mirror of
https://github.com/kuhyx/WUT_Computer_Science.git
synced 2026-07-06 21:23:13 +02:00
Merge branch 'refs/heads/get_movie_recommendations'
This commit is contained in:
commit
b67849d045
116
connector/Include/analytics.py
Normal file
116
connector/Include/analytics.py
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@ -0,0 +1,116 @@
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from flask import Flask, request, jsonify
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from flask_caching import Cache
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import psycopg2
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import pandas
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import json
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from configparser import ConfigParser
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from datetime import datetime
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app = Flask(__name__)
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cache = Cache(config={'CACHE_TYPE': 'SimpleCache'})
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db_connector = None
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conn = None
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@app.route("/api/get_number_of_ratings", methods=["GET"])
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@cache.cached(timeout=500)
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def get_number_of_ratings():
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cursor = conn.cursor()
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cursor.execute("select count(*) as num_of_ratings from ratings")
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res = cursor.fetchall()
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cursor.close()
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return jsonify(res[0]), 200
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@app.route("/api/get_movie_ratings/<string:movie_id>", methods=["GET"])
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@cache.cached(timeout=50)
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def get_movie_ratings(movie_id):
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cursor = conn.cursor()
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ratings = {}
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rating_values = [5, 4, 3, 2, 1]
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for rating in rating_values:
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cursor.execute("""
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SELECT COUNT(*) as count
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FROM ratings
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WHERE rating = %s AND movie_ID = %s;
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""", (rating, movie_id))
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result = cursor.fetchone()
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ratings[f'{rating}_star'] = result[0]
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cursor.close()
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return jsonify(ratings), 200
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@app.route("/api/get_users_number", methods=["GET"])
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@cache.cached(timeout=50)
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def get_number_of_users():
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cursor = conn.cursor()
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cursor.execute("select count(*) as num_of_users from users")
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res = cursor.fetchall()
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cursor.close()
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return jsonify(res[0]), 200
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@app.route("/api/get_movie_rating_avg/<string:movie_id>", methods=["GET"])
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@cache.cached(timeout=50)
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def get_movie_rating_avg(movie_id):
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cursor = conn.cursor()
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cursor.execute("""
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SELECT AVG(rating) as avg_rating
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FROM ratings
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WHERE movie_ID = %s;
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""", (movie_id,))
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res = cursor.fetchall()
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cursor.close()
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return jsonify(res[0]), 200
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@app.route("/api/get_user_ratings/<string:user_id>", methods=["GET"])
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@cache.cached(timeout=50)
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def get_user_ratings(user_id):
