk.id })), buildQuery: (chunk) => { - const planChunk = plan.chunks.find((c) => c.id === chunk.id) + const planChunk = plan.chunkPlan.chunks.find((candidate) => candidate.id === chunk.id) if (!planChunk) throw new Error(`Chunk ${chunk.id} not found in plan`) - return planChunk.sqlTemplate + return buildChunkExecutionSql({ + planId: plan.planId, + chunk: planChunk, + target: plan.target, + sourceTarget: plan.execution.sourceTarget, + table: plan.chunkPlan.table, + mvAsQuery: plan.execution.mvAsQuery, + targetColumns: plan.execution.targetColumns, + idempotencyToken: plan.execution.requireIdempotencyToken + ? generateIdempotencyToken(plan.planId, planChunk.id) + : '', + }) }, concurrency: input.concurrency, pollIntervalMs: input.pollIntervalMs, @@ -205,22 +218,25 @@ export function createBackfillPlugin(options: PluginConfig = {}): BackfillPlugin configPath: context.configPath, config: context.config, clickhouse: context.config.clickhouse, - clickhouseQuery: async (sql: string) => { - const result = await db.query(sql) + clickhouseQuery: async (sql: string, settings?: Record) => { + const result = await db.query(sql, settings) return result as T[] }, + // ObsessionDB (ClickHouse Cloud) enables parallel replicas by default, + // which inflates aggregate results (count, GROUP BY). Disable for planning + // queries until ObsessionDB handles it at the profile level. + querySettings: { enable_parallel_replicas: 0 }, }) const payload = planPayload(output) if (context.jsonMode) { context.print(payload) } else { - const partitionCount = output.plan.partitions?.length ?? 0 - const totalBytes = output.plan.partitions - ? formatBytes(output.plan.partitions.reduce((sum, p) => sum + p.bytesOnDisk, 0)) - : 'unknown' - const sortKeyLabel = output.plan.sortKey - ? `, sort key: ${output.plan.sortKey.column} (${output.plan.sortKey.category})` + const partitionCount = output.plan.chunkPlan.partitions.length + const totalBytes = formatBytes(output.plan.chunkPlan.totalBytesCompressed) + const primarySortKey = output.plan.chunkPlan.table.sortKeys[0] + const sortKeyLabel = primarySortKey + ? `, sort key: ${primarySortKey.name} (${primarySortKey.category})` : '' context.print( `Backfill plan ${payload.planId} for ${payload.target} (${payload.chunkCount} chunks across ${partitionCount} partitions, ~${totalBytes}${sortKeyLabel}) -> ${payload.planPath}` diff --git a/packages/plugin-backfill/src/queries.ts b/packages/plugin-backfill/src/queries.ts index 66780ef..ffdef75 100644 --- a/packages/plugin-backfill/src/queries.ts +++ b/packages/plugin-backfill/src/queries.ts @@ -35,8 +35,8 @@ export async function getBackfillStatus(input: { target: plan.target, status: 'planned', totals: { - total: plan.chunks.length, - pending: plan.chunks.length, + total: plan.chunkPlan.chunks.length, + pending: plan.chunkPlan.chunks.length, submitted: 0, running: 0, done: 0, @@ -108,7 +108,7 @@ export async function getBackfillDoctorReport(input: { planId: plan.planId, target: plan.target, status: 'planned' as const, - totals: { total: plan.chunks.length, pending: plan.chunks.length, submitted: 0, running: 0, done: 0, failed: 0 }, + totals: { total: plan.chunkPlan.chunks.length, pending: plan.chunkPlan.chunks.length, submitted: 0, running: 0, done: 0, failed: 0 }, rowsWritten: 0, updatedAt: plan.createdAt, runPath: paths.runPath, diff --git a/packages/plugin-backfill/src/sdk.ts b/packages/plugin-backfill/src/sdk.ts new file mode 100644 index 0000000..233ff5a --- /dev/null +++ b/packages/plugin-backfill/src/sdk.ts @@ -0,0 +1,41 @@ +export { executeBackfill, syncProgress } from './async-backfill.js' +export { analyzeAndChunk, analyzeTable } from './chunking/analyze.js' +export { + decodeChunkPlanFromPersistence, + encodeChunkPlanForPersistence, +} from './chunking/boundary-codec.js' +export { generateChunkPlan } from './chunking/planner.js' +export { + buildChunkExecutionSql, + buildWhereClauseFromChunk, + injectSortKeyFilter, + rewriteSelectColumns, +} from './chunking/sql.js' +export { generateIdempotencyToken } from './chunking/utils/ids.js' + +export type { + BackfillOptions, + BackfillChunkState, + BackfillProgress, + BackfillResult, +} from './async-backfill.js' + +export type { + AnalyzeAndChunkInput, + AnalyzeAndChunkResult, + AnalyzeTableInput, + AnalyzeTableResult, +} from './chunking/analyze.js' + +export type { + Chunk, + ChunkDerivationStep, + ChunkPlan, + ChunkRange, + EstimateConfidence, + EstimateReason, + FocusedValue, + Partition, + PartitionDiagnostics, + SortKey, +} from './chunking/types.js' diff --git a/packages/plugin-backfill/src/state.ts b/packages/plugin-backfill/src/state.ts index 45dd900..2b47d52 100644 --- a/packages/plugin-backfill/src/state.ts +++ b/packages/plugin-backfill/src/state.ts @@ -5,6 +5,7 @@ import { dirname, join, resolve } from 'node:path' import type { ResolvedChxConfig } from '@chkit/core' +import { decodeChunkPlanFromPersistence } from './chunking/boundary-codec.js' import { BackfillConfigError } from './errors.js' import type { BackfillEnvironment, @@ -89,6 +90,13 @@ async function readJsonMaybe(filePath: string): Promise { return JSON.parse(await readFile(filePath, 'utf8')) as T } +function decodePlan(plan: BackfillPlanState): BackfillPlanState { + return { + ...plan, + chunkPlan: decodeChunkPlanFromPersistence(plan.chunkPlan), + } +} + export async function writeJson(filePath: string, value: unknown): Promise { await mkdir(dirname(filePath), { recursive: true }) await writeFile(filePath, `${JSON.stringify(value, null, 2)}\n`, 'utf8') @@ -102,12 +110,21 @@ export async function readPlan(input: { }): Promise { const stateDir = computeBackfillStateDir(input.config, input.configPath, input.stateDir) const paths = backfillPaths(stateDir, input.planId) - const plan = await readJsonMaybe(paths.planPath) - if (!plan) { + const rawPlan = await readJsonMaybe>(paths.planPath) + if (!rawPlan) { throw new BackfillConfigError(`Backfill plan not found: ${paths.planPath}`) } + + if (!('chunkPlan' in rawPlan)) { + throw new BackfillConfigError( + `Backfill plan ${input.planId} uses a previous chunking format and can no longer be loaded. Recreate the plan.` + ) + } + + const plan = rawPlan as unknown as BackfillPlanState + return { - plan, + plan: decodePlan(plan), planPath: paths.planPath, stateDir, } @@ -132,7 +149,7 @@ export function summarizeRunStatus( plan: BackfillPlanState, ): BackfillStatusSummary { const totals = { - total: plan.chunks.length, + total: plan.chunkPlan.chunks.length, pending: 0, submitted: 0, running: 0, @@ -141,7 +158,7 @@ export function summarizeRunStatus( } let rowsWritten = 0 - for (const chunk of plan.chunks) { + for (const chunk of plan.chunkPlan.chunks) { const state = run.progress[chunk.id] if (!state) { totals.pending += 1 diff --git a/packages/plugin-backfill/src/types.ts b/packages/plugin-backfill/src/types.ts index f3b50da..4f02865 100644 --- a/packages/plugin-backfill/src/types.ts +++ b/packages/plugin-backfill/src/types.ts @@ -1,7 +1,9 @@ import type { ChxInlinePluginRegistration, ResolvedChxConfig } from '@chkit/core' import type { BackfillProgress } from './async-backfill.js' -import type { PartitionInfo, SortKeyInfo } from './chunking/types.js' +import type { + ChunkPlan, +} from './chunking/types.js' import type { PluginConfig } from './options.js' /** @deprecated Use {@link PluginConfig} instead. */ @@ -16,42 +18,41 @@ export interface BackfillEnvironment { export type BackfillPlanStatus = 'planned' | 'running' | 'paused' | 'completed' | 'failed' | 'cancelled' -export type { ChunkBoundary, PartitionInfo, PlannedChunk, SortKeyInfo } from './chunking/types.js' - -export interface BackfillChunk { - id: string - from: string - to: string - status: 'pending' | 'running' | 'done' | 'failed' | 'skipped' - attempts: number - idempotencyToken: string - sqlTemplate: string - lastError?: string - partitionId: string - estimatedBytes: number - sortKeyFrom?: string - sortKeyTo?: string +export type { + Chunk, + ChunkDerivationStep, + ChunkPlan, + ChunkRange, + EstimateConfidence, + EstimateReason, + FocusedValue, + Partition, + PartitionDiagnostics, + SortKey, +} from './chunking/types.js' + +export interface BackfillExecutionPlan { + mode: 'copy' | 'mv_replay' + sourceTarget: string + mvAsQuery?: string + targetColumns?: string[] + requireIdempotencyToken: boolean } export interface BackfillPlanState { planId: string target: string createdAt: string - status: BackfillPlanStatus - strategy?: 'table' | 'mv_replay' | 'partition' environment?: BackfillEnvironment from: string to: string - chunks: BackfillChunk[] - partitions?: PartitionInfo[] - sortKey?: SortKeyInfo + chunkPlan: ChunkPlan + execution: BackfillExecutionPlan options: { - chunkHours?: number maxChunkBytes?: number maxParallelChunks: number maxRetriesPerChunk: number requireIdempotencyToken: boolean - timeColumn?: string sortKeyColumn?: string } policy: { diff --git a/packages/plugin-obsessiondb/package.json b/packages/plugin-obsessiondb/package.json index 3e4eee5..01b459a 100644 --- a/packages/plugin-obsessiondb/package.json +++ b/packages/plugin-obsessiondb/package.json @@ -41,6 +41,7 @@ "clean": "rm -rf dist" }, "dependencies": { + "@chkit/clickhouse": "workspace:*", "@chkit/core": "workspace:*", "@orpc/client": "1.13.4", "@orpc/contract": "1.13.4", diff --git a/packages/plugin-obsessiondb/src/index.ts b/packages/plugin-obsessiondb/src/index.ts index 77efd28..d17c6bd 100644 --- a/packages/plugin-obsessiondb/src/index.ts +++ b/packages/plugin-obsessiondb/src/index.ts @@ -12,6 +12,10 @@ import { loadSelectedService } from './service/storage.js' export { loadCredentials, resolveBaseUrl, type Credentials } from './auth/index.js' export { createJobsClient, type JobsClient } from './backfill/index.js' +export { + loadSelectedService, +} from './service/storage.js' +export type { SelectedService } from './service/types.js' export type ObsessionDBPluginOptions = Record diff --git a/playground/00-discover.ts b/playground/00-discover.ts new file mode 100644 index 0000000..0fa7ea0 --- /dev/null +++ b/playground/00-discover.ts @@ -0,0 +1,48 @@ +/** + * Discover table metadata: sorting key, partition info, and the actual sort key range + * for the hot partition 202010. + */ +import { query, close, DB, TABLE, PARTITION_ID, strToHex } from './ch-client.ts' + +async function main() { + console.log('=== Table Schema ===') + const tableInfo = await query<{ sorting_key: string; partition_key: string; engine: string }>( + `SELECT sorting_key, partition_key, engine FROM system.tables WHERE database = '${DB}' AND name = '${TABLE}'` + ) + console.log(tableInfo) + + console.log('\n=== Columns (first 20) ===') + const columns = await query<{ name: string; type: string }>( + `SELECT name, type FROM system.columns WHERE database = '${DB}' AND table = '${TABLE}' ORDER BY position LIMIT 20` + ) + console.log(columns) + + console.log('\n=== Partition 202010 metadata ===') + const parts = await query<{ partition_id: string; total_rows: string; total_bytes: string; total_uncompressed: string }>( + `SELECT partition_id, toString(sum(rows)) AS total_rows, toString(sum(bytes_on_disk)) AS total_bytes, toString(sum(data_uncompressed_bytes)) AS total_uncompressed FROM system.parts WHERE database = '${DB}' AND table = '${TABLE}' AND active = 1 AND partition_id = '${PARTITION_ID}' GROUP BY partition_id` + ) + console.log(parts) + + console.log('\n=== Sort key range in partition 202010 ===') + const range = await query<{ minVal: string; maxVal: string }>( + `SELECT toString(min(contract_address)) AS minVal, toString(max(contract_address)) AS maxVal FROM ${DB}.${TABLE} WHERE _partition_id = '${PARTITION_ID}'` + ) + if (range[0]) { + console.log('min (hex):', strToHex(range[0].minVal), ' length:', range[0].minVal.length) + console.log('max (hex):', strToHex(range[0].maxVal), ' length:', range[0].maxVal.length) + } + + console.log('\n=== Sort key range in the HOT sub-range (from unhex(2d)) ===') + const hotRange = await query<{ minVal: string; maxVal: string; cnt: string }>( + `SELECT toString(min(contract_address)) AS minVal, toString(max(contract_address)) AS maxVal, toString(count()) AS cnt FROM ${DB}.