add database to store user text embeddings

db_utils.py

@@ -1,16 +0,0 @@
-from sqlalchemy import create_engine
-from sqlalchemy.ext.declarative import declarative_base
-from sqlalchemy.orm import sessionmaker
-
-SQLALCHEMY_DATABASE_URL = "sqlite:///./embedding_db.db"
- 
-engine = create_engine(SQLALCHEMY_DATABASE_URL, connect_args={"check_same_thread": False})
-SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
-Base = declarative_base()
-
-def get_db():
-    db = SessionLocal()
-    try: 
-        yield db
-    finally:
-        db.close() 

main.py

@@ -10,18 +10,17 @@
 from fastapi import FastAPI, Request, Form, File, UploadFile, BackgroundTasks, Depends
 from fastapi.templating import Jinja2Templates
 from fastapi.staticfiles import StaticFiles
-from fastapi.responses import HTMLResponse, Response
-from sqlalchemy.orm.session import Session
+from fastapi.responses import HTMLResponse
 import pandas as pd
+pd.set_option('display.max_colwidth', 100)
 import time
 from uuid import uuid1
-from scrape_onet import get_onet_code, get_onet_description, get_onet_tasks
-from match_utils import neighborhoods, get_resume, skillNER, sim_result_loop, get_links
-from db_utils import get_db, Base, engine
-from user_utils import DBUsers, Hash
+from localStoragePy import localStoragePy
+localStorage = localStoragePy('pathfinder', 'text')
 
-# DB SETUP
-Base.metadata.create_all(engine)
+from scrape_onet import get_onet_code, get_onet_description, get_onet_tasks
+from match_utils import neighborhoods, get_resume, skillNER, sim_result_loop, get_links, coSkillEmbed
+from user_utils import Hash
 
 # APP SETUP
 app = FastAPI()
@@ -40,33 +39,50 @@ def get_login(request: Request):
     return templates.TemplateResponse('login.html', context={'request': request})
 
 @app.post('/register/', response_class=HTMLResponse)
-def post_register(request: Request, username: str = Form(...), password: str = Form(...), email: str = Form(...), db: Session = Depends(get_db)):
-    new_user = DBUsers(id = str(uuid1()), username = username, email = email, password = Hash.bcrypt(password))
-    db.add(new_user)
-    db.commit()
-    db.refresh(new_user)
-    message = "You have registered successfully. Please log in to continue"
-    return templates.TemplateResponse('register.html', context={'request': request, 'message': message})
+def post_register(request: Request, username: str = Form(...), password: str = Form(...), email: str = Form(...)):
+    db = pd.read_csv('static/db/embeddings_db.csv')
+    if username not in db['username'] and email not in db['email']:
+        new_row = len(db.index)+1
+        db.loc[new_row, 'id'] = uuid1()
+        db.loc[new_row, 'username'] = username
+        db.loc[new_row, 'password'] = Hash.bcrypt(password)
+        db.loc[new_row, 'email'] = email
+        db.to_csv('static/db/embeddings_db.csv', index=False)
+        message = "You have registered successfully. Please log in to continue"
+        return templates.TemplateResponse('register.html', context={'request': request, 'message': message})
+    elif email in db['email']:
+        message = "That email address has already been registered. Please try again."
+        return templates.TemplateResponse('register.html', context={'request': request, 'message': message})
+    elif username in db['username']:
+        message = "That username has already been taken. Please select another."
+        return templates.TemplateResponse('register.html', context={'request': request, 'message': message})
 
 @app.post("/login/", response_class=HTMLResponse)
-def post_login(request: Request, username: str = Form(...), password: str = Form(...), db: Session = Depends(get_db)):
-    un = db.query(DBUsers).filter(DBUsers.username == username).first()
-    pw = db.query(DBUsers).filter(DBUsers.username == username).first().password
-    if un and Hash.verify(password, pw) == True:
-        response = Response()
-        response.set_cookie(key="id", value=db.query(DBUsers).filter(DBUsers.username == username).first().id)
-        message = "You have been successfully logged in."
-        return templates.TemplateResponse('login.html', context={'request': request, "message": message})
+def post_login(request: Request, username: str = Form(...), password: str = Form(...)):
+    db = pd.read_csv('static/db/embeddings_db.csv')
+    if username in list(db['username']):
+        pw = db.loc[db['username'] == username,'password'].to_string()
+        pw = pw.split(' ')[4]
+        if Hash.verify(password, pw) == True:
+            un = db.loc[db['username'] == username,'username'].to_string().split(' ')[4]
+            localStorage.setItem('username', un)
+            print(localStorage.getItem('username'))
+            message = "You have been successfully logged in."
+            return templates.TemplateResponse('login.html', context={'request': request, "message": message})
     else:
         message = "Username or password not found. Please try again."
-        return templates.TemplateResponse('login.html', context={'request': request, "message": message})
+    return templates.TemplateResponse('login.html', context={'request': request, "message": message})
 