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cursor = conn.cursor()
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cursor.execute("""
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SELECT movie_ID, rating
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FROM ratings
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WHERE oauth_ID = %s;
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""", (user_id,))
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res = cursor.fetchall()
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cursor.close()
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return jsonify(res), 200
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if __name__ == "__main__":
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config = ConfigParser()
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config.read("init_scripts/constants.ini")
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while True:
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|
try:
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conn = psycopg2.connect(
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host=config["postgres"]["host"],
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database=config["postgres"]["database"],
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user=config["postgres"]["user"],
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password=config["postgres"]["password"],
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port=int(config["postgres"]["port"])
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)
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except Exception:
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print("Trying to connect with database")
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continue
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else:
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break
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cache.init_app(app)
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app.run(host="localhost", port=8082, debug=True)
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conn.close()
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@ -5,7 +5,7 @@ import pandas
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import json
|
import json
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from configparser import ConfigParser
|
from configparser import ConfigParser
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from datetime import datetime
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from datetime import datetime
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import requests
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app = Flask(__name__)
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app = Flask(__name__)
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cache = Cache(config={'CACHE_TYPE': 'SimpleCache'})
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cache = Cache(config={'CACHE_TYPE': 'SimpleCache'})
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@ -13,27 +13,37 @@ db_connector = None
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conn = None
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conn = None
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movie_list = None
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movie_list = None
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def error_decorator(fun):
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def error_decorator(fun):
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def inner1(*args, **kwargs):
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def inner1(*args, **kwargs):
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try:
|
try:
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fun(*args, **kwargs)
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fun(*args, **kwargs)
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except psycopg2.DatabaseError:
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except psycopg2.DatabaseError:
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return jsonify({"status": "Something... unexpected has occured :sweat_smile:"}), 500
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return jsonify({"status": "Something... unexpected has occurred :sweat_smile:"}), 500
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return inner1
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return inner1
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@app.route("/", methods=["GET"])
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@app.route("/", methods=["GET"])
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@cache.cached(timeout=69)
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@cache.cached(timeout=69)
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def hello():
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def hello():
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return jsonify({"response": "Hello there", "time": datetime.now()}), 200