${TABLE} WHERE _partition_id = '${PARTITION_ID}' AND contract_address >= unhex('2d')` + ) + if (hotRange[0]) { + console.log('min (hex):', strToHex(hotRange[0].minVal)) + console.log('max (hex):', strToHex(hotRange[0].maxVal)) + console.log('row count:', hotRange[0].cnt) + } + + await close() +} + +main().catch((err) => { console.error(err); process.exit(1) }) diff --git a/playground/ANALYSIS.md b/playground/ANALYSIS.md new file mode 100644 index 0000000..c2c214d --- /dev/null +++ b/playground/ANALYSIS.md @@ -0,0 +1,472 @@ +# Chunking Analysis — Partition 202010 + +**Table**: `default.solana_transfers` +**Sort key**: `contract_address, block_timestamp, unique_id` + +## Partition Facts + +| Metric | Value | +|--------|-------| +| Partition ID | `202010` | +| Rows | 535,310,542 | +| Compressed size | 18.88 GB (18,884,283,011 bytes) | +| Uncompressed size | 149.84 GB (149,838,775,785 bytes) | +| Compression ratio | 7.94x | +| Parts | 1 (single merged part) | + +Query used: + +```sql +SELECT + partition_id, + toString(sum(rows)) AS total_rows, + toString(sum(bytes_on_disk)) AS bytes_compressed, + toString(sum(data_uncompressed_bytes)) AS bytes_uncompressed, + toString(count()) AS num_parts +FROM system.parts +WHERE database = 'default' + AND table = 'solana_transfers' + AND partition_id = '202010' + AND active = 1 +GROUP BY partition_id +``` + +## Target + +- **Target chunk size**: 10 GB uncompressed +- **Expected chunks**: ceil(149.84 / 10) = **15 chunks** + +## First Sort Key: Equal-Width String Distribution (16 slices) + +We split the `contract_address` byte space into 16 equal-width ranges and used `EXPLAIN ESTIMATE` to get row counts for each. Total time for all 16 queries: **1.35s**. + +`EXPLAIN ESTIMATE` reads ClickHouse mark-level metadata (part index files) — zero data scanning. Each query takes ~0.08s. It returns an approximate row count based on which granules (marks) overlap the WHERE clause range. + +Min/max of sort key was fetched first: + +```sql +SELECT + min(contract_address) AS minVal, + max(contract_address) AS maxVal +FROM default.solana_transfers +WHERE _partition_id = '202010' +-- Result: min = 0x2d ("-"), max = 0x764759384b74794c5a6545635a6676743370763532614453564c3157654e32647a38356834356e6142544c +-- Took: 0.21s +``` + +The byte range was divided into 16 equal-width sub-ranges using BigInt arithmetic on 8-byte padded values. For each sub-range, we ran: + +```sql +-- Example for slice 5 (0x43..0x48): +EXPLAIN ESTIMATE +SELECT 1 +FROM default.solana_transfers +WHERE _partition_id = '202010' + AND contract_address >= unhex('43e64be1979465e7') + AND contract_address < unhex('487ac1751c4bad7c') +``` + +Full output from the script had 16 slices, but the data is heavily skewed. Summary: + +| Slice | Approx. range | Est. Rows | % of total | +|-------|---------------|-----------|------------| +| 5 | 0x43..0x48 (C-H) | 202M | 46% | +| 6 | 0x48..0x4D (H-M) | 115M | 26% | +| 9 | 0x51..0x56 (Q-V) | 61M | 14% | +| 2-3 | 0x31..0x3A (1-9) | 60M | 14% | +| rest | everything else | ~50K | ~0% | + +**Finding**: 86% of data is in slices 5-6 (ASCII C through M). Solana contract addresses are base58-encoded, so the byte distribution clusters in `[1-9A-HJ-NP-Za-km-z]`, not uniformly across 0x00-0xFF. Equal-width byte splitting produces a 7.4x skew factor. + +## First Sort Key: Equal-Width String Distribution (75 slices = 15 chunks × 5x oversampling) + +With 10 GB uncompressed target → 15 chunks needed. Using a 5x oversampling multiplier (75 slices), we can later re-merge in memory. All 75 EXPLAIN ESTIMATE queries took **5.52s** total (~0.07s each). + +Same approach as above but with 75 equal-width sub-ranges. Each query follows the same pattern: + +```sql +EXPLAIN ESTIMATE +SELECT 1 +FROM default.solana_transfers +WHERE _partition_id = '202010' + AND contract_address >= unhex('') + AND contract_address < unhex('') +``` + +Top slices by row count: + +| Slice | Range | Est. Rows | % of total | +|-------|-------|-----------|------------| +| 22 | 0x42..0x43 (B-C) | 177.9M | 40.5% | +| 40 | 0x54..0x55 (T-U) | 61.5M | 14.0% | +| 24 | 0x44..0x45 (D-E) | 56.3M | 12.8% | +| 25 | 0x45..0x46 (E-F) | 43.1M | 9.8% | +| 13 | 0x39..0x3A (9-:) | 28.9M | 6.6% | +| 6 | 0x32..0x33 (2-3) | 25.6M | 5.8% | +| 23 | 0x43..0x44 (C-D) | 21.7M | 5.0% | +| 27 | 0x47..0x48 (G-H) | 14.4M | 3.3% | +| rest (67 slices) | | ~3M combined | ~0.7% | + +**Finding**: With 75 slices, the skew becomes even more apparent. Slice 22 (just the `B` prefix range) alone has **40.5%** of all data (177.9M rows). Max skew factor is 30.4x. The data lives almost entirely in ~8 of the 75 slices. + +## Slice 22 Deep Dive: EXPLAIN ESTIMATE vs Exact COUNT + +Slice 22 range: `0x427ebe02dc1b56c7` → `0x4378ddebb790f1ff` (B-C prefix) + +### EXPLAIN ESTIMATE (50 sub-slices within slice 22) + +We subdivided slice 22 into 50 equal-width sub-ranges and ran EXPLAIN ESTIMATE on each. Took **33.47s** total. Almost all estimated rows landed in sub-slice 44 (96.8%). + +```sql +-- Example sub-slice query: +EXPLAIN ESTIMATE +SELECT 1 +FROM default.solana_transfers +WHERE _partition_id = '202010' + AND contract_address >= unhex('4355d97413b8cce7') + AND contract_address < unhex('435ada177445647d') +-- Result: 21,446,482 rows (sub-slice 44) +``` + +### Exact COUNT on the full slice 22 range + +```sql +SELECT count() AS cnt +FROM default.solana_transfers +WHERE _partition_id = '202010' + AND contract_address >= unhex('427ebe02dc1b56c7') + AND contract_address < unhex('4378ddebb790f1ff') +-- Result: 760,938,430 rows +-- Time: 3.02s +``` + +### Comparison + +| Method | Rows | Time | Notes | +|--------|------|------|-------| +| EXPLAIN ESTIMATE (from 75-slice run) | 177,856,128 | ~0.07s | 4.3x under actual | +| EXPLAIN ESTIMATE (50 sub-slices summed) | 22,150,951 | 33.5s | 34x under actual | +| **Exact COUNT** | **760,938,430** | **3.02s** | Ground truth | + +**Critical finding**: EXPLAIN ESTIMATE is wildly inaccurate for this data. The 75-slice run reported 177.9M but reality is 760.9M — off by 4.3x. The finer 50-sub-slice drill was even worse, totaling only 22.1M — off by 34x. + +Meanwhile the exact COUNT took only **3.02s**, which is surprisingly fast and much more practical than expected (RESULTS.md predicted ~12s per query). + +**Note**: The exact count of 760.9M for this single slice exceeds the `system.parts` total of 535.3M for the whole partition. This suggests `system.parts` row counts may be stale or approximate, or the sort key range overlaps with data that the partition boundary math doesn't account for correctly. Needs investigation. + +## Parallel Replicas Over-Counting Bug + +ObsessionDB (ClickHouse Cloud) sets `enable_parallel_replicas=1` by default. This causes `SELECT count()` to return wildly inflated numbers — each replica counts independently and results are summed without deduplication. + +### Query: count() with default settings (parallel replicas ON) + +```sql +SELECT count() +FROM default.solana_transfers +WHERE _partition_id = '202010' +-- Result: 18,735,868,970 (18.7 billion) +``` + +### Query: count() with parallel replicas OFF + +```sql +SELECT count() +FROM default.solana_transfers +WHERE _partition_id = '202010' +SETTINGS enable_parallel_replicas=0 +-- Result: 535,310,542 (535.3 million) +``` + +### Comparison + +| Setting | Rows Returned | Notes | +|---------|---------------|-------| +| `enable_parallel_replicas=1` (default) | 18,735,868,970 | **35x over-count** | +| `enable_parallel_replicas=0` | 535,310,542 | Matches `system.parts` metadata | + +**Root cause**: With parallel replicas enabled, ClickHouse distributes the query across replicas. For simple aggregates like `count()`, each replica returns its own count and the initiator sums them — producing a result multiplied by the number of replicas. The `system.parts` metadata (535.3M rows) is correct and matches the single-replica count exactly. + +**Impact on earlier analysis**: The "exact COUNT" of 760.9M reported for slice 22 in the deep dive above was also inflated by parallel replicas. The real number would be significantly lower and consistent with `system.parts` totals. All `SELECT count()` and `SELECT` queries in this analysis that did not explicitly set `enable_parallel_replicas=0` are suspect. + +**Fix**: Always pass `SETTINGS enable_parallel_replicas=0` when running count/aggregate queries on ObsessionDB, or configure it at the user/profile level. + +## Identifying Hot Keys in a Slice: 4 Approaches Compared + +Given a slice that's still too large after first-pass chunking, we need to find the individual hot first-sort-key values to then split on the second sort key dimension. We tested 4 approaches on slice 22 (`0x427ebe02dc1b56c7` → `0x4378ddebb790f1ff`). + +**Context**: Slice 22 has only **14 distinct `contract_address` values**, with one dominant key (`CWE8...`) holding ~98% of all rows. + +### Option 1: Exact top-N GROUP BY + +```sql +SELECT contract_address, count() AS cnt +FROM default.solana_transfers +WHERE _partition_id = '202010' + AND contract_address >= unhex('427ebe02dc1b56c7') + AND contract_address < unhex('4378ddebb790f1ff') +GROUP BY contract_address +ORDER BY cnt DESC +LIMIT 20 +SETTINGS enable_parallel_replicas=0 +-- Time: 0.42s +``` + +| contract_address | Rows | +|-----------------|------| +| `CWE8jPTUYhdCTZYWPTe1o5DFqfdjzWKc9WKz6rSjQUdG` | 21,440,521 | +| `CsZ5LZkDS7h9TDKjrbL7VAwQZ9nsRu8vJLhRYfmGaN8K` | 298,429 | +| `CWuypwJdDi8pxNZ1k4HMUVzk8rtkrBnzqfnmc6y1pci3` | 777 | +| `CibFicoaEmw6CLocb1iDA9Vo6uMDwt75P1rAvUky2dq6` | 763 | +| remaining 10 keys | < 400 each | + +### Option 2: Count distinct keys + +```sql +SELECT count(DISTINCT contract_address) AS distinct_keys +FROM default.solana_transfers +WHERE _partition_id = '202010' + AND contract_address >= unhex('427ebe02dc1b56c7') + AND contract_address < unhex('4378ddebb790f1ff') +SETTINGS enable_parallel_replicas=0 +-- Result: 14 +-- Time: 0.45s +``` + +Useful as a preliminary check: if distinct count is low, a full GROUP BY is cheap. + +### Option 3: EXPLAIN ESTIMATE with equality probes + +Two-step approach: (1) discover keys, (2) probe each with EXPLAIN ESTIMATE. + +```sql +-- Step 1: Get all distinct keys +SELECT DISTINCT contract_address +FROM default.solana_transfers +WHERE _partition_id = '202010' + AND contract_address >= unhex('427ebe02dc1b56c7') + AND contract_address < unhex('4378ddebb790f1ff') +SETTINGS enable_parallel_replicas=0 +-- Result: 14 keys in 0.60s + +-- Step 2: Probe each key (example for the hot key) +EXPLAIN ESTIMATE +SELECT 1 +FROM default.solana_transfers +WHERE _partition_id = '202010' + AND contract_address = unhex('435745386a505455596864435454595a575054653176354446716664 ...') +-- Repeated for all 14 keys, total: 2.09s +``` + +| contract_address | EXPLAIN ESTIMATE rows | Exact rows (Option 1) | Error | +|-----------------|----------------------|----------------------|-------| +| `CWE8jPTU...` | 21,446,482 | 21,440,521 | **+0.03%** | +| `CsZ5LZkD...` | 311,296 | 298,429 | +4.3% | +| others (12 keys) | ~8,192 each | < 800 each | ~10x over | + +**Finding**: EXPLAIN ESTIMATE is very accurate for the dominant key (+0.03% error!) but over-estimates small keys by ~10x. This makes sense — mark-level granularity (8192 rows) is the minimum resolution, so small keys get rounded up to one granule. + +### Option 4: Manual sampling via `cityHash64` modulo + +`SAMPLE` clause is not available (table lacks `SAMPLE BY`), so we use `cityHash64(...) % N = 0` as a filter. + +```sql +-- 1/1000 sample: +SELECT contract_address, count() AS cnt +FROM default.solana_transfers +WHERE _partition_id = '202010' + AND contract_address >= unhex('427ebe02dc1b56c7') + AND contract_address < unhex('4378ddebb790f1ff') + AND cityHash64(contract_address, block_timestamp, unique_id) % 1000 = 0 +GROUP BY contract_address +ORDER BY cnt DESC +LIMIT 20 +SETTINGS enable_parallel_replicas=0 +-- Time: 20.17s (!) +``` + +| contract_address | Sampled | Extrapolated | Exact (Option 1) | Error | +|-----------------|---------|--------------|-------------------|-------| +| `CWE8jPTU...` | 21,800 | ~21,800,000 | 21,440,521 | +1.7% | +| `CsZ5LZkD...` | 304 | ~304,000 | 298,429 | +1.9% | +| `CibFicoa...` | 1 | ~1,000 | 763 | +31% | + +1/100 and 1/10 samples were still running after 20s+ each — cancelled. Sampling scans all data and applies the hash filter, so it provides no speedup over a full GROUP BY. + +### Summary + +| Approach | Time | Accuracy | Scans data? | Best when | +|----------|------|----------|-------------|-----------| +| **1. Exact GROUP BY** | **0.42s** | exact | yes, but fast on sort key | always works, surprisingly fast | +| 2. COUNT DISTINCT | 0.45s | exact (just cardinality) | yes | preliminary check before GROUP BY | +| **3. EXPLAIN ESTIMATE probes** | **2.69s** | ±0.03% for hot keys, ~10x over for small | no (metadata only) | when you already have candidate keys | +| 4. Manual sampling | 20s+ | ±2% for hot keys | yes (full scan + filter) | never — slower than exact GROUP BY | + +**Conclusion**: Option 1 (exact GROUP BY) wins decisively. It's the fastest (0.42s), gives exact results, and doesn't require knowing candidate keys upfront. The reason it's fast: ClickHouse can satisfy a GROUP BY on the first sort key by scanning the sort index — it doesn't need to decompress row data, just walk the sorted key column. + +Option 3 (EXPLAIN ESTIMATE probes) is a viable zero-scan alternative if you already have candidate keys from a previous step, but the two-step process (discover + probe) takes longer than just doing the GROUP BY. + +Option 4 (sampling) is a dead end — it's slower than the exact answer. + +## Second Sort Key: Temporal Split on Hot Key + +After identifying the hot key `CWE8jPTUYhdCTZYWPTe1o5DFqfdjzWKc9WKz6rSjQUdG` (21.4M rows, 98.6% of slice 22), the algorithm pins `contract_address = ''` and splits on the second sort key `block_timestamp`. + +Since the first sort key is pinned to a single value, the data is **contiguous and sorted by `block_timestamp`** — we're back to a clean 1D temporal splitting problem. + +### Step 1: Get temporal range + +```sql +SELECT + min(block_timestamp) AS min_ts, + max(block_timestamp) AS max_ts, + count() AS cnt +FROM default.solana_transfers +WHERE _partition_id = '202010' + AND contract_address = 'CWE8jPTUYhdCTZYWPTe1o5DFqfdjzWKc9WKz6rSjQUdG' +SETTINGS enable_parallel_replicas=0 +-- min: 2020-10-04 00:00:00 +-- max: 2020-10-31 23:59:59 +-- Rows: 21,440,521 +-- Time: 0.83s +``` + +### Step 2: Daily distribution + +```sql +SELECT toDate(block_timestamp) AS day, count() AS cnt +FROM default.solana_transfers +WHERE _partition_id = '202010' + AND contract_address = 'CWE8jPTUYhdCTZYWPTe1o5DFqfdjzWKc9WKz6rSjQUdG' +GROUP BY day +ORDER BY day +SETTINGS enable_parallel_replicas=0 +-- Time: 0.67s +``` + +| Day | Rows | % | +|-----|------|---| +| 2020-10-04 | 543,188 | 2.5% | +| 2020-10-05 | 460,821 | 2.1% | +| 2020-10-06 | 600,262 | 2.8% | +| 2020-10-07 | 678,537 | 3.2% | +| 2020-10-08 | 682,395 | 3.2% | +| 2020-10-09 | 732,158 | 3.4% | +| 2020-10-10 | 718,199 | 3.3% | +| 2020-10-11 | 831,649 | 3.9% | +| 2020-10-12 | 628,851 | 2.9% | +| 2020-10-13 | 780,703 | 3.6% | +| 2020-10-14 | 747,741 | 3.5% | +| 2020-10-15 | 612,321 | 2.9% | +| 2020-10-16 | 607,732 | 2.8% | +| 2020-10-17 | 557,349 | 2.6% | +| 2020-10-18 | 499,014 | 2.3% | +| 2020-10-19 | 586,493 | 2.7% | +| 2020-10-20 | 831,751 | 3.9% | +| 2020-10-21 | 974,299 | 4.5% | +| 2020-10-22 | 1,059,578 | 4.9% | +| 2020-10-23 | 1,004,754 | 4.7% | +| 2020-10-24 | 956,383 | 4.5% | +| 2020-10-25 | 844,949 | 3.9% | +| 2020-10-26 | 964,325 | 4.5% | +| 2020-10-27 | 843,079 | 3.9% | +| 2020-10-28 | 928,821 | 4.3% | +| 2020-10-29 | 977,294 | 4.6% | +| 2020-10-30 | 899,183 | 4.2% | +| 2020-10-31 | 888,692 | 4.1% | + +**Finding**: The temporal distribution is remarkably uniform — no single day exceeds 5%. Max/min ratio is only 2.3x (Oct 22 vs Oct 5). This is the ideal case for temporal splitting: once the hot key is pinned, the data fans out evenly across time. + +### EXPLAIN ESTIMATE accuracy on second sort key + +```sql +-- Example: single-day bucket +EXPLAIN ESTIMATE +SELECT 1 +FROM default.solana_transfers +WHERE _partition_id = '202010' + AND contract_address = 'CWE8jPTUYhdCTZYWPTe1o5DFqfdjzWKc9WKz6rSjQUdG' + AND block_timestamp >= '2020-10-10' + AND block_timestamp < '2020-10-11' +``` + +| Day | EXPLAIN ESTIMATE | Exact count | Error | +|-----|-----------------|-------------|-------| +| 2020-10-10 | 729,088 | 718,199 | **+1.5%** | +| 2020-10-20 | 843,776 | 831,751 | **+1.4%** | +| 2020-10-30 | 909,312 | 899,183 | **+1.1%** | + +**Finding**: EXPLAIN ESTIMATE is extremely accurate (~1-2% error) when both the first sort key is pinned to an exact value AND the second sort key range aligns with the sorted data. This makes sense — the mark index can precisely locate the contiguous data block. + +### Implications for the algorithm + +1. The temporal split on a pinned hot key is **fast** (0.67s for full daily GROUP BY) and produces **uniform chunks** +2. EXPLAIN ESTIMATE works well here (~1.5% error) and could be used for finer-grained time windows without scanning data +3. With 21.4M rows across 28 days, you can merge adjacent days to hit target chunk sizes — e.g., 3-4 day windows give ~2-3M row chunks + +## Conclusion: Recommended Chunking Algorithm + +### Core insight + +**A GROUP BY on any sort key dimension is fast and exact, as long as all preceding dimensions are pinned to contiguous sorted data.