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<div style="text-align: center" > | ||
<img src="./front-end/recFront/public/silvensnrecsys.png" /> | ||
</div> | ||
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> Simple Recommender System | ||
## What's Important | ||
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Maybe in several months, I'll come back to update the repository.(now: 📖🏃🏻♂️💖) | ||
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#### what you can do: | ||
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- [ ] rs models | ||
- [ ] docker files | ||
- [ ] other fns | ||
- [ ] directly flink to redis (now it seems a trick) [import specific jar] | ||
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> **!!!** the system now is **really really really** rudimentary | ||
## Functions | ||
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- similar movies | ||
- movies (genres) | ||
- recommend for specific user | ||
- movies on hot (click shot) | ||
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## Envirenment | ||
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> `front` | ||
> | ||
> ~ recfront | ||
> | ||
> npm install | ||
> | ||
> npm run dev | ||
> | ||
> `back` | ||
> | ||
> ~ root | ||
> | ||
> make sure: zookeeper kafka(topic: rec3) redis | ||
> | ||
> python3 app.py | ||
- pyspark | ||
- pyfink | ||
- kafka - redis | ||
- node | ||
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## Architecture | ||
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<img src="./architecture/architecture.png" /> | ||
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import os | ||
import random | ||
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from flask import Flask, render_template, jsonify, session | ||
from flask import request | ||
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from rec.nearline.UserAction import UserAction | ||
from rec.nearline.kafkaManager import kafkaInc | ||
from rec.online.datastructer.DataManager import DataManager | ||
from rec.utils.object2jsonable import object2jsonable | ||
import rec.online.recFuncs.similarRec as similarRec | ||
import rec.online.recFuncs.recForYou as recForYou | ||
from rec.utils.redisManager import RedisManager | ||
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app = Flask(__name__) | ||
app.config['SECRET_KEY'] = os.urandom(24) | ||
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# @app.errorhandler(Exception) | ||
# def global_exception_handler(e): | ||
# return 'Error', 500 | ||
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@app.before_request | ||
def global_header_set(): | ||
if 'userId' not in session: | ||
session['userId'] = 1 | ||
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# @app.route('/') | ||
# @app.route('/index.html') | ||
# def index(): | ||
# return render_template('index.html') | ||
# | ||
# | ||
# @app.route('/movie.html') | ||
# def movie(): | ||
# args = request.args | ||
# movieId = args['movieId'] | ||
# userId = session['userId'] | ||
# kafkaInc.send(UserAction(userId, movieId, "click").csvFormat()) | ||
# return render_template('movie.html') | ||
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@app.route('/movieclick') | ||
def movieclick(): | ||
args = request.args | ||
movieId = args['movieId'] | ||
userId = session['userId'] | ||
kafkaInc.send(UserAction(userId, movieId, "click").csvFormat()) | ||
return "ok", 200 | ||
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# @app.route('/user.html') | ||
# def user(): | ||
# return render_template('user.html') | ||
# | ||
# | ||
# @app.route('/collection.html') | ||
# def collection(): | ||
# return render_template('collection.html') | ||
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@app.route('/changeUid') | ||
def changeUID(): | ||
session['userId'] = request.args['uid'] | ||
return "change success", 200, [('Content-Type', 'application/json; charset=utf-8')] | ||
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@app.route('/getAllUsers', methods=['GET']) | ||
def getAllUsers(): | ||
users = random.sample(list(dataManager.userMap.values()), 30) | ||
users = object2jsonable(users) | ||
return jsonify(users), 200, [('Content-Type', 'application/json; charset=utf-8')] | ||
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@app.route('/getAllGenres', methods=['GET']) | ||
def getAllGenres(): | ||
genres = random.sample([i[0] for i in sorted(dataManager.genreMoviesMap.items(), key=lambda g:len(g[1]), reverse=True)], 5) | ||
genres = object2jsonable(genres) | ||
return jsonify(genres), 200, [('Content-Type', 'application/json; charset=utf-8')] | ||
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@app.route('/getRecommendMovie', methods=['GET']) | ||
def recommendM(): | ||
args = request.args | ||
genre = args['genre'] | ||
size = args['size'] | ||
sortby = args['sortby'] | ||
movies = dataManager.getMoviesByGenre(genre, int(size), sortby) | ||
movies = object2jsonable(movies) | ||
return jsonify(movies), 200, [('Content-Type', 'application/json; charset=utf-8')] | ||
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@app.route('/getHotMovies', methods=['GET']) | ||
def recHotM(): | ||
