| """Synthetic corpus for the loop taxonomy — template x slot generation, labels |
| by construction, plus hand-written boundary items and continuation forms. |
| |
| Built against docs/components/loop-taxonomy.md's entry criteria. Template bias |
| is the known limitation (recorded in the corpus README); slot pools span the |
| personal-assistant life domains: finances, home, devices, travel, health, |
| wardrobe, work/software, family/social, admin, learning, food. |
| """ |
| import json |
| import random |
|
|
| rng = random.Random(7) |
|
|
| SLOTS = { |
| "thing": ["dishwasher", "washing machine", "dryer", "car", "bike", "gateway", "home server", |
| "laptop", "phone", "wifi", "router", "coffee machine", "water heater", "printer", |
| "door lock", "thermostat", "robot vacuum", "car charger", "monitor", "keyboard"], |
| "bad": ["making a grinding noise", "running really slow", "restarting every few hours", |
| "draining battery fast", "overheating", "randomly disconnecting", "freezing up", |
| "not charging", "leaking", "showing wrong numbers", "flapping on and off", |
| "categorizing things wrong", "running way hotter than usual"], |
| "metric": ["food spend", "electricity bill", "internet bill", "health score", "sleep score", |
| "screen time", "subscription spend", "grocery spend"], |
| "skill": ["Spanish", "guitar", "chess", "cooking", "Python", "drawing", "swimming", |
| "Portuguese", "piano", "photography", "French", "rock climbing"], |
| "standing": ["food budget", "monthly budget", "sleep", "workouts", "investments", |
| "wardrobe", "home maintenance", "savings rate", "screen time"], |
| "person": ["mom", "Priya", "dad", "Anita", "my brother", "Sam", "grandma", "Ravi"], |
| "event": ["dinner", "anniversary dinner", "team offsite", "birthday party", "family lunch", |
| "climbing session", "coffee catch-up", "housewarming", "weekend trip", "date night"], |
| "procedure": ["passport", "driver's license", "car registration", "gym membership", |
| "insurance claim", "expense report", "utility account", "travel visa", |
| "health insurance", "apartment lease", "professional license", |
| "tax filing", "student loan deferment", "parking ticket", |
| "airline refund", "electricity connection"], |
| "artifact": ["cover letter for the Stripe job", "wedding speech", "resignation letter", |
| "meal plan for next week", "training plan for a 10k", "packing list for Japan", |
| "gift ideas for mom's 60th", "budget spreadsheet", "spending dashboard", |
| "script that renames my photo files", "announcement post for the move", |
| "toast for my sister's wedding", "README for my side project"], |
| "topic": ["EV leasing vs buying", "creatine", "standing desks", "moving to Lisbon", |
| "index funds vs robo-advisors", "sleep trackers", "heat pumps", "prenatal vitamins", |
| "noise-cancelling headphones", "heat pump vs solar for our house"], |
| "consumable": ["laundry detergent", "coffee beans", "printer paper", "dog food", |
| "olive oil", "dishwasher tablets", "protein powder", "AA batteries"], |
| "purchase": ["USB-C dock", "replacement filter for the water purifier", "running shoes", |
| "a blender", "a monitor arm", "an air purifier", "a winter jacket", "a standing desk"], |
| "domain": ["budget", "wardrobe", "home setup", "health stats", "reading list", "kitchen"], |
| "situation": ["the move", "this job", "my friendship with Sam", "how the year is going", |
| "my parents getting older", "being so busy lately", "the promotion I didn't get"], |
| "emergency": ["my flight was just cancelled and I fly tomorrow morning", |
| "the hotel just called and cancelled our booking for tonight", |
| "my meeting got moved to right now and I'm not ready", |
| "the washing machine is spilling water on the floor", |
| "I locked myself out and the stove is on", |
| "my phone just broke and it's my only alarm for the early flight", |
| "the bathroom is flooding", "I think I lost my wallet in Lisbon", |
| "the power just went out and the freezer is full", |
| "I'm about to miss the visa filing deadline", |
| "my laptop just died and the presentation is in two hours", |