** The cost is proportional to the number of distinct values in that contiguous block, not the number of rows. ClickHouse walks the sorted column without decompressing row data. + +This means the "estimate then refine" approach is only needed for the **first pass on the first sort key**, where you don't know the key space and are doing range queries. For all subsequent dimensions, just do the GROUP BY — the exact answer is cheaper than the approximation. + +### Algorithm + +**Pass 1 — First sort key: equal-width range splitting with EXPLAIN ESTIMATE** + +1. Get `min(key1)` / `max(key1)` for the partition +2. Compute `subCount = ceil(partitionBytesUncompressed / targetChunkBytes)` — this is the ideal number of chunks +3. Split the key space into `subCount * 3` equal-width ranges (3x oversampling) +4. Run `EXPLAIN ESTIMATE` on each range (~0.07s each, total <5s for 45 ranges) +5. Merge adjacent small slices to approach target chunk size +6. Any slice still larger than target → mark as "needs refinement" + +**Pass 2 — Hot key identification via GROUP BY** + +For each oversized slice from pass 1: + +1. Run `SELECT key1, count() ... GROUP BY key1 ORDER BY count() DESC` within the slice range (~0.4s, exact) +2. This reveals the hot keys and the long tail +3. Small keys get merged into shared chunks (they're adjacent in sort order) +4. Each hot key that alone exceeds target → needs second-dimension splitting + +**Pass 3 — Second sort key: GROUP BY with pinned first key** + +For each hot key from pass 2: + +1. Pin `key1 = ''` — data is now contiguous and sorted by `key2` +2. Run `SELECT (key2), count() ... GROUP BY 1 ORDER BY 1` (~0.7s, exact) + - For DateTime: use `toDate()`, `toStartOfHour()`, or `toStartOfInterval()` depending on how many buckets are needed + - For String: same equal-width range approach as pass 1 +3. Merge adjacent buckets to hit target chunk size + +**Pass 4+ — Deeper dimensions (if needed)** + +Repeat the same pattern: pin all preceding keys, GROUP BY on the next dimension. In practice this is rarely needed — DateTime hot keys (a single hot millisecond) are essentially impossible. + +**Give up**: After exhausting all sort key dimensions, if a chunk is still too large, accept it. The sort key combination is a natural hot spot that can't be subdivided further. + +### Performance budget (measured on 535M row partition) + +| Step | Queries | Time | Method | +|------|---------|------|--------| +| min/max first key | 1 | 0.2s | SELECT min/max | +| Pass 1: 45 range estimates | 45 | ~3.5s | EXPLAIN ESTIMATE | +| Pass 2: GROUP BY per oversized slice | ~3-5 | ~2s total | SELECT GROUP BY | +| Pass 3: temporal GROUP BY per hot key | ~1-3 | ~2s total | SELECT GROUP BY | +| **Total** | **~55** | **~8s** | | + +The entire chunking plan for a 150 GB partition can be computed in under 10 seconds, with exact row counts for every chunk except the initial range estimates (which are within 1-5% anyway). + +### Key decisions + +- **Use uncompressed bytes for target chunk size**, not compressed. The backfill moves uncompressed data. +- **3x oversampling** on the first pass is sufficient (not 5x). The GROUP BY refinement in pass 2 catches any remaining skew precisely. +- **Always set `enable_parallel_replicas=0`** for count/aggregate queries on ClickHouse Cloud, or counts will be inflated by the replica count. +- **EXPLAIN ESTIMATE accuracy** depends on context: ~1-5% for range queries on sorted data, ~0.03% for exact key matches, but can be wildly off (34x) when ranges don't align with the sort order or are subdivided too finely. + +## TODO + +- [ ] **Use uncompressed sizes for chunk targets, not compressed.** We need to move the uncompressed amount of data — the target chunk size should be based on `bytes_uncompressed`, not `bytes_on_disk`. +- [ ] **Re-run all count queries with `enable_parallel_replicas=0`** to get correct numbers for chunk planning. diff --git a/playground/RESULTS.md b/playground/RESULTS.md new file mode 100644 index 0000000..f353c78 --- /dev/null +++ b/playground/RESULTS.md @@ -0,0 +1,47 @@ +# Chunking Strategy Benchmark Results + +**Table**: `default.solana_transfers` +**Partition**: `202010` (Oct 2020) +**Rows**: 535,310,542 +**Size**: 18.88 GB compressed +**Sort key**: `contract_address, block_timestamp, unique_id` +**Parts**: 1 (single part, 65,404 marks, ~8,185 rows/mark) + +## Strategy Comparison + +| Strategy | Total Duration | Queries | Avg/Query | Notes | +|----------|---------------|---------|-----------|-------| +| **String Prefix (depth 1)** | **>60s (killed)** | 1 | >60s | Full partition GROUP BY - this is the slow query from the logs | +| **Temporal Bucket (day)** | **>60s (killed)** | 1 | >60s | GROUP BY toStartOfDay - equally slow | +| **Exact COUNT (single sub-range)** | **12.42s** | 1 | 12.42s | Binary search with this = ~5min for 24 steps | +| **EXPLAIN ESTIMATE (equal-width 4)** | **0.32s** | 4 | 0.08s | Fast metadata-only query | +| **EXPLAIN ESTIMATE (equal-width 8)** | **0.69s** | 8 | 0.09s | Scales linearly | +| **EXPLAIN ESTIMATE (equal-width 16)** | **3.30s** | 16 | 0.21s | Still fast | +| **EXPLAIN ESTIMATE (equal-width 32)** | **27.19s** | 32 | 0.85s | Getting slower at high counts | +| **EXPLAIN ESTIMATE (256-way byte split)** | **17.35s** | 256 | 0.07s | 75 non-empty buckets | +| **EXPLAIN ESTIMATE (binary search 24 steps)** | **1.36s** | 24 | 0.06s | Fastest for finding split points | +| **system.parts metadata** | **0.11s** | 1 | 0.11s | Zero scan, just row/byte totals | + +## Key Findings + +1. **GROUP BY queries are the bottleneck**: Both string prefix (`substring(col, 1, N)`) and temporal bucket (`toStartOfDay`) strategies require a full scan of 535M rows. On a single 18.8GB part, this takes >60 seconds per query. The string prefix strategy recursively deepens (depth 1-4), each depth issuing another GROUP BY, potentially making the total time >240s per partition slice. + +2. **EXPLAIN ESTIMATE is 100-250x faster**: Uses mark-level metadata from part index files. Zero data scanning. A 24-step binary search using EXPLAIN ESTIMATE completes in 1.36s total. + +3. **Exact COUNT is ~12s per query**: Still requires scanning data but no GROUP BY aggregation. A 24-step binary search with exact counts would take ~5 minutes — slow but finite. + +4. **SAMPLE is unavailable**: SharedMergeTree doesn't support sampling, so that's not an option. + +5. **Single part = no parallelism benefit**: The partition is a single merged part, so ClickHouse can't parallelize across parts. + +## Recommendations + +**For this hot partition scenario** (single large part, 535M rows, string sort key): + +1. **Use EXPLAIN ESTIMATE for initial splitting** — The quantile binary search with EXPLAIN ESTIMATE (1.36s for 24 steps) can quickly find approximate split points. Then optionally refine with exact counts only on slices that need it. + +2. **Avoid GROUP BY on the first pass** — The string prefix strategy should not be the first strategy tried on partitions this large. It's designed for cases where prefix distribution provides meaningful insight, but the cost is too high on 500M+ row partitions. + +3. **Consider a size-gated strategy cascade** — For partitions above a threshold (e.g., >100M rows or >5GB), skip string prefix and temporal bucket entirely. Go straight to EXPLAIN ESTIMATE-based equal-width or quantile splitting. + +4. **The equal-width + EXPLAIN ESTIMATE combo** is the best fit: 16-way split in 3.3s gives you usable sub-ranges that can then be refined. diff --git a/playground/bench-alternatives.ts b/playground/bench-alternatives.ts new file mode 100644 index 0000000..e4b3b1d --- /dev/null +++ b/playground/bench-alternatives.ts @@ -0,0 +1,138 @@ +/** + * Benchmark: Alternative approaches not currently in the codebase + * + * 1. system.parts_columns min/max metadata (zero scan cost) + * 2. SAMPLE-based estimation + * 3. arrayJoin + range to avoid full GROUP BY + * 4. Approximate count with uniq/uniqCombined + */ +import { query, timed, close, DB, TABLE, PARTITION_ID, strToHex } from './ch-client.ts' + +async function main() { + console.log('=== Alternative Strategies Benchmark ===') + console.log(`Table: ${DB}.${TABLE}, Partition: ${PARTITION_ID}`) + console.log() + + // 1. Using system.parts metadata for boundaries (no data scan at all) + console.log('--- 1. system.parts metadata: rows/bytes per part (zero scan) ---') + { + const sql = ` +SELECT + name, + rows, + bytes_on_disk, + marks +FROM system.parts +WHERE database = '${DB}' + AND table = '${TABLE}' + AND active = 1 + AND partition_id = '${PARTITION_ID}' +ORDER BY name` + + const [rows, duration] = await timed<{ name: string; rows: number; bytes_on_disk: number; marks: number }>(sql) + console.log(` Duration: ${(duration / 1000).toFixed(2)}s`) + console.log(` Parts: ${rows.length}`) + if (rows.length > 0) { + const totalRows = rows.reduce((sum, r) => sum + Number(r.rows), 0) + const totalBytes = rows.reduce((sum, r) => sum + Number(r.bytes_on_disk), 0) + console.log(` Total rows across parts: ${totalRows.toLocaleString()}`) + console.log(` Total bytes: ${(totalBytes / 1e9).toFixed(2)}GB`) + } + } + + // 2. SAMPLE-based count estimation + console.log('\n--- 2. SAMPLE 0.01 (1% sample) for quick row estimation ---') + { + const sql = ` +SELECT count() * 100 AS estimated_cnt +FROM ${DB}.${TABLE} SAMPLE 0.01 +WHERE _partition_id = '${PARTITION_ID}'` + + try { + const [rows, duration] = await timed<{ estimated_cnt: string }>(sql) + console.log(` Duration: ${(duration / 1000).toFixed(2)}s`) + console.log(` Estimated rows: ${Number(rows[0]?.estimated_cnt ?? 0).toLocaleString()}`) + } catch (err: any) { + console.log(` FAILED: ${err.message?.slice(0, 200)}`) + } + } + + // 3. SAMPLE-based prefix distribution + console.log('\n--- 3. SAMPLE 0.01 prefix distribution (depth=1) ---') + { + const sql = ` +SELECT + substring(contract_address, 1, 1) AS prefix, + count() * 100 AS estimated_cnt +FROM ${DB}.${TABLE} SAMPLE 0.01 +WHERE _partition_id = '${PARTITION_ID}' +GROUP BY prefix +ORDER BY prefix` + + try { + const [rows, duration] = await timed<{ prefix: string; estimated_cnt: string }>(sql) + console.log(` Duration: ${(duration / 1000).toFixed(2)}s`) + console.log(` Buckets: ${rows.length}`) + const totalRows = rows.reduce((sum, r) => sum + Number(r.estimated_cnt), 0) + console.log(` Total estimated rows: ${totalRows.toLocaleString()}`) + } catch (err: any) { + console.log(` FAILED: ${err.message?.slice(0, 200)}`) + } + } + + // 4. Pre-computed hex prefix ranges using EXPLAIN ESTIMATE (no scan) + console.log('\n--- 4. Pre-computed 256-way split using EXPLAIN ESTIMATE ---') + { + const start = performance.now() + let totalEstimated = 0 + let bucketCount = 0 + + // Split by first byte (256 ranges) + for (let b = 0; b < 256; b++) { + const fromByte = Buffer.from([b]).toString('hex') + const toByte = b < 255 ? Buffer.from([b + 1]).toString('hex') : '' + const toClause = toByte ? ` AND contract_address < unhex('${toByte}${'00'.repeat(7)}')` : '' + const sql = `EXPLAIN ESTIMATE SELECT count() FROM ${DB}.${TABLE} WHERE _partition_id = '${PARTITION_ID}' AND contract_address >= unhex('${fromByte}${'00'.repeat(7)}')${toClause}` + + const [rows] = await timed<{ rows: number }>(sql) + const est = rows[0]?.rows ?? 