 @app.get("/logout/", response_class=HTMLResponse)
 def get_logout(request: Request):
-    with open('static/log.txt', 'w') as l:
-        l.write('')
+    return templates.TemplateResponse('logout.html', context={'request': request})
+
+@app.post("/logout/", response_class=HTMLResponse)
+def post_logout(request: Request):
+    localStorage.clear()
+    print(localStorage.getItem('username'))
     message = "You have been successfully logged out."
-    return templates.TemplateResponse('login.html', context={'request': request, "message": message})
+    return templates.TemplateResponse('logout.html', context={'request': request, 'message': message})
 
 ### JOB INFORMATION CENTER ###
 # GET
@@ -104,12 +120,27 @@ def get_matches(request: Request):
 
 # POST
 @app.post('/find-my-match/', response_class=HTMLResponse)
-async def post_matches(request: Request, resume: UploadFile = File(...)):
+async def post_matches(request: Request, bt: BackgroundTasks, resume: UploadFile = File(...)):
+    
     resume = get_resume(resume)
-    skills = await skillNER(resume)
-    simResults = await sim_result_loop(resume)
-    links = get_links(simResults[0])
-    return templates.TemplateResponse('find_my_match.html', context={'request': request, 'resume': resume, 'skills': skills, 'simResults': simResults[0], 'links': links})
+    db = pd.read_csv('static/db/embeddings_db.csv')
+    username = localStorage.getItem('username')
+    if username == None: 
+        return print("username was None")
+    else:
+        def add_data_to_db(resume, db, username):
+            # pd.concat([df, pd.DataFrame(embeds)], axis=1)
+            embeds = format(coSkillEmbed(resume)).replace('[[','').replace(']]','').split(',')
+            db.iloc[db['username']== username,4:] = embeds
+            db.to_csv('static/db/embeddings_db.csv')
+        
+        skills = await skillNER(resume)
+        simResults = await sim_result_loop(resume)
+        links = get_links(simResults[0])
+
+        bt.add_task(add_data_to_db, resume, db, username)
+
+        return templates.TemplateResponse('find_my_match.html', context={'request': request, 'resume': resume, 'skills': skills, 'simResults': simResults[0], 'links': links})
 
 @app.get("/find-match/", response_class=HTMLResponse)
 def find_match(request: Request):

requirements.txt

@@ -17,6 +17,6 @@ transformers==4.25.1
 torch==1.13.1
 accelerate==0.16.0
 plotly-express==0.4.1
-sqlalchemy==2.0.3
 bcrypt==4.0.1
-passlib==1.7.4
+passlib==1.7.4
+localStoragePy==0.2.3

static/db/embeddings_db.csv

@@ -0,0 +1,3 @@
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+bf946f2a-abf4-11ed-94bb-8a2dec87980d,test2,$2b$12$8wkItQHdnQE8A99p.bAsJOfQaXy7l7SUYy3JIQAwSpXXkmaBvBBpu,test2@gmail.com,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,

static/styles.css

@@ -12,25 +12,22 @@ html {
 }
 
 .navbar {
-    max-width: 800px;
+    max-width: 1000px;
     margin: 50px auto;
     padding: 0 20px;
     display: flex; 
     flex-direction: row;
     justify-content: space-between;
-    font-size: 24
+    font-size: 20px;
 }
 
 .navbar__brand {
     display: flex;
     align-items: center;
-    margin-right: 50px;
     color: #2c2161;
 }
 
 .navbar__logo {
-    margin-right: 30px;
-    color: #5c6b70;
     text-decoration: none;
     color: #2c2161;
 }
@@ -44,7 +41,7 @@ html {
 }
 
 .navbar__navigation-item {
-    margin-left: 50px;
+    margin-left: 30px;
 }
 
 .navbar__link {

templates/candidate_matcher.html

@@ -18,6 +18,7 @@
             <li class="navbar__navigation-item"><a href="/find-my-match/" class="navbar__link">Find My Match</a></li>
             <li class="navbar__navigation-item"><a href="/find-my-hire/" class="navbar__link">Find My Next Hire</a></li>
             <li class="navbar__navigation-item"><a href="/login/" class="navbar__link">Login</a></li>
+            <li class="navbar__navigation-item"><a href="/logout/" class="navbar__link">Logout</a></li>
         </ul>
     </header>
     <main class="main">

templates/find_hire.html

@@ -18,6 +18,7 @@
             <li class="navbar__navigation-item"><a href="/find-my-match/" class="navbar__link">Find My Match</a></li>
             <li class="navbar__navigation-item"><a href="/find-my-hire/" class="navbar__link">Find My Next Hire</a></li>
             <li class="navbar__navigation-item"><a href="/login/" class="navbar__link">Login</a></li>
+            <li class="navbar__navigation-item"><a href="/logout/" class="navbar__link">Logout</a></li>
         </ul>
     </header>
     <main class="main">

templates/find_match.html

@@ -18,6 +18,7 @@
             <li class="navbar__navigation-item"><a href="/find-my-match/" class="navbar__link">Find My Match</a></li>
             <li class="navbar__navigation-item"><a href="/find-my-hire/" class="navbar__link">Find My Next Hire</a></li>
             <li class="navbar__navigation-item"><a href="/login/" class="navbar__link">Login</a></li>
+            <li class="navbar__navigation-item"><a href="/logout/" class="navbar__link">Logout</a></li>
         </ul>
     </header>
     <main class="main">

