diff --git a/.flaskenv b/.flaskenv
deleted file mode 100644
index adfe7a48941f238a842cacea32c5d17cf4d9c60e..0000000000000000000000000000000000000000
--- a/.flaskenv
+++ /dev/null
@@ -1 +0,0 @@
-FLASK_APP=auto_augmentation
\ No newline at end of file
diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
deleted file mode 100644
index b125750ccc15f94f11db68afd39ebf0c9d898803..0000000000000000000000000000000000000000
--- a/.gitlab-ci.yml
+++ /dev/null
@@ -1,25 +0,0 @@
-build-job:
-  stage: build
-  script:
-    - echo "Hello, I'm Building"
-    - pip install pytest
-    - pip install flask
-    - pip install pandoc # for pdf making
-    - pip install weasyprint # for pdf making
-
-test-job:
-  stage: test
-  script:
-    - echo "Now I'm Testing!"
-    - python3 -m tests.test_query_processor
-
-deploy-job:
-  stage: deploy
-  script:
-    - echo "Now I'm Deploying to VM!"
-    - python3 -m venv venv
-    - . venv/bin/activate
-    - pip install -r requirements.txt
-    - flask run &
-    - echo "Now I'm Deploying to Heroku!"
-    - dpl --provider=heroku --app=metarl --api-key=5ccc3ae7-725e-4f9f-b441-0c9a28ebdc1b
diff --git a/Dockerfile b/Dockerfile
deleted file mode 100644
index 3ee025e601252084a1b6fcad8a6f72b1030a4d2a..0000000000000000000000000000000000000000
--- a/Dockerfile
+++ /dev/null
@@ -1,13 +0,0 @@
-FROM python:3
-
-RUN pip3 install virtualenv
-
-RUN python3 -m venv venvs
-
-COPY requirements.txt requirements.txt
-
-RUN pip3 install -r requirements.txt
-
-COPY . .
-
-CMD ["flask", "run"]
\ No newline at end of file
diff --git a/Procfile b/Procfile
deleted file mode 100644
index 05b126a4f3af13308397226e5c9cd881e2913083..0000000000000000000000000000000000000000
--- a/Procfile
+++ /dev/null
@@ -1 +0,0 @@
-web: flask run --host=0.0.0.0 --port=$PORT
diff --git a/auto_augmentation/.DS_Store b/auto_augmentation/.DS_Store
deleted file mode 100644
index d425cd4dcb0261152a0f748a0c6c05c35c554588..0000000000000000000000000000000000000000
Binary files a/auto_augmentation/.DS_Store and /dev/null differ
diff --git a/auto_augmentation/__init__.py b/auto_augmentation/__init__.py
deleted file mode 100644
index da6ac6a46769c882614ff0940d1535877c4728d7..0000000000000000000000000000000000000000
--- a/auto_augmentation/__init__.py
+++ /dev/null
@@ -1,32 +0,0 @@
-import os
-
-from flask import Flask, render_template, request, flash
-
-from auto_augmentation import home, progress,result
-
-def create_app(test_config=None):
-    # create and configure the app
-    app = Flask(__name__, instance_relative_config=True)
-    app.config.from_mapping(
-        SECRET_KEY='dev',
-    )
-
-    if test_config is None:
-        # load the instance config, if it exists, when not testing
-        app.config.from_pyfile('config.py', silent=True)
-    else:
-        # load the test config if passed in
-        app.config.from_mapping(test_config)
-
-    # ensure the instance folder exists
-    os.makedirs(app.instance_path, exist_ok=True)
-
-    from auto_augmentation import download_file
-
-    app.register_blueprint(home.bp)
-    app.register_blueprint(progress.bp)
-    app.register_blueprint(result.bp)
-    app.register_blueprint(download_file.bp)
-    
-
-    return app
diff --git a/auto_augmentation/download_file.py b/auto_augmentation/download_file.py
deleted file mode 100644
index 35b9f5a9fdb8b37351cffdc8ccf8d7f51cb131ba..0000000000000000000000000000000000000000
--- a/auto_augmentation/download_file.py
+++ /dev/null
@@ -1,12 +0,0 @@
-from flask import Blueprint, request, render_template, flash, send_file
-
-bp = Blueprint("download_file", __name__)
-
-@bp.route("/download_file", methods=["GET"])
-@bp.route("/download", methods=["GET", "POST"])
-def download():    
-    # Setup for the 'return send_file()' function call at the end of this function
-    path = 'templates/CNN.zip' # e.g. 'templates/download.markdown'
-
-    return send_file(path,
-                    as_attachment=True)
diff --git a/auto_augmentation/home.py b/auto_augmentation/home.py
deleted file mode 100644
index 7b14acb5ecee2aea47d184117701959714d10894..0000000000000000000000000000000000000000
--- a/auto_augmentation/home.py
+++ /dev/null
@@ -1,7 +0,0 @@
-from flask import Blueprint, render_template
-
-bp = Blueprint("home", __name__)
-
-@bp.route("/")
-def index():
-    return render_template("home.html")
diff --git a/auto_augmentation/progress.py b/auto_augmentation/progress.py
deleted file mode 100644
index b95acdc19ded31e44c9a66dc922bc4eade7ecac6..0000000000000000000000000000000000000000
