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feat(schema): benchmark against ata-validator, Ajv and Zod
This commit is contained in:
parent
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commit
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10 changed files with 652 additions and 53 deletions
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@ -1,5 +1,6 @@
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// Runs every benchmark, each in its own process, and writes the results as JSON next to the printed tables.
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// Speed runs twice: normally and with code generation from strings disabled, as under a strict CSP.
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// The children run with ATA_NO_NATIVE=1 (see candidates.ts).
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// Run: npm run bench [-- --out <file>] (default: pi-schema-bench-results.json in the temp directory)
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import { execFileSync } from "node:child_process";
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@ -28,7 +29,10 @@ const results: Record<string, unknown> = {
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for (const [key, file, flags] of runs) {
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const json = join(tmpdir(), `pi-schema-bench-${key}.json`);
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console.log(`\n## ${key}${flags.length > 0 ? ` (${flags.join(" ")})` : ""}\n`);
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execFileSync(process.execPath, [...flags, join(dir, file), "--json", json], { stdio: "inherit" });
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execFileSync(process.execPath, [...flags, join(dir, file), "--json", json], {
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stdio: "inherit",
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env: { ...process.env, ATA_NO_NATIVE: "1" },
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});
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results[key] = JSON.parse(readFileSync(json, "utf8"));
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rmSync(json);
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}
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@ -1,18 +1,28 @@
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// The validators the benchmarks compare, each behind the same interface: compile a schema, then check values.
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// Every library is used through its fastest boolean path and keeps the object it returns, as an application would.
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// Run the benchmarks through `npm run bench`, which sets ATA_NO_NATIVE=1: ata-validator's optional native addon only
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// serves its buffer APIs, and the verdicts measured here are JavaScript either way.
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import { Validator as CfValidator } from "@cfworker/json-schema";
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import { fromJsonSchema } from "@oh-my-pi/omptype";
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import Ajv7Module from "ajv";
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import Ajv2020Module from "ajv/dist/2020.js";
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import draft07MetaSchema from "ajv/dist/refs/json-schema-draft-07.json" with { type: "json" };
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import addFormatsModule from "ajv-formats";
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import { Validator as AtaValidator } from "ata-validator";
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import { Compile } from "typebox/compile";
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import { ResetExternal, ResetFunctions } from "typebox/schema";
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import { Settings } from "typebox/system";
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import { compile, type FormatCheck, type JsonSchema } from "../../src/index.ts";
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import { nativeCases, nativeZod, zodFromJsonSchema } from "./zod.ts";
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/** How a benchmark compiles a schema. */
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export interface PrepareOptions {
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readonly draft: "2020-12" | "7";
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readonly schemas?: Readonly<Record<string, JsonSchema>>;
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readonly formats?: Readonly<Record<string, FormatCheck>>;
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/** The schema is a JSON-Schema-Test-Suite schema (for libraries that take native schemas otherwise). */
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readonly suite?: boolean;
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}
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/** A compiled schema: its boolean check and the object the library returned (kept alive by the caller). */
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@ -92,8 +102,102 @@ const omptype: Candidate = {
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},
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};
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// Ajv's CommonJS modules export the class as module.exports and as `default`; the latter is what its types describe.
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const Ajv2020 = Ajv2020Module.default;
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const Ajv7 = Ajv7Module.default;
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const addFormats = addFormatsModule.default;
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type AjvInstance = InstanceType<typeof Ajv2020>;
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// One Ajv per draft, as an application keeps it. Ajv2020 also gets the draft-07 meta-schema, so tool schemas that
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// declare draft-07 compile. strict: false so schemas written for other tools compile; logger: false keeps Ajv from
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// printing generated code when compiling fails without eval.
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function newAjv(draft: "2020-12" | "7", formats: boolean): AjvInstance {
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const options = { strict: false, validateFormats: formats, logger: false as const };
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const ajv = draft === "7" ? new Ajv7(options) : new Ajv2020(options);
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if (draft !== "7") ajv.addMetaSchema(draft07MetaSchema);
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if (formats) addFormats(ajv);
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return ajv;
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}
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const sharedAjv = new Map<string, AjvInstance>();
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// Ajv compiles with new Function and has no interpreter: without eval, compile() throws EvalError.