args = request.args | ||
size = args['size'] | ||
# hot top 10 | ||
r = RedisManager() | ||
k = r.keys("hot*") | ||
movies = {i[3:]: r.get(i) for i in k} | ||
movies = [dataManager.getMoviesById(int(m[0])) for m in sorted(movies.items(), key=lambda i: i[1], reverse=True)[:int(size)]] | ||
movies = object2jsonable(movies) | ||
return jsonify(movies), 200, [('Content-Type', 'application/json; charset=utf-8')] | ||
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@app.route('/getrecforyou', methods=['GET']) | ||
def rec_for_you(): | ||
args = request.args | ||
userId = args['id'] | ||
size = args['size'] | ||
model = args['model'] | ||
movies = recForYou.getRecList(int(userId), int(size), model) | ||
movies = object2jsonable(movies) | ||
return jsonify(movies), 200, [('Content-Type', 'application/json; charset=utf-8')] | ||
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@app.route('/getsimilarmovie', methods=['GET']) | ||
def rec_by_similarM(): | ||
args = request.args | ||
movieId = args['movieId'] | ||
size = args['size'] | ||
model = args['model'] | ||
movies = similarRec.getRecList(int(movieId), int(size), model) | ||
print(movies) | ||
movies = object2jsonable(movies) | ||
return jsonify(movies), 200, [('Content-Type', 'application/json; charset=utf-8')] | ||
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@app.route('/getmovie', methods=['GET']) | ||
def movie_info(): | ||
args = request.args | ||
movieId = args['id'] | ||
movie = dataManager.getMoviesById(int(movieId)) | ||
movie = object2jsonable(movie) | ||
return jsonify(movie), 200, [('Content-Type', 'application/json; charset=utf-8')] | ||
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@app.route('/getuser', methods=['GET']) | ||
def user_info(): | ||
args = request.args | ||
userId = args['id'] | ||
user = dataManager.getUserById(int(userId)) | ||
user = object2jsonable(user) | ||
return jsonify(user), 200, [('Content-Type', 'application/json; charset=utf-8')] | ||
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@app.after_request | ||
def global_header_set(response): | ||
response.headers['Access-Control-Allow-Origin'] = '*' | ||
return response | ||
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dataManager = DataManager() | ||
dataManager.loadData('static/sampledata/movies.csv', 'static/sampledata/links.csv', | ||
'static/sampledata/ratings.csv', 'static/modeldata/item2vecEmb.csv', | ||
'static/modeldata/userEmb.csv', '', '') | ||
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if __name__ == '__main__': | ||
app.run(debug=True) |
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VITE_API_DOMAIN=http://127.0.0.1:5000 | ||
VITE_STATIC_DOMAIN=http://127.0.0.1:5000/static/ |
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VITE_API_DOMAIN=/ | ||
VITE_STATIC_DOMAIN=static/ |
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# Logs | ||
logs | ||
*.log | ||
npm-debug.log* | ||
yarn-debug.log* | ||
yarn-error.log* | ||
pnpm-debug.log* | ||
lerna-debug.log* | ||
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node_modules | ||
dist | ||
dist-ssr | ||
*.local | ||
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# Editor directories and files | ||
.vscode/* | ||
!.vscode/extensions.json | ||
.idea | ||
.DS_Store | ||
*.suo | ||
*.ntvs* | ||
*.njsproj | ||
*.sln | ||
*.sw? |
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{ | ||
"recommendations": ["johnsoncodehk.volar"] | ||
} |
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# Vue 3 + Typescript + Vite | ||
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This template should help get you started developing with Vue 3 and Typescript in Vite. The template uses Vue 3 `<script setup>` SFCs, check out the [script setup docs](https://v3.vuejs.org/api/sfc-script-setup.html#sfc-script-setup) to learn more. | ||
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## Recommended IDE Setup | ||
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- [VSCode](https://code.visualstudio.com/) + [Volar](https://marketplace.visualstudio.com/items?itemName=johnsoncodehk.volar) | ||
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## Type Support For `.vue` Imports in TS | ||
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Since TypeScript cannot handle type information for `.vue` imports, they are shimmed to be a generic Vue component type by default. In most cases this is fine if you don't really care about component prop types outside of templates. However, if you wish to get actual prop types in `.vue` imports (for example to get props validation when using manual `h(...)` calls), you can enable Volar's `.vue` type support plugin by running `Volar: Switch TS Plugin on/off` from VSCode command palette. |
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<!DOCTYPE html> | ||
<html lang="en"> | ||
<head> | ||
<meta charset="UTF-8" /> | ||
<link rel="icon" href="/favicon.ico" /> | ||
<meta name="viewport" content="width=device-width, initial-scale=1.0" /> | ||
<title>SilvensnRecSys</title> | ||
</head> | ||
<body> | ||
<div id="app"></div> | ||
<script type="module" src="/src/main.ts"></script> | ||
</body> | ||
</html> |
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