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return jsonify({"response": "Hello there", "time": datetime.now()}), 200
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#endpoint do wyciągania danych o userze
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# endpoint do wyciągania danych o userze
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@app.route("/api/v3/get/<string:username>", methods=["GET"])
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@app.route("/api/v3/get/<string:username>", methods=["GET"])
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def access_user(username):
|
def access_user(username):
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return jsonify({"us": "er"}), 200
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cursor = conn.cursor()
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cursor.execute("select * from users where username='{}';".format(username))
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res = cursor.fetchall()
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#endpoint służący do zapisu danych nowostworzonego użytkownika, podajemy mu
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cursor.close()
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#id z oautha oraz login
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return jsonify(res[0]), 200
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# endpoint służący do zapisu danych nowo stworzonego użytkownika, podajemy mu
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# id z oautha oraz login
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@app.route("/api/v3/add/<string:oauth_ID>/<string:username>", methods=["POST"])
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@app.route("/api/v3/add/<string:oauth_ID>/<string:username>", methods=["POST"])
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def add_user(oauth_ID, username):
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def add_user(oauth_ID, username):
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cursor = conn.cursor()
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cursor = conn.cursor()
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@ -42,7 +52,7 @@ def add_user(oauth_ID, username):
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if len(res):
|
if len(res):
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cursor.close()
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cursor.close()
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return jsonify({"status": "User already exists"}), 500
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return jsonify({"status": "User already exists"}), 409
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cursor.execute("INSERT INTO users (username, oauth_ID) VALUES ('{}','{}');".format(
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cursor.execute("INSERT INTO users (username, oauth_ID) VALUES ('{}','{}');".format(
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username, oauth_ID
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username, oauth_ID
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@ -50,27 +60,33 @@ def add_user(oauth_ID, username):
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conn.commit()
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conn.commit()
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cursor.close()
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cursor.close()
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return jsonify({"status": "success"}), 200
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return jsonify({"status": "success"}), 200
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#roboczy endpoint służący do wyciąganiu rekomendacji
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# roboczy endpoint służący do wyciąganiu rekomendacji
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@app.route("/api/v3/ai/<string:oauth_ID>", methods=["GET"])
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@app.route("/api/v3/ai/<string:oauth_ID>", methods=["GET"])
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def get_recommendations(oauth_ID):
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def get_recommendations(oauth_ID):
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#request od frontu na rekomendacje
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cursor = conn.cursor()
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#wysyłanie requestu do AI API o rekomendacje dla usera
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cursor.execute("select movie_ID from ratings where oauth_ID='{}'", oauth_ID)
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#przesłanie danych do
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res = cursor.fetchall()
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return jsonify({"movies": ["3", "Wiedźmin 3", "Najlepszy."]}), 200
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movies = [int(i) for i in res[0]]
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url = 'http://localhost:8081/api/v3/AI_recommendations'