| "the car won't start and I have a hospital appointment in an hour", |
| "I burned my hand and I'm home alone"], |
| "price": ["don't spend more than $80", "keep it under $30", "whatever's cheapest", |
| "quality over price", "mid-range is fine"], |
| "when": ["tomorrow", "this weekend", "Sunday", "next Tuesday", "tonight", "Saturday morning"], |
| } |
|
|
| T = { |
| "diagnose": [ |
| "why is my {thing} {bad}?", "my {thing} keeps {bad} — any idea what's going on?", |
| "any idea why the {thing} is {bad}?", "my {thing} started {bad} after the update — why?", |
| "something's off with my {thing}, it {bad}", "why did my {metric} jump this month?", |
| "my {thing} has been {bad} since yesterday, figure out why", |
| "what's wrong with my {thing}? it's {bad}", "why is the {thing} {bad} again?", |
| "help me figure out why my {thing} is {bad}", "my {thing} is {bad}, what's causing that?", |
| "my {metric} doesn't make sense this month — why?", |
| "why does my {thing} get {bad} only in the evening?", |
| "the {thing} {bad} whenever I run the dishwasher — what is that?", |
| "diagnose my {thing} — it's {bad}", "any clue why {thing} keeps {bad}?", |
| "why is my {thing} {bad} all of a sudden?", |
| "trace down why the {thing} is {bad}", |
| ], |
| "execute": [ |
| "renew my {procedure}", "file the {procedure} claim", "submit my {procedure}", |
| "cancel my {procedure}", "update my address on the {procedure}", |
| "apply for the {procedure}", "get the {procedure} sorted", "handle the {procedure} for me", |
| "i need to renew my {procedure} before it expires", |
| "start the {procedure} process", "complete the {procedure} paperwork", |
| "file a dispute on that charge on my card", |
| "do my taxes this year", "submit the warranty claim for the {thing}", |
| "get my {procedure} reissued", "transfer the {procedure} to my name", |
| "appeal the parking ticket", "get the rebate claim submitted", |
| ], |
| "make": [ |
| "write my {artifact}", "draft a {artifact}", "can you make a {artifact} for me", |
| "put together a {artifact}", "i need a {artifact}", "build me a {artifact}", |
| "write the {artifact}", "help me write my {artifact}", |
| "create a {artifact}", "can you draft the {artifact}?", |
| "make me a {artifact}", "i want a {artifact} — make it good", |
| "write up a {artifact}", "produce the {artifact} from my notes", |
| "turn my notes into a {artifact}", |
| ], |
| "research": [ |
| "look into {topic} for me", "i want to understand {topic} properly", |
| "compare {topic}", "what should i know before deciding on {topic}?", |
| "is the stuff about {topic} actually true?", "dig into {topic} and tell me what matters", |
| "what does the research say about {topic}?", |
| "help me decide — {topic}", "research {topic}", |
| "give me a proper analysis of {topic}", "what are the tradeoffs with {topic}?", |
| "find out what the options are for {topic}", |
| "i keep hearing about {topic} — sort out what's real", |
| "work out whether {topic} makes sense for us", |
| ], |
| "learn": [ |
| "teach me {skill}", "help me learn {skill}", "i want to get better at {skill}", |
| "give me a practice routine for {skill}", "start teaching me {skill}", |
| "quiz me on {skill} every day this week", "work with me on my {skill} a few times a week", |
| "i want to learn {skill}", "help me practice {skill}", |
| "get me from zero to conversational in {skill}", |
| "be my {skill} tutor", "walk me through {skill} day by day", |
| "set up a study plan so i actually learn {skill}", |
| ], |
| "tend": [ |
| "how are we doing on the {standing}?", "review my {standing} this month", |
| "check on the {standing}", "anything i should adjust in my {standing}?", |
| "how's the {standing} tracking?", "go over my {standing} trend with me", |
| "what needs attention in my {domain}?", "keep an eye on my {standing}", |
| "quarterly check on my {standing}", "review the {domain} and tell me what's drifting", |
| "is everything on track with the {standing}?", |
| "do a walkthrough of my {domain} and flag anything off", |
| "how am i doing against my {standing} goals?", |
| "time for the {standing} check-in", |