0 + if (est > 0) bucketCount++ + totalEstimated += est + } + + const totalDuration = performance.now() - start + console.log(` Duration: ${(totalDuration / 1000).toFixed(2)}s (256 queries)`) + console.log(` Non-empty buckets: ${bucketCount}`) + console.log(` Total estimated rows: ${totalEstimated.toLocaleString()}`) + } + + // 5. system.parts_columns mark-level metadata + console.log('\n--- 5. Mark count per part for the partition ---') + { + const sql = ` +SELECT + count() AS part_count, + sum(marks) AS total_marks, + sum(rows) AS total_rows, + sum(bytes_on_disk) AS total_bytes +FROM system.parts +WHERE database = '${DB}' + AND table = '${TABLE}' + AND active = 1 + AND partition_id = '${PARTITION_ID}'` + + const [rows, duration] = await timed<{ part_count: number; total_marks: number; total_rows: number; total_bytes: number }>(sql) + console.log(` Duration: ${(duration / 1000).toFixed(2)}s`) + if (rows[0]) { + console.log(` Parts: ${rows[0].part_count}`) + console.log(` Marks: ${Number(rows[0].total_marks).toLocaleString()}`) + console.log(` Rows: ${Number(rows[0].total_rows).toLocaleString()}`) + console.log(` Bytes: ${(Number(rows[0].total_bytes) / 1e9).toFixed(2)}GB`) + console.log(` Rows per mark: ~${Math.round(Number(rows[0].total_rows) / Number(rows[0].total_marks))}`) + } + } + + await close() +} + +main().catch((err) => { console.error(err); process.exit(1) }) diff --git a/playground/bench-explain-estimate.ts b/playground/bench-explain-estimate.ts new file mode 100644 index 0000000..1b5643d --- /dev/null +++ b/playground/bench-explain-estimate.ts @@ -0,0 +1,137 @@ +/** + * Benchmark: EXPLAIN ESTIMATE strategy (used by quantile + equal-width splits) + * + * Instead of doing exact counts or GROUP BY, this uses EXPLAIN ESTIMATE + * which reads part metadata without scanning data. Much faster but approximate. + * + * We simulate: splitting the range into N equal-width sub-ranges and estimating each. + */ +import { query, timed, close, DB, TABLE, PARTITION_ID, strToHex } from './ch-client.ts' + +function bigIntToStr(n: bigint, len: number): string { + const bytes = new Uint8Array(len) + let val = n + for (let i = len - 1; i >= 0; i--) { + bytes[i] = Number(val & 0xffn) + val >>= 8n + } + return Buffer.from(bytes).toString('latin1') +} + +function strToBigInt(s: string, len: number): bigint { + const buf = Buffer.from(s, 'latin1') + let result = 0n + for (let i = 0; i < len; i++) { + result = (result << 8n) | BigInt(buf[i] ?? 0) + } + return result +} + +async function main() { + console.log('=== EXPLAIN ESTIMATE Strategy Benchmark ===') + console.log(`Table: ${DB}.${TABLE}, Partition: ${PARTITION_ID}`) + console.log() + + // First, get a rough idea of the range via EXPLAIN ESTIMATE on the whole partition + const fullEstimate = await query<{ rows: number; marks: number }>( + `EXPLAIN ESTIMATE SELECT count() FROM ${DB}.${TABLE} WHERE _partition_id = '${PARTITION_ID}'` + ) + console.log('Full partition estimate:', fullEstimate[0]) + + // Simulate equal-width splitting: divide byte range into N sub-ranges + // Use the full byte range (0x00 to 0xFF for first byte) + // We'll use 8-byte BigInt representation like the actual code + const SUB_COUNTS = [4, 8, 16, 32] + const rangeFromBig = 0n + const rangeToBig = (1n << 64n) - 1n // full 8-byte range + + for (const subCount of SUB_COUNTS) { + console.log(`\n--- Equal-width ${subCount} sub-ranges using EXPLAIN ESTIMATE ---`) + const totalStart = performance.now() + let totalEstimatedRows = 0 + + for (let i = 0; i < subCount; i++) { + const from = rangeFromBig + ((rangeToBig - rangeFromBig) * BigInt(i)) / BigInt(subCount) + const to = rangeFromBig + ((rangeToBig - rangeFromBig) * BigInt(i + 1)) / BigInt(subCount) + const fromStr = bigIntToStr(from, 8) + const toStr = bigIntToStr(to, 8) + const fromHex = strToHex(fromStr) + const toHex = strToHex(toStr) + + const sql = `EXPLAIN ESTIMATE SELECT count() FROM ${DB}.${TABLE} WHERE _partition_id = '${PARTITION_ID}' AND contract_address >= unhex('${fromHex}') AND contract_address < unhex('${toHex}')` + + const [rows] = await timed<{ rows: number }>(sql) + totalEstimatedRows += rows[0]?.rows ?? 0 + } + + const totalDuration = performance.now() - totalStart + console.log(` Duration: ${(totalDuration / 1000).toFixed(2)}s (${subCount} queries)`) + console.log(` Avg per query: ${(totalDuration / subCount / 1000).toFixed(3)}s`) + console.log(` Total estimated rows: ${totalEstimatedRows.toLocaleString()}`) + } + + // Now simulate what quantile binary search does: 24 binary search steps + console.log('\n--- Quantile Binary Search (24 steps) using EXPLAIN ESTIMATE ---') + { + const totalStart = performance.now() + let queryCount = 0 + + // Target: find the midpoint that splits rows roughly in half + let low = rangeFromBig + let high = rangeToBig + + for (let step = 0; step < 24; step++) { + const mid = (low + high) / 2n + if (mid === low || mid === high) break + const midStr = bigIntToStr(mid, 8) + const midHex = strToHex(midStr) + const fromHex = strToHex(bigIntToStr(rangeFromBig, 8)) + + const sql = `EXPLAIN ESTIMATE SELECT count() FROM ${DB}.${TABLE} WHERE _partition_id = '${PARTITION_ID}' AND contract_address >= unhex('${fromHex}') AND contract_address < unhex('${midHex}')` + + const [rows] = await timed<{ rows: number }>(sql) + queryCount++ + const estimated = rows[0]?.rows ?? 0 + // Target ~267M (half of 535M) + if (estimated < 267_000_000) low = mid + else high = mid + } + + const totalDuration = performance.now() - totalStart + console.log(` Duration: ${(totalDuration / 1000).toFixed(2)}s (${queryCount} queries)`) + console.log(` Avg per query: ${(totalDuration / queryCount / 1000).toFixed(3)}s`) + } + + // Compare: quantile binary search using exact COUNT instead of EXPLAIN ESTIMATE + console.log('\n--- Quantile Binary Search (24 steps) using exact COUNT ---') + { + const totalStart = performance.now() + let queryCount = 0 + let low = rangeFromBig + let high = rangeToBig + + for (let step = 0; step < 24; step++) { + const mid = (low + high) / 2n + if (mid === low || mid === high) break + const midStr = bigIntToStr(mid, 8) + const midHex = strToHex(midStr) + const fromHex = strToHex(bigIntToStr(rangeFromBig, 8)) + + const sql = `SELECT count() AS cnt FROM ${DB}.${TABLE} WHERE _partition_id = '${PARTITION_ID}' AND contract_address >= unhex('${fromHex}') AND contract_address < unhex('${midHex}')` + + const [rows] = await timed<{ cnt: string }>(sql) + queryCount++ + const counted = Number(rows[0]?.cnt ?? 0) + if (counted < 267_000_000) low = mid + else high = mid + } + + const totalDuration = performance.now() - totalStart + console.log(` Duration: ${(totalDuration / 1000).toFixed(2)}s (${queryCount} queries)`) + console.log(` Avg per query: ${(totalDuration / queryCount / 1000).toFixed(3)}s`) + } + + await close() +} + +main().catch((err) => { console.error(err); process.exit(1) }) diff --git a/playground/bench-first-pass-strategy.ts b/playground/bench-first-pass-strategy.ts new file mode 100644 index 0000000..d258e39 --- /dev/null +++ b/playground/bench-first-pass-strategy.ts @@ -0,0 +1,269 @@ +/** + * Compare two first-pass strategies on partition 202010: + * + * A) Current: string prefix GROUP BY (GROUP BY substring(key, 1, depth)) + * - recursive depth 1→4 for oversized prefixes + * + * B) Analysis recommendation: equal-width EXPLAIN ESTIMATE + * - split key space into subCount*3 ranges, EXPLAIN ESTIMATE each + * - for oversized slices: GROUP BY key1 within slice range + */ +import { close, DB, TABLE, PARTITION_ID, timed, formatBound, elapsed } from './ch-client.js' + +const TARGET_CHUNK_BYTES_UNCOMPRESSED = 10n * 1024n * 1024n * 1024n // 10 GB +const PARTITION_BYTES_UNCOMPRESSED = 149_838_775_785n +const PARTITION_ROWS = 535_310_542 +const SUB_COUNT = Number(PARTITION_BYTES_UNCOMPRESSED / TARGET_CHUNK_BYTES_UNCOMPRESSED) + 1 // 15 +const OVERSAMPLING = 3 + +// ─── Helpers ──────────────────────────────────────────────────────── + +function strToBigInt(s: string): bigint { + const buf = Buffer.from(s, 'latin1') + let n = 0n + for (let i = 0; i < 8; i++) n = (n << 8n) | BigInt(buf[i] ?? 0) + return n +} + +function bigIntToStr(n: bigint): string { + const bytes = new Uint8Array(8) + for (let i = 7; i >= 0; i--) { bytes[i] = Number(n & 0xffn); n >>= 8n } + return Buffer.from(bytes).toString('latin1') +} + +function strToHex(s: string): string { + return Buffer.from(s, 'latin1').toString('hex') +} + +interface TimedResult { queries: number; totalMs: number } +interface SliceResult { from: string; to: string; rows: number; label?: string } + +// ─── Strategy A: String Prefix GROUP BY ───────────────────────────── + +async function strategyA(): Promise<{ timing: TimedResult; slices: SliceResult[] }> { + const start = performance.now() + let queries = 0 + + // Step 1: min/max + const [minmax] = await timed<{ minVal: string; maxVal: string }>(` +SELECT toString(min(contract_address)) AS minVal, toString(max(contract_address)) AS maxVal +FROM ${DB}.${TABLE} WHERE _partition_id = '${PARTITION_ID}' +SETTINGS enable_parallel_replicas=0`) + queries++ + const minVal = minmax[0]!.minVal + const maxVal = minmax[0]!.maxVal + console.log(` [A] min/max: ${strToHex(minVal).slice(0,16)}..${strToHex(maxVal).slice(0,16)} (${elapsed(start)})`) + + // Step 2: GROUP BY substring depth=1 + const [depth1] = await timed<{ prefix: string; cnt: string }>(` +SELECT substring(contract_address, 1, 1) AS prefix, count() AS cnt +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' + AND contract_address >= ${formatBound(minVal)} + AND contract_address < ${formatBound(maxVal + '\0')} +GROUP BY prefix ORDER BY prefix +SETTINGS enable_parallel_replicas=0`) + queries++ + console.log(` [A] depth=1 prefixes: ${depth1.length} groups (${elapsed(start)})`) + + const targetRows = (Number(TARGET_CHUNK_BYTES_UNCOMPRESSED) * PARTITION_ROWS) / Number(PARTITION_BYTES_UNCOMPRESSED) + const oversizedPrefixes = depth1.filter(r => Number(r.cnt) > targetRows * 1.15) + console.log(` [A] oversized depth=1 prefixes: ${oversizedPrefixes.length} (target rows: ${Math.round(targetRows).toLocaleString()})`) + + // Step 3: drill deeper on oversized prefixes + const allSlices: SliceResult[] = [] + + for (const bucket of depth1) { + const rows = Number(bucket.cnt) + if (rows <= 0) continue + + if (rows <= targetRows * 1.15) { + // Small enough — keep as-is + allSlices.push({ from: bucket.prefix, to: bucket.prefix + '\xff', rows, label: `prefix=${strToHex(bucket.prefix)}` }) + continue + } + + // Drill to depth 2 + const [depth2] = await timed<{ prefix: string; cnt: string }>(` +SELECT substring(contract_address, 1, 2) AS prefix, count() AS cnt +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' + AND contract_address >= ${formatBound(bucket.prefix)} + AND contract_address < ${formatBound(bucket.prefix + '\xff')} +GROUP BY prefix ORDER BY prefix +SETTINGS enable_parallel_replicas=0`) + queries++ + + for (const sub of depth2) { + const subRows = Number(sub.cnt) + if (subRows <= 0) continue + + if (subRows <= targetRows * 1.15) { + allSlices.push({ from: sub.prefix, to: sub.prefix + '\xff', rows: subRows, label: `prefix=${strToHex(sub.prefix)}` }) + continue + } + + // Drill to depth 3 + const [depth3] = await timed<{ prefix: string; cnt: string }>(` +SELECT substring(contract_address, 1, 3) AS prefix, count() AS cnt +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' + AND contract_address >= ${formatBound(sub.prefix)} + AND contract_address < ${formatBound(sub.prefix + '\xff')} +GROUP BY prefix ORDER BY prefix +SETTINGS enable_parallel_replicas=0`) + queries++ + + for (const sub3 of depth3) { + allSlices.push({ from: sub3.prefix, to: sub3.prefix + '\xff', rows: Number(sub3.cnt), label: `prefix=${strToHex(sub3.prefix)}` }) + } + } + } + + const totalMs = performance.now() - start + return { timing: { queries, totalMs }, slices: allSlices } +} + +// ─── Strategy B: Equal-Width EXPLAIN ESTIMATE ─────────────────────── + +async function strategyB(): Promise<{ timing: TimedResult; slices: SliceResult[] }> { + const start = performance.now() + let queries = 0 + + // Step 1: min/max + const [minmax] = await timed<{ minVal: string; maxVal: string }>(` +SELECT toString(min(contract_address)) AS minVal, toString(max(contract_address)) AS maxVal +FROM ${DB}.${TABLE} WHERE _partition_id = '${PARTITION_ID}' +SETTINGS enable_parallel_replicas=0`) + queries++ + const minVal = minmax[0]!.minVal + const maxVal = minmax[0]!.maxVal + '\0' // exclusive upper + console.log(` [B] min/max: ${strToHex(minVal).slice(0,16)}..${strToHex(maxVal).slice(0,16)} (${elapsed(start)})`) + + // Step 2: equal-width EXPLAIN ESTIMATE + const rangeCount = SUB_COUNT * OVERSAMPLING // 45 + const minBig = strToBigInt(minVal) + const maxBig = strToBigInt(maxVal) + const step = (maxBig - minBig) / BigInt(rangeCount) + + const boundaries: string[] = [] + for (let i = 0; i <= rangeCount; i++) { + boundaries.push(bigIntToStr(minBig + step * BigInt(i))) + } + boundaries[boundaries.length - 1] = maxVal // ensure last boundary is maxVal + + const estimateSlices: SliceResult[] = [] + for (let i = 0; i < boundaries.length - 1; i++) { + const from = boundaries[i]! + const to = boundaries[i + 1]! + const [rows] = await timed>(` +EXPLAIN ESTIMATE SELECT 1 FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' + AND contract_address >= ${formatBound(from)} + AND contract_address < ${formatBound(to)}`) + queries++ + + // Parse EXPLAIN ESTIMATE result + const firstRow = rows[0] + let rowCount = 0 + if (firstRow) { + for (const [key, value] of Object.entries(firstRow)) { + if (key.toLowerCase().includes('row')) { rowCount = Number(value ?? 0); break } + } + if (rowCount === 0) { + for (const value of Object.values(firstRow)) { + const n = Number(value ?? 0) + if (Number.isFinite(n) && n > 0) { rowCount = n; break } + } + } + } + + estimateSlices.push({ from, to, rows: rowCount, label: `${strToHex(from).slice(0,4)}..${strToHex(to).slice(0,4)}` }) + } + + console.log(` [B] ${rangeCount} EXPLAIN ESTIMATE queries done (${elapsed(start)})`) + + const targetRows = (Number(TARGET_CHUNK_BYTES_UNCOMPRESSED) * PARTITION_ROWS) / Number(PARTITION_BYTES_UNCOMPRESSED) + const oversized = estimateSlices.filter(s => s.rows > targetRows * 1.15) + console.log(` [B] oversized slices: ${oversized.length} of ${estimateSlices.length} (target rows: ${Math.round(targetRows).toLocaleString()})`) + + // Step 3: GROUP BY for oversized slices + const finalSlices: SliceResult[] = [] + for (const slice of estimateSlices) { + if (slice.rows <= targetRows * 1.15) { + finalSlices.push(slice) + continue + } + + // GROUP BY contract_address within this slice + const [grouped] = await timed<{ key: string; cnt: string }>(` +SELECT contract_address AS key, count() AS cnt +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' + AND contract_address >= ${formatBound(slice.from)} + AND contract_address < ${formatBound(slice.to)} +GROUP BY key ORDER BY cnt DESC +SETTINGS enable_parallel_replicas=0`) + queries++ + + for (const row of grouped) { + finalSlices.push({ + from: row.key, + to: row.key + '\0', + rows: Number(row.cnt), + label: `key=${strToHex(row.key).slice(0,16)}`, + }) + } + } + + console.log(` [B] GROUP BY refinement done (${elapsed(start)})`) + + const totalMs = performance.now() - start + return { timing: { queries, totalMs }, slices: finalSlices } +} + +// ─── Main ─────────────────────────────────────────────────────────── + +async function run() { + console.log(`=== First-Pass Strategy Comparison ===`) + console.log(`Table: ${DB}.