diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 23eecc851576..a6e6fe5d8ee4 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -5127,6 +5127,28 @@ importers: specifier: 'catalog:' version: 5.9.3 + test/bench: + dependencies: + '@internal/postgres': + specifier: workspace:8.0.0-rc.8 + version: link:../../packages/3-extensions/postgres + '@internal/sql-runtime': + specifier: workspace:8.0.0-rc.8 + version: link:../../packages/2-sql/5-runtime + temporal-polyfill: + specifier: ^1.0.4 + version: 1.0.4 + tinybench: + specifier: ^6.1.3 + version: 6.1.3 + tsx: + specifier: ^4.23.12 + version: 4.23.12 + devDependencies: + vitest: + specifier: 'catalog:' + version: 5.0.0-rc.2(@types/node@26.1.2)(@vitest/coverage-v8@5.0.0-rc.2)(jsdom@29.1.1(@noble/hashes@2.2.0))(vite@8.1.4(@types/node@26.1.2)(esbuild@0.28.2)(jiti@2.7.0)(tsx@4.23.12)(yaml@2.9.0)) + test/e2e/framework: dependencies: '@prisma/orm-extension-arktype-json': diff --git a/test/bench/bench/decode-row.test.ts b/test/bench/bench/decode-row.test.ts new file mode 100644 index 000000000000..0c7a2e6554aa --- /dev/null +++ b/test/bench/bench/decode-row.test.ts @@ -0,0 +1,72 @@ +import { describe, expect, it } from 'vitest'; +import rowsJson from '../fixtures/rows.json' with { type: 'json' }; +import { + benchmarkCases, + benchmarkWorkload, + createWeightedWorkload, + decodeResultSet, +} from './decode-row'; + +describe('decode row benchmark', () => { + it('matches every benchmark plan to fixture rows', () => { + expect(benchmarkCases.map(({ name }) => name).sort()).toEqual(Object.keys(rowsJson).sort()); + }); + + it('decodes a representative result set', async () => { + const benchmarkCase = benchmarkCases.find(({ name }) => name === 'customerById'); + if (!benchmarkCase) { + throw new Error('Missing customerById benchmark case'); + } + + await expect(decodeResultSet(benchmarkCase.rows, benchmarkCase.decodeCtx)).resolves.toEqual([ + { + id: 4211, + company_name: 'Hudson, Turner and Prohaska', + contact_name: 'Manuel Langworth', + contact_title: 'Regional Identity Associate', + address: '2537 Earl Curve', + city: 'Farrellburgh', + postal_code: null, + region: 'Vermont', + country: 'South Sudan', + phone: '(844) 856-4750', + fax: '(984) 206-3201', + }, + ]); + }); + + it('constructs a workload using the configured weights', () => { + const cases = [{ name: 'frequent' }, { name: 'occasional' }]; + + expect( + createWeightedWorkload(cases, { frequent: 3, occasional: 1 }, 8).map(({ name }) => name), + ).toEqual([ + 'frequent', + 'frequent', + 'frequent', + 'frequent', + 'frequent', + 'frequent', + 'occasional', + 'occasional', + ]); + }); + + it('pins the original mixed benchmark workload', () => { + expect(benchmarkWorkload.map(({ name }) => name)).toEqual([ + ...Array(47).fill('orderWithDetails'), + ...Array(47).fill('orderWithDetailsAndProducts'), + ...Array(47).fill('productWithSupplier'), + ...Array(23).fill('searchProduct'), + ...Array(14).fill('supplierById'), + ...Array(9).fill('customerById'), + ...Array(5).fill('ordersWithDetails'), + ...Array(2).fill('searchCustomer'), + ...Array(2).fill('employeeWithRecipient'), + 'products', + 'customers', + ]); + expect(benchmarkWorkload).toHaveLength(198); + expect(benchmarkWorkload.reduce((rows, entry) => rows + entry.rows.length, 0)).toBe(1047); + }); +}); diff --git a/test/bench/bench/decode-row.ts b/test/bench/bench/decode-row.ts new file mode 100644 index 000000000000..cec22300cd54 --- /dev/null +++ b/test/bench/bench/decode-row.ts @@ -0,0 +1,204 @@ +import 'temporal-polyfill/global'; +import { pathToFileURL } from 'node:url'; +import postgres from '@internal/postgres/runtime'; +import { buildDecodeContext, decodeRow } from '@internal/sql-runtime/test/utils'; +import { Bench, type TaskResult } from 