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const ajv: Candidate = {
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name: noEval ? "ajv (no eval: fails)" : "ajv",
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prepare(schema, options) {
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let instance: AjvInstance;
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if (options.schemas === undefined) {
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const key = `${options.draft} ${options.formats !== undefined}`;
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instance = sharedAjv.get(key) ?? newAjv(options.draft, options.formats !== undefined);
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sharedAjv.set(key, instance);
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} else {
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// The suite reuses $ids across groups, which one shared instance would reject: a fresh one per schema.
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instance = newAjv(options.draft, options.formats !== undefined);
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for (const [uri, remote] of Object.entries(options.schemas)) {
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// Ajv ships its own meta-schemas; adding them again under the same id throws.
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if (instance.getSchema(uri) === undefined) {
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try {
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instance.addSchema(remote as object, uri);
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} catch {
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// A remote whose $id Ajv already registered under another key.
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}
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}
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}
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}
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const validator = instance.compile(schema as object);
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return { check: (v) => validator(v) as boolean, validator };
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},
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};
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// ata-validator: its defaults fill `default` values into the input and assert `format`; both are turned off to match
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// the other candidates (format checks only in the format run, with its own checks). It reads the draft only from
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// $schema, so a draft 7 schema without one gets it declared.
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function ataValidator(schema: JsonSchema, options: PrepareOptions, engine: "interpreter" | undefined) {
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const declared =
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options.draft === "7" && typeof schema === "object" && !("$schema" in schema)
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? { $schema: "http://json-schema.org/draft-07/schema#", ...schema }
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: schema;
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return new AtaValidator(declared, {
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useDefaults: false,
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assertFormat: options.formats !== undefined,
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schemas: (options.schemas ?? {}) as Record<string, object>,
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logger: false,
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...(engine === undefined ? {} : { engine }),
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});
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}
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// Generated code, or its interpreted engine where code generation is blocked.
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const ata: Candidate = {
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name: noEval ? "ata (no eval: interpreter)" : "ata",
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prepare(schema, options) {
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const validator = ataValidator(schema, options, undefined);
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return { check: (v) => validator.isValidObject(v), validator };
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},
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};
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// Its eval-free engine, a tree of closures, chosen explicitly: what it runs on for schemas from outside.
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const ataInterpreter: Candidate = {
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name: "ata interpreter",
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prepare(schema, options) {
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const validator = ataValidator(schema, options, "interpreter");
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return { check: (v) => validator.isValidObject(v), validator };
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},
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};
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// Zod: native Zod schemas for the speed cases and the corpus, z.fromJSONSchema only for the suite. Its object parser
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// generates code with new Function when it can and parses without it otherwise; safeParse is its boolean path.
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const zod: Candidate = {
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name: noEval ? "zod (no eval: no JIT)" : "zod",
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prepare(schema, options) {
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const validator = options.suite
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? zodFromJsonSchema(schema, options.draft)
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: (nativeCases.get(schema) ?? nativeZod(schema as Record<string, unknown>));
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return { check: (v) => validator.safeParse(v).success, validator };
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},
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};
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/** Every candidate, ours first. */
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export const candidates: readonly Candidate[] = [piSchema, typebox, cfworker, omptype];
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export const candidates: readonly Candidate[] = [piSchema, typebox, ajv, ata, ataInterpreter, zod, cfworker, omptype];
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/** Candidates by name, including TypeBox's interpreter (what TypeBox runs when eval is unavailable). */
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export const byName: ReadonlyMap<string, Candidate> = new Map(
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// Conformance of every candidate on the vendored JSON-Schema-Test-Suite (drafts 2020-12 and 7), by section:
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// core, optional and optional/format. Every candidate gets the remote documents and meta-schemas; format tests run
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// with pi-schema's format checks (the other libraries check formats on their own or not at all).
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// with pi-schema's format checks (the other libraries check formats on their own or not at all). Zod goes through
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// z.fromJSONSchema, which refuses some keywords and every remote $ref: a schema it refuses fails all its tests.
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// Run: node test/bench/conformance.ts [--json <file>]
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import { writeFileSync } from "node:fs";
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@ -29,6 +30,7 @@ for (const file of suiteFiles()) {
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draft: file.draft,
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schemas: suiteSchemas(),
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formats: kind === "format" ? formats : undefined,
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suite: true,
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}).check;
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} catch {
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continue; // A schema the library cannot compile fails all its tests.
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@ -1,4 +1,5 @@
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// Bundle size of what a validator needs from each library: esbuild bundles and minifies the import, then gzip -9.