--- a/auto_augmentation/progress.py
+++ /dev/null
@@ -1,9 +0,0 @@
-from flask import Blueprint, request, render_template, flash, send_file
-import subprocess
-
-bp = Blueprint("progress", __name__)
-
-@bp.route("/user_input", methods=["GET", "POST"])
-def response():
-    
-    return render_template("progress.html")
\ No newline at end of file
diff --git a/auto_augmentation/result.py b/auto_augmentation/result.py
deleted file mode 100644
index 965af5a298f5c22b51b2562a25a25769a0a2d96c..0000000000000000000000000000000000000000
--- a/auto_augmentation/result.py
+++ /dev/null
@@ -1,9 +0,0 @@
-from flask import Blueprint, request, render_template, flash, send_file
-import subprocess
-
-bp = Blueprint("result", __name__)
-
-@bp.route("/show_result", methods=["GET", "POST"])
-def response():
-    
-    return render_template("result.html")
\ No newline at end of file
diff --git a/auto_augmentation/static/.DS_Store b/auto_augmentation/static/.DS_Store
deleted file mode 100644
index cbf9ce2f5606f2ec8e9da4a923b1306d7d64d602..0000000000000000000000000000000000000000
Binary files a/auto_augmentation/static/.DS_Store and /dev/null differ
diff --git a/auto_augmentation/static/image/data_augment_cat.jpeg b/auto_augmentation/static/image/data_augment_cat.jpeg
deleted file mode 100644
index 900b738c8375325e26d21c43eb3a5ccf3b3c2827..0000000000000000000000000000000000000000
Binary files a/auto_augmentation/static/image/data_augment_cat.jpeg and /dev/null differ
diff --git a/auto_augmentation/static/image/training_plot.png b/auto_augmentation/static/image/training_plot.png
deleted file mode 100644
index 1128a55103c47d7ec36b43bb83a1698ae01c44b3..0000000000000000000000000000000000000000
Binary files a/auto_augmentation/static/image/training_plot.png and /dev/null differ
diff --git a/auto_augmentation/templates/basic.html b/auto_augmentation/templates/basic.html
deleted file mode 100644
index db609ea5f49ca101d3394b2e1219c1488160908b..0000000000000000000000000000000000000000
--- a/auto_augmentation/templates/basic.html
+++ /dev/null
@@ -1,12 +0,0 @@
-<!doctype html>
-<html>
-  <head>
-    {% block head %}
-    <title>{% block title %}{% endblock %} - Meta Reinforcement Learning for Data Augmentation</title>
-    {% endblock %}
-  </head>
-  <body>
-    {% block body %}{% endblock %}
-  </body>
-</html>
-
diff --git a/auto_augmentation/templates/home.html b/auto_augmentation/templates/home.html
deleted file mode 100644
index a1e7d3d03070c13fc055656ee64443424fb85609..0000000000000000000000000000000000000000
--- a/auto_augmentation/templates/home.html
+++ /dev/null
@@ -1,42 +0,0 @@
-{% extends "basic.html" %}
-{% block title%}Home{% endblock %}
-{% block body %}
-<h1>Meta Reinforcement Learning for Data Augmentation</h1>
-
-
-<form action="/user_input">
-  <!-- upload dataset -->
-  <label for="dataset">Please upload your dataset here:</label>
-  <input type="file" name="dataset" class="upload"><br><br>
-
-  <!-- radio button -->
-  What task is your dataset used for?<br>
-  <input type="radio" id="outputtype1"
-    name="output" value="binary_cls">
-  <label for="outputtype1">Binary Classification</label><br>
-
-  <input type="radio" id="outputtype2"
-    name="output" value="multi_cls">
-  <label for="outputtype2">Multi-classification</label><br>
-
-  <input type="radio" id="outputtype3"
-  name="output" value="regression">
-  <label for="outputtype3">Linear Regression</label><br><br>
-
-  <label for="data_aug_method">Which data augmentation method you would like exclude?</label>
-    <select id="data_aug_method" name="data_aug_method">
-        <option value="Translate">Translate</option>
-        <option value="Rotate">Rotate</option>
-        <option value="AutoContrast">AutoContrast</option>
-        <option value="Equalize">Equalize</option>
-        <option value="Solarize">Solarize</option>
-        <option value="Posterize">Posterize</option>
-        <option value="Contrast">Contrast</option>
-        <option value="Brightness">Brightness</option>
-
-    </select><br><br>
-
-  <input type="submit">
-</form>
-  
-{% endblock %}
diff --git a/auto_augmentation/templates/progress.html b/auto_augmentation/templates/progress.html
deleted file mode 100644
index ea4c33d713224bd889f147ddcb5f8d2e6fb0b6f7..0000000000000000000000000000000000000000
--- a/auto_augmentation/templates/progress.html
+++ /dev/null
@@ -1,14 +0,0 @@
-{% extends "basic.html" %}
-{% block title%}Progress{% endblock %}
-{% block body %}
-Training the model...