'tinybench'; +import contractJson from '../fixtures/northwind.json' with { type: 'json' }; +import rowsJson from '../fixtures/rows.json' with { type: 'json' }; +import { benchmarkPlans } from './queries'; + +const REQUEST_MIX = { + orderWithDetails: 1e5, + orderWithDetailsAndProducts: 1e5, + productWithSupplier: 1e5, + searchProduct: 5e4, + supplierById: 3e4, + customerById: 19999, + ordersWithDetails: 1e4, + searchCustomer: 5e3, + employeeWithRecipient: 5e3, + products: 3e3, + customers: 2e3, + suppliers: 1e3, + employees: 1e3, +}; +const MIX_RESPONSES = 200; +const rowCtx = {}; + +type Row = Record; +type DecodeContext = Parameters[1]; + +export interface BenchmarkCase { + readonly name: string; + readonly rows: readonly Row[]; + readonly decodeCtx: DecodeContext; +} + +export function createWeightedWorkload( + cases: readonly T[], + requestMix: Readonly>, + responseCount: number, +): T[] { + const caseByName = new Map(cases.map((entry) => [entry.name, entry])); + const mixTotal = Object.values(requestMix).reduce((sum, weight) => sum + weight, 0); + + return Object.entries(requestMix).flatMap(([name, weight]) => { + const entry = caseByName.get(name); + if (!entry) { + throw new Error(`Request mix names unknown query "${name}"`); + } + + const entryResponses = Math.round((weight / mixTotal) * responseCount); + return Array.from({ length: entryResponses }, () => entry); + }); +} + +function createBenchmarkCases( + plans: ReturnType, + fixtures: Readonly>, + contractCodecs: Parameters[1], +): BenchmarkCase[] { + return Object.entries(plans).map(([name, plan]) => { + const rows = fixtures[name]; + if (!rows) { + throw new Error(`No fixture rows for query "${name}"`); + } + return { name, rows, decodeCtx: buildDecodeContext(plan.ast, contractCodecs) }; + }); +} + +const db = postgres({ contractJson, url: 'postgres://bench@127.0.0.1:5432/bench' }); +const plans = benchmarkPlans(db.sql); +export const benchmarkCases = createBenchmarkCases(plans, rowsJson, db.context.contractCodecs); +const caseByName = new Map(benchmarkCases.map((entry) => [entry.name, entry])); +export const benchmarkWorkload = createWeightedWorkload( + benchmarkCases, + REQUEST_MIX, + MIX_RESPONSES, +); + +export async function decodeResultSet( + rows: readonly Row[], + decodeCtx: DecodeContext, +): Promise { + const decoded: Row[] = []; + for (const row of rows) { + decoded.push(await decodeRow(row, decodeCtx, rowCtx)); + } + return decoded; +} + +function columnCount(rows: readonly Row[]): number { + return Object.keys(rows[0] ?? {}).length; +} + +function format(value: number, digits: number): string { + return value.toLocaleString('en-US', { + minimumFractionDigits: digits, + maximumFractionDigits: digits, + }); +} + +function resultWithStatistics(result: TaskResult | undefined) { + if (result?.state === 'completed' || result?.state === 'aborted-with-statistics') { + return result; + } + return undefined; +} + +async function verifyFixtures(): Promise { + for (const entry of benchmarkCases) { + const decoded = await decodeResultSet(entry.rows, entry.decodeCtx); + const first = decoded[0]; + if (first === undefined) { + throw new Error(`Query "${entry.name}" decoded no rows`); + } + if (Object.keys(first).length !