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// Bundle size of what a validator needs from each library, as a browser app ships it: esbuild bundles and minifies the
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// import for the browser platform (one file, no code splitting), then gzip -9.
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// Run: node test/bench/size.ts [--json <file>]
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import { writeFileSync } from "node:fs";
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@ -12,6 +13,13 @@ const entries: Record<string, string> = {
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"pi-schema + formats": `export { compile } from ${JSON.stringify(`${src}index.ts`)}; export { formats } from ${JSON.stringify(`${src}formats/index.ts`)};`,
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typebox: `export { Compile } from "typebox/compile";`,
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cfworker: `export { Validator } from "@cfworker/json-schema";`,
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ajv: `export { default } from "ajv/dist/2020.js";`,
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"ajv + ajv-formats": `export { default } from "ajv/dist/2020.js"; export { default as addFormats } from "ajv-formats";`,
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"ata-validator": `export { Validator } from "ata-validator";`,
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// Zod's documented `import * as z` (a named `{ z }` import keeps every locale, about 90 KB gzipped). Its core with
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// native schemas, and with z.fromJSONSchema for JSON Schema.
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zod: `import * as z from "zod"; export const check = (v: unknown) => z.object({ a: z.string() }).safeParse(v).success;`,
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"zod + fromJSONSchema": `import * as z from "zod"; export const fromJSONSchema = z.fromJSONSchema;`,
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omptype: `export { fromJsonSchema } from "@oh-my-pi/omptype";`,
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};
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@ -25,8 +33,7 @@ for (const [name, contents] of Object.entries(entries)) {
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bundle: true,
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minify: true,
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format: "esm",
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platform: "neutral",
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mainFields: ["module", "main"],
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platform: "browser",
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write: false,
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logLevel: "silent",
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});
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@ -20,21 +20,37 @@ function median(values: number[]): number {
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return [...values].sort((a, b) => a - b)[values.length >> 1];
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}
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/** Median ns per check, by case name, input ("valid"/"invalid") and candidate name. */
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export type SpeedResults = Record<string, Record<"valid" | "invalid", Record<string, number>>>;
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/**
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* Median ns per check, by case name, input ("valid"/"invalid") and candidate name; null where the candidate cannot
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* compile the schema (Ajv without eval).
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*/
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export type SpeedResults = Record<string, Record<"valid" | "invalid", Record<string, number | null>>>;
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const results: SpeedResults = {};
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for (const c of cases) {
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results[c.name] = { valid: {}, invalid: {} };
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for (const input of ["valid", "invalid"] as const) {
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const value = c[input];
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const runs = candidates.map((candidate) => {
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const { check } = candidate.prepare(c.schema, { draft: "2020-12" });
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const runs: {
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candidate: (typeof candidates)[number];
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check: (v: unknown) => boolean;
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n: number;
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samples: number[];
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}[] = [];
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for (const candidate of candidates) {
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let check: (v: unknown) => boolean;
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try {
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check = candidate.prepare(c.schema, { draft: "2020-12" }).check;
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} catch (error) {
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if (!(error instanceof EvalError)) throw error;
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results[c.name][input][candidate.name] = null;
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continue;
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}
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if (check(value) !== (input === "valid")) throw new Error(`${candidate.name} gets ${c.name} (${input}) wrong`);
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let n = 1000;
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while (time(check, value, n) * n < ROUND_MS * 1e6 && n < 1e8) n *= 2;
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return { candidate, check, n, samples: [] as number[] };
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});
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runs.push({ candidate, check, n, samples: [] });
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}
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for (let round = 0; round < ROUNDS; round++) {
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for (let i = 0; i < runs.length; i++) {
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const run = runs[(i + round) % runs.length];
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@ -57,6 +73,7 @@ const out = process.argv.indexOf("--json");
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if (out >= 0) writeFileSync(process.argv[out + 1], JSON.stringify(results, null, "\t"));
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if (sink < 0) console.log(sink);
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function format(ns: number): string {
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function format(ns: number | null): string {
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if (ns === null) return "fails";
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return ns >= 1000 ? `${(ns / 1000).toFixed(ns >= 10000 ? 0 : 1)} µs` : `${ns.toFixed(0)} ns`;
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}
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187
packages/schema/test/bench/zod.ts
Normal file
187
packages/schema/test/bench/zod.ts
Normal file
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@ -0,0 +1,187 @@
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// Zod in the comparison. Zod is not a JSON Schema validator: the speed cases are written here as the native Zod
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// schemas a developer would write (z.strictObject for closed objects, z.discriminatedUnion for tagged unions, z.lazy
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// for recursion), and the corpus schemas are built into the same native calls by `nativeZod`. Only the conformance run
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// goes through z.fromJSONSchema, Zod's (semi-experimental) JSON Schema import.
