added unfinished policy
This commit is contained in:
parent
9001dfae12
commit
02e30f53e0
@ -2,7 +2,7 @@
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"cells": [
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"cells": [
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 14,
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"execution_count": 57,
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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@ -37,24 +37,25 @@
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" self.state['request_state'][domain] = {}\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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" 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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" self.state['request_state'][domain][slot] = 0\n",
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"\n",
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" \n",
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" self.state['user_action'] = user_act\n",
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" return self.state"
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" return self.state"
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]
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]
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},
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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 15,
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"execution_count": 58,
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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"dst = DST()\n",
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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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"user_act = [('inform', 'payment', 'type', 'credit card'), ('inform', 'product', 'name', 'iPhone'), ('request', 'product', 'type', 'warzywo')]\n",
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"state = dst.update(user_act)"
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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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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 16,
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"execution_count": 59,
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"metadata": {},
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"metadata": {},
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"outputs": [
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"outputs": [
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{
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{
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@ -62,18 +63,46 @@
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"output_type": "stream",
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"output_type": "stream",
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"text": [
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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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"{'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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"{'product': {'type': 0}}\n"
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]
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]
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},
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{
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"data": {
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"text/plain": [
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"{'user_act': [],\n",
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" 'system_act': [],\n",
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" 'belief_state': {'payment': {'type': 'credit card',\n",
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" 'amount': '',\n",
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" 'loyalty_card': ''},\n",
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" 'delivery': {'type': '', 'address': '', 'time': ''},\n",
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" 'product': {'name': 'iPhone',\n",
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" 'type': '',\n",
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" 'brand': '',\n",
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" 'price': '',\n",
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" 'quantity': '',\n",
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" 'quality': ''}},\n",
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" 'request_state': {'product': {'type': 0}},\n",
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" 'terminated': False,\n",
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" 'history': [],\n",
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" 'user_action': [('inform', 'payment', 'type', 'credit card'),\n",
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" ('inform', 'product', 'name', 'iPhone'),\n",
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" ('request', 'product', 'type', 'warzywo')]}"
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]
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},
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"execution_count": 59,
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"metadata": {},
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"output_type": "execute_result"
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}
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}
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],
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],
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"source": [
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"source": [
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"print(state['belief_state'])\n",
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"print(state['belief_state'])\n",
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"print(state['request_state'])"
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"print(state['request_state'])\n",
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"dst.state"
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]
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]
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},
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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 60,
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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@ -82,14 +111,11 @@
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"import json\n",
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"import json\n",
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"from copy import deepcopy\n",
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"from copy import deepcopy\n",
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"\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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"\n",
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"\n",
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"class SimpleRulePolicy(Policy):\n",
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"class SimpleRulePolicy():\n",
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" def __init__(self):\n",
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" def __init__(self):\n",
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" Policy.__init__(self)\n",
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" self.db = json.load(open('product_db.json'))\n",
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" self.db = Database()\n",
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"\n",
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"\n",
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" def predict(self, state):\n",
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" def predict(self, state):\n",
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" self.results = []\n",
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" self.results = []\n",
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@ -103,9 +129,7 @@
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" self.update_system_action(user_act, user_action, state, system_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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"\n",
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" # Reguła 3\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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" \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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"\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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" 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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" state['system_action'] = system_acts\n",
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@ -113,8 +137,6 @@
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"\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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" 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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" 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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"\n",
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" # Reguła 1\n",
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" # Reguła 1\n",
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" if intent == 'request':\n",
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" if intent == 'request':\n",
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@ -136,6 +158,27 @@
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" if domain in [\"product\"]:\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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" system_action[(domain, 'Recommend')].append(['Name', choice['name']])"
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]
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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": 61,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"[]"
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]
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},
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"execution_count": 61,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"policy = SimpleRulePolicy()\n",
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"policy.predict(dst.state)"
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]
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}
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}
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],
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],
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"metadata": {
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"metadata": {
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