== columnCount(entry.rows)) { + throw new Error(`Query "${entry.name}" decoded a row of unexpected width`); + } + } +} + +async function main(): Promise { + await verifyFixtures(); + const rowBench = new Bench({ name: 'decodeRow — single row', time: 700, warmupTime: 200 }); + for (const entry of benchmarkCases) { + const row = entry.rows[0]; + if (!row) continue; + rowBench.add(entry.name, async () => { + await decodeRow(row, entry.decodeCtx, rowCtx); + }); + } + const resultSetBench = new Bench({ + name: 'decodeRow — whole result set', + time: 700, + warmupTime: 200, + }); + for (const entry of benchmarkCases) { + resultSetBench.add(entry.name, async () => { + await decodeResultSet(entry.rows, entry.decodeCtx); + }); + } + const mixRows = benchmarkWorkload.reduce((sum, entry) => sum + entry.rows.length, 0); + const mixBench = new Bench({ name: 'decodeRow — northwind request mix', time: 1500 }); + mixBench.add(`${benchmarkWorkload.length} responses / ${mixRows} rows`, async () => { + for (const entry of benchmarkWorkload) { + await decodeResultSet(entry.rows, entry.decodeCtx); + } + }); + await rowBench.run(); + await resultSetBench.run(); + await mixBench.run(); + console.log(`\n${rowBench.name}`); + console.table( + rowBench.tasks.map((task) => { + const entry = caseByName.get(task.name); + const result = resultWithStatistics(task.result); + const latency = result?.latency; + return { + query: task.name, + cols: entry ? columnCount(entry.rows) : 0, + 'ns/row': latency ? format(latency.mean * 1e6, 0) : 'n/a', + 'rows/sec': result ? format(result.throughput.mean, 0) : 'n/a', + 'rme %': latency ? format(latency.rme, 2) : 'n/a', + }; + }), + ); + console.log(`\n${resultSetBench.name}`); + console.table( + resultSetBench.tasks.map((task) => { + const entry = caseByName.get(task.name); + const rows = entry ? entry.rows.length : 0; + const result = resultWithStatistics(task.result); + const latency = result?.latency; + return { + query: task.name, + rows, + cols: entry ? columnCount(entry.rows) : 0, + 'µs/response': latency ? format(latency.mean * 1e3, 1) : 'n/a', + 'ns/row': latency && rows ? format((latency.mean * 1e6) / rows, 0) : 'n/a', + 'responses/sec': result ? format(result.throughput.mean, 0) : 'n/a', + 'rme %': latency ? format(latency.rme, 2) : 'n/a', + }; + }), + ); + console.log(`\n${mixBench.name}`); + console.table( + mixBench.tasks.map((task) => { + const latency = resultWithStatistics(task.result)?.latency; + return { + workload: task.name, + 'ms/batch': latency ? format(latency.mean, 2) : 'n/a', + 'rows/sec': latency ? format(mixRows / (latency.mean / 1e3), 0) : 'n/a', + 'responses/sec': latency + ? format(benchmarkWorkload.length / (latency.mean / 1e3), 0) + : 'n/a', + 'rme %': latency ? format(latency.rme, 2) : 'n/a', + }; + }), + ); +} + +if (import.meta.url === pathToFileURL(process.argv[1] ?? '').href) { + await main(); +} diff --git a/test/bench/bench/queries.ts b/test/bench/bench/queries.ts new file mode 100644 index 000000000000..0d49a685b7ed --- /dev/null +++ b/test/bench/bench/queries.ts @@ -0,0 +1,268 @@ +import type postgres from '@internal/postgres/runtime'; + +type Sql = ReturnType['sql']; + +const customerColumns = [ + 'id', + 'company_name', + 'contact_name', + 'contact_title', + 'address', + 'city', + 'postal_code', + 'region', + 'country', + 'phone', + 'fax', +]; +const employeeColumns = [ + 'id', + 'last_name', + 'first_name', + 'title', + 'title_of_courtesy', + 'birth_date', + 'hire_date', + 'address', + 'city', + 'postal_code', + 'country', + 'home_phone', + 'extension', + 'notes', + 'recipient_id', +]; +const supplierColumns = [ + 'id', + 'company_name', + 'contact_name', + 'contact_title', + 'address', + 'city', + 'region', + 'postal_code', + 'country', + 'phone', +]; +const productColumns = [ + 'id', + 'name', + 'qt_per_unit', + 'unit_price', + 'units_in_stock', + 'units_on_order', + 'reorder_level', + 'discontinued', + 'supplier_id', +]; +export function benchmarkPlans(sql: Sql) { + const customers = sql.public.customers + .select(...customerColumns) + .orderBy('id') + .limit(50) + .offset(750) + .build(); + const customerById = sql.public.customers + .select(...customerColumns) + .where((f, fns) => fns.eq(f.id, 4211)) + .limit(1) + .build(); + const searchCustomer = sql.public.customers + .select(...customerColumns) + .where((f, fns) => + fns.raw`to_tsvector('english', ${f.company_name}) @@ to_tsquery('english', ${'ve:*'})`.returns( + 'pg/bool@1', + ), + ) + .build(); + const employees = sql.public.employees + .select(...employeeColumns) + .orderBy('id') + .limit(50) + .offset(0) + .build(); + const employeeWithRecipient = sql.public.employees + .as('e') + .outerLeftJoin(sql.public.employees.as('r'), (f, fns) => fns.eq(f.e.recipient_id, f.r.id)) + .select((f) => ({ + id: f.e.id, + last_name: f.e.last_name, + first_name: f.e.first_name, + title: f.e.title, + title_of_courtesy: f.e.title_of_courtesy, + birth_date: f.e.birth_date, + hire_date: f.e.hire_date, + address: f.e.address, + city: f.e.city, + postal_code: f.e.postal_code, + country: f.e.country, + home_phone: f.e.home_phone, + extension: f.e.extension, + notes: f.e.notes, + recipient_id: f.e.recipient_id, + recipient_id_r: f.r.id, + recipient_last_name: f.r.last_name, + recipient_first_name: f.r.first_name, + recipient_title: f.r.title, + recipient_title_of_courtesy: f.r.title_of_courtesy, + recipient_birth_date: f.r.birth_date, + recipient_hire_date: f.r.hire_date, + recipient_address: f.r.address, + recipient_city: f.r.city, + recipient_postal_code: f.r.postal_code, + recipient_country: f.r.country, + recipient_home_phone: f.r.home_phone, + recipient_extension: f.r.extension, + recipient_notes: f.r.notes, + recipient_recipient_id: f.r.recipient_id, + })) + .where((f, fns) => fns.eq(f.e.id, 137)) + .build(); + const suppliers = sql.public.suppliers + .select(...supplierColumns) + .orderBy('id') + .limit(50) + .offset(0) + .build(); + const supplierById = sql.public.suppliers + .select(...supplierColumns) + .where((f, fns) => fns.eq(f.id, 631)) + .limit(1) + .build(); + const products = sql.public.products + .select(...productColumns) + .orderBy('id') + .limit(50) + .offset(0) + .build(); + const productWithSupplier = sql.public.products + .outerLeftJoin(sql.public.suppliers, (f, fns) => fns.eq(f.products.supplier_id, f.suppliers.id)) + .select((f) => ({ + id: f.products.id, + name: f.products.name, + qt_per_unit: f.products.qt_per_unit, + unit_price: f.products.unit_price, + units_in_stock: f.products.units_in_stock, + units_on_order: f.products.units_on_order, + reorder_level: f.products.reorder_level, + discontinued: f.products.discontinued, + supplier_id: f.products.supplier_id, + supplier_id_s: f.suppliers.id, + supplier_company_name: f.suppliers.company_name, + supplier_contact_name: f.suppliers.contact_name, + supplier_contact_title: f.suppliers.contact_title, + supplier_address: f.suppliers.address, + supplier_city: f.suppliers.city, + supplier_region: f.suppliers.region, + supplier_postal_code: f.suppliers.postal_code, + supplier_country: f.suppliers.country, + supplier_phone: f.suppliers.phone, + })) + .where((f, fns) => fns.eq(f.products.id, 2874)) + .build(); + const searchProduct = sql.public.products + .select(...productColumns) + .where((f, fns) => + fns.raw`to_tsvector('english', ${f.name}) @@ to_tsquery('english', ${'ca:*'})`.returns( + 'pg/bool@1', + ), + ) + .build(); + const ordersWithDetails = sql.public.orders + .outerLeftJoin(sql.public.order_details, (f, fns) => + fns.eq(f.orders.id, f.order_details.order_id), + ) + .select((f, fns) => ({ + id: f.orders.id, + shipped_date: f.orders.shipped_date, + ship_name: f.orders.ship_name, + ship_city: f.orders.ship_city, + ship_country: f.orders.ship_country, + productsCount: fns.raw`(${fns.count(f.order_details.product_id)})::int`.returns('pg/int4@1'), + quantitySum: fns.raw`(${fns.sum(f.order_details.quantity)})::int`.returns('pg/int4@1'), + totalPrice: + fns.raw`(${fns.sum(fns.raw`${f.order_details.quantity} * ${f.order_details.unit_price}`.returns('pg/float8@1'))})::real`.returns( + 