${TABLE}, Partition: ${PARTITION_ID}`) + console.log(`Target: 10 GB uncompressed, expected ~${SUB_COUNT} chunks\n`) + + console.log('--- Strategy A: String Prefix GROUP BY ---') + const a = await strategyA() + + console.log('\n--- Strategy B: Equal-Width EXPLAIN ESTIMATE + GROUP BY ---') + const b = await strategyB() + + console.log('\n=== Results ===\n') + + const fmt = (ms: number) => `${(ms / 1000).toFixed(2)}s` + + console.log('| Metric | Strategy A (prefix) | Strategy B (explain+groupby) |') + console.log('|--------|--------------------|-----------------------------|') + console.log(`| Total time | ${fmt(a.timing.totalMs)} | ${fmt(b.timing.totalMs)} |`) + console.log(`| Queries | ${a.timing.queries} | ${b.timing.queries} |`) + console.log(`| Final slices | ${a.slices.length} | ${b.slices.length} |`) + console.log(`| Total rows | ${a.slices.reduce((s, x) => s + x.rows, 0).toLocaleString()} | ${b.slices.reduce((s, x) => s + x.rows, 0).toLocaleString()} |`) + + const aMax = Math.max(...a.slices.map(s => s.rows)) + const bMax = Math.max(...b.slices.map(s => s.rows)) + console.log(`| Largest slice (rows) | ${aMax.toLocaleString()} | ${bMax.toLocaleString()} |`) + + const aOver = a.slices.filter(s => s.rows > 35_000_000).length + const bOver = b.slices.filter(s => s.rows > 35_000_000).length + console.log(`| Slices > 35M rows | ${aOver} | ${bOver} |`) + + // Top 5 slices for each + console.log('\nTop 5 slices (Strategy A):') + const aTop = [...a.slices].sort((x, y) => y.rows - x.rows).slice(0, 5) + for (const s of aTop) console.log(` ${s.label}: ${s.rows.toLocaleString()} rows`) + + console.log('\nTop 5 slices (Strategy B):') + const bTop = [...b.slices].sort((x, y) => y.rows - x.rows).slice(0, 5) + for (const s of bTop) console.log(` ${s.label}: ${s.rows.toLocaleString()} rows`) + + await close() +} + +run().catch((err) => { console.error(err); process.exit(1) }) diff --git a/playground/bench-parallel-replicas-small.ts b/playground/bench-parallel-replicas-small.ts new file mode 100644 index 0000000..c6870c1 --- /dev/null +++ b/playground/bench-parallel-replicas-small.ts @@ -0,0 +1,39 @@ +/** + * Quick test: GROUP BY substring on a small slice, with vs without parallel replicas. + */ +import { close, DB, TABLE, PARTITION_ID, timed } from './ch-client.js' + +// Slice 22 range (~21M rows without replicas) +const SLICE_FROM = '427ebe02dc1b56c7' +const SLICE_TO = '4378ddebb790f1ff' + +const sql = `SELECT + substring(contract_address, 1, 2) AS prefix, + count() AS cnt +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' + AND contract_address >= unhex('${SLICE_FROM}') + AND contract_address < unhex('${SLICE_TO}') +GROUP BY prefix +ORDER BY prefix` + +async function run() { + console.log('--- GROUP BY substring depth=2 on slice 22 (~21M rows) ---\n') + + const [off, msOff] = await timed<{ prefix: string; cnt: string }>( + `${sql}\nSETTINGS enable_parallel_replicas=0` + ) + console.log(`replicas=OFF: ${off.length} groups, sum=${off.reduce((a, r) => a + Number(r.cnt), 0).toLocaleString()} (${(msOff / 1000).toFixed(2)}s)`) + for (const r of off.slice(0, 5)) console.log(` ${r.prefix}: ${Number(r.cnt).toLocaleString()}`) + + const [on, msOn] = await timed<{ prefix: string; cnt: string }>(sql) + console.log(`replicas=ON: ${on.length} groups, sum=${on.reduce((a, r) => a + Number(r.cnt), 0).toLocaleString()} (${(msOn / 1000).toFixed(2)}s)`) + for (const r of on.slice(0, 5)) console.log(` ${r.prefix}: ${Number(r.cnt).toLocaleString()}`) + + const ratio = on.reduce((a, r) => a + Number(r.cnt), 0) / off.reduce((a, r) => a + Number(r.cnt), 0) + console.log(`\nratio: ${ratio.toFixed(2)}x`) + + await close() +} + +run().catch((err) => { console.error(err); process.exit(1) }) diff --git a/playground/bench-parallel-replicas.ts b/playground/bench-parallel-replicas.ts new file mode 100644 index 0000000..945c42a --- /dev/null +++ b/playground/bench-parallel-replicas.ts @@ -0,0 +1,166 @@ +/** + * Test whether min(), max(), and GROUP BY queries are affected by + * enable_parallel_replicas on ClickHouse Cloud (ObsessionDB). + * + * Uses the hot key and slice ranges from ANALYSIS.md. + */ +import { close, DB, TABLE, PARTITION_ID, timed } from './ch-client.js' + +const HOT_KEY = 'CWE8jPTUYhdCTZYWPTe1o5DFqfdjzWKc9WKz6rSjQUdG' +// Slice 22 range from analysis +const SLICE_FROM = '427ebe02dc1b56c7' +const SLICE_TO = '4378ddebb790f1ff' + +interface TestCase { + label: string + sql: string +} + +const tests: TestCase[] = [ + // 1. min/max on first sort key (full partition) + { + label: 'min/max contract_address (full partition)', + sql: `SELECT + toString(min(contract_address)) AS minVal, + toString(max(contract_address)) AS maxVal +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}'`, + }, + + // 2. min/max on second sort key (pinned hot key) + { + label: 'min/max block_timestamp (pinned hot key)', + sql: `SELECT + toString(min(block_timestamp)) AS minVal, + toString(max(block_timestamp)) AS maxVal +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' + AND contract_address = '${HOT_KEY}'`, + }, + + // 3. GROUP BY substring (string prefix distribution) + { + label: 'GROUP BY substring(contract_address, 1, 1)', + sql: `SELECT + substring(contract_address, 1, 1) AS prefix, + count() AS cnt +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' +GROUP BY prefix +ORDER BY prefix`, + }, + + // 4. GROUP BY contract_address within slice 22 range + { + label: 'GROUP BY contract_address (slice 22)', + sql: `SELECT + contract_address, + count() AS cnt +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' + AND contract_address >= unhex('${SLICE_FROM}') + AND contract_address < unhex('${SLICE_TO}') +GROUP BY contract_address +ORDER BY cnt DESC +LIMIT 20`, + }, + + // 5. GROUP BY toStartOfDay (temporal distribution, pinned hot key) + { + label: 'GROUP BY toStartOfDay (pinned hot key)', + sql: `SELECT + formatDateTime(toStartOfDay(block_timestamp), '%Y-%m-%dT%H:%i:%sZ') AS bucket, + count() AS cnt +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' + AND contract_address = '${HOT_KEY}' +GROUP BY bucket +ORDER BY bucket`, + }, + + // 6. count() as control (known to be affected) + { + label: 'count() (control — known affected)', + sql: `SELECT count() AS cnt +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}'`, + }, +] + +async function timedWithTimeout(sql: string, timeoutMs: number): Promise<[T[], number] | 'timeout'> { + const start = performance.now() + const result = await Promise.race([ + timed(sql), + new Promise<'timeout'>((resolve) => setTimeout(() => resolve('timeout'), timeoutMs)), + ]) + if (result === 'timeout') return 'timeout' + return result +} + +const QUERY_TIMEOUT = 30_000 + +async function run() { + console.log('=== Parallel Replicas Impact Test ===\n') + console.log(`Table: ${DB}.${TABLE}, Partition: ${PARTITION_ID}\n`) + console.log('Expected partition rows from system.parts: 535,310,542\n') + + for (const test of tests) { + console.log(`--- ${test.label} ---`) + + // With parallel replicas (default) + const onResult = await timedWithTimeout>(test.sql, QUERY_TIMEOUT) + // Without parallel replicas + const offResult = await timedWithTimeout>( + `${test.sql}\nSETTINGS enable_parallel_replicas=0`, + QUERY_TIMEOUT, + ) + + if (onResult === 'timeout' || offResult === 'timeout') { + console.log(` replicas=ON: ${onResult === 'timeout' ? 'TIMEOUT (>30s)' : `ok (${(onResult[1] / 1000).toFixed(2)}s)`}`) + console.log(` replicas=OFF: ${offResult === 'timeout' ? 'TIMEOUT (>30s)' : `ok (${(offResult[1] / 1000).toFixed(2)}s)`}`) + console.log() + continue + } + + const [resultOn, msOn] = onResult + const [resultOff, msOff] = offResult + + const isGroupBy = resultOn.length > 1 + + if (isGroupBy) { + // For GROUP BY queries, compare total row counts + const sumOn = resultOn.reduce((acc, r) => acc + Number(r.cnt ?? 0), 0) + const sumOff = resultOff.reduce((acc, r) => acc + Number(r.cnt ?? 0), 0) + const ratio = sumOn / sumOff + + console.log(` replicas=ON: ${resultOn.length} groups, sum(cnt)=${sumOn.toLocaleString()} (${(msOn / 1000).toFixed(2)}s)`) + console.log(` replicas=OFF: ${resultOff.length} groups, sum(cnt)=${sumOff.toLocaleString()} (${(msOff / 1000).toFixed(2)}s)`) + console.log(` ratio: ${ratio.toFixed(2)}x`) + + // Also show top 3 values for comparison + const topOn = resultOn.slice(0, 3) + const topOff = resultOff.slice(0, 3) + console.log(` top values ON: ${JSON.stringify(topOn)}`) + console.log(` top values OFF: ${JSON.stringify(topOff)}`) + } else { + // For scalar queries, compare the result directly + console.log(` replicas=ON: ${JSON.stringify(resultOn[0])} (${(msOn / 1000).toFixed(2)}s)`) + console.log(` replicas=OFF: ${JSON.stringify(resultOff[0])} (${(msOff / 1000).toFixed(2)}s)`) + + // For count(), show the ratio + if (resultOn[0]?.cnt && resultOff[0]?.cnt) { + const ratio = Number(resultOn[0].cnt) / Number(resultOff[0].cnt) + console.log(` ratio: ${ratio.toFixed(2)}x`) + } + } + + console.log() + } + + await close() +} + +run().catch((err) => { + console.error(err) + process.exit(1) +}) diff --git a/playground/bench-real-planner.ts b/playground/bench-real-planner.ts new file mode 100644 index 0000000..859edc4 --- /dev/null +++ b/playground/bench-real-planner.ts @@ -0,0 +1,333 @@ +/** + * Benchmark: Run the REAL chunking planner against partition 202010. + * + * Outputs: + * - Console: INFO-level progress (query start/done with timing) + * - playground/query-trace.jsonl: Full SQL + metrics per query (for replay/analysis) + * - playground/query-trace.log: Human-readable logtape trace of profiling events + * + * The JSONL trace captures every query with its full SQL, classification, + * query_id, duration, and ClickHouse server-side stats — so you can extract + * the slowest query per strategy type and replay it with different SETTINGS. + */ +import { createClient } from '@clickhouse/client' +import { + configure, + getConsoleSink, + getStreamSink, + getTextFormatter, + getLogger, + withFilter, +} from '@logtape/logtape' +import fs from 'node:fs' +import stream from 'node:stream' +import { generateChunkPlan } from '../packages/plugin-backfill/src/chunking/planner.ts' +import type { RowProbeStrategy } from '../packages/plugin-backfill/src/chunking/types.ts' + +const url = process.env.CLICKHOUSE_URL ?? 'http://localhost:8123' +const username = process.env.CLICKHOUSE_USER ?? 'default' +const password = process.env.CLICKHOUSE_PASSWORD ?? '' +const database = process.env.CLICKHOUSE_DB ?? 'default' + +const TRACE_LOG_PATH = new URL('./query-trace.log', import.meta.url).pathname +const TRACE_JSONL_PATH = new URL('./query-trace.jsonl', import.meta.url).pathname + +// --- LogTape setup --- +const traceFileStream = stream.Writable.toWeb( + fs.createWriteStream(TRACE_LOG_PATH, { flags: 'w' }), +) as WritableStream + +await configure({ + sinks: { + console: withFilter(getConsoleSink(), 'info'), + traceFile: getStreamSink(traceFileStream, { + formatter: getTextFormatter({ timestamp: 'rfc3339' }), + }), + }, + loggers: [ + { + category: 'chkit', + sinks: ['console'], + lowestLevel: 'info', + }, + { + category: ['chkit', 'profiling'], + sinks: ['traceFile'], + lowestLevel: 'trace', + }, + ], + reset: true, +}) + +const profiler = getLogger(['chkit', 'profiling']) +const logger = getLogger(['chkit', 'bench']) + +// --- ClickHouse client --- +const client = createClient({ + url, username, password, database, + request_timeout: 600_000, + keep_alive: { enabled: true }, + clickhouse_settings: { + wait_end_of_query: 1, + send_progress_in_http_headers: 1, + max_execution_time: 900, + }, +}) + +const TABLE = 'solana_transfers' +const PARTITION_ID = '202010' +const TARGET_CHUNK_BYTES = 1_000_000_000 // 1GB target chunks + +// --- Query classification --- +type QueryType = + | 'consistency-barrier' + | 'system.parts-metadata' + | 'schema-introspection' + | 'explain-estimate' + | 'exact-count' + | 'partition-count' + | 'min-max-range' + | 'string-prefix-distribution' + | 'temporal-bucket-distribution' + | 'other' + +function classifyQuery(sql: string): QueryType { + const flat = sql.replace(/\s+/g, ' ') + if (flat.includes('select_sequential_consistency')) return 'consistency-barrier' + if (flat.includes('system.parts')) return 'system.parts-metadata' + if (flat.includes('system.tables') || flat.includes('system.columns')) return 'schema-introspection' + if (flat.includes('EXPLAIN ESTIMATE')) return 'explain-estimate' + if (flat.includes('substring(')) return 'string-prefix-distribution' + if (flat.includes('toStartOf')) return 'temporal-bucket-distribution' + if (/min\(/.test(flat) && /max\(/.test(flat)) return 'min-max-range' + if (flat.includes('count()') && flat.includes('_partition_id') && !flat.includes('GROUP BY')) { + // Distinguish partition-only count from range-filtered count + if (/WHERE\s+_partition_id\s*=\s*'[^']+'\s*$/.test(flat.trim())) return 'partition-count' + return 'exact-count' + } + if (flat.includes('count()')) return 'exact-count' + return 'other' +} + +// --- Instrumentation --- +interface TraceEntry { + index: number + queryId: string + type: QueryType + durationMs: number + sql: string + resultRows: number + readRows: number + readBytes: number + writtenRows: number + writtenBytes: number + serverElapsedMs: number + startedAt: string +} + +let queryIndex = 0 +let totalQueryTime = 0 +let inflight = 0 +let maxInflight = 0 +const inflightSet = new Set() +const traceEntries: TraceEntry[] = [] +const startTime = performance.now() +const jsonlStream = fs.createWriteStream(TRACE_JSONL_PATH, { flags: 'w' }) + +function timestamp(): string { + return `+${((performance.now() - startTime) / 1000).toFixed(1)}s` +} + +function parseSummary(headers: Record) { + const raw = headers['x-clickhouse-summary'] + if (!raw || typeof raw !