| ], |
| "companion": [ |
| "i've been feeling {emotion} about {situation}", |
| "i don't know what to do about {situation}", "help me think through how i feel about {situation}", |
| "i'm stressed about {situation}", "can we talk about {situation}? it's been weighing on me", |
| "i keep going back and forth on {situation} and it's exhausting", |
| "i need to vent about {situation}", "i'm anxious about {situation} — talk me through it", |
| "i feel stuck with {situation}", "i can't stop overthinking {situation}", |
| "i've been down about {situation} lately", "can i talk through {situation} with you?", |
| ], |
| "react": [ |
| "{emergency}", "{emergency} — what do i do?", |
| "{emergency}. help.", "quick — {emergency}", "sos: {emergency}", |
| "{emergency}, and i need to act fast", |
| ], |
| "arrange": [ |
| "book me a table for {n} at a good {cuisine} place {when}", |
| "schedule {event} with {person} {when}", "set up a {provider} appointment", |
| "plan {event} for {person}", "arrange a {provider} visit", |
| "find me a {provider} and get me in this week", |
| "coordinate {event} — {price}", |
| "get {event} on the calendar", "book the {event}", |
| "sort out {event} for {when}", "make a reservation for {event} {when}", |
| ], |
| "acquire": [ |
| "order more {consumable}", "we're out of {consumable} — order some", |
| "buy me {purchase}", "get me a replacement {thing}", |
| "restock the {consumable}", "order a new {thing}, the old one broke", |
| "find and order {purchase}", "buy {purchase} — {price}", |
| "pick up {consumable} this week", "reorder my usual {consumable}", |
| "order {consumable} — {price}", |
| ], |
| "conversation": [ |
| "how much did i spend on {category} last month?", |
| "what's on my calendar {when}?", "remind me to {micro} {when}", |
| "what did we decide about {decision}?", "what was {person}'s number again?", |
| "when did i last {did}?", "what's the weather looking like {when}?", |
| "how many {unit} did i log this week?", "did i already {did}?", |
| "what's my {category} total so far?", "where did i save the {doc}?", |
| ], |
| } |
|
|
| EXTRA = { |
| "n": ["2", "3", "4", "6"], |
| "cuisine": ["Italian", "Peruvian", "Thai", "Japanese", "Indian"], |
| "provider": ["dentist", "GP", "haircut", "physio", "cleaner", "electrician", "vet"], |
| "category": ["food", "transport", "subscriptions", "health", "shopping"], |
| "micro": ["take my vitamins", "call the bank", "water the plants", "check the mail", "stretch"], |
| "decision": ["the kitchen reno", "the Lisbon trip", "the car", "the apartment"], |
| "did": ["backed up the photos", "refilled the water filter", "renewed the domain", |
| "cleaned the coffee machine"], |
| "unit": ["steps", "workouts", "pages", "kilometers"], |
| "doc": ["lease", "insurance policy", "tax folder", "car manual"], |
| "emotion": ["anxious", "sad", "frustrated", "lonely", "overwhelmed", "burnt out", "uneasy"], |
| } |
|
|
| FOLLOWUPS = { |
| "diagnose": ["why?", "dig deeper", "so what's actually causing it?", "keep going", |
| "check the logs then", "what else could it be?"], |
| "research": ["go deeper on that", "what about the costs?", "find more sources", |
| "which one wins in the end?", "keep going"], |
| "make": ["make it shorter", "do it", "add a section on pricing", "version 2 please", |
| "tweak the tone — warmer"], |
| "arrange": ["yes, book it", "make it cheaper", "for 6 instead", "do it", "book the second one"], |
| "acquire": ["order it", "the cheaper one", "yes go ahead", "do it"], |
| "execute": ["do it", "continue", "what's next?", "yes, go ahead"], |
| "tend": ["what should i change?", "keep going", "flag anything else?"], |
| "learn": ["continue", "quiz me", "next lesson", "again from the top"], |
| "companion": ["keep going", "i think you're right — go on", "that helps, continue"], |
| "react": ["ok what do i do first?", "it's getting worse", "go", "help me now"], |
| "conversation": ["continue", "and?", "why?", "what else?"], |
| } |
|
|
| |
| HARD = [ |
| ("diagnose", "why is my food spend double what it usually is?"), |
| ("diagnose", "the categorization in my finance app has been wrong since Tuesday — why?"), |