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import * as z from "zod";
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import type { JsonSchema } from "../../src/index.ts";
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import { cases } from "./cases.ts";
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const uuid = /^[0-9a-f]{8}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{12}$/;
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const block = z.discriminatedUnion("kind", [
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z.strictObject({ kind: z.literal("text"), text: z.string() }),
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z.strictObject({
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kind: z.literal("image"),
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src: z.string(),
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width: z.number().int().min(0),
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height: z.number().int().min(0),
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alt: z.string().optional(),
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}),
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z.strictObject({ kind: z.literal("code"), lang: z.enum(["ts", "js", "py"]), source: z.string() }),
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]);
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const id = z.number().int().min(0);
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const range = z.strictObject({ start: z.number().int().min(1), end: z.number().int().min(1) });
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const replace = z.strictObject({ oldText: z.string(), newText: z.string() });
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const lineEdit = z.strictObject({ range, text: z.string() });
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const richText = z.strictObject({
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type: z.enum(["text", "mention"]),
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content: z.string().max(2000),
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annotations: z.strictObject({ bold: z.boolean(), italic: z.boolean(), color: z.string() }).optional(),
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});
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type PageBlock = {
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type: "paragraph" | "heading_1" | "heading_2" | "bulleted_list_item" | "to_do";
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rich_text: z.infer<typeof richText>[];
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checked?: boolean;
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children?: PageBlock[];
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};
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const pageBlock: z.ZodType<PageBlock> = z.lazy(() =>
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z.strictObject({
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type: z.enum(["paragraph", "heading_1", "heading_2", "bulleted_list_item", "to_do"]),
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rich_text: z.array(richText),
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checked: z.boolean().optional(),
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children: z.array(pageBlock).optional(),
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}),
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);
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/** The speed cases as native Zod schemas, by case name (the JSON Schema cases in cases.ts, one for one). */
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const native: Record<string, z.ZodType> = {
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"small closed object": z.strictObject({ text: z.string() }),
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"nested object with tagged unions": z.strictObject({
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id: z.string().regex(uuid),
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title: z.string().min(1).max(200),
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tags: z.array(z.string()).max(16),
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author: z.strictObject({ name: z.string(), email: z.string().optional() }),
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blocks: z.array(block),
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score: z.number().min(0).max(1).optional(),
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draft: z.boolean().optional(),
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}),
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"message union of 5": z.discriminatedUnion("kind", [
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z.strictObject({
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kind: z.literal("hello"),
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protocol: z.number().int().min(0),
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incarnation: z.string().regex(uuid),
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calls: z.number().int().min(1),
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}),
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z.strictObject({
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kind: z.literal("hold"),
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hold: id,
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type: z.string(),
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version: z.number().int().min(1),
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fingerprint: z.string().regex(/^[0-9a-f]{16}$/),
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params: z.unknown(),
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address: z.strictObject({ kind: z.string(), params: z.unknown() }),
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chain: z.array(z.string().regex(uuid)).max(64).optional(),
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}),
