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PlotWeaver Voice Agent — Dialogue Manager
==========================================
FSM for multi-turn Hausa conversations across 3 verticals.
State lives in Gradio session state (dict) — no Redis needed in the Space.
"""
from __future__ import annotations
from dataclasses import dataclass, field, asdict
from enum import Enum
from typing import Optional
class Vertical(str, Enum):
BANK = "bank"
TELECOM = "telecom"
ECOMMERCE = "ecommerce"
@dataclass
class DialogueState:
session_id: str
vertical: str
current_state: str = "greeting"
slots: dict = field(default_factory=dict)
turn_count: int = 0
escalate_to_human: bool = False
history: list = field(default_factory=list)
consecutive_unknowns: int = 0
state_before_fallback: Optional[str] = None
def to_dict(self):
return asdict(self)
@classmethod
def from_dict(cls, d):
return cls(**d) if d else None
SCENARIOS = {
"bank": {
"name": "PlotWeaver Bank",
"states": {
"greeting": {
"ha": "Sannu! Wannan shine mataimakin banki na PlotWeaver. Yaya zan taimake ka yau? Za ka iya ce 'duba ma'auni', 'toshe kati', ko 'canjin kuɗi'.",
"en": "Hello! This is the PlotWeaver banking assistant. How can I help you today? You can say 'check balance', 'block card', or 'transfer money'.",
"expects": "intent",
"transitions": {"check_balance": "ask_account_number", "block_card": "confirm_block_card", "transfer_money": "ask_recipient"},
},
"ask_account_number": {
"ha": "Don Allah ka faɗi lambobin ƙarshe huɗu na asusunka.",
"en": "Please say the last four digits of your account number.",
"expects": "digits",
"transitions": {"provide_digits": "return_balance"},
},
"return_balance": {
"ha": "Ma'aunin asusunka shine Naira dubu ɗari biyu da arba'in da biyar. Akwai wani abu?",
"en": "Your account balance is two hundred forty-five thousand Naira. Anything else?",
"expects": "yesno",
"transitions": {"yes": "greeting", "no": "exit"},
},
"confirm_block_card": {
"ha": "Don tabbatar, kana son toshe katinka? Ka ce 'i' ko 'a'a'.",
"en": "To confirm, you want to block your card? Say 'yes' or 'no'.",
"expects": "yesno",
"transitions": {"yes": "card_blocked", "no": "greeting"},
},
"card_blocked": {
"ha": "An toshe katinka. Sabon kati zai iso a cikin kwanaki uku zuwa biyar. Ana juya ka ga wakili don tabbatar.",
"en": "Your card is blocked. A new card will arrive in 3-5 days. Transferring you to an agent for confirmation.",
"expects": None, "terminal": True, "escalate": True,
},
"ask_recipient": {
"ha": "Zuwa wa kake son turawa? Ka faɗi sunan mai karɓa.",
"en": "Who do you want to transfer to? Say the recipient's name.",
"expects": "name",
"transitions": {"provide_name": "ask_amount"},
},
"ask_amount": {
"ha": "Nawa kake son turawa, a Naira?",
"en": "How much do you want to transfer, in Naira?",
"expects": "amount",
"transitions": {"provide_amount": "confirm_transfer"},
},
"confirm_transfer": {
"ha": "Zan tura kuɗin yanzu. Ka ce 'i' don ci gaba.",
"en": "I'll send the money now. Say 'yes' to continue.",
"expects": "yesno",
"transitions": {"yes": "transfer_done", "no": "greeting"},
},
"transfer_done": {
"ha": "An tura kuɗin. Godiya da zabar PlotWeaver Bank.",
"en": "Money sent. Thank you for choosing PlotWeaver Bank.",
"expects": None, "terminal": True,
},
},
},
"telecom": {
"name": "PlotWeaver Telecom",
"states": {
"greeting": {
"ha": "Sannu! Wannan shine PlotWeaver Telecom. Kana son 'saya airtime', 'saya bundle', ko 'yin korafi'?",
"en": "Hello! This is PlotWeaver Telecom. Would you like to 'buy airtime', 'buy bundle', or 'file a complaint'?",
"expects": "intent",
"transitions": {"buy_airtime": "ask_airtime_amount", "buy_bundle": "ask_bundle_type", "complaint": "ask_complaint"},
},
"ask_airtime_amount": {
"ha": "Nawa na airtime kake son saya? Misali, Naira ɗari ko dubu.",
"en": "How much airtime? For example 100 or 1000 Naira.",
"expects": "amount",
"transitions": {"provide_amount": "airtime_done"},
},
"airtime_done": {
"ha": "An kara airtime. Ma'aunin ka sabo shine Naira dubu ɗaya da ɗari biyar.",
"en": "Airtime loaded. Your new balance is 1500 Naira.",
"expects": None, "terminal": True,
},
"ask_bundle_type": {
"ha": "Wane irin bundle? Muna da 'rana', 'mako', ko 'wata'.",
"en": "Which bundle type? 'day', 'week', or 'month'.",
"expects": "bundle",
"transitions": {"provide_bundle": "bundle_done"},
},
"bundle_done": {
"ha": "An kunna bundle ɗinka. Za ka iya yin amfani da shi yanzu.",
"en": "Your bundle is active. You can use it now.",
"expects": None, "terminal": True,
},
"ask_complaint": {
"ha": "Me ya faru? Ka bayyana matsalar da kake fuskanta.",
"en": "What happened? Please describe the issue.",
"expects": "text",
"transitions": {"provide_text": "escalate"},
},
"escalate": {
"ha": "Nagode. Zan juya ka ga wakili na mutum yanzu.",
"en": "Thank you. I'll transfer you to a human agent now.",
"expects": None, "terminal": True, "escalate": True,
},
},
},
"ecommerce": {
"name": "PlotWeaver Delivery",
"states": {
"greeting": {
"ha": "Sannu! Wannan shine PlotWeaver Delivery. Kana son 'bincika oda', 'sake tsara lokaci', ko 'mayar da kaya'?",
"en": "Hello! This is PlotWeaver Delivery. Would you like to 'check order', 'reschedule', or 'return'?",
"expects": "intent",
"transitions": {"check_order": "ask_order_id", "reschedule": "ask_order_id_reschedule", "return_item": "ask_order_id_return"},