'pg/float4@1', + ), + })) + .groupBy((f) => f.orders.id) + .orderBy((f) => f.orders.id) + .limit(50) + .offset(750) + .build(); + const orderWithDetails = sql.public.orders + .outerLeftJoin(sql.public.order_details, (f, fns) => + fns.eq(f.orders.id, f.order_details.order_id), + ) + .select((f, fns) => ({ + id: f.orders.id, + shipped_date: f.orders.shipped_date, + ship_name: f.orders.ship_name, + ship_city: f.orders.ship_city, + ship_country: f.orders.ship_country, + productsCount: fns.raw`(${fns.count(f.order_details.product_id)})::int`.returns('pg/int4@1'), + quantitySum: fns.raw`(${fns.sum(f.order_details.quantity)})::int`.returns('pg/int4@1'), + totalPrice: + fns.raw`(${fns.sum(fns.raw`${f.order_details.quantity} * ${f.order_details.unit_price}`.returns('pg/float8@1'))})::real`.returns( + 'pg/float4@1', + ), + })) + .where((f, fns) => fns.eq(f.orders.id, 24601)) + .groupBy((f) => f.orders.id) + .orderBy((f) => f.orders.id) + .build(); + const orderWithDetailsAndProducts = sql.public.orders + .outerLeftJoin(sql.public.order_details, (f, fns) => + fns.eq(f.orders.id, f.order_details.order_id), + ) + .outerLeftJoin(sql.public.products, (f, fns) => + fns.eq(f.order_details.product_id, f.products.id), + ) + .select((f) => ({ + id: f.orders.id, + order_date: f.orders.order_date, + required_date: f.orders.required_date, + shipped_date: f.orders.shipped_date, + ship_via: f.orders.ship_via, + freight: f.orders.freight, + ship_name: f.orders.ship_name, + ship_city: f.orders.ship_city, + ship_region: f.orders.ship_region, + ship_postal_code: f.orders.ship_postal_code, + ship_country: f.orders.ship_country, + customer_id: f.orders.customer_id, + employee_id: f.orders.employee_id, + detail_unit_price: f.order_details.unit_price, + detail_quantity: f.order_details.quantity, + detail_discount: f.order_details.discount, + detail_order_id: f.order_details.order_id, + detail_product_id: f.order_details.product_id, + product_id_p: f.products.id, + product_name: f.products.name, + product_qt_per_unit: f.products.qt_per_unit, + product_unit_price: f.products.unit_price, + product_units_in_stock: f.products.units_in_stock, + product_units_on_order: f.products.units_on_order, + product_reorder_level: f.products.reorder_level, + product_discontinued: f.products.discontinued, + product_supplier_id: f.products.supplier_id, + })) + .where((f, fns) => fns.eq(f.orders.id, 24601)) + .build(); + return { + customers, + customerById, + searchCustomer, + employees, + employeeWithRecipient, + suppliers, + supplierById, + products, + productWithSupplier, + searchProduct, + ordersWithDetails, + orderWithDetails, + orderWithDetailsAndProducts, + orderWithDetailsAndProductsLarge: orderWithDetailsAndProducts, + }; +} diff --git a/test/bench/fixtures/northwind.json b/test/bench/fixtures/northwind.json new file mode 100644 index 000000000000..f80117cdd795 --- /dev/null +++ b/test/bench/fixtures/northwind.json @@ -0,0 +1,1423 @@ +{ + "schemaVersion": "1", + "targetFamily": "sql", + "target": "postgres", + "profileHash": "3916f444a8a17ad749191acf9e08dad97d1a327b88c2f1d45d12f240296aa8b2", + "roots": { + "customers": { + "model": "Customer", + "namespace": "public" + }, + "employees": { + "model": "Employee", + "namespace": "public" + }, + "order_details": { + "model": "Detail", + "namespace": "public" + }, + "orders": { + "model": "Order", + "namespace": "public" + }, + "products": { + "model": "Product", + "namespace": "public" + }, + "suppliers": { + "model": "Supplier", + "namespace": "public" + } + }, + "domain": { + "namespaces": { + "public": { + "models": { + "Customer": { + "fields": { + "address": { + "nullable": false, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "city": { + "nullable