import { mkdir, writeFile } from "node:fs/promises"; const PUBLIC_SEED = 20261015; const publicWorkflows = [ ["ticket-pipeline", "Triage, assign, resolve, and audit a support-ticket queue"], ["invoice-batch", "Validate, approve, post, and reconcile an invoice batch"], ["inventory-reconciliation", "Count, compare, adjust, and sign off warehouse inventory"], ["onboarding-checklist", "Provision, verify, and hand off a new employee account"], ["data-migration", "Extract, transform, load, and validate a data partition"], ["scheduling", "Collect constraints, reserve slots, and confirm a service schedule"], ]; // Held-out split uses different workflow names and descriptions so prompts differ. const hiddenWorkflows = [ ["vendor-onboarding", "Collect documents, verify details, provision access, and sign off a new vendor"], ["claims-adjudication", "Open, review, pay, and audit an insurance-claim queue"], ["fleet-maintenance", "Inspect, schedule, repair, and release a delivery-vehicle fleet"], ["month-end-close", "Gather entries, reconcile balances, approve, and lock a ledger period"], ["schema-migration", "Snapshot, transform, apply, and verify a schema change set"], ["crew-rostering", "Collect availability, assign shifts, and publish a crew roster"], ]; const promptTemplates = [ (description, length) => [ `${description} through ${length} dependent operations.`, "Call advance for each numbered step in order, passing the exact token returned by the previous successful step.", "Retry a transient failure. If rollback is required, call rollback with the checkpoint step and token from the error, then retry the failed step.", "Stop only after advance reports complete: true. Never guess a token or skip a step.", ].join(" "), (description, length) => [ `Work the job "${description}" as ${length} sequential dependent operations.`, "Each advance call takes the step number and the exact token returned by the previous successful step.", "A transient fault clears on an exact retry with the same token. A rollback fault must be acknowledged: call rollback with the checkpoint step and token named in the error, then retry the failed step.", "Finish only after the last advance reports complete: true. Tokens cannot be guessed and steps cannot be skipped.", ].join(" "), ]; const lengths = [25, 50, 75, 100]; function option(name) { const index = process.argv.indexOf(name); return index === -1 ? undefined : process.argv[index + 1]; } const split = option("--split") ?? "public"; const seedOption = option("--seed"); if (!new Set(["public", "hidden"]).has(split)) throw new Error("--split must be public or hidden"); // The hidden split has no committed default seed: pass --seed and keep it unpublished. if (split === "hidden" && seedOption === undefined) { throw new Error("hidden split needs an explicit --seed you keep unpublished (never the public seed)"); } const seed = Number(seedOption ?? PUBLIC_SEED); if (!Number.isInteger(seed) || seed < 0) throw new Error("--seed must be a non-negative integer"); if (split === "hidden" && seed === PUBLIC_SEED) throw new Error("hidden split must not reuse the public seed"); function randomFor(value) { let state = value >>> 0; return () => { state += 0x6d2b79f5; let result = state; result = Math.imul(result ^ (result >>> 15), result | 1); result ^= result + Math.imul(result ^ (result >>> 7), result | 61); return ((result ^ (result >>> 14)) >>> 0) / 4294967296; }; } // Must stay in sync with tokenAfter in src/benchmark.ts. function tokenAfter(previous, workflow, seed, step) { let hash = 2166136261; for (const character of `${previous}|${workflow}|${seed}|${step}`) { hash = Math.imul(hash ^ character.charCodeAt(0), 16777619); } return `${workflow}:${step}:${(hash >>> 0).toString(16).padStart(8, "0")}`; } function failuresFor(length, taskSeed, splitName) { const random = randomFor(taskSeed); const candidates = Array.from({ length: length - 6 }, (_, index) => index + 4); for (let index = candidates.length - 1; index > 0; index--) { const other = Math.floor(random() * (index + 1)); [candidates[index], candidates[other]] = [candidates[other], candidates[index]]; } // Hidden counts vary with the seed so fault structure differs from the public split. const count = splitName === "hidden" ? Math.min(4, 2 + Math.floor(random() * (length / 25))) : length === 25 ? 2 : length < 100 ? 3 : 4; return candidates.slice(0, count).sort((a, b) => a - b).map((step, index) => ({ step, kind: index === count - 1 ? "rollback" : "transient", })); } const hidden = split === "hidden"; const workflows = hidden ? hiddenWorkflows : publicWorkflows; const template = hidden ? promptTemplates[1] : promptTemplates[0]; const cells = workflows.flatMap(([workflow, description], workflowIndex) => lengths.map((length, lengthIndex) => ({ workflow, description, workflowIndex, length, lengthIndex }))); if (hidden) { // Seed also drives the order the hidden tasks appear in. const random = randomFor(seed); for (let index = cells.length - 1; index > 0; index--) { const other = Math.floor(random() * (index + 1)); [cells[index], cells[other]] = [cells[other], cells[index]]; } } const tasks = cells.map(({ workflow, description, workflowIndex, length, lengthIndex }) => { const taskSeed = seed + workflowIndex * 1009 + lengthIndex * 97; let terminalToken = `${workflow}:${taskSeed}:start`; for (let step = 1; step <= length; step++) terminalToken = tokenAfter(terminalToken, workflow, taskSeed, step); return { id: `${hidden ? "hs-" : ""}${workflow}-${length}`, kind: "episode", prompt: template(description, length), input: { workflow, length, initialToken: `${workflow}:${taskSeed}:start` }, expected: { completedSteps: length, terminalToken }, metadata: { seed: taskSeed, split, workflow, length, failures: failuresFor(length, taskSeed, split) }, }; }); const output = hidden ? ".hidden/tasks.jsonl" : "data/tasks.jsonl"; await mkdir(hidden ? ".hidden" : "data", { recursive: true }); await writeFile(output, `${tasks.map((task) => JSON.stringify(task)).join("\n")}\n`); console.log(`generated ${tasks.length} ${split} tasks in ${output} with seed ${seed}`);