add dialog state tracker
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commit
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 14,
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"metadata": {},
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"outputs": [],
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"source": [
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"import json\n",
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"import os\n",
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"\n",
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"\n",
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"class DST():\n",
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" def __init__(self):\n",
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" self.state = json.load(open('dictionary.json'))\n",
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"\n",
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" def update(self, user_act=None):\n",
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" for intent, domain, slot, value in user_act:\n",
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" domain = domain.lower()\n",
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" intent = intent.lower()\n",
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" slot = slot.lower()\n",
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" \n",
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" if domain not in self.state['belief_state']:\n",
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" continue\n",
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"\n",
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" if intent == 'inform':\n",
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" if slot == 'none' or slot == '':\n",
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" continue\n",
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"\n",
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" domain_dic = self.state['belief_state'][domain]\n",
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"\n",
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" if slot in domain_dic:\n",
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" self.state['belief_state'][domain][slot] = value\n",
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"\n",
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" elif intent == 'request':\n",
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" if domain not in self.state['request_state']:\n",
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" self.state['request_state'][domain] = {}\n",
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" if slot not in self.state['request_state'][domain]:\n",
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" self.state['request_state'][domain][slot] = 0\n",
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"\n",
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" return self.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": 15,
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"metadata": {},
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"outputs": [],
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"source": [
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"dst = DST()\n",
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"user_act = [('inform', 'payment', 'type', 'credit card'), ('inform', 'product', 'name', 'iPhone')]\n",
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"state = dst.update(user_act)"
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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": 16,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"{'payment': {'type': 'credit card', 'amount': '', 'loyalty_card': ''}, 'delivery': {'type': '', 'address': '', 'time': ''}, 'product': {'name': 'iPhone', 'type': '', 'brand': '', 'price': '', 'quantity': '', 'quality': ''}}\n",
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"{}\n"
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]
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}
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],
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"source": [
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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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"metadata": {
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"kernelspec": {
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"display_name": "py38",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.8.16"
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},
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"orig_nbformat": 4
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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