": false, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "company_name": { + "nullable": false, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "contact_name": { + "nullable": false, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "contact_title": { + "nullable": false, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "country": { + "nullable": false, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "fax": { + "nullable": true, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "id": { + "nullable": false, + "type": { + "codecId": "pg/int4@1", + "kind": "scalar" + } + }, + "phone": { + "nullable": false, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "postal_code": { + "nullable": true, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "region": { + "nullable": true, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + } + }, + "relations": { + "orders": { + "cardinality": "1:N", + "on": { + "localFields": ["id"], + "targetFields": ["customer_id"] + }, + "to": { + "model": "Order", + "namespace": "public" + } + } + }, + "storage": { + "fields": { + "address": { + "column": "address" + }, + "city": { + "column": "city" + }, + "company_name": { + "column": "company_name" + }, + "contact_name": { + "column": "contact_name" + }, + "contact_title": { + "column": "contact_title" + }, + "country": { + "column": "country" + }, + "fax": { + "column": "fax" + }, + "id": { + "column": "id" + }, + "phone": { + "column": "phone" + }, + "postal_code": { + "column": "postal_code" + }, + "region": { + "column": "region" + } + }, + "namespaceId": "public", + "table": "customers" + } + }, + "Detail": { + "fields": { + "discount": { + "nullable": false, + "type": { + "codecId": "pg/float8@1", + "kind": "scalar" + } + }, + "order_id": { + "nullable": false, + "type": { + "codecId": "pg/int4@1", + "kind": "scalar" + } + }, + "product_id": { + "nullable": false, + "type": { + "codecId": "pg/int4@1", + "kind": "scalar" + } + }, + "quantity": { + "nullable": false, + "type": { + "codecId": "pg/int4@1", + "kind": "scalar" + } + }, + "unit_price": { + "nullable": false, + "type": { + "codecId": "pg/float8@1", + "kind": "scalar" + } + } + }, + "relations": { + "order": { + "cardinality": "N:1", + "on": { + "localFields": ["order_id"], + "targetFields": ["id"] + }, + "to": { + "model": "Order", + "namespace": "public" + } + }, + "product": { + "cardinality": "N:1", + "on": { + "localFields": ["product_id"], + "targetFields": ["id"] + }, + "to": { + "model": "Product", + "namespace": "public" + } + } + }, + "storage": { + "fields": { + "discount": { + "column": "discount" + }, + "order_id": { + "column": "order_id" + }, + "product_id": { + "column": "product_id" + }, + "quantity": { + "column": "quantity" + }, + "unit_price": { + "column": "unit_price" + } + }, + "namespaceId": "public", + "table": "order_details" + } + }, + "Employee": { + "fields": { + "address": { + "nullable": false, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "birth_date": { + "nullable": false, + "type": { + "codecId": "pg/date-temporal@1", + "kind": "scalar" + } + }, + "city": { + "nullable": false, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "country": { + "nullable": false, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "extension": { + "nullable": false, + "type": { + "codecId": "pg/int4@1", + "kind": "scalar" + } + }, + "first_name": { + "nullable": true, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "hire_date": { + "nullable": false, + "type": { + "codecId": "pg/date-temporal@1", + "kind": "scalar" + } + }, + "home_phone": { + "nullable": false, + "type": { + "codecId": "pg/text@1", + "kind": "scalar" + } + }, + "id": { + "nullable": false, 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