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add museums and attractions
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parent
08bc90142b
commit
6b6348ffe1
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@ -1,6 +1,6 @@
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from django.urls import path, include
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from rest_framework.routers import DefaultRouter
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from passfinder.recomendations.api.views import TinderView, PersonalRecommendation
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from passfinder.recomendations.api.views import TinderView, PersonalRecommendation, OnboardingViewset
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from passfinder.users.api.views import (
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UserViewSet,
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CreateUserPreferenceApiView,
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@ -12,6 +12,7 @@
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router.register("tinder", TinderView)
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router.register("recommendations", PersonalRecommendation)
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router.register("user", UserViewSet)
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router.register('onboarding', OnboardingViewset)
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app_name = "api"
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urlpatterns = [
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@ -1,3 +1,4 @@
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from django.contrib import admin
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from .models import Hotel
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# Register your models here.
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admin.site.register([Hotel])
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@ -7,7 +7,7 @@
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class HotelPhoneSerializer(serializers.ModelSerializer):
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class Meta:
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model = HotelPhone
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exclude = "hotel"
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exclude = ("hotel", )
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class HotelSerializer(serializers.ModelSerializer):
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@ -24,7 +24,7 @@ class MuseumSerializer(serializers.ModelSerializer):
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class Meta:
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model = Hotel
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exclude = "oid"
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exclude = ("oid", )
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class EventSerializer(serializers.ModelSerializer):
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@ -1,7 +1,26 @@
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from rest_framework import serializers
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from passfinder.events.api.serializers import EventSerializer
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from passfinder.events.api.serializers import EventSerializer, HotelSerializer
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class TinderProceedSerializer(serializers.Serializer):
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action = serializers.ChoiceField(['left', 'right'], write_only=True)
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event = EventSerializer(read_only=True)
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event = EventSerializer(read_only=True)
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class AddToPreferenceSerializer(serializers.Serializer):
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oid = serializers.CharField(write_only=True)
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class EventOnboardingRetrieve(serializers.Serializer):
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events = serializers.ListField(child=EventSerializer(), read_only=True)
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types = serializers.ListField(child=serializers.ChoiceField(['park', 'monument', 'museum', 'unseco']), write_only=True)
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class HotelOnboardingRetrieve(serializers.Serializer):
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stars = serializers.ListField(child=serializers.ChoiceField([1, 2, 3, 4, 5]), write_only=True)
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hotels = serializers.ListField(child=HotelSerializer(), read_only=True)
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class TinderGetEventFilterSerializer(serializers.Serializer):
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type = serializers.ListField(child=serializers.ChoiceField(['attraction', 'museum', 'movie', 'play', 'concert']))
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event = EventSerializer()
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@ -3,14 +3,13 @@
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from rest_framework.request import Request
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from rest_framework.response import Response
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from passfinder.events.models import Event
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from passfinder.events.api.serializers import EventSerializer
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from passfinder.events.api.serializers import EventSerializer, HotelSerializer
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from random import choice
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from rest_framework.decorators import action
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from rest_framework.response import Response
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from .serializers import TinderProceedSerializer
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from .serializers import *
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from passfinder.recomendations.models import UserPreferences
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from ..service.service import update_preferences_state, get_next_tinder, get_personal_concerts_recommendation, \
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get_personal_plays_recommendation, get_personal_movies_recommendation
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from ..service.service import *
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from django.views.decorators.csrf import csrf_exempt
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@ -35,6 +34,14 @@ def proceed(self, request: Request, pk):
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return Response(data={}, status=404)
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return Response(data={'event': EventSerializer(event).data}, status=200)
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@action(methods=['POST'], detail=False, serializer_class=TinderGetEventFilterSerializer)
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def get_event(self, request: Request):
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# отдавать под пользователя
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events = Event.objects.filter(type__in=request.data['type'])
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return Response(data={
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'event': EventSerializer(choice(events)).data
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}, status=200)
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class PersonalRecommendation(viewsets.GenericViewSet):
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serializer_class = EventSerializer
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@ -65,4 +72,45 @@ def movies(self, request, *args, **kwargs):
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ans = []
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for rec in recs:
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ans.append(EventSerializer(rec[1]).data)
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return Response(ans, 200)
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return Response(ans, 200)
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class OnboardingViewset(viewsets.GenericViewSet):
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serializer_class = EventSerializer
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model = Event
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queryset = Event.objects.all()
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@action(methods=['POST'], detail=False, serializer_class=HotelOnboardingRetrieve)
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def hotels(self, reqeust, *args, **kwargs):
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hotels = get_onboarding_hotels(reqeust.data['stars'])
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res = HotelOnboardingRetrieve({'hotels': hotels}).data
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return Response(res, 200)
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@action(methods=['POST'], detail=False, serializer_class=EventOnboardingRetrieve)
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def event(self, request, *args, **kwargs):
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events = get_onboarding_attractions()
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res = EventOnboardingRetrieve({'events': events}).data
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return Response(res, 200)
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@action(methods=['GET'], detail=True)
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def add_to_favorites(self, request, pk, *args, **kwargs):
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pref, _ = UserPreferences.objects.get_or_create(user=request.user)
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event = Event.objects.get(oid=pk)
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if event.type == 'attraction':
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pref.prefferred_attractions.add(event)
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elif event.type == 'museum':
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pref.prefferred_museums.add(event)
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elif event.type == 'movie':
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pref.preffered_movies.add(event)
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elif event.type == 'play':
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pref.preffered_plays.add(event)
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elif event.type == 'concert':
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pref.preferred_concerts.add(event)
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pref.save()
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return Response(status=200)
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@ -0,0 +1,42 @@
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# Generated by Django 4.2.1 on 2023-05-24 10:09
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from django.db import migrations, models
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class Migration(migrations.Migration):
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dependencies = [
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("events", "0018_userroute_baseuserroutepoint_userroutetransaction_and_more"),
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("recomendations", "0004_nearesthotel"),
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]
