diff --git a/.DS_Store b/.DS_Store
index aac5204febf3bcd78dcae180ae50b836f5e40066..87b56ad1c0caa0cd8b0aa4497cbd4d095b75bc27 100644
Binary files a/.DS_Store and b/.DS_Store differ
diff --git a/.flaskenv b/.flaskenv
index 09578f2480a1770be7f1d24ae4fef69e0ea89628..adfe7a48941f238a842cacea32c5d17cf4d9c60e 100644
--- a/.flaskenv
+++ b/.flaskenv
@@ -1 +1 @@
-FLASK_APP=autoaugmentation
\ No newline at end of file
+FLASK_APP=auto_augmentation
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..8b297e4d01f488181c1de2ae66b7ce67092e0c96
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,152 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintainted in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
new file mode 100644
index 0000000000000000000000000000000000000000..b125750ccc15f94f11db68afd39ebf0c9d898803
--- /dev/null
+++ b/.gitlab-ci.yml
@@ -0,0 +1,25 @@
+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
new file mode 100644
index 0000000000000000000000000000000000000000..3ee025e601252084a1b6fcad8a6f72b1030a4d2a
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,13 @@
+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
new file mode 100644
index 0000000000000000000000000000000000000000..05b126a4f3af13308397226e5c9cd881e2913083
--- /dev/null
+++ b/Procfile
@@ -0,0 +1 @@
+web: flask run --host=0.0.0.0 --port=$PORT
diff --git a/auto_augmentation/.DS_Store b/auto_augmentation/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..d425cd4dcb0261152a0f748a0c6c05c35c554588
Binary files /dev/null and b/auto_augmentation/.DS_Store differ
diff --git a/auto_augmentation/__init__.py b/auto_augmentation/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..da6ac6a46769c882614ff0940d1535877c4728d7
--- /dev/null
+++ b/auto_augmentation/__init__.py
@@ -0,0 +1,32 @@
+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
new file mode 100644
index 0000000000000000000000000000000000000000..35b9f5a9fdb8b37351cffdc8ccf8d7f51cb131ba
--- /dev/null
+++ b/auto_augmentation/download_file.py
@@ -0,0 +1,12 @@
+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/autoaugmentation/app.py b/auto_augmentation/home.py
similarity index 95%
rename from autoaugmentation/app.py
rename to auto_augmentation/home.py
index 18442d5a956d4ab26794b553c03538c0f64b58a4..7b14acb5ecee2aea47d184117701959714d10894 100644
--- a/autoaugmentation/app.py
+++ b/auto_augmentation/home.py
@@ -1,7 +1,7 @@
-from flask import Blueprint, render_template
-
-bp = Blueprint("home", __name__)
-
-@bp.route("/")
-def index():
-    return render_template("home.html")
+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
new file mode 100644
index 0000000000000000000000000000000000000000..b95acdc19ded31e44c9a66dc922bc4eade7ecac6
--- /dev/null
+++ b/auto_augmentation/progress.py
@@ -0,0 +1,9 @@
+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
new file mode 100644
index 0000000000000000000000000000000000000000..965af5a298f5c22b51b2562a25a25769a0a2d96c
--- /dev/null
+++ b/auto_augmentation/result.py
@@ -0,0 +1,9 @@
+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/autoaugmentation/.DS_Store b/auto_augmentation/static/.DS_Store
similarity index 91%
rename from autoaugmentation/.DS_Store
rename to auto_augmentation/static/.DS_Store
index ce806c27eaa94d0cd9fa3bab974cc9efa760e6f0..cbf9ce2f5606f2ec8e9da4a923b1306d7d64d602 100644
Binary files a/autoaugmentation/.DS_Store and b/auto_augmentation/static/.DS_Store differ
diff --git a/autoaugmentation/static/image/data_augment_cat.jpeg b/auto_augmentation/static/image/data_augment_cat.jpeg
similarity index 100%
rename from autoaugmentation/static/image/data_augment_cat.jpeg
rename to auto_augmentation/static/image/data_augment_cat.jpeg
diff --git a/auto_augmentation/static/image/training_plot.png b/auto_augmentation/static/image/training_plot.png
new file mode 100644
index 0000000000000000000000000000000000000000..1128a55103c47d7ec36b43bb83a1698ae01c44b3
Binary files /dev/null and b/auto_augmentation/static/image/training_plot.png differ
diff --git a/auto_augmentation/templates/basic.html b/auto_augmentation/templates/basic.html
new file mode 100644
index 0000000000000000000000000000000000000000..db609ea5f49ca101d3394b2e1219c1488160908b
--- /dev/null
+++ b/auto_augmentation/templates/basic.html
@@ -0,0 +1,12 @@
+<!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
new file mode 100644
index 0000000000000000000000000000000000000000..a1e7d3d03070c13fc055656ee64443424fb85609
--- /dev/null
+++ b/auto_augmentation/templates/home.html
@@ -0,0 +1,42 @@
+{% 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
new file mode 100644
index 0000000000000000000000000000000000000000..ea4c33d713224bd889f147ddcb5f8d2e6fb0b6f7
--- /dev/null
+++ b/auto_augmentation/templates/progress.html
@@ -0,0 +1,14 @@
+{% 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
new file mode 100644
index 0000000000000000000000000000000000000000..6e127fdb1ed52f2abefc166f23dc7b8d25062f48
--- /dev/null
+++ b/auto_augmentation/templates/result.html
@@ -0,0 +1,18 @@
+{% 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
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/heroku.yml b/heroku.yml
new file mode 100644
index 0000000000000000000000000000000000000000..8a254e2e411577dcc5abec859535d28502c75e38
--- /dev/null
+++ b/heroku.yml
@@ -0,0 +1,3 @@
+build:
+  docker:
+    web: Dockerfile  # path to your Dockerfile 
diff --git a/autoaugmentation/templates/home.html b/old_templates/home.html
similarity index 100%
rename from autoaugmentation/templates/home.html
rename to old_templates/home.html
diff --git a/autoaugmentation/templates/layout.html b/old_templates/layout.html
similarity index 100%
rename from autoaugmentation/templates/layout.html
rename to old_templates/layout.html
diff --git a/autoaugmentation/templates/result.html b/old_templates/result.html
similarity index 100%
rename from autoaugmentation/templates/result.html
rename to old_templates/result.html
diff --git a/autoaugmentation/templates/progress.html b/progress.html
similarity index 100%
rename from autoaugmentation/templates/progress.html
rename to progress.html
diff --git a/stdout.txt b/stdout.txt
new file mode 100755
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391