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|
||||
<inspection_tool class="Stylelint" enabled="true" level="ERROR" enabled_by_default="true" />
|
||||
</profile>
|
||||
</component>
|
||||
@ -0,0 +1,10 @@
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<project version="4">
|
||||
<component name="Black">
|
||||
<option name="sdkName" value="Python 3.12" />
|
||||
</component>
|
||||
<component name="MarkdownSettingsMigration">
|
||||
<option name="stateVersion" value="1" />
|
||||
</component>
|
||||
<component name="ProjectRootManager" version="2" project-jdk-name="Python 3.12" project-jdk-type="Python SDK" />
|
||||
</project>
|
||||
@ -0,0 +1,8 @@
|
||||
<?xml version="1.0" encoding="UTF-8"?>
|
||||
<project version="4">
|
||||
<component name="ProjectModuleManager">
|
||||
<modules>
|
||||
<module fileurl="file://$PROJECT_DIR$/.idea/MoviesRecommend.iml" filepath="$PROJECT_DIR$/.idea/MoviesRecommend.iml" />
|
||||
</modules>
|
||||
</component>
|
||||
</project>
|
||||
@ -0,0 +1,3 @@
|
||||
import pymysql
|
||||
|
||||
pymysql.install_as_MySQLdb()
|
||||
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@ -0,0 +1,104 @@
|
||||
import os
|
||||
|
||||
# 项目路径
|
||||
BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
|
||||
|
||||
# 项目秘钥
|
||||
SECRET_KEY = 'bhml2023(140w8x3ktw=yzm0=@3h5wr=$$4s!g(s-^s7^@e5=kz'
|
||||
|
||||
# 调试模式
|
||||
DEBUG = True
|
||||
|
||||
# 允许的主机
|
||||
ALLOWED_HOSTS = []
|
||||
|
||||
# 注册app
|
||||
INSTALLED_APPS = [
|
||||
'django.contrib.admin', # 后台管理系统
|
||||
'django.contrib.auth',
|
||||
'django.contrib.contenttypes',
|
||||
'django.contrib.sessions',
|
||||
'django.contrib.messages',
|
||||
'django.contrib.staticfiles',
|
||||
'movie' # 电影推荐系统
|
||||
]
|
||||
|
||||
# 中间件
|
||||
MIDDLEWARE = [
|
||||
'django.middleware.security.SecurityMiddleware',
|
||||
'django.contrib.sessions.middleware.SessionMiddleware',
|
||||
'django.middleware.common.CommonMiddleware',
|
||||
# 'django.middleware.csrf.CsrfViewMiddleware',
|
||||
'django.contrib.auth.middleware.AuthenticationMiddleware',
|
||||
'django.contrib.messages.middleware.MessageMiddleware',
|
||||
'django.middleware.clickjacking.XFrameOptionsMiddleware',
|
||||
]
|
||||
|
||||
# 主路由
|
||||
ROOT_URLCONF = 'Movie_recommendation_system.urls'
|
||||
|
||||
# 模板文件配置
|
||||
TEMPLATES = [
|
||||
{
|
||||
'BACKEND': 'django.template.backends.django.DjangoTemplates',
|
||||
'DIRS': [os.path.join(BASE_DIR, 'templates')],
|
||||
'APP_DIRS': True,
|
||||
'OPTIONS': {
|
||||
'context_processors': [
|
||||
'django.template.context_processors.debug',
|
||||
'django.template.context_processors.request',
|
||||
'django.contrib.auth.context_processors.auth',
|
||||
'django.contrib.messages.context_processors.messages',
|
||||
'movie.context_processors.movie_user'
|
||||
],
|
||||
'builtins': ['django.templatetags.static']
|
||||
},
|
||||
},
|
||||
]
|
||||
|
||||
WSGI_APPLICATION = 'Movie_recommendation_system.wsgi.application'
|
||||
|
||||
# 数据库配置
|
||||
DATABASES = {
|
||||
'default': {
|
||||
'ENGINE': 'django.db.backends.mysql',
|
||||
'NAME': 'db_movie_recommend',
|
||||
'USER': 'root',
|
||||
'PASSWORD': '123456',
|
||||
'HOST': 'localhost',
|
||||
'PORT': '3306'
|
||||
}
|
||||
}
|
||||
|
||||
# 密码验证
|
||||
AUTH_PASSWORD_VALIDATORS = [
|
||||
{
|
||||
'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator',
|
||||
},
|
||||
{
|
||||
'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator',
|
||||
},
|
||||
{
|
||||
'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator',
|
||||
},
|
||||
{
|
||||
'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator',
|
||||
},
|
||||
]
|
||||
|
||||
# 国际化配置
|
||||
LANGUAGE_CODE = 'zh-hans'
|
||||
TIME_ZONE = 'Asia/Shanghai'