},
"ask_order_id": {
"ha": "Ka faɗi lambar oda naka.",
"en": "Say your order number.",
"expects": "digits",
"transitions": {"provide_digits": "order_status"},
},
"order_status": {
"ha": "Oda ɗinka yana kan hanya. Za a isar gobe da yamma.",
"en": "Your order is on the way. It will be delivered tomorrow evening.",
"expects": None, "terminal": True,
},
"ask_order_id_reschedule": {
"ha": "Ka faɗi lambar oda da kake son sake tsarawa.",
"en": "Say the order number you want to reschedule.",
"expects": "digits",
"transitions": {"provide_digits": "ask_new_date"},
},
"ask_new_date": {
"ha": "Wace rana kake so? Misali 'jumma'a' ko 'asabar'.",
"en": "Which day? For example 'Friday' or 'Saturday'.",
"expects": "date",
"transitions": {"provide_date": "reschedule_done"},
},
"reschedule_done": {
"ha": "An sake tsara isar. Za ka sami SMS na tabbatarwa.",
"en": "Delivery rescheduled. You'll receive a confirmation SMS.",
"expects": None, "terminal": True,
},
"ask_order_id_return": {
"ha": "Ka faɗi lambar oda da kake son mayarwa.",
"en": "Say the order number you want to return.",
"expects": "digits",
"transitions": {"provide_digits": "return_reason"},
},
"return_reason": {
"ha": "Me ya sa kake son mayarwa?",
"en": "Why do you want to return it?",
"expects": "text",
"transitions": {"provide_reason": "return_done"},
},
"return_done": {
"ha": "An karɓi buƙatarka. Wakili zai tattara kaya a gobe.",
"en": "Your request is received. An agent will collect the item tomorrow.",
"expects": None, "terminal": True,
},
},
},
}
# Vertical-specific fallback prompts — spoken when the user asks something
# out of scope. Each prompt: (1) acknowledges confusion, (2) lists the
# services this bot CAN perform in that vertical, (3) offers human agent.
FALLBACK_PROMPTS = {
"bank": {
"ha": "Ban fahimci tambayarka ba. A nan, zan iya taimake ka da 'duba ma'auni', 'toshe kati', ko 'canjin kuɗi'. Don wasu tambayoyi, ka ce 'wakili' don yin magana da mutum.",
"en": "I didn't understand your question. Here I can help with 'check balance', 'block card', or 'transfer money'. For other questions, say 'agent' to speak with a person.",
},
"telecom": {
"ha": "Ban fahimci tambayarka ba. Zan iya taimake ka da 'saya airtime', 'saya bundle', ko 'yin korafi'. Don wasu tambayoyi, ka ce 'wakili' don yin magana da mutum.",
"en": "I didn't understand your question. I can help with 'buy airtime', 'buy bundle', or 'file a complaint'. For other questions, say 'agent' to speak with a person.",
},
"ecommerce": {
"ha": "Ban fahimci tambayarka ba. Zan iya taimake ka da 'bincika oda', 'sake tsara lokaci', ko 'mayar da kaya'. Don wasu tambayoyi, ka ce 'wakili' don yin magana da mutum.",
"en": "I didn't understand your question. I can help with 'check order', 'reschedule delivery', or 'return an item'. For other questions, say 'agent' to speak with a person.",
},
}
# After this many consecutive 'unknown' intents, auto-escalate to human.
MAX_CONSECUTIVE_UNKNOWNS = 2
def get_prompt(vertical: str, state_name: str) -> dict:
if state_name == "escalate_virtual":
return {"ha": "Zan juya ka ga wakili na mutum yanzu. Ka jira ɗan lokaci.",
"en": "I'll transfer you to a human agent now. Please hold."}