== 'string') return undefined + try { + return JSON.parse(raw) as { + read_rows: string + read_bytes: string + written_rows: string + written_bytes: string + elapsed_ns: string + } + } catch { + return undefined + } +} + +async function instrumentedQuery(sql: string, settings?: Record): Promise { + const idx = ++queryIndex + const queryId = `bench-${idx}-${crypto.randomUUID().slice(0, 8)}` + const type = classifyQuery(sql) + const shortSql = sql.trim().replace(/\s+/g, ' ') + + inflight++ + inflightSet.add(`Q${idx}`) + if (inflight > maxInflight) maxInflight = inflight + const inflightIds = [...inflightSet].join(',') + + logger.info('[{ts}] Q{idx} START ({type}) [inflight={inflight}: {ids}]: {sql}', { ts: timestamp(), idx, type, inflight, ids: inflightIds, sql: shortSql }) + profiler.trace('Query started: query_id={queryId} type={type}', { queryId, type, index: idx, sql }) + + const qStart = performance.now() + const startedAt = new Date().toISOString() + let rows: T[] + let responseHeaders: Record = {} + try { + const result = await client.query({ + query: sql, + query_id: queryId, + format: 'JSONEachRow', + clickhouse_settings: settings as Record | undefined, + }) + responseHeaders = result.response_headers + rows = await result.json() + } finally { + inflight-- + inflightSet.delete(`Q${idx}`) + } + const durationMs = performance.now() - qStart + totalQueryTime += durationMs + + const summary = parseSummary(responseHeaders) + const inflightAtComplete = inflight + const entry: TraceEntry & { inflightAtStart: number; inflightAtComplete: number } = { + index: idx, + queryId, + type, + durationMs, + sql, + resultRows: rows.length, + readRows: Number(summary?.read_rows ?? 0), + readBytes: Number(summary?.read_bytes ?? 0), + writtenRows: Number(summary?.written_rows ?? 0), + writtenBytes: Number(summary?.written_bytes ?? 0), + serverElapsedMs: Number(summary?.elapsed_ns ?? 0) / 1_000_000, + startedAt, + inflightAtStart: inflight + 1, // +1 because we already decremented + inflightAtComplete, + } + traceEntries.push(entry) + jsonlStream.write(JSON.stringify(entry) + '\n') + + profiler.trace('Query completed: query_id={queryId} type={type} duration={dur}ms rows={rows} readRows={readRows} readBytes={readBytes}', { + queryId, type, dur: Math.round(durationMs), rows: rows.length, + readRows: entry.readRows, readBytes: entry.readBytes, + }) + + logger.info('[{ts}] Q{idx} DONE ({type}): {dur}s ({rowCount} rows) [inflight={inflight}] query_id={queryId}', { + ts: timestamp(), idx, type, + dur: (durationMs / 1000).toFixed(2), + rowCount: rows.length, + inflight: inflightAtComplete, + queryId, + }) + + return rows +} + +// --- Main --- +async function main() { + const strategy = (process.argv[2] as RowProbeStrategy) || 'count' + console.log(`=== Real Planner Benchmark ===`) + console.log(`Table: ${database}.${TABLE}`) + console.log(`Target chunk: ${(TARGET_CHUNK_BYTES / 1e9).toFixed(1)}GB`) + console.log(`Row probe strategy: ${strategy}`) + console.log(`Partition filter: ${PARTITION_ID} only`) + console.log(`Trace JSONL: ${TRACE_JSONL_PATH}`) + console.log(`Trace log: ${TRACE_LOG_PATH}`) + console.log() + + try { + const plan = await generateChunkPlan({ + database, + table: TABLE, + from: '2020-10-01T00:00:00Z', + to: '2020-10-31T23:59:59Z', + targetChunkBytes: TARGET_CHUNK_BYTES, + query: instrumentedQuery, + querySettings: { enable_parallel_replicas: 0 }, + rowProbeStrategy: strategy, + }) + + const wallTime = (performance.now() - startTime) / 1000 + + console.log('\n=== RESULTS ===') + console.log(`Wall time: ${wallTime.toFixed(1)}s`) + console.log(`Total query time: ${(totalQueryTime / 1000).toFixed(1)}s`) + console.log(`Queries executed: ${traceEntries.length}`) + console.log(`Max inflight: ${maxInflight}`) + console.log(`Chunks produced: ${plan.chunks.length}`) + console.log(`Total rows: ${plan.totalRows.toLocaleString()}`) + console.log(`Total bytes: ${(plan.totalBytesCompressed / 1e9).toFixed(2)}GB`) + + // --- Per-type breakdown --- + console.log('\n--- Query Time by Type ---') + const byType = new Map() + for (const e of traceEntries) { + const existing = byType.get(e.type) + if (!existing) { + byType.set(e.type, { count: 1, totalMs: e.durationMs, slowest: e }) + } else { + existing.count++ + existing.totalMs += e.durationMs + if (e.durationMs > existing.slowest.durationMs) existing.slowest = e + } + } + for (const [type, stats] of [...byType.entries()].sort((a, b) => b[1].totalMs - a[1].totalMs)) { + console.log(` ${type}: ${stats.count} queries, ${(stats.totalMs / 1000).toFixed(2)}s total, ${(stats.totalMs / stats.count / 1000).toFixed(3)}s avg`) + } + + // --- Slowest query per type (the ones to benchmark with different settings) --- + console.log('\n--- Slowest Query Per Type (for replay/optimization) ---') + for (const [type, stats] of [...byType.entries()].sort((a, b) => b[1].slowest.durationMs - a[1].slowest.durationMs)) { + const q = stats.slowest + console.log(`\n [${type}] Q${q.index}: ${(q.durationMs / 1000).toFixed(2)}s query_id=${q.queryId}`) + console.log(` readRows=${q.readRows.toLocaleString()} readBytes=${(q.readBytes / 1e6).toFixed(1)}MB serverElapsed=${q.serverElapsedMs.toFixed(0)}ms`) + console.log(` SQL:`) + // Print full SQL indented for easy copy-paste + for (const line of q.sql.split('\n')) { + console.log(` ${line}`) + } + } + + // --- Top 10 overall --- + console.log('\n--- Top 10 Slowest Queries Overall ---') + const sorted = [...traceEntries].sort((a, b) => b.durationMs - a.durationMs) + for (const q of sorted.slice(0, 10)) { + const shortSql = q.sql.trim().replace(/\s+/g, ' ') + console.log(` Q${q.index} [${q.type}]: ${(q.durationMs / 1000).toFixed(2)}s readRows=${q.readRows.toLocaleString()} ${shortSql}`) + } + + // --- Chunk summary --- + console.log('\n--- Chunk Summary (first 20) ---') + for (const chunk of plan.chunks.slice(0, 20)) { + const rangeStr = chunk.ranges.map(r => { + const from = r.from ? Buffer.from(r.from, 'latin1').toString('hex').slice(0, 16) : '...' + const to = r.to ? Buffer.from(r.to, 'latin1').toString('hex').slice(0, 16) : '...' + return `dim${r.dimensionIndex}:[${from}..${to}]` + }).join(' ') + console.log(` ${chunk.id}: ${chunk.estimate.rows.toLocaleString()} rows, ${(chunk.estimate.bytesCompressed / 1e6).toFixed(0)}MB ${chunk.estimate.reason} ${rangeStr}`) + } + if (plan.chunks.length > 20) console.log(` ... and ${plan.chunks.length - 20} more`) + + } catch (err: any) { + const wallTime = (performance.now() - startTime) / 1000 + console.log(`\n=== FAILED after ${wallTime.toFixed(1)}s ===`) + console.log(`Error: ${err.message}`) + console.log(`Queries completed: ${traceEntries.length}`) + console.log(`Max inflight: ${maxInflight}`) + console.log(`Inflight at failure: ${inflight}`) + console.log(`Total query time: ${(totalQueryTime / 1000).toFixed(1)}s`) + + console.log('\n--- Last 10 Queries ---') + for (const q of traceEntries.slice(-10)) { + console.log(` Q${q.index} [${q.type}]: ${(q.durationMs / 1000).toFixed(2)}s query_id=${q.queryId} ${q.sql.trim().replace(/\s+/g, ' ')}`) + } + } + + jsonlStream.end() + await client.close() + console.log(`\nTrace written to: ${TRACE_JSONL_PATH}`) +} + +main().catch((err) => { console.error(err); process.exit(1) }) diff --git a/playground/bench-string-prefix.ts b/playground/bench-string-prefix.ts new file mode 100644 index 0000000..77a56e4 --- /dev/null +++ b/playground/bench-string-prefix.ts @@ -0,0 +1,77 @@ +/** + * Benchmark: String Prefix Split Strategy + * + * This is what the current code does - GROUP BY substring(contract_address, 1, N) + * at increasing depths (1-4). This is the query that was running for 7000+ seconds. + * + * We test each depth level independently to see where the bottleneck is. + */ +import { query, timed, close, DB, TABLE, PARTITION_ID, elapsed } from './ch-client.ts' + +const WHERE = `_partition_id = '${PARTITION_ID}'` + +async function main() { + console.log('=== String Prefix Split Strategy Benchmark ===') + console.log(`Table: ${DB}.${TABLE}, Partition: ${PARTITION_ID}`) + console.log() + + // Depth 1: full partition (this is the slow query from the logs) + for (const depth of [1, 2, 3, 4]) { + const sql = ` +SELECT + substring(contract_address, 1, ${depth}) AS prefix, + count() AS cnt +FROM ${DB}.${TABLE} +WHERE ${WHERE} +GROUP BY prefix +ORDER BY prefix` + + console.log(`--- Depth ${depth}: GROUP BY substring(contract_address, 1, ${depth}) over full partition ---`) + console.log(`SQL: ${sql.trim().slice(0, 200)}...`) + + const start = performance.now() + try { + const [rows, duration] = await timed<{ prefix: string; cnt: string }>(sql) + console.log(` Duration: ${(duration / 1000).toFixed(2)}s`) + console.log(` Buckets: ${rows.length}`) + const totalRows = rows.reduce((sum, r) => sum + Number(r.cnt), 0) + console.log(` Total rows: ${totalRows.toLocaleString()}`) + if (rows.length > 0) { + const maxBucket = rows.reduce((max, r) => Number(r.cnt) > Number(max.cnt) ? r : max, rows[0]!) + console.log(` Largest bucket: prefix="${Buffer.from(maxBucket.prefix, 'latin1').toString('hex')}" rows=${Number(maxBucket.cnt).toLocaleString()}`) + } + } catch (err: any) { + console.log(` FAILED after ${elapsed(start)}: ${err.message?.slice(0, 200)}`) + } + console.log() + } + + // Now test with the sub-range from the slow query (contract_address >= unhex('2d')) + console.log('--- Depth 1 with range filter (contract_address >= unhex("2d")) ---') + { + const sql = ` +SELECT + substring(contract_address, 1, 1) AS prefix, + count() AS cnt +FROM ${DB}.${TABLE} +WHERE ${WHERE} + AND contract_address >= unhex('2d') +GROUP BY prefix +ORDER BY prefix` + + const start = performance.now() + try { + const [rows, duration] = await timed<{ prefix: string; cnt: string }>(sql) + console.log(` Duration: ${(duration / 1000).toFixed(2)}s`) + console.log(` Buckets: ${rows.length}`) + const totalRows = rows.reduce((sum, r) => sum + Number(r.cnt), 0) + console.log(` Total rows: ${totalRows.toLocaleString()}`) + } catch (err: any) { + console.log(` FAILED after ${elapsed(start)}: ${err.message?.slice(0, 200)}`) + } + } + + await close() +} + +main().catch((err) => { console.error(err); process.exit(1) }) diff --git a/playground/bench-temporal-bucket.ts b/playground/bench-temporal-bucket.ts new file mode 100644 index 0000000..85fff46 --- /dev/null +++ b/playground/bench-temporal-bucket.ts @@ -0,0 +1,87 @@ +/** + * Benchmark: Temporal Bucket Split Strategy + * + * Groups by toStartOfDay/toStartOfHour on block_timestamp (2nd sort key). + * This is used when the datetime dimension is available. + * Since block_timestamp is the partition key (toYYYYMM), partition 202010 + * covers Oct 2020 — so day buckets give ~31 groups, hour buckets ~744. + */ +import { timed, close, DB, TABLE, PARTITION_ID } from './ch-client.ts' + +async function main() { + console.log('=== Temporal Bucket Split Strategy Benchmark ===') + console.log(`Table: ${DB}.${TABLE}, Partition: ${PARTITION_ID}`) + console.log() + + // Day-level grouping (what the strategy does first) + console.log('--- Day-level bucket (GROUP BY toStartOfDay) over full partition ---') + { + const sql = ` +SELECT + formatDateTime(toStartOfDay(block_timestamp), '%Y-%m-%dT%H:%i:%sZ') AS bucket, + count() AS cnt +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' +GROUP BY bucket +ORDER BY bucket` + + const [rows, duration] = await timed<{ bucket: string; cnt: string }>(sql) + console.log(` Duration: ${(duration / 1000).toFixed(2)}s`) + console.log(` Buckets: ${rows.length}`) + const totalRows = rows.reduce((sum, r) => sum + Number(r.cnt), 0) + console.log(` Total rows: ${totalRows.toLocaleString()}`) + if (rows.length > 0) { + const maxBucket = rows.reduce((max, r) => Number(r.cnt) > Number(max.cnt) ? r : max, rows[0]!) + console.log(` Largest day: ${maxBucket.bucket} with ${Number(maxBucket.cnt).toLocaleString()} rows`) + const minBucket = rows.reduce((min, r) => Number(r.cnt) < Number(min.cnt) ? r : min, rows[0]!) + console.log(` Smallest day: ${minBucket.bucket} with ${Number(minBucket.cnt).toLocaleString()} rows`) + } + } + + // Hour-level grouping + console.log('\n--- Hour-level bucket (GROUP BY toStartOfHour) over full partition ---') + { + const sql = ` +SELECT + formatDateTime(toStartOfHour(block_timestamp), '%Y-%m-%dT%H:%i:%sZ') AS bucket, + count() AS cnt +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' +GROUP BY bucket +ORDER BY bucket` + + const [rows, duration] = await timed<{ bucket: string; cnt: string }>(sql) + console.log(` Duration: ${(duration / 1000).toFixed(2)}s`) + console.log(` Buckets: ${rows.length}`) + const totalRows = rows.reduce((sum, r) => sum + Number(r.cnt), 0) + console.log(` Total rows: ${totalRows.toLocaleString()}`) + if (rows.length > 0) { + const maxBucket = rows.reduce((max, r) => Number(r.cnt) > Number(max.cnt) ? r : max, rows[0]!) + console.log(` Largest hour: ${maxBucket.bucket} with ${Number(maxBucket.cnt).toLocaleString()} rows`) + } + } + + // Day-level with a sub-range on contract_address + console.log('\n--- Day-level bucket with range filter (contract_address >= unhex("2d")) ---') + { + const sql = ` +SELECT + formatDateTime(toStartOfDay(block_timestamp), '%Y-%m-%dT%H:%i:%sZ') AS bucket, + count() AS cnt +FROM ${DB}.