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response = requests.post(url,
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json=movies,
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headers={'Content-Type': 'application/json'})
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return jsonify(response.json()), 200
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@app.route("/api/v3/get_movie/<int:movie_ID>", methods=["GET"])
|
@app.route("/api/v3/get_movie/<int:movie_ID>", methods=["GET"])
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def get_movie(movie_ID):
|
def get_movie(movie_ID):
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movie_info = movie_list.loc[movie_list['movie_id'] == movie_ID]
|
movie_info = movie_list.loc[movie_list['movie_id'] == movie_ID]
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if movie_info.empty:
|
if movie_info.empty:
|
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return jsonify({"status": "Movie with ID {} doesn't exist".format(movie_ID)}
|
return jsonify({"status": "Movie with ID {} doesn't exist".format(movie_ID)}
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), 500
|
), 404
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|
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cast = json.loads(movie_info["cast"][0].replace('\\"','"'))
|
cast = json.loads(movie_info["cast"][0].replace('\\"', '"'))
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crew = json.loads(movie_info["crew"][0].replace('\\"','"'))
|
crew = json.loads(movie_info["crew"][0].replace('\\"', '"'))
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|
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output_json = {"movie_id": movie_ID,
|
output_json = {"movie_id": movie_ID,
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"title": movie_info["title"][0],
|
"title": movie_info["title"][0],
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@ -79,15 +95,16 @@ def get_movie(movie_ID):
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|
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return jsonify(output_json), 200
|
return jsonify(output_json), 200
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|
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|
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@app.route("/api/v3/rate_movie/<string:uID>/<string:movie_ID>/<int:rating>", methods=["POST"])
|
@app.route("/api/v3/rate_movie/<string:uID>/<string:movie_ID>/<int:rating>", methods=["POST"])
|
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def rate_movie(uID, movie_ID, rating):
|
def rate_movie(uID, movie_ID, rating):
|
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movie_info = movie_list.loc[movie_list['movie_id'] == int(movie_ID)]
|
movie_info = movie_list.loc[movie_list['movie_id'] == int(movie_ID)]
|
||||||
if movie_info.empty:
|
if movie_info.empty:
|
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return jsonify({"status": "Movie with ID {} doesn't exist".format(movie_ID)}
|
return jsonify({"status": "Movie with ID {} doesn't exist".format(movie_ID)}
|
||||||
), 500
|
), 404
|
||||||
|
|
||||||
if rating < 1 or rating > 5:
|
if rating < 1 or rating > 5:
|
||||||
return jsonify({"status": "Incorrect rating"}), 500
|
return jsonify({"status": "Incorrect rating"}), 400
|
||||||
|
|
||||||
cursor = conn.cursor()
|
cursor = conn.cursor()
|
||||||
cursor.execute("select * from users where oauth_ID='{}';".format(uID))
|
cursor.execute("select * from users where oauth_ID='{}';".format(uID))
|
||||||
@ -95,7 +112,7 @@ def rate_movie(uID, movie_ID, rating):
|
|||||||
|
|
||||||
if not len(res):
|
if not len(res):
|
||||||
cursor.close()
|
cursor.close()
|
||||||
return jsonify({"status": "User doesn't exists"}), 500
|
return jsonify({"status": "User doesn't exists"}), 404
|
||||||
|
|
||||||
cursor.execute("select * from ratings where oauth_ID='{}' AND movie_ID='{}';".format(uID, movie_ID))
|
cursor.execute("select * from ratings where oauth_ID='{}' AND movie_ID='{}';".format(uID, movie_ID))
|
||||||
res = cursor.fetchall()
|
res = cursor.fetchall()
|
||||||
@ -115,7 +132,7 @@ def rate_movie(uID, movie_ID, rating):
|
|||||||
|
|
||||||
conn.commit()
|
conn.commit()
|
||||||
cursor.close()
|
cursor.close()
|
||||||
|
|
||||||
return jsonify({"status": "success"}), 200
|
return jsonify({"status": "success"}), 200
|
||||||
|
|
||||||
|
|
||||||
@ -138,12 +155,10 @@ if __name__ == "__main__":
|
|||||||
continue
|
continue
|
||||||
else:
|
else:
|
||||||
break
|
break
|
||||||
|
|
||||||
|
|
||||||
movie_list = pandas.read_csv(config["movie"]["csv_path"])
|
movie_list = pandas.read_csv(config["movie"]["csv_path"])
|
||||||
cache.init_app(app)
|
cache.init_app(app)
|
||||||
app.run(host="0.0.0.0",port=8090, debug=True)
|
app.run(host="localhost", port=8090, debug=True)
|
||||||
|
|
||||||
|
|
||||||
conn.close()
|
conn.close()
|
||||||
|
|
||||||
|
|||||||
@ -1,9 +1,9 @@
|
|||||||
[postgres]
|
[postgres]
|
||||||
host=db
|
host=localhost
|
||||||
database=test_db
|
database=test_db
|
||||||
user=root