if state_name == "exit":
return {"ha": "Nagode. Sai watan.", "en": "Thank you. Goodbye."}
if state_name == "fallback":
return FALLBACK_PROMPTS.get(vertical, FALLBACK_PROMPTS["bank"])
s = SCENARIOS[vertical]["states"].get(state_name)
if not s:
return {"ha": "Ban fahimci abin da ka ce ba.", "en": "I didn't understand."}
return {"ha": s["ha"], "en": s["en"]}
def get_expected_slot(vertical: str, state_name: str) -> Optional[str]:
if state_name == "fallback":
# Fallback accepts any intent — user might repeat, rephrase, or escalate
return "intent"
s = SCENARIOS[vertical]["states"].get(state_name)
return s.get("expects") if s else None
def transition(state: DialogueState, intent: str, entities: dict) -> DialogueState:
state.turn_count += 1
for k, v in entities.items():
state.slots[k] = v
# Explicit human-agent request or too many turns → escalate
if intent == "human_agent" or state.turn_count > 12:
state.current_state = "escalate_virtual"
state.escalate_to_human = True
return state
# Unknown intent handling: route to fallback, track consecutive count,
# auto-escalate if user keeps asking out-of-scope things.
if intent == "unknown":
state.consecutive_unknowns += 1
if state.consecutive_unknowns >= MAX_CONSECUTIVE_UNKNOWNS:
state.current_state = "escalate_virtual"
state.escalate_to_human = True
return state
if state.current_state != "fallback":
state.state_before_fallback = state.current_state
state.current_state = "fallback"
return state
# Recognized intent → reset the unknown counter
state.consecutive_unknowns = 0
# If we're in fallback and the user now says something recognized,
# resume from the state we were in before falling back
if state.current_state == "fallback" and state.state_before_fallback:
resume_state = state.state_before_fallback
state.state_before_fallback = None
state.current_state = resume_state
current = SCENARIOS[state.vertical]["states"].get(state.current_state)
if not current:
state.current_state = "greeting"
current = SCENARIOS[state.vertical]["states"]["greeting"]
# Try transition from the current state first
next_state = current.get("transitions", {}).get(intent)
# If current state has no transition for this intent, but GREETING does,
# treat this as the user pivoting to a new top-level intent (e.g. midway
# through balance check they say "transfer money" instead). Restart flow.
if not next_state:
greeting = SCENARIOS[state.vertical]["states"]["greeting"]
pivot_state = greeting.get("transitions", {}).get(intent)
if pivot_state:
state.slots = {} # Reset slots when starting a new flow
state.state_before_fallback = None
next_state = pivot_state
if next_state:
state.current_state = next_state
target = SCENARIOS[state.vertical]["states"].get(next_state, {})
if target.get("escalate"):
state.escalate_to_human = True
else:
# Intent recognized but neither current state nor greeting has a
# transition for it. Route to fallback.
state.consecutive_unknowns += 1
if state.consecutive_unknowns >= MAX_CONSECUTIVE_UNKNOWNS:
state.current_state = "escalate_virtual"
state.escalate_to_human = True
return state
if state.current_state != "fallback":
state.state_before_fallback = state.current_state
state.current_state = "fallback"
return state |