|
||||
USE_I18N = True
|
||||
USE_L10N = True
|
||||
USE_TZ = False
|
||||
|
||||
|
||||
# 静态文件 (CSS, JavaScript, Images)
|
||||
STATIC_URL = '/static/'
|
||||
|
||||
STATICFILES_DIRS = [
|
||||
os.path.join(BASE_DIR, 'static'),
|
||||
]
|
||||
|
||||
# AUTHENTICATION_BACKENDS = ['django.contrib.auth.backends.AllowAllUsersModelBackend']
|
||||
@ -0,0 +1,10 @@
|
||||
from django.contrib import admin
|
||||
from django.urls import path, include
|
||||
|
||||
from .views import index, star
|
||||
|
||||
urlpatterns = [
|
||||
path('admin/', admin.site.urls), # 后台管理系统
|
||||
path('', index), # 首页
|
||||
path('movie/', include('movie.urls')), # 电影推荐系统子路由
|
||||
]
|
||||
@ -0,0 +1,11 @@
|
||||
from django.shortcuts import render
|
||||
|
||||
|
||||
# 首页
|
||||
def index(request):
|
||||
return render(request, 'index.html')
|
||||
|
||||
|
||||
# 打分
|
||||
def star(request):
|
||||
return render(request, 'movie/star.html')
|
||||
@ -0,0 +1,7 @@
|
||||
import os
|
||||
|
||||
from django.core.wsgi import get_wsgi_application
|
||||
|
||||
os.environ.setdefault("DJANGO_SETTINGS_MODULE", "Movie_recommendation_system.settings")
|
||||
|
||||
application = get_wsgi_application()
|
||||
File diff suppressed because it is too large
Load Diff
@ -0,0 +1,12 @@
|
||||
import os
|
||||
import sys
|
||||
|
||||
if __name__ == "__main__":
|
||||
os.environ.setdefault("DJANGO_SETTINGS_MODULE", "Movie_recommendation_system.settings")
|
||||
try:
|
||||
from django.core.management import execute_from_command_line
|
||||
except ImportError as exc:
|
||||
raise ImportError(
|
||||
"项目环境配置异常，请检查！"
|
||||
) from exc
|
||||
execute_from_command_line(sys.argv)
|
||||
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@ -0,0 +1,56 @@
|
||||
from django.contrib import admin
|
||||
|
||||
from movie.models import User, Movie, Genre, Movie_hot, Movie_rating, Movie_similarity
|
||||
|
||||
admin.site.site_title = "电影推荐系统后台管理系统"
|
||||
admin.site.site_header = "电影推荐系统-后台管理系统"
|
||||
admin.site.index_title = "电影推荐系统"
|
||||
|
||||
|
||||
@admin.register(User)
|
||||
class UserAdmin(admin.ModelAdmin):
|
||||
list_display = ['id', 'name', 'password', 'email']
|
||||
search_fields = ['name', 'email']
|
||||
list_per_page = 12
|
||||
ordering = ['id']
|
||||
|
||||
|
||||
@admin.register(Genre)
|
||||
class GenreAdmin(admin.ModelAdmin):
|
||||
list_display = ['id', 'name']
|
||||
search_fields = ['name']
|
||||
# list_filter = ['name']
|
||||
list_per_page = 12
|
||||
ordering = ['id']
|
||||
|
||||
|
||||
@admin.register(Movie)
|
||||
class MovieAdmin(admin.ModelAdmin):
|
||||
list_display = ['id', 'name', 'imdb_id', 'time', 'release_time', 'intro', 'director', 'writers', 'actors', ]
|
||||
search_fields = ['name', 'intro', 'writers', 'actors']
|
||||
list_per_page = 6
|
||||
ordering = ['id']
|
||||
|
||||
|
||||
@admin.register(Movie_hot)
|
||||
class Movie_hotAdmin(admin.ModelAdmin):
|
||||
list_display = ['id', 'movie', 'rating_number']
|
||||
search_fields = ['movie__name']
|
||||
list_per_page = 6
|
||||
ordering = ['-rating_number']
|
||||
|
||||
|
||||
@admin.register(Movie_rating)
|
||||
class Movie_ratingAdmin(admin.ModelAdmin):
|
||||
list_display = ['id', 'user', 'movie', 'score', 'comment']
|
||||
search_fields = ['user__name', 'movie__name']
|
||||
list_per_page = 6
|
||||
ordering = ['-score']
|
||||
|
||||
|
||||
@admin.register(Movie_similarity)
|
||||
class Movie_similarityAdmin(admin.ModelAdmin):
|
||||
list_display = ['id', 'movie_source', 'movie_target', 'similarity']
|
||||
search_fields = ['movie_source__name', 'movie_source__name']
|
||||
list_per_page = 6
|
||||
ordering = ['-similarity']
|
||||
@ -0,0 +1,6 @@
|
||||
from django.apps import AppConfig
|
||||
|
||||
|