-
-<div>
-    <img src="{{url_for('static', filename='image/training_plot.png')}}" class="img-thumbnail" />
-    <form action="/show_result">
-        <input type="submit" value='Show Result'>
-    </form>
-
-</div>
- 
-{% endblock %}
\ No newline at end of file
diff --git a/auto_augmentation/templates/result.html b/auto_augmentation/templates/result.html
deleted file mode 100644
index 6e127fdb1ed52f2abefc166f23dc7b8d25062f48..0000000000000000000000000000000000000000
--- a/auto_augmentation/templates/result.html
+++ /dev/null
@@ -1,18 +0,0 @@
-{% extends "basic.html" %}
-{% block title %}Result{% endblock %}
-{% block body %}
-
-<div>  
-  <b>Accuracy before data augmentation is: 64.6%</b><br>
-  <b>Accuracy after data augmentation is: 79.3%</b>
-
-</div>
-
-<div>
-  <form action="/download">
-  <input type="submit" value='Download CNN'>
-  </form>
-</div>
-
-{% endblock %}
-
diff --git a/conftest.py b/conftest.py
deleted file mode 100644
index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000
diff --git a/heroku.yml b/heroku.yml
deleted file mode 100644
index 8a254e2e411577dcc5abec859535d28502c75e38..0000000000000000000000000000000000000000
--- a/heroku.yml
+++ /dev/null
@@ -1,3 +0,0 @@
-build:
-  docker:
-    web: Dockerfile  # path to your Dockerfile 
diff --git a/old_templates/home.html b/old_templates/home.html
deleted file mode 100644
index 25108159cdf9dc16ccaa77ade8fcb76e3dddf73c..0000000000000000000000000000000000000000
--- a/old_templates/home.html
+++ /dev/null
@@ -1,62 +0,0 @@
-{% extends "layout.html" %}
-
-{% block content %}
-
-    <!-- Starts image section -->
-    <div class="row justify-content-md-center mb-4">
-        <h2 class='text-primary'>Data Augmentation with Meta Reinforcement Learning</h2>
-    </div>
-    
-    <div>
-      <img src="{{url_for('autoaugmentation/static', filename='images/data augment cat.jpeg')}}" class="img-thumbnail" />
-      <div class="caption">
-        <p><strong>Data Augmentation</strong></p>
-      </div>
-    </div>
-    <!-- Ends image section -->
-    
-    <!-- Starts upload section -->
-
-    <section>
-
-      <div class="container-fluid details">
-        <form action="/predict" method="post" enctype="multipart/form-data" onsubmit="showloading()">
-
-            <input type="file" name="image" class="upload"><br><br>
-            
-            <label for="user_classify">Which classfiication can best describe the uploading picutre:</label>
-            <select id="user_classify" name="user_classify">
-                <option value="Not sure">Not sure</option>
-                <option value="Diseased Leaf">Diseased Leaf</option>
-                <option value="Diseased Plant">Diseased Plant</option>
-                <option value="Healthy Leaf">Healthy Leaf</option>
-                <option value="Healthy Plant">Healthy Plant</option>
-            </select><br><br>
-
-            <label class="camera distance" for="Myheight"> Input yout height(m):</label>
-            <input type="text" id="Myheight" name="Myheight"><br>
-
-            <label class="camera distance" for="camera_dist_left"> Camera predicted distance from the left pillar(m):</label>
-            <input type="text" id="camera_dist_left" name="camera_dist_left"><br>
-
-            <label class="camera distance" for="camera_dist_right"> Camera predicted distance from the right pillar(m):</label>
-            <input type="text" id="camera_dist_right" name="camera_dist_right"><br><br>
-
-            <h5>More information about this cotton plant (optional)</h5>
-            <label class='measurements' for='height'>Cotton plant height: </label>
-            <input type='text' id='height' name = 'height'><br>
