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..5b0f266669db9d5eaa4b256e713ce32ae3ebcc7c
--- /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=yw21218-simplewebapp --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/autoaugmentation/.DS_Store b/auto_augmentation/.DS_Store
similarity index 86%
rename from autoaugmentation/.DS_Store
rename to auto_augmentation/.DS_Store
index ce806c27eaa94d0cd9fa3bab974cc9efa760e6f0..122d7a06c1978c57c195ced3ced40a85ba4129d7 100644
Binary files a/autoaugmentation/.DS_Store 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..81b6f0c720cdd6715e62cd374e381a30e40ef934
--- /dev/null
+++ b/auto_augmentation/__init__.py
@@ -0,0 +1,28 @@
+import os
+
+from flask import Flask, render_template, request, flash
+
+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 search_page, search_result, download_file
+
+    app.register_blueprint(search_page.bp)
+    app.register_blueprint(search_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..c0dffa0cf02e281d4c60a2037b3e6fc230bdbe29
--- /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("/choose_file", 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/search_page.py
similarity index 95%
rename from autoaugmentation/app.py
rename to auto_augmentation/search_page.py
index 18442d5a956d4ab26794b553c03538c0f64b58a4..7b14acb5ecee2aea47d184117701959714d10894 100644
--- a/autoaugmentation/app.py
+++ b/auto_augmentation/search_page.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/search_result.py b/auto_augmentation/search_result.py
new file mode 100644
index 0000000000000000000000000000000000000000..d4e26c92df198d37d988b6fbecb0c0535b84bbd8
--- /dev/null
+++ b/auto_augmentation/search_result.py
@@ -0,0 +1,14 @@
+from flask import Blueprint, request, render_template, flash, send_file
+import subprocess
+
+bp = Blueprint("search_result", __name__)
+
+@bp.route("/search_result", methods=["GET", "POST"])
+@bp.route("/choose_type", methods=["GET", "POST"])
+def response():
+    query = request.args["search_query"]
+    if not query:
+        flash("No query")
+    print('query', query)
+
+    return render_template("result.html")
\ No newline at end of file
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/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..981fe46c5d0713afe1827796cad78df11c7a3ceb
--- /dev/null
+++ b/auto_augmentation/templates/home.html
@@ -0,0 +1,12 @@
+{% extends "basic.html" %}
+{% block title%}Home{% endblock %}
+{% block body %}
+Search some literature:
+<form action="/search_result">
+  <label for="search_query">Query:</label>
+  <input type="text" id="search_query" name="search_query"><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..2b9bdc3e708f0f99f5849da4d608c15376584624
--- /dev/null
+++ b/auto_augmentation/templates/progress.html
@@ -0,0 +1,6 @@
+{% extends "basic.html" %}
+{% block title%}Home{% endblock %}
+{% block body %}
+Training the model...
+
+{% 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..79a2729b4ab104d3bb597828bf080abf0deed297
--- /dev/null
+++ b/auto_augmentation/templates/result.html
@@ -0,0 +1,31 @@
+{% extends "basic.html" %}
+{% block title %}Response{% endblock %}
+{% block body %}
+Response to query:<br>
+<ul>
+{% for result in search_results %}
+<li> {{ result }}
+{% endfor %}
+</ul>
+
+<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/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