${TABLE} +WHERE _partition_id = '${PARTITION_ID}' + AND contract_address >= unhex('2d') +GROUP BY bucket +ORDER BY bucket` + + const [rows, duration] = await timed<{ bucket: string; cnt: string }>(sql) + console.log(` Duration: ${(duration / 1000).toFixed(2)}s`) + console.log(` Buckets: ${rows.length}`) + const totalRows = rows.reduce((sum, r) => sum + Number(r.cnt), 0) + console.log(` Total rows: ${totalRows.toLocaleString()}`) + } + + await close() +} + +main().catch((err) => { console.error(err); process.exit(1) }) diff --git a/playground/ch-client.ts b/playground/ch-client.ts new file mode 100644 index 0000000..eca499e --- /dev/null +++ b/playground/ch-client.ts @@ -0,0 +1,54 @@ +import { createClient } from '@clickhouse/client' + +const url = process.env.CLICKHOUSE_URL ?? 'http://localhost:8123' +const username = process.env.CLICKHOUSE_USER ?? 'default' +const password = process.env.CLICKHOUSE_PASSWORD ?? '' +const database = process.env.CLICKHOUSE_DB ?? 'default' + +const client = createClient({ + url, + username, + password, + database, + clickhouse_settings: { + wait_end_of_query: 1, + }, +}) + +export async function query(sql: string): Promise { + const result = await client.query({ query: sql, format: 'JSONEachRow' }) + return result.json() +} + +export async function close() { + await client.close() +} + +export const DB = database +export const TABLE = 'solana_transfers' +export const PARTITION_ID = '202010' +// ~535M rows, ~18.8GB compressed, sort key: contract_address, block_timestamp, unique_id + +export function hexToStr(hex: string): string { + return Buffer.from(hex, 'hex').toString('latin1') +} + +export function strToHex(str: string): string { + return Buffer.from(str, 'latin1').toString('hex') +} + +export function formatBound(value: string): string { + return `unhex('${strToHex(value)}')` +} + +export function elapsed(startMs: number): string { + return `${((performance.now() - startMs) / 1000).toFixed(2)}s` +} + +/** Time a query and return [result, duration_ms] */ +export async function timed(sql: string): Promise<[T[], number]> { + const start = performance.now() + const result = await query(sql) + const duration = performance.now() - start + return [result, duration] +} diff --git a/playground/partition-count-analysis.md b/playground/partition-count-analysis.md new file mode 100644 index 0000000..fa2a29f --- /dev/null +++ b/playground/partition-count-analysis.md @@ -0,0 +1,79 @@ +# Partition 202010 Row Count Analysis + +**Date:** 2026-04-03 +**Table:** `default.solana_transfers` +**Partition:** `202010` + +## Query 1: `system.parts` metadata + +```sql +SELECT + partition_id, + toString(sum(rows)) AS total_rows, + toString(sum(bytes_on_disk)) AS bytes_compressed, + toString(sum(data_uncompressed_bytes)) AS bytes_uncompressed, + toString(count()) AS num_parts +FROM system.parts +WHERE database = 'default' + AND table = 'solana_transfers' + AND partition_id = '202010' + AND active = 1 +GROUP BY partition_id +``` + +| partition_id | total_rows | bytes_compressed | bytes_uncompressed | num_parts | +|---|---|---|---|---| +| 202010 | **535,310,542** | 18,884,283,011 (~17.6 GB) | 149,838,775,785 (~139.5 GB) | 1 | + +## Query 2: `EXPLAIN ESTIMATE` + +```sql +EXPLAIN ESTIMATE +SELECT 1 +FROM default.solana_transfers +WHERE _partition_id = '202010' +``` + +| database | table | parts | rows | marks | +|---|---|---|---|---| +| default | solana_transfers | 1 | **535,310,542** | 65,403 | + +## Query 3: `SELECT count()` + +```sql +SELECT count() +FROM default.solana_transfers +WHERE _partition_id = '202010' +``` + +| count() | +|---| +| **18,735,868,970** | + +## Analysis + +There is a **massive discrepancy** between the row counts: + +| Source | Row Count | Notes | +|---|---|---| +| `system.parts` metadata | **535,310,542** (~535M) | Part-level metadata | +| `EXPLAIN ESTIMATE` | **535,310,542** (~535M) | Uses part metadata for estimation | +| `SELECT count()` | **18,735,868,970** (~18.7B) | Actual scan result | + +The actual `count()` returns **~35x more rows** than what `system.parts` reports. + +### What this means + +- `system.parts` and `EXPLAIN ESTIMATE` both agree at ~535M rows — they both read part-level metadata, not actual data. +- The real `SELECT count()` scans the data and finds ~18.7B rows. +- This suggests the part metadata (`rows` column in `system.parts`) is **severely undercounting** the actual number of rows in the partition. + +### Possible causes + +1. **Metadata corruption / stale metadata** — The part was mutated (e.g., via `ALTER UPDATE`, `ALTER DELETE`, or lightweight deletes) and the `rows` metadata was not updated to reflect the actual row count. +2. **Bug in ObsessionDB / ClickHouse Cloud** — A platform-level issue where part metadata diverges from actual data after certain operations (merges, mutations, replicated inserts). +3. **Duplicated data within the part** — If data was inserted multiple times and merges happened in a way that inflated the actual rows without updating metadata. + +### Impact + +Any system relying on `system.parts` row counts (e.g., backfill chunking, progress estimation, partition sizing) will **dramatically underestimate** the amount of data in this partition. 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+{"index":4108,"queryId":"bench-4108-8a84a506","type":"string-prefix-distribution","durationMs":229.64370800000324,"sql":"\nSELECT\n substring(contract_address, 1, 1) AS prefix,\n count() AS cnt\nFROM default.solana_transfers\nWHERE _partition_id = '202010'\n AND contract_address >= unhex('47556f686534444a554135464b50576f336a6f695067734237797a6572374c70446d743156687a79335a6874')\n AND contract_address < unhex('47556f686534444a554135464b50576f336a6f695067734237797a6572374c70446d743156687a79335a687400')\nGROUP BY prefix\nORDER BY prefix","resultRows":1,"readRows":14360539,"readBytes":861632337,"writtenRows":0,"writtenBytes":0,"serverElapsedMs":195.582436,"startedAt":"2026-04-04T12:36:04.374Z","inflightAtStart":1,"inflightAtComplete":0} +{"index":4109,"queryId":"bench-4109-458fc3da","type":"string-prefix-distribution","durationMs":144.0031250000029,"sql":"\nSELECT\n substring(contract_address, 1, 2) AS prefix,\n count() AS cnt\nFROM default.solana_transfers\nWHERE _partition_id = '202010'\n AND contract_address >= unhex('47556f686534444a554135464b50576f336a6f695067734237797a6572374c70446d743156687a79335a6874')\n AND contract_address < unhex('47556f686534444a554135464b50576f336a6f695067734237797a6572374c70446d743156687a79335a687400')\nGROUP BY prefix\nORDER BY prefix","resultRows":1,"readRows":14360539,"readBytes":861632337,"writtenRows":0,"writtenBytes":0,"serverElapsedMs":113.234356,"startedAt":"2026-04-04T12:36:04.604Z","inflightAtStart":1,"inflightAtComplete":0} +{"index":4110,"queryId":"bench-4110-2dfa66d3","type":"string-prefix-distribution","durationMs":205.44908299999952,"sql":"\nSELECT\n substring(contract_address, 1, 3) AS prefix,\n count() AS cnt\nFROM default.solana_transfers\nWHERE _partition_id = '202010'\n AND contract_address >= unhex('47556f686534444a554135464b50576f336a6f695067734237797a6572374c70446d743156687a79335a6874')\n AND contract_address < unhex('47556f686534444a554135464b50576f336a6f695067734237797a6572374c70446d743156687a79335a687400')\nGROUP BY prefix\nORDER BY prefix","resultRows":1,"readRows":14360539,"readBytes":861632337,"writtenRows":0,"writtenBytes":0,"serverElapsedMs":166.318197,"startedAt":"2026-04-04T12:36:04.748Z","inflightAtStart":1,"inflightAtComplete":0} +{"index":4111,"queryId":"bench-4111-95033e7b","type":"string-prefix-distribution","durationMs":175.7979580000101,"sql":"\nSELECT\n substring(contract_address, 1, 4) AS prefix,\n count() AS cnt\nFROM default.solana_transfers\nWHERE _partition_id = '202010'\n AND contract_address >= unhex('47556f686534444a554135464b50576f336a6f695067734237797a6572374c70446d743156687a79335a6874')\n AND contract_address < unhex('47556f686534444a554135464b50576f336a6f695067734237797a6572374c70446d743156687a79335a687400')\nGROUP BY prefix\nORDER BY prefix","resultRows":1,"readRows":14360539,"readBytes":861632337,"writtenRows":0,"writtenBytes":0,"serverElapsedMs":145.681615,"startedAt":"2026-04-04T12:36:04.954Z","inflightAtStart":1,"inflightAtComplete":0} diff --git a/playground/slice22-drill.ts b/playground/slice22-drill.ts new file mode 100644 index 0000000..239a98f --- /dev/null +++ b/playground/slice22-drill.ts @@ -0,0 +1,130 @@ +/** + * Drill into slice 22 (B prefix, 40.5% of partition) + * Subdivide into 50 pieces and EXPLAIN ESTIMATE each + */ +import { query, close, DB, TABLE, PARTITION_ID, strToHex, elapsed } from './ch-client.js' + +const NUM_SLICES = Number(process.argv[2]) || 50 + +function strToBigInt(value: string, padTo: number): bigint { + const buffer = Buffer.from(value, 'latin1') + let result = 0n + for (let index = 0; index < padTo; index++) { + const byte = index < buffer.length ? (buffer[index] ?? 0) : 0 + result = (result << 8n) | BigInt(byte) + } + return result +} + +function bigIntToStr(value: bigint, length: number): string { + const buffer = Buffer.alloc(length) + let remaining = value + for (let index = length - 1; index >= 0; index--) { + buffer[index] = Number(remaining & 0xffn) + remaining >>= 8n + } + return buffer.toString('latin1') +} + +function printable(value: string): string { + return value.slice(0, 40).replace(/[^\x20-\x7E]/g, '.') +} + +async function main() { + // Slice 22 exact boundaries from the 75-slice run + const SLICE_FROM_HEX = '427ebe02dc1b56c7' + const SLICE_TO_HEX = '4378ddebb790f1ff' + + const fromStr = Buffer.from(SLICE_FROM_HEX, 'hex').toString('latin1') + const toStr = Buffer.from(SLICE_TO_HEX, 'hex').toString('latin1') + + console.log(`\n=== Slice 22 Drill-Down ===`) + console.log(`Table: ${DB}.${TABLE}`) + console.log(`Partition: ${PARTITION_ID}`) + console.log(`Range: 0x${SLICE_FROM_HEX} → 0x${SLICE_TO_HEX}`) + console.log(` "${printable(fromStr)}" → "${printable(toStr)}"`) + console.log(`Sub-slices: ${NUM_SLICES}`) + console.log() + + const PAD = 8 + const minBig = strToBigInt(fromStr, PAD) + const maxBig = strToBigInt(toStr, PAD) + + // Build sub-boundaries + const estimates: { slice: number; rows: number; fromHex: string; toHex: string; fromPrintable: string }[] = [] + const start = performance.now() + + for (let i = 0; i < NUM_SLICES; i++) { + const fromBig = minBig + ((maxBig - minBig) * BigInt(i)) / BigInt(NUM_SLICES) + const toBig = minBig + ((maxBig - minBig) * BigInt(i + 1)) / BigInt(NUM_SLICES) + const from = bigIntToStr(fromBig, PAD) + const to = bigIntToStr(toBig, PAD) + const fHex = strToHex(from) + const tHex = strToHex(to) + + const result = await query>(` + EXPLAIN ESTIMATE + SELECT 1 + FROM ${DB}.${TABLE} + WHERE _partition_id = '${PARTITION_ID}' + AND contract_address >= unhex('${fHex}') + AND contract_address < unhex('${tHex}') + `) + + let rows = 0 + const firstRow = result[0] + if (firstRow) { + for (const [key, value] of Object.entries(firstRow)) { + if (key.toLowerCase().includes('row')) { + rows = Number(value ?? 0) + break + } + } + } + estimates.push({ slice: i + 1, rows, fromHex: fHex, toHex: tHex, fromPrintable: printable(from) }) + } + + console.log(`All ${NUM_SLICES} EXPLAIN ESTIMATE queries took: ${elapsed(start)}`) + console.log() + + const totalEstimatedRows = estimates.reduce((sum, e) => sum + e.rows, 0) + const maxRows = Math.max(...estimates.map((e) => e.rows)) + + console.log(`${'#'.padStart(3)} | ${'Est. Rows'.padStart(14)} | ${'%'.padStart(6)} | ${'From (hex)'.padEnd(18)} | Bar`) + console.log(`${''.padStart(3, '-')} | ${''.padStart(14, '-')} | ${''.padStart(6, '-')} | ${''.padStart(18, '-')} | ${''.padStart(50, '-')}`) + + for (const e of estimates) { + const pct = totalEstimatedRows > 0 ? (e.rows / totalEstimatedRows * 100) : 0 + const barWidth = maxRows > 0 ? Math.round((e.rows / maxRows) * 50) : 0 + const bar = '#'.repeat(barWidth) + console.log( + `${String(e.slice).padStart(3)} | ${e.rows.toLocaleString().padStart(14)} | ${pct.toFixed(1).padStart(5)}% | ${e.fromHex.slice(0, 18).padEnd(18)} | ${bar}` + ) + } + + console.log(`\nTotal estimated rows in slice 22: ${totalEstimatedRows.toLocaleString()}`) + + // Top N + const sorted = [...estimates].sort((a, b) => b.rows - a.rows) + console.log(`\nTop 10 hottest sub-slices:`) + for (const e of sorted.slice(0, 10)) { + const pct = totalEstimatedRows > 0 ? (e.rows / totalEstimatedRows * 100) : 0 + console.log(` Sub-slice ${String(e.slice).padStart(3)}: ${e.rows.toLocaleString().padStart(14)} rows (${pct.toFixed(1)}%) | 0x${e.fromHex.slice(0, 16)}`) + } + + const nonEmpty = estimates.filter((e) => e.rows > 0) + console.log(`\nNon-empty sub-slices: ${nonEmpty.length}/${NUM_SLICES}`) + if (nonEmpty.length > 0) { + const avgRows = totalEstimatedRows / nonEmpty.length + const maxSkew = Math.max(...nonEmpty.map((e) => e.rows)) / avgRows + console.log(`Avg rows per non-empty sub-slice: ${Math.round(avgRows).toLocaleString()}`) + console.log(`Max skew factor: ${maxSkew.toFixed(1)}x`) + } + + await close() +} + +main().catch((err) => { + console.error(err) + process.exit(1) +}) diff --git a/playground/string-space-distribution.ts b/playground/string-space-distribution.ts new file mode 100644 index 0000000..fac8530 --- /dev/null +++ b/playground/string-space-distribution.ts @@ -0,0 +1,199 @@ +/** + * String Space Distribution — First Sort Key + * + * For partition 202010 of solana_transfers: + * 1. Fetch min/max of contract_address (first sort key) + * 2. Mathematically split the string space into N equal-width sub-ranges + * 3. Print the boundaries — no counts, no scanning, just the guess + * + * Usage: bun run playground/string-space-distribution.ts [numSlices] + */ +import { query, close, DB, TABLE, PARTITION_ID, strToHex, elapsed } from './ch-client.js' + +const NUM_SLICES = Number(process.argv[2]) || 16 + +// --- String ↔ BigInt helpers (from chunking/utils/binary-string.ts) --- + +function strToBigInt(value: string, padTo: number): bigint { + const buffer = Buffer.from(value, 'latin1') + let result = 0n + for (let index = 0; index < padTo; index++) { + const byte = index < buffer.length ? (buffer[index] ?? 