templates/find_my_match.html

@@ -18,12 +18,13 @@
             <li class="navbar__navigation-item"><a href="/find-my-match/" class="navbar__link">Find My Match</a></li>
             <li class="navbar__navigation-item"><a href="/find-my-hire/" class="navbar__link">Find My Next Hire</a></li>
             <li class="navbar__navigation-item"><a href="/login/" class="navbar__link">Login</a></li>
+            <li class="navbar__navigation-item"><a href="/logout/" class="navbar__link">Logout</a></li>
         </ul>
     </header>
     <main class="main">
         <h1 class="pagetitle">Find my Perfect Match!</h1>
         <h2 class="pagesubtitle">We'll help you find the perfect job for you! Upload your resume, CV, or cover letter to get started!</h2>
-        <form class="upload" method="POST" enctype="multipart/form-data">
+        <form id="upload" class="upload" method="POST" enctype="multipart/form-data">
             <input type="file" name="resume" id="resume" class="upload__file">
             <button type="submit" class="form__submit">Submit</button>
             <p class="alert">Note: This can take a while. Please be patient.</p>

templates/job_list.html

@@ -18,6 +18,7 @@
             <li class="navbar__navigation-item"><a href="/find-my-match/" class="navbar__link">Find My Match</a></li>
             <li class="navbar__navigation-item"><a href="/find-my-hire/" class="navbar__link">Find My Next Hire</a></li>
             <li class="navbar__navigation-item"><a href="/login/" class="navbar__link">Login</a></li>
+            <li class="navbar__navigation-item"><a href="/logout/" class="navbar__link">Logout</a></li>
         </ul>
     </header>
     <main class="main">

templates/login.html

@@ -18,6 +18,7 @@
             <li class="navbar__navigation-item"><a href="/find-my-match/" class="navbar__link">Find My Match</a></li>
             <li class="navbar__navigation-item"><a href="/find-my-hire/" class="navbar__link">Find My Next Hire</a></li>
             <li class="navbar__navigation-item"><a href="/login/" class="navbar__link">Login</a></li>
+            <li class="navbar__navigation-item"><a href="/logout/" class="navbar__link">Logout</a></li>
         </ul>
     </header>
     <main class="main">
@@ -52,4 +53,5 @@
         </ul>
     </footer>
 </body>
-</html>
+</html>
+

templates/logout.html

@@ -0,0 +1,47 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta http-equiv="X-UA-Compatible" content="IE=edge">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Dashboard</title>
+    <link rel="stylesheet" href="/static/styles.css">
+</head>
+<body>
+    <header class="navbar">
+        <div class="navbar__brand">
+            <img src="/static/PF.png" class="navbar__logo" alt="Pathfinder logo" />
+            <a href="/" class="navbar__logo">Pathfinder</a>
+        </div>
+        <ul class="navbar__navigation">
+            <li class="navbar__navigation-item"><a href="/explore-job-neighborhoods/" class="navbar__link">Explore Job Neighborhoods</a></li>
+            <li class="navbar__navigation-item"><a href="/find-my-match/" class="navbar__link">Find My Match</a></li>
+            <li class="navbar__navigation-item"><a href="/find-my-hire/" class="navbar__link">Find My Next Hire</a></li>
+            <li class="navbar__navigation-item"><a href="/login/" class="navbar__link">Login</a></li>
+        </ul>
+    </header>
+    <main class="main">
+        <h1 class="pagetitle">User Logout</h1>
+        <h2 class="pagesubtitle">Thenks for Visiting!</h2>
+        <h2 class="pagesubtitle">Hit submit below to log out of the system.</h2>
+        <section>
+            <form class="form__logout" method="POST" enctype="application/x-www-form-urlencoded">
+                <button type="submit" class="form__submit">Submit</button>
+            </form>
+            <br>
+            <br>
+            {% if message %}
+                <h2 class="pagesubtitle">{{ message }}</h2>
+            {% endif %}
+        </section>
+        <br>
+        <br>
+    </main>
+    <footer class="footer">
+        <ul class="footer__text">
+            <li class="footer__text-item">© 2023 Pathfinder</li>
+        </ul>
+    </footer>
+</body>
+</html>
+

user_utils.py

@@ -1,5 +1,3 @@
-from db_utils import Base
-from sqlalchemy import Column, String
 from passlib.context import CryptContext
 
 pwd_cxt = CryptContext(schemes=['bcrypt'], deprecated="auto")
@@ -9,11 +7,4 @@ class Hash():
         return pwd_cxt.hash(password)
 
     def verify(plain_password: str, hashed_password: str):
-        return pwd_cxt.verify(plain_password, hashed_password)
-
-class DBUsers(Base):
-    __tablename__ = 'users'
-    id = Column(String, primary_key=True)
-    username = Column(String)
-    password = Column(String)
-    email = Column(String)
+        return pwd_cxt.verify(plain_password, hashed_password)