-            <label class='measurements' for='width'>Cotton plant width:</label>
-            <input type='text' id='width' name = 'width'><br>
-            <label class='notes' for='added_notes'>Additional notes: </label>
-            <input type='text' id='added_notes' name = 'added_notes'><br><br>
-
-            <input type="submit" value="Submit and Predict!"> <br><br><br>
-        </form>
-      </div>
-    </section>
-    
-    <!-- Ends upload section -->
-
-
-
-{% endblock %}
\ No newline at end of file
diff --git a/old_templates/layout.html b/old_templates/layout.html
deleted file mode 100644
index 501b9e0767a95365af0317748cff5cad6e094b94..0000000000000000000000000000000000000000
--- a/old_templates/layout.html
+++ /dev/null
@@ -1,33 +0,0 @@
-<!doctype html>
-<html>
-  
-  <head>
-   
-    <meta charset="utf-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
-    
-    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0/css/bootstrap.min.css">
-    <script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
-    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.4.1/js/bootstrap.min.js"></script>
-    
-    
-    <title> Cotton Leaf Disease Detection </title>
-    
-  </head>
-  
-  <body>
-      <div class="container pt-3">
-      
-        <div id="content">{% block content %}{% endblock %}</div>
-      
-        <div id="footer">
-          {% block footer %}
-          <div class="row">
-
-          </div>
-          {% endblock %}
-        </div>
-      </div>
-    
-  </body>
-</html>
\ No newline at end of file
diff --git a/old_templates/result.html b/old_templates/result.html
deleted file mode 100644
index 4eca0b216866b09a2b48b0a1a69ee675874040e7..0000000000000000000000000000000000000000
--- a/old_templates/result.html
+++ /dev/null
@@ -1,24 +0,0 @@
-{% extends "basic.html" %}
-{% block title %}Result{% endblock %}
-{% block body %}
-Response to query:<br>
-
-<div>  
-  <form action="/choose_file">
-    <input type="radio" id="downloadTypeChoice1"
-      name="Filetype" value="html">
-    <label for="downloadChoice1">HTML</label><br>
-  
-    <input type="radio" id="downloadTypeChoice2"
-      name="Filetype" value="markdown">
-    <label for="downloadTypeChoice2">Markdown</label><br>
-  
-    <input type="radio" id="downloadTypeChoice3"
-    name="Filetype" value="pdf">
-    <label for="downloadTypeChoice3">PDF</label><br>
-  
-    <input type="submit">
-  </form>
-</div>
-
-{% endblock %}
diff --git a/progress.html b/progress.html
deleted file mode 100644
index 9bad71aadb77c26e3887dfddaa00e38e25d0336a..0000000000000000000000000000000000000000
--- a/progress.html
+++ /dev/null
@@ -1,8 +0,0 @@
-{% extends "structure.html" %}
-{% block title%}Home{% endblock %}
-{% block body %}
-<h1>Loading</h1>
-      <progress value = "65" max = "100"/>
-
-{% endblock %}
-
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 76b3ed54867825d4aadb3d219c376ee10576d1f3..0000000000000000000000000000000000000000
--- a/requirements.txt
+++ /dev/null
@@ -1,18 +0,0 @@
-attrs
-click==8.0.3
-Flask==2.0.2
-iniconfig==1.1.1
-itsdangerous==2.0.1
-Jinja2==3.0.3
-MarkupSafe==2.0.1
-packaging==21.3
-pandoc==2.0.1
-pdflatex
-pluggy==1.0.0
-py==1.11.0
-pyparsing==3.0.6
-pytest
-python-dotenv==0.19.2
-toml==0.10.2
-Werkzeug==2.0.2
-weasyprint==51
\ No newline at end of file
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 606849326a4002007fd42060b51e69a19c18675c..0000000000000000000000000000000000000000
--- a/setup.py
+++ /dev/null
@@ -1,3 +0,0 @@
-from setuptools import setup
-
-setup()
diff --git a/stdout.txt b/stdout.txt
deleted file mode 100755
index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000