||||
class MovieConfig(AppConfig):
|
||||
name = 'movie'
|
||||
verbose_name = "电影推荐系统"
|
||||
@ -0,0 +1,14 @@
|
||||
from .models import User
|
||||
|
||||
|
||||
|
||||
def movie_user(request):
|
||||
user_id = request.session.get('user_id')
|
||||
context = {}
|
||||
if user_id:
|
||||
try:
|
||||
user = User.objects.get(pk=user_id)
|
||||
context['movie_user'] = user
|
||||
except:
|
||||
pass
|
||||
return context
|
||||
@ -0,0 +1,65 @@
|
||||
from django import forms
|
||||
|
||||
from movie.models import User, Movie_rating
|
||||
|
||||
|
||||
|
||||
class RegisterForm(forms.ModelForm):
|
||||
password_repeat = forms.CharField(max_length=256)
|
||||
|
||||
def get_errors(self):
|
||||
errors = self.errors.get_json_data()
|
||||
errors_lst = []
|
||||
for messages in errors.values():
|
||||
for message_dict in messages:
|
||||
for key, message in message_dict.items():
|
||||
if key == 'message':
|
||||
errors_lst.append(message)
|
||||
return errors_lst
|
||||
|
||||
|
||||
def clean(self):
|
||||
cleaned_data = super(RegisterForm, self).clean()
|
||||
pwd = cleaned_data.get('password')
|
||||
password_repeat = cleaned_data.get('password_repeat')
|
||||
if pwd != password_repeat:
|
||||
raise forms.ValidationError(message='两次密码输入不一致！')
|
||||
return cleaned_data
|
||||
|
||||
class Meta:
|
||||
model = User
|
||||
fields = ['name', 'password', 'email']
|
||||
|
||||
|
||||
|
||||
class LoginForm(forms.ModelForm):
|
||||
name = forms.CharField(max_length=128)
|
||||
remember = forms.IntegerField(required=False)
|
||||
|
||||
class Meta:
|
||||
model = User
|
||||
fields = ['password']
|
||||
|
||||
def get_errors(self):
|
||||
errors = self.errors.get_json_data()
|
||||
errors_lst = []
|
||||
for messages in errors.values():
|
||||
for message_dict in messages:
|
||||
for key, message in message_dict.items():
|
||||
if key == 'message':
|
||||
errors_lst.append(message)
|
||||
return errors_lst
|
||||
|
||||
|
||||
class CommentForm(forms.ModelForm):
|
||||
def clean(self):
|
||||
cleaned_data = super(CommentForm, self).clean()
|
||||
score = cleaned_data.get('score')
|
||||
if score == 0:
|
||||
raise forms.ValidationError(message='评分不能为空！')
|
||||
else:
|
||||
return cleaned_data
|
||||
|
||||
class Meta:
|
||||
model = Movie_rating
|
||||
fields = ['score', 'comment']
|
||||
@ -0,0 +1,102 @@
|
||||
# Generated by Django 3.2.16 on 2023-11-26 06:06
|
||||
|
||||
from django.db import migrations, models
|
||||
import django.db.models.deletion
|
||||
|
||||
|
||||
class Migration(migrations.Migration):
|
||||
|
||||
initial = True
|
||||
|
||||
dependencies = [
|
||||
]
|
||||
|
||||
operations = [
|
||||
migrations.CreateModel(
|
||||
name='Genre',
|
||||
fields=[
|
||||
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
|
||||
('name', models.CharField(max_length=100)),
|
||||
],
|
||||
options={
|
||||
'db_table': 'Genre',
|
||||
},
|
||||
),
|
||||
migrations.CreateModel(
|
||||
name='Movie',
|
||||
fields=[
|
||||
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
|
||||
('name', models.CharField(max_length=256, verbose_name='电影名')),
|
||||
('imdb_id', models.IntegerField()),
|
||||
('time', models.CharField(blank=True, max_length=256)),
|
||||
('release_time', models.CharField(blank=True, max_length=256)),
|
||||
('intro', models.TextField(blank=True)),
|
||||
('director', models.CharField(blank=True, max_length=256)),
|
||||
('writers', models.CharField(blank=True, max_length=256)),
|
||||
('actors', models.CharField(blank=True, max_length=512)),
|
||||
('genre', models.ManyToManyField(to='movie.Genre')),
|
||||
],
|
||||
options={
|
||||
'db_table': 'Movie',
|
||||
},
|
||||
),
|
||||
migrations.CreateModel(
|
||||
name='Movie_rating',
|
||||