| ("diagnose", "why does my budget keep going negative in week three?"), |
| ("diagnose", "my sleep score dropped off a cliff this month, what changed?"), |
| ("diagnose", "why do my weekend runs feel so much harder than the weekday ones?"), |
| ("diagnose", "why is the answer I get from the finance engine wrong for March?"), |
| ("execute", "what do I need for renewing my passport?"), |
| ("execute", "i've got the appointment — take me through the visa application"), |
| ("execute", "walk me through filing the insurance claim step by step"), |
| ("execute", "start the expense report, I'll send receipts as I find them"), |
| ("execute", "the council form is open on my laptop, let's fill it out"), |
| ("make", "make me a summary of what the literature says about creatine"), |
| ("make", "write down what the options are for moving to Lisbon"), |
| ("make", "draft the analysis of our spending for the month"), |
| ("make", "put my findings about the heat pumps into a document"), |
| ("tend", "how much did I spend on food last month?"), |
| ("tend", "what's left on the renovation budget?"), |
| ("tend", "what are my biggest spending categories?"), |
| ("learn", "explain how compound interest works, in depth"), |
| ("learn", "teach me about Portuguese history — a proper course, over the next weeks"), |
| ("companion", "i hate my job"), |
| ("companion", "work was rough today"), |
| ("companion", "i don't know what to do about my job"), |
| ("react", "urgent: we fly Saturday and the hotel says they lost the booking"), |
| ("react", "renew my passport — I fly in three weeks"), |
| ("arrange", "is Bali worth visiting in December?"), |
| ("arrange", "where should I stay in Lisbon?"), |
| ("acquire", "lease me an EV — find the best deal and sign me up"), |
| ("acquire", "compare the top three EV lease deals and pick one, then get it"), |
| ("conversation", "explain how TLS works"), |
| ("conversation", "what's the capital of Peru?"), |
| ("conversation", "remind me to renew my passport in June"), |
| ("conversation", "set an alarm for 6:40 tomorrow"), |
| ("conversation", "can you book me time to think about this? — no really, just reminding myself"), |
| ("research", "should I switch to a MacBook?"), |
| ("research", "what's the best mattress for back pain? actually compare a few for me properly"), |
| ] |
|
|
|
|
| def fill(tpl): |
| out = tpl |
| for k, v in SLOTS.items(): |
| if "{" + k + "}" in out: |
| out = out.replace("{" + k + "}", rng.choice(v)) |
| for k, v in EXTRA.items(): |
| if "{" + k + "}" in out: |
| out = out.replace("{" + k + "}", rng.choice(v)) |
| return out |
|
|
|
|
| def main(): |
| counts = {"diagnose": 320, "execute": 320, "make": 320, "research": 300, "learn": 260, |
| "tend": 320, "companion": 260, "react": 220, "arrange": 200, "acquire": 280, |
| "conversation": 340} |
| items, seen = [], set() |
|
|
| def add(state, label, src="synth"): |
| key = state.lower()[:200] |
| if key in seen: |
| return False |
| seen.add(key) |
| items.append({"state": state, "label": label, "src": src, |
| "id": f"syn-{label}-{len(items)}"}) |
| return True |
|
|
| for shape, n in counts.items(): |
| made, guard = 0, 0 |
| while made < n and guard < n * 80: |
| guard += 1 |
| if add(fill(rng.choice(T[shape])), shape): |
| made += 1 |
| |
| cmade, cguard = 0, 0 |
| ctarget = min(int(n * 0.18), 55) |
| while cmade < ctarget and cguard < ctarget * 60: |
| cguard += 1 |
| priors = [i["state"] for i in items if i["label"] == shape and "\n" not in i["state"]] |
| if not priors: |
| break |
| prior = rng.choice(priors) |
| fu = rng.choice(FOLLOWUPS[shape]) |
| if add(f"Earlier request: {prior}\nNew request: {fu}", shape, "synth-cont"): |
| cmade += 1 |
| print(f"{shape:<13} {made} + {cmade} cont") |
|
|
| hard_added = 0 |
| for shape, text in HARD: |
| if add(text, shape, "hard"): |
| hard_added += 1 |
| print(f"hard items: {hard_added}") |
|
|
| with open("corpus/synthetic.jsonl", "w") as fh: |
| for it in items: |
| fh.write(json.dumps(it) + "\n") |
| print(f"total synthetic: {len(items)}") |
|
|
|
|
| main() |
|
|