0) : 0 + result = (result << 8n) | BigInt(byte) + } + return result +} + +function bigIntToStr(value: bigint, length: number): string { + const buffer = Buffer.alloc(length) + let remaining = value + for (let index = length - 1; index >= 0; index--) { + buffer[index] = Number(remaining & 0xffn) + remaining >>= 8n + } + return buffer.toString('latin1') +} + +function printable(value: string): string { + // Show first 40 chars, replacing non-printable with dots + return value.slice(0, 40).replace(/[^\x20-\x7E]/g, '.') +} + +// --- Main --- + +async function main() { + console.log(`\n=== String Space Distribution ===`) + console.log(`Table: ${DB}.${TABLE}`) + console.log(`Partition: ${PARTITION_ID}`) + console.log(`Slices: ${NUM_SLICES}`) + console.log() + + // Step 1: Get min/max of contract_address in the partition + // Cached from previous run to avoid 535M-row scan (~0.2s best case, flaky under load) + const CACHED_MIN_HEX = '2d' // "-" + const CACHED_MAX_HEX = '764759384b74794c5a6545635a6676743370763532614453564c3157654e32647a38356834356e6142544c' + // "vGY8KtyLZeEcZfvt3pv52aDSVL1WeN2dz85h45naBTL" + + let minVal: string + let maxVal: string + const start = performance.now() + + if (process.argv.includes('--no-cache')) { + const minMax = await query<{ minVal: string; maxVal: string }>(` + SELECT + min(contract_address) AS minVal, + max(contract_address) AS maxVal + FROM ${DB}.${TABLE} + WHERE _partition_id = '${PARTITION_ID}' + `) + minVal = minMax[0]?.minVal ?? '' + maxVal = minMax[0]?.maxVal ?? '' + console.log(`Min/Max query took: ${elapsed(start)}`) + } else { + minVal = Buffer.from(CACHED_MIN_HEX, 'hex').toString('latin1') + maxVal = Buffer.from(CACHED_MAX_HEX, 'hex').toString('latin1') + console.log(`Min/Max from cache (use --no-cache to re-query)`) + } + console.log(`Min: ${strToHex(minVal)} → "${printable(minVal)}"`) + console.log(`Max: ${strToHex(maxVal)} → "${printable(maxVal)}"`) + + // Convert to bigint space (8 bytes = 64 bits of string space) + const PAD = 8 + const minBig = strToBigInt(minVal, PAD) + const maxBig = strToBigInt(maxVal + '\0', PAD) // exclusive upper bound + + console.log(`\nBigInt range: ${minBig} → ${maxBig}`) + console.log(`Range width: ${maxBig - minBig}`) + console.log() + + // Step 2: Build equal-width boundaries + const boundaries: { from: string; to: string; fromHex: string; toHex: string }[] = [] + for (let i = 0; i < NUM_SLICES; i++) { + const fromBig = minBig + ((maxBig - minBig) * BigInt(i)) / BigInt(NUM_SLICES) + const toBig = minBig + ((maxBig - minBig) * BigInt(i + 1)) / BigInt(NUM_SLICES) + const fromStr = bigIntToStr(fromBig, PAD) + const toStr = bigIntToStr(toBig, PAD) + boundaries.push({ + from: fromStr, + to: toStr, + fromHex: strToHex(fromStr), + toHex: strToHex(toStr), + }) + } + + // Step 3: Print the distribution + console.log(`=== Equal-Width String Space Boundaries (${NUM_SLICES} slices) ===\n`) + console.log(`${'#'.padStart(3)} | ${'From (hex)'.padEnd(20)} | ${'To (hex)'.padEnd(20)} | From (printable)`) + console.log(`${''.padStart(3, '-')} | ${''.padStart(20, '-')} | ${''.padStart(20, '-')} | ${''.padStart(40, '-')}`) + + for (let i = 0; i < boundaries.length; i++) { + const b = boundaries[i]! + console.log( + `${String(i + 1).padStart(3)} | ${b.fromHex.slice(0, 20).padEnd(20)} | ${b.toHex.slice(0, 20).padEnd(20)} | ${printable(b.from)}` + ) + } + + // Step 4: Show where "interesting" prefixes fall + console.log(`\n=== Where common prefixes would land ===\n`) + const samplePrefixes = ['0', '1', '9', 'A', 'B', 'C', 'D', 'E', 'F', 'S', 'T', 'a', 'z'] + for (const prefix of samplePrefixes) { + const prefixBig = strToBigInt(prefix, PAD) + if (prefixBig < minBig || prefixBig > maxBig) { + console.log(` "${prefix}" (0x${strToHex(prefix).padEnd(4)}) → outside range`) + continue + } + const sliceIndex = Number(((prefixBig - minBig) * BigInt(NUM_SLICES)) / (maxBig - minBig)) + console.log(` "${prefix}" (0x${strToHex(prefix).padEnd(4)}) → slice ${sliceIndex + 1}/${NUM_SLICES}`) + } + + // Step 5: Now optionally get the EXPLAIN ESTIMATE row counts for each slice + // This is fast (~0.08s per query) and gives us the actual distribution + console.log(`\n=== EXPLAIN ESTIMATE row distribution (fast, metadata-only) ===\n`) + const estimateStart = performance.now() + const estimates: { slice: number; rows: number; from: string; to: string }[] = [] + + for (let i = 0; i < boundaries.length; i++) { + const b = boundaries[i]! + const result = await query>(` + EXPLAIN ESTIMATE + SELECT 1 + FROM ${DB}.${TABLE} + WHERE _partition_id = '${PARTITION_ID}' + AND contract_address >= unhex('${b.fromHex}') + AND contract_address < unhex('${b.toHex}') + `) + + let rows = 0 + const firstRow = result[0] + if (firstRow) { + for (const [key, value] of Object.entries(firstRow)) { + if (key.toLowerCase().includes('row')) { + rows = Number(value ?? 0) + break + } + } + } + estimates.push({ slice: i + 1, rows, from: b.fromHex, to: b.toHex }) + } + + console.log(`All EXPLAIN ESTIMATE queries took: ${elapsed(estimateStart)}`) + console.log() + + const totalEstimatedRows = estimates.reduce((sum, e) => sum + e.rows, 0) + const maxRows = Math.max(...estimates.map((e) => e.rows)) + + console.log(`${'#'.padStart(3)} | ${'Est. Rows'.padStart(14)} | ${'%'.padStart(6)} | Bar`) + console.log(`${''.padStart(3, '-')} | ${''.padStart(14, '-')} | ${''.padStart(6, '-')} | ${''.padStart(50, '-')}`) + + for (const e of estimates) { + const pct = totalEstimatedRows > 0 ? (e.rows / totalEstimatedRows * 100) : 0 + const barWidth = maxRows > 0 ? Math.round((e.rows / maxRows) * 50) : 0 + const bar = '#'.repeat(barWidth) + console.log( + `${String(e.slice).padStart(3)} | ${e.rows.toLocaleString().padStart(14)} | ${pct.toFixed(1).padStart(5)}% | ${bar}` + ) + } + + console.log(`\nTotal estimated rows: ${totalEstimatedRows.toLocaleString()}`) + console.log(`Actual rows (from system.parts): 535,310,542`) + + // Summary + const nonEmpty = estimates.filter((e) => e.rows > 0) + const emptySlices = estimates.filter((e) => e.rows === 0) + console.log(`\nNon-empty slices: ${nonEmpty.length}/${NUM_SLICES}`) + console.log(`Empty slices: ${emptySlices.length}/${NUM_SLICES}`) + + if (nonEmpty.length > 0) { + const avgRows = totalEstimatedRows / nonEmpty.length + const maxSkew = Math.max(...nonEmpty.map((e) => e.rows)) / avgRows + console.log(`Avg rows per non-empty slice: ${Math.round(avgRows).toLocaleString()}`) + console.log(`Max skew factor: ${maxSkew.toFixed(1)}x (${maxSkew > 3 ? 'SKEWED — data is clustered, not uniform' : 'reasonable'})`) + } + + await close() +} + +main().catch((err) => { + console.error(err) + process.exit(1) +}) diff --git a/thoughts/smart-chunking-e2e-scenarios.md b/thoughts/smart-chunking-e2e-scenarios.md new file mode 100644 index 0000000..d165593 --- /dev/null +++ b/thoughts/smart-chunking-e2e-scenarios.md @@ -0,0 +1,194 @@ +# Smart Chunking E2E Test Scenarios + +Remaining scenarios to implement. Each gets its own table in the seed script and a `describe` block in `smart-chunking.e2e.test.ts`. + +Implemented so far: +- [x] Scenario 1: Skewed Power Law (80/20 single hot key) +- [x] Scenario 2: Multiple Hot Keys (3 tenants at ~30% each) + +--- + +## Scenario 3: Empty Ranges / Sparse Numeric Sort Key + +**Table:** `chkit_e2e_chunking_sparse_numeric` +**Sort key:** `(id UInt64)` +**Partition by:** `toYYYYMM(event_time)` + +**Dataset:** +- ~5,000 rows with `id` in range `[1, 10]` +- ~5,000 rows with `id` in range `[1_000_000, 1_000_010]` +- No values between 10 and 1,000,000 +- Padding column for byte control + +**What this tests:** +- Equal-width splitting will carve the huge numeric gap into many empty intervals +- Quantile binary search must handle the gap without producing empty chunks +- The system should not emit chunks with 0 rows +- After merge, only chunks covering the two clusters should remain +- Full row coverage despite the sparse distribution + +**Key assertions:** +- No chunk has 0 estimated rows +- All chunks produced have `estimate.rows > 0` +- Total counted rows = total actual rows +- Chunk count is reasonable (not dozens of empty chunks) + +--- + +## Scenario 4: Single Distinct Value in Sort Key + +**Table:** `chkit_e2e_chunking_single_value` +**Sort key:** `(status String, seq UInt64)` +**Partition by:** `toYYYYMM(event_time)` + +**Dataset:** +- 10,000 rows all with `status = 'active'`, `seq` 0-9999 +- Single partition, padding for byte volume + +**What this tests:** +- Every splitting strategy on dimension 0 should fail (quantile boundaries collapse, equal-width produces identical bounds, group-by-key returns 1 value) +- The system must fall through to dimension 1 (seq) and split there +- Or: produce a single chunk if seq splitting isn't needed +- Must not infinite-loop or error when no split is possible on dim 0 + +**Key assertions:** +- Plan completes without error +- If partition is oversized: chunks are split on dim 1 (seq), not dim 0 +- Total counted rows = total actual rows +- No duplicate coverage + +--- + +## Scenario 5: Very Long String Keys with Shared Prefixes + +**Table:** `chkit_e2e_chunking_long_prefix` +**Sort key:** `(url String)` +**Partition by:** `toYYYYMM(event_time)` + +**Dataset:** +- 10,000 rows where `url` follows pattern: `https://example.com/api/v2/resources/XXXX` + where `XXXX` is a 4-digit incrementing ID (0000-9999) +- All values share a 39-character prefix; differ only in the last 4 characters +- Single partition + +**What this tests:** +- `string-prefix-split` at depths 1-4 will see a single bucket (prefix is 39 chars) +- The system must fall through to quantile or equal-width splitting +- The dynamic BigInt width (from our fix) must handle 40+ char strings correctly +- Boundary computation must have enough precision in the suffix to split evenly + +**Key assertions:** +- Plan completes, produces multiple chunks +- Chunks have boundaries that differentiate in the suffix portion +- Full row coverage +- No chunks with 0 rows (the long shared prefix shouldn't confuse the splitter) + +--- + +## Scenario 6: DateTime Sort Key with Burst Traffic + +**Table:** `chkit_e2e_chunking_datetime_burst` +**Sort key:** `(event_time DateTime)` +**Partition by:** `toYYYYMM(event_time)` + +**Dataset:** +- 500 rows spread across 30 days of January 2026 (background traffic) +- 9,500 rows all within a single hour: `2026-01-15 14:00:00` to `2026-01-15 14:59:59` +- Single partition, padding for byte volume + +**What this tests:** +- Day-level temporal bucketing produces one massive day and many tiny ones +- Hour-level fallback kicks in for Jan 15 +- If 95% is within one hour, even hour-level bucketing can't split further +- Must fall through to quantile splitting on the datetime dimension itself +- Tests the full temporal cascade: day -> hour -> quantile + +**Key assertions:** +- Plan completes, produces multiple chunks +- The burst hour is split into multiple chunks (not left as one oversized chunk) +- Background traffic days are merged into larger chunks (not 30 tiny chunks) +- Full row coverage +- Reasonable chunk sizes (within 2-3x target) + +--- + +## Scenario 7: Three-Dimension Compound Key + +**Table:** `chkit_e2e_chunking_three_dim` +**Sort key:** `(region String, tenant_id String, event_time DateTime)` +**Partition by:** `toYYYYMM(event_time)` + +**Dataset:** +- 5 regions: `us-east`, `us-west`, `eu-west`, `ap-south`, `ap-east` +- Per region: 1 hot tenant with 1,500 rows + 10 small tenants with 10 rows each +- Hot tenant rows spread across 7 days in January 2026 +- Total: 5 * (1500 + 100) = 8,000 rows + +**What this tests:** +- Recursion through 3 dimensions (max depth = 3 * 3 = 9) +- Dimension 0 (region) splits into ~5 sub-ranges +- Dimension 1 (tenant_id) identifies hot tenant per region +- Dimension 2 (event_time) splits hot tenants by time +- Final chunks should carry ranges on all three dimensions + +**Key assertions:** +- Plan completes within timeout +- Hot tenants are detected as focused values +- Some chunks have ranges on all 3 dimensions +- Full row coverage +- Chunk count is reasonable (not exponential blowup) + +--- + +## Scenario 8: Partition at Exact Fuzz Factor Boundary + +**Table:** `chkit_e2e_chunking_fuzz_boundary` +**Sort key:** `(id UInt64)` +**Partition by:** `toYYYYMM(event_time)` + +**Dataset:** +- Two partitions (January and February 2026) +- January: rows sized to be exactly at `targetChunkBytes * 1.0` +- February: rows sized to be exactly at `targetChunkBytes * 1.6` (above the 1.5x fuzz factor) +- Controlled via row count and padding size + +**What this tests:** +- The stop condition `<= target * 1.5` +- January partition (1.0x) should produce exactly 1 chunk +- February partition (1.6x) should be split into 2+ chunks +- Boundary arithmetic of the fuzz factor + +**Key assertions:** +- January partition: exactly 1 chunk +- February partition: 2+ chunks +- Full row coverage in both partitions + +**Implementation note:** This requires querying `system.parts` after seeding to learn the actual uncompressed bytes, then computing the target from the smaller partition's size. The seed might need iterative adjustment to hit the right byte ratio. + +--- + +## Scenario 9: Mixed Type Sort Keys (Numeric + String) + +**Table:** `chkit_e2e_chunking_mixed_types` +**Sort key:** `(priority UInt8, slug String)` +**Partition by:** `toYYYYMM(event_time)` + +**Dataset:** +- `priority` has 3 distinct values: 1, 2, 3 +- Priority 1: 1,000 rows with 100 distinct slugs +- Priority 2: 6,000 rows with 50 distinct slugs (hot priority) +- Priority 3: 3,000 rows with 200 distinct slugs +- Slugs are short strings like `item-XXXX` + +**What this tests:** +- Numeric dimension with very low cardinality (3 values) +- Quantile splitting will likely collapse on dim 0 (only 3 values) +- Equal-width on dim 0 should produce 3 intervals matching the 3 values +- Oversized priority-2 bucket must then split on dim 1 (slug) +- Tests cross-type dimension interaction + +**Key assertions:** +- All three priorities are represented in chunks +- Priority 2 chunks are split on the slug dimension +- Full row coverage +- No chunks span multiple priority values (each chunk's dim 0 range should be tight)