fields=[
|
||||
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
|
||||
('score', models.FloatField()),
|
||||
('comment', models.TextField(blank=True)),
|
||||
('movie', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='movie.movie')),
|
||||
],
|
||||
options={
|
||||
'db_table': 'Movie_rating',
|
||||
},
|
||||
),
|
||||
migrations.CreateModel(
|
||||
name='User',
|
||||
fields=[
|
||||
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
|
||||
('name', models.CharField(max_length=128, unique=True)),
|
||||
('password', models.CharField(max_length=256)),
|
||||
('email', models.EmailField(max_length=254, unique=True)),
|
||||
('rating_movies', models.ManyToManyField(through='movie.Movie_rating', to='movie.Movie')),
|
||||
],
|
||||
options={
|
||||
'db_table': 'User',
|
||||
},
|
||||
),
|
||||
migrations.CreateModel(
|
||||
name='Movie_similarity',
|
||||
fields=[
|
||||
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
|
||||
('similarity', models.FloatField()),
|
||||
('movie_source', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='movie_source', to='movie.movie')),
|
||||
('movie_target', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='movie_target', to='movie.movie')),
|
||||
],
|
||||
options={
|
||||
'ordering': ['-similarity'],
|
||||
},
|
||||
),
|
||||
migrations.AddField(
|
||||
model_name='movie_rating',
|
||||
name='user',
|
||||
field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='movie.user'),
|
||||
),
|
||||
migrations.CreateModel(
|
||||
name='Movie_hot',
|
||||
fields=[
|
||||
('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
|
||||
('rating_number', models.IntegerField()),
|
||||
('movie', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='movie.movie')),
|
||||
],
|
||||
options={
|
||||
'db_table': 'Movie_hot',
|
||||
'ordering': ['-rating_number'],
|
||||
},
|
||||
),
|
||||
migrations.AddField(
|
||||
model_name='movie',
|
||||
name='movie_similarity',
|
||||
field=models.ManyToManyField(through='movie.Movie_similarity', to='movie.Movie'),
|
||||
),
|
||||
]
|
||||
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@ -0,0 +1,111 @@
|
||||
from django.db import models
|
||||
from django.db.models import Avg
|
||||
|
||||
|
||||
class Genre(models.Model):
|
||||
name = models.CharField(max_length=100, verbose_name="类型")
|
||||
|
||||
class Meta:
|
||||
db_table = 'Genre'
|
||||
verbose_name = '电影类型'
|
||||
verbose_name_plural = '电影类型'
|
||||
|
||||
def __str__(self):
|
||||
return self.name
|
||||
|
||||
|
||||
class Movie(models.Model):
|
||||
name = models.CharField(max_length=256, verbose_name="电影名")
|
||||
imdb_id = models.IntegerField(verbose_name="imdb_id")
|
||||
time = models.CharField(max_length=256, blank=True, verbose_name="时长")
|
||||
genre = models.ManyToManyField(Genre, verbose_name="类型")
|
||||
release_time = models.CharField(max_length=256, blank=True, verbose_name="发行时间")
|
||||
intro = models.TextField(blank=True, verbose_name="简介")
|
||||
director = models.CharField(max_length=256, blank=True, verbose_name="导演")
|
||||
writers = models.CharField(max_length=256, blank=True, verbose_name="编剧")
|
||||
actors = models.CharField(max_length=512, blank=True, verbose_name="演员")
|
||||
movie_similarity = models.ManyToManyField("self", through="Movie_similarity", symmetrical=False,
|
||||
verbose_name="相似电影")
|
||||
|
||||
class Meta:
|
||||
db_table = 'Movie'
|
||||
verbose_name = '电影信息'
|
||||
verbose_name_plural = '电影信息'
|
||||
|
||||
def __str__(self):
|
||||
return self.name
|
||||
|
||||
def get_score(self):
|
||||
result_dct = self.movie_rating_set.aggregate(Avg('score'))
|
||||
try:
|
||||
result = round(result_dct['score__avg'], 1)
|
||||
except TypeError:
|
||||
return 0
|
