edit domain in dialogmanager
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@ -70,6 +70,72 @@
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"print(state['belief_state'])\n",
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"print(state['request_state'])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"from collections import defaultdict\n",
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"import copy\n",
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"import json\n",
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"from copy import deepcopy\n",
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"\n",
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"from convlab.policy.policy import Policy\n",
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"from convlab.util.multiwoz.dbquery import Database\n",
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"\n",
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"\n",
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"class SimpleRulePolicy(Policy):\n",
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" def __init__(self):\n",
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" Policy.__init__(self)\n",
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" self.db = Database()\n",
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"\n",
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" def predict(self, state):\n",
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" self.results = []\n",
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" system_action = defaultdict(list)\n",
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" user_action = defaultdict(list)\n",
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"\n",
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" for intent, domain, slot, value in state['user_action']:\n",
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" user_action[(domain.lower(), intent.lower())].append((slot.lower(), value))\n",
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"\n",
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" for user_act in user_action:\n",
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" self.update_system_action(user_act, user_action, state, system_action)\n",
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"\n",
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" # Reguła 3\n",
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" if any(True for slots in user_action.values() for (slot, _) in slots if slot in ['book stay', 'book day', 'book people']):\n",
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" if self.results:\n",
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" system_action = {('Booking', 'Book'): [[\"Ref\", self.results[0].get('Ref', 'N/A')]]}\n",
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"\n",
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" system_acts = [[intent, domain, slot, value] for (domain, intent), slots in system_action.items() for slot, value in slots]\n",
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" state['system_action'] = system_acts\n",
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" return system_acts\n",
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"\n",
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" def update_system_action(self, user_act, user_action, state, system_action):\n",
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" domain, intent = user_act\n",
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" constraints = [(slot, value) for slot, value in state['belief_state'][domain.lower()].items() if value != '']\n",
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" self.results = deepcopy(self.db.query(domain.lower(), constraints))\n",
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"\n",
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" # Reguła 1\n",
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" if intent == 'request':\n",
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" if len(self.results) == 0:\n",
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" system_action[(domain, 'NoOffer')] = []\n",
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" else:\n",
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" for slot in user_action[user_act]: \n",
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" if slot[0] in self.results[0]:\n",
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" system_action[(domain, 'Inform')].append([slot[0], self.results[0].get(slot[0], 'unknown')])\n",
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"\n",
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" # Reguła 2\n",
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" elif intent == 'inform':\n",
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" if len(self.results) == 0:\n",
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" system_action[(domain, 'NoOffer')] = []\n",
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" else:\n",
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" system_action[(domain, 'Inform')].append(['Choice', str(len(self.results))])\n",
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" choice = self.results[0]\n",
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"\n",
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" if domain in [\"product\"]:\n",
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" system_action[(domain, 'Recommend')].append(['Name', choice['name']])"
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]
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}
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],
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"metadata": {
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