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z.strictObject({ kind: z.literal("release"), hold: id }),
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z.strictObject({ kind: z.literal("call"), call: id, hold: id, method: id, args: z.unknown().optional() }),
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z.strictObject({ kind: z.literal("abort"), call: id }),
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]),
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"tool: read": z.object({ path: z.string(), offset: z.number().optional(), limit: z.number().optional() }),
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"tool: edit": z.object({ path: z.string(), edits: z.array(z.object({ oldText: z.string(), newText: z.string() })) }),
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"tool: bash": z.object({ command: z.string(), timeout: z.number().optional() }),
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"MCP create_issue (pattern, anyOf, enum)": z.strictObject({
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owner: z
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.string()
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.min(1)
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.regex(/^[A-Za-z0-9-]+$/),
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repo: z
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.string()
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.min(1)
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.regex(/^[A-Za-z0-9._-]+$/),
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title: z.string().min(1),
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body: z.string().optional(),
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labels: z.array(z.string()).optional(),
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assignees: z.array(z.string()).optional(),
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milestone: z.number().nullable().optional(),
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state: z.enum(["open", "closed"]).optional(),
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}),
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"MCP edit_file ($ref, anyOf)": z.strictObject({
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path: z.string().regex(/^(\/|\.\/|[A-Za-z]:\\)?[^\u0000]+$/),
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edits: z.array(z.union([replace, lineEdit])).min(1),
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||||
dryRun: z.boolean().optional(),
|
||||
}),
|
||||
"MCP create_page (recursive $ref, oneOf)": z.strictObject({
|
||||
parent: z.union([
|
||||
z.strictObject({ page_id: z.string().regex(uuid) }),
|
||||
z.strictObject({ database_id: z.string().regex(uuid) }),
|
||||
]),
|
||||
title: z.string().min(1),
|
||||
due: z
|
||||
.string()
|
||||
.regex(/^\d{4}-\d{2}-\d{2}$/)
|
||||
.optional(),
|
||||
children: z.array(pageBlock).max(100).optional(),
|
||||
}),
|
||||
};
|
||||
|
||||
/** The native Zod schema of each speed case's JSON Schema. */
|
||||
export const nativeCases: ReadonlyMap<JsonSchema, z.ZodType> = new Map(
|
||||
cases.map((c) => {
|
||||
const schema = native[c.name];
|
||||
if (schema === undefined) throw new Error(`No native Zod schema for the case ${c.name}`);
|
||||
return [c.schema, schema];
|
||||
}),
|
||||
);
|
||||
|
||||
type Json = Record<string, unknown>;
|
||||
|
||||
/**
|
||||
* The native Zod schema a developer would write for a corpus schema (corpus.ts): objects (closed ones strict),
|
||||
* strings with bounds, patterns and enums, bounded integers, numbers, booleans, string arrays, descriptions, and
|
||||
* $defs reused through their constant. Throws for any other shape.
|
||||
*/
|
||||
export function nativeZod(schema: Json, root: Json = schema): z.ZodType {
|
||||
if (typeof schema.$ref === "string") {
|
||||
const name = schema.$ref.replace("#/$defs/", "");
|
||||
return nativeZod((root.$defs as Record<string, Json>)[name], root);
|
||||
}
|
||||
const built = nativeType(schema, root);
|
||||
return typeof schema.description === "string" ? built.describe(schema.description) : built;
|
||||
}
|
||||
|
||||
function nativeType(schema: Json, root: Json): z.ZodType {
|
||||
switch (schema.type) {
|
||||
case "object": {
|
||||
const required = new Set(schema.required as string[]);
|
||||
const shape: Record<string, z.ZodType> = {};
|
||||
for (const [key, value] of Object.entries(schema.properties as Record<string, Json>)) {
|
||||
const property = nativeZod(value, root);
|
||||
shape[key] = required.has(key) ? property : property.optional();
|
||||
}
|
||||
return schema.additionalProperties === false ? z.strictObject(shape) : z.object(shape);
|
||||
}
|
||||
case "string": {
|
||||
if (Array.isArray(schema.enum)) return z.enum(schema.enum as [string, ...string[]]);
|
||||
let string = z.string();
|
||||
if (typeof schema.minLength === "number") string = string.min(schema.minLength);
|
||||
if (typeof schema.maxLength === "number") string = string.max(schema.maxLength);
|
||||
if (typeof schema.pattern === "string") string = string.regex(new RegExp(schema.pattern));
|
||||
return string;
|
||||
}
|
||||
case "integer":
|
||||
return z
|
||||
.number()
|
||||
.int()
|
||||
.min(schema.minimum as number)
|
||||
.max(schema.maximum as number);
|
||||
case "number":
|
||||
return z.number();
|
||||
case "boolean":
|
||||
return z.boolean();
|
||||
case "array":
|
||||
return z.array(z.string()).max(schema.maxItems as number);
|
||||
default:
|
||||
throw new Error(`No native Zod builder for ${JSON.stringify(schema).slice(0, 80)}`);
|
||||
}
|
||||
}
|
||||
|
||||
/** z.fromJSONSchema with the draft given; it accepts only local $refs, so remote documents are not passed. */
|
||||
export function zodFromJsonSchema(schema: JsonSchema, draft: "2020-12" | "7"): z.ZodType {
|
||||
return z.fromJSONSchema(schema as never, { defaultTarget: draft === "7" ? "draft-7" : "draft-2020-12" });
|
||||
}
|
||||
Loading…
Add table
Add a link
Reference in a new issue