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operations = [
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migrations.AddField(
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model_name="userpreferences",
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name="prefferred_attractions",
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field=models.ManyToManyField(
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related_name="preffered_users_attractions", to="events.event"
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),
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),
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migrations.AddField(
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model_name="userpreferences",
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name="prefferred_museums",
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field=models.ManyToManyField(
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related_name="preffered_users_museums", to="events.event"
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),
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),
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migrations.AddField(
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model_name="userpreferences",
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name="unprefferred_attractions",
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field=models.ManyToManyField(
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related_name="unpreffered_users_attractions", to="events.event"
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),
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),
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migrations.AddField(
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model_name="userpreferences",
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name="unprefferred_museums",
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field=models.ManyToManyField(
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related_name="unpreffered_users_museums", to="events.event"
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),
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),
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]
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@ -15,6 +15,13 @@ class UserPreferences(models.Model):
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preferred_concerts = models.ManyToManyField(Event, related_name='preffered_users_concert')
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unpreferred_concerts = models.ManyToManyField(Event, related_name='unpreffered_users_concert')
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prefferred_attractions = models.ManyToManyField(Event, related_name='preffered_users_attractions')
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unprefferred_attractions = models.ManyToManyField(Event, related_name='unpreffered_users_attractions')
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prefferred_museums = models.ManyToManyField(Event, related_name='preffered_users_museums')
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unprefferred_museums = models.ManyToManyField(Event, related_name='unpreffered_users_museums')
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class NearestEvent(models.Model):
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event = models.ForeignKey(Event, on_delete=models.CASCADE, related_name='nearest_model_rel')
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Binary file not shown.
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plays_mapping = None
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excursion_mapping = None
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concert_mapping = None
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mus_mapping = None
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rev_attraction_mapping = None
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rev_cinema_mapping = None
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rev_plays_mapping = None
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rev_excursion_mapping = None
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rev_concert_mapping = None
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mus_rev_mapping = None
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def build_dict(list_mapping):
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with open('passfinder/recomendations/service/mapping/concerts.pickle', 'rb') as file:
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lst = pickle.load(file)
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concert_mapping = build_dict(lst)
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rev_concert_mapping = build_rev_dict(lst)
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rev_concert_mapping = build_rev_dict(lst)
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with open('passfinder/recomendations/service/mapping/mus.pickle', 'rb') as file:
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lst = pickle.load(file)
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mus_mapping = build_dict(lst)
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rev_mus_mapping = build_rev_dict(lst)
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concert_model = AnnoyIndex(N_DIMENSIONAL, 'angular')
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concert_model.load('passfinder/recomendations/service/models/concerts.ann')
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mus_model = AnnoyIndex(N_DIMENSIONAL, 'angular')
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mus_model.load('passfinder/recomendations/service/models/mus.ann')
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@ -3,7 +3,7 @@
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from .models.models import *
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from passfinder.events.models import Event, Region, Hotel, BasePoint, City
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from passfinder.recomendations.models import UserPreferences, NearestEvent, NearestHotel
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from random import choice
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from random import choice, sample
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from collections import Counter
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from passfinder.users.models import User
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from collections.abc import Iterable
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)
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def nearest_mus(museum, nearest_n):
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return get_nearest_(
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museum,
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"museum",
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mus_mapping,
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rev_mus_mapping,
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nearest_n,
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mus_model
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)
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def nearest_movie(movie, nearest_n):
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return get_nearest_(
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movie, "movie", cinema_mapping, rev_cinema_mapping, nearest_n, cinema_model
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return nearest_concert(event, nearest_n)
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if event.type == "movie":
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return nearest_movie(event, nearest_n)
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if event.type == 'museum':
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return nearest_mus(event, nearest_n)
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if event.type == 'attraction':
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return nearest_attraction(event, nearest_n)
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def update_preferences_state(user, event, direction):
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if event.type == "movie":
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preferred = pref.preffered_movies.all()
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return calculate_mean_metric(preferred, event, cinema_model, rev_cinema_mapping)
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if event.type == 'attraction':
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preferred = pref.prefferred_attractions.all()
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return calculate_mean_metric(preferred, event, attracion_model, rev_attraction_mapping)
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if event.type == 'museum':
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preferred = pref.prefferred_museums.all()
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return calculate_mean_metric(preferred, event, mus_model, rev_mus_mapping)
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return 1000000
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@ -395,3 +416,40 @@ def generate_path(region: Region, user: User):
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path.extend([transition_route, point_route])
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return hotel, points, path
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def calculate_distance(sample1: Event, samples: Iterable[Event], model: AnnoyIndex, rev_mapping):
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metrics = []
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for sample in samples:
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metrics.append(model.get_distance(rev_mapping[sample1.oid], rev_mapping[sample.oid]))
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return sum(metrics) / len(metrics)
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def get_onboarding_attractions():
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sample_attractions = sample(list(Event.objects.filter(type='attraction')), 200)
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first_attraction = choice(sample_attractions)
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attractions = [first_attraction]
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while len(attractions) < 10:
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mx_dist = 0
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mx_attraction = None
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for att in sample_attractions:
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if att in attractions: continue
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local_dist = calculate_distance(
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att,
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attractions,
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attracion_model,
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rev_attraction_mapping
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)
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if local_dist > mx_dist:
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mx_dist = local_dist
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mx_attraction = att
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attractions.append(mx_attraction)
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return attractions
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def get_onboarding_hotels(stars=Iterable[int]):
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return sample(list(Hotel.objects.filter(stars__in=stars)), 10)
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