||||
else:
|
||||
return result
|
||||
|
||||
def get_user_score(self, user):
|
||||
return self.movie_rating_set.filter(user=user).values('score')
|
||||
|
||||
def get_score_int_range(self):
|
||||
return range(int(self.get_score()))
|
||||
|
||||
def get_genre(self):
|
||||
genre_dct = self.genre.all().values('name')
|
||||
genre_lst = []
|
||||
for dct in genre_dct.values():
|
||||
genre_lst.append(dct['name'])
|
||||
return genre_lst
|
||||
|
||||
def get_similarity(self, k=5):
|
||||
similarity_movies = self.movie_similarity.all()[:k]
|
||||
return similarity_movies
|
||||
|
||||
|
||||
class Movie_similarity(models.Model):
|
||||
movie_source = models.ForeignKey(Movie, related_name='movie_source', on_delete=models.CASCADE, verbose_name="来源电影")
|
||||
movie_target = models.ForeignKey(Movie, related_name='movie_target', on_delete=models.CASCADE, verbose_name="目标电影")
|
||||
similarity = models.FloatField(verbose_name="相似度")
|
||||
|
||||
class Meta:
|
||||
verbose_name = '电影相似度'
|
||||
verbose_name_plural = '电影相似度'
|
||||
|
||||
|
||||
class User(models.Model):
|
||||
name = models.CharField(max_length=128, unique=True, verbose_name="用户名")
|
||||
password = models.CharField(max_length=256, verbose_name="密码")
|
||||
email = models.EmailField(unique=True, verbose_name="邮箱")
|
||||
rating_movies = models.ManyToManyField(Movie, through="Movie_rating")
|
||||
|
||||
def __str__(self):
|
||||
return "<USER:( name: {:},password: {:},email: {:} )>".format(self.name, self.password, self.email)
|
||||
|
||||
class Meta:
|
||||
db_table = 'User'
|
||||
verbose_name = '用户信息'
|
||||
verbose_name_plural = '用户信息'
|
||||
|
||||
|
||||
class Movie_rating(models.Model):
|
||||
user = models.ForeignKey(User, on_delete=models.CASCADE, unique=False, verbose_name="用户")
|
||||
movie = models.ForeignKey(Movie, on_delete=models.CASCADE, unique=False, verbose_name="电影")
|
||||
score = models.FloatField(verbose_name="分数")
|
||||
comment = models.TextField(blank=True, verbose_name="评论")
|
||||
|
||||
class Meta:
|
||||
db_table = 'Movie_rating'
|
||||
verbose_name = '电影评分信息'
|
||||
verbose_name_plural = '电影评分信息'
|
||||
|
||||
|
||||
class Movie_hot(models.Model):
|
||||
movie = models.ForeignKey(Movie, on_delete=models.CASCADE, verbose_name="电影名")
|
||||
rating_number = models.IntegerField(verbose_name="评分人数")
|
||||
|
||||
class Meta:
|
||||
db_table = 'Movie_hot'
|
||||
verbose_name = '最热电影'
|
||||
verbose_name_plural = '最热电影'
|
||||
|
||||
|
||||
|
After Width: | Height: | Size: 852 B |
@ -0,0 +1,24 @@
|
||||
Musical
|
||||
War
|
||||
Crime
|
||||
Romance
|
||||
Fantasy
|
||||
Drama
|
||||
Music
|
||||
Sci-Fi
|
||||
Action
|
||||
Comedy
|
||||
Biography
|
||||
Family
|
||||
Horror
|
||||
Short
|
||||
Documentary
|
||||
Film-Noir
|
||||
Animation
|
||||
Adventure
|
||||
News
|
||||
Mystery
|
||||
Sport
|
||||
History
|
||||
Thriller
|
||||
Western
|
||||
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
|
After Width: | Height: | Size: 18 KiB |
|
After Width: | Height: | Size: 13 KiB |
|
After Width: | Height: | Size: 9.6 KiB |
|
After Width: | Height: | Size: 8.1 KiB |
|
After Width: | Height: | Size: 12 KiB |
|
After Width: | Height: | Size: 17 KiB |
|
After Width: | Height: | Size: 18 KiB |
|
After Width: | Height: | Size: 13 KiB |
|
After Width: | Height: | Size: 14 KiB |
|
After Width: | Height: | Size: 12 KiB |
|
After Width: | Height: | Size: 13 KiB |
|
After Width: | Height: | Size: 6.9 KiB |
|
After Width: | Height: | Size: 7.9 KiB |
|
After Width: | Height: | Size: 15 KiB |
|
After Width: | Height: | Size: 16 KiB |
|
After Width: | Height: | Size: 6.4 KiB |
|
After Width: | Height: | Size: 11 KiB |
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Reference in new issue