|
user=root
|
||||||
password=root
|
password=root
|
||||||
port=5432
|
port=5432
|
||||||
|
|
||||||
[movie]
|
[movie]
|
||||||
csv_path=init_scripts/movies.csv
|
csv_path=../../movie_recommendations/datasets/tmdb_5000_credits.csv
|
||||||
|
|||||||
@ -1,15 +0,0 @@
|
|||||||
### GET request to example server
|
|
||||||
GET http://127.0.0.1:5000/boop
|
|
||||||
|
|
||||||
###
|
|
||||||
|
|
||||||
POST http://127.0.0.1:5000/api/v3/AI_recommendations
|
|
||||||
Content-Type: application/json
|
|
||||||
|
|
||||||
[
|
|
||||||
49026,
|
|
||||||
155,
|
|
||||||
312113
|
|
||||||
]
|
|
||||||
|
|
||||||
###
|
|
||||||
@ -1,26 +1,20 @@
|
|||||||
import hashlib
|
|
||||||
import json
|
|
||||||
from datetime import datetime
|
|
||||||
|
|
||||||
import pandas as pd
|
import pandas as pd
|
||||||
import numpy as np
|
import numpy as np
|
||||||
from ast import literal_eval
|
from ast import literal_eval
|
||||||
from sklearn.feature_extraction.text import CountVectorizer
|
from sklearn.feature_extraction.text import CountVectorizer
|
||||||
from sklearn.metrics.pairwise import cosine_similarity
|
from sklearn.metrics.pairwise import cosine_similarity
|
||||||
|
import hashlib
|
||||||
|
import json
|
||||||
|
from configparser import ConfigParser
|
||||||
|
import psycopg2
|
||||||
from flask import Flask, request, jsonify
|
from flask import Flask, request, jsonify
|
||||||
from flask_caching import Cache
|
from flask_caching import Cache
|
||||||
|
|
||||||
|
|
||||||
config = {
|
|
||||||
"DEBUG": True, # some Flask specific configs
|
|
||||||
"CACHE_TYPE": "SimpleCache",
|
|
||||||
"CACHE_DEFAULT_TIMEOUT": 300
|
|
||||||
}
|
|
||||||
|
|
||||||
app = Flask(__name__)
|
app = Flask(__name__)
|
||||||
|
cache = Cache(config={'CACHE_TYPE': 'SimpleCache'})
|
||||||
app.config.from_mapping(config)
|
db_connector = None
|
||||||
cache = Cache(app)
|
conn = None
|
||||||
|
|
||||||
|
|
||||||
def get_director(x):
|
def get_director(x):
|
||||||
@ -130,8 +124,8 @@ class MovieRecommender:
|
|||||||
|
|
||||||
|
|
||||||
recommender = MovieRecommender()
|
recommender = MovieRecommender()
|
||||||
recommender.fit('movie_recommendations/datasets/tmdb_5000_credits.csv',
|
recommender.fit('datasets/tmdb_5000_credits.csv',
|
||||||
'movie_recommendations/datasets/tmdb_5000_movies.csv')
|
'datasets/tmdb_5000_movies.csv')
|
||||||
|
|
||||||
|
|
||||||
def make_cache_key():
|
def make_cache_key():
|
||||||
@ -147,13 +141,30 @@ def make_cache_key():
|
|||||||
def AI_recommendations():
|
def AI_recommendations():
|
||||||
ids = request.get_json()
|
ids = request.get_json()
|
||||||
recommendations = recommender.get_recommendations(ids)
|
recommendations = recommender.get_recommendations(ids)
|
||||||
recommendations[0] = datetime.now()
|
|
||||||
return jsonify(recommendations)
|
return jsonify(recommendations)
|
||||||
|
|
||||||
|
|
||||||
# Przykładowe użycie:
|
if __name__ == "__main__":
|
||||||
# if __name__ == "__main__":
|
config = ConfigParser()
|
||||||
# recommender = MovieRecommender()
|
config.read("../connector/Include/init_scripts/constants.ini")
|
||||||
# recommender.fit('datasets/tmdb_5000_credits.csv', 'datasets/tmdb_5000_movies.csv')
|
|
||||||
# recommendations = recommender.get_recommendations([49026, 155, 312113])
|
while True:
|
||||||
# print(recommendations)
|
try:
|
||||||
|
conn = psycopg2.connect(
|
||||||
|
host=config["postgres"]["host"],
|
||||||
|
database=config["postgres"]["database"],
|
||||||
|
user=config["postgres"]["user"],
|
||||||
|
password=config["postgres"]["password"],
|
||||||
|
port=int(config["postgres"]["port"])
|
||||||
|
)
|
||||||
|
|
||||||
|
except Exception:
|
||||||
|
print("Trying to connect with database")
|
||||||
|
continue
|
||||||
|
else:
|
||||||
|
break
|
||||||
|
|
||||||
|
cache.init_app(app)
|
||||||
|
app.run(host="localhost", port=8081, debug=True)
|
||||||
|
|
||||||
|
conn.close()
|
||||||
|
|||||||
32
test_scripts/Test.http
Normal file
32
test_scripts/Test.http
Normal file
@ -0,0 +1,32 @@
|
|||||||
|
###
|
||||||
|
POST http://127.0.0.1:8081/api/v3/AI_recommendations
|
||||||
|
Content-Type: application/json
|
||||||
|
|
||||||
|
[
|
||||||
|
49026,
|
||||||
|
155,
|
||||||
|
312113
|
||||||
|
]
|
||||||
|
###
|
||||||
|
POST http://127.0.0.1:8090/api/v3/add/1234/blep
|
||||||
|
###
|
||||||
|
GET http://127.0.0.1:8090/api/v3/get/blep
|
||||||
|
###
|
||||||
|
POST http://127.0.0.1:8090/api/v3/add/6666/blop
|
||||||
|
###
|
||||||
|
POST http://127.0.0.1:8090/api/v3/rate_movie/1234/155/4
|
||||||
|
###
|
||||||
|
POST http://127.0.0.1:8090/api/v3/rate_movie/6666/155/5
|
||||||
|
###
|
||||||
|
POST http://127.0.0.1:8090/api/v3/rate_movie/1234/19995/5
|
||||||
|
###
|
||||||
|
GET http://localhost:8082/api/get_movie_ratings/155
|
||||||
|
###
|
||||||
|
GET http://localhost:8082/api/get_number_of_ratings
|
||||||
|
###
|
||||||
|
GET http://localhost:8082/api/get_users_number
|
||||||
|
###
|
||||||
|
GET http://localhost:8082/api/get_movie_rating_avg/155
|
||||||
|
###
|
||||||
|
GET http://localhost:8082/api/get_user_ratings/1234
|
||||||
|
###
|
||||||
Loading…
Reference in New Issue
Block a user