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tutorial.py
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from pathlib import Path
import streamlit as st
st.set_page_config(layout="wide")
def load_step(file_path: str):
code_body = Path(file_path).read_text()
with st.sidebar:
st.write("---")
with st.expander("Code"):
st.code(code_body)
## WARNING: DO NOT DO THIS IN PRODUCTION ENVIRONMENTS!
## ONLY RUN THIS WITH TRUSTED SOURCES! FOR DEMONSTRATION PURPOSES ONLY!
## YOU HAVE BEEN WARNED!
exec(code_body)
def celebrate():
st.markdown("""
# You did it!
You made it to the end! Rejoice!
Hope you enjoyed this journey!
If you would like to send us feedback, you can do it through this link: https://forms.office.com/e/xqT2y7sA1L
<img width="160" height="160" 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" />
""", unsafe_allow_html=True)
st.balloons()
navigation = {
"Tutorial": lambda: st.markdown(Path("tutorial.md").read_text()),
"Step 1": lambda: load_step("tutorial_000.py"),
"Step 2": lambda: load_step("tutorial_001.py"),
"Step 2.1": lambda: load_step("tutorial_002.py"),
"Step 3": lambda: load_step("tutorial_003.py"),
"Step 4": lambda: load_step("tutorial_004.py"),
"Step 4.1": lambda: load_step("tutorial_0041.py"),
"Step 5": lambda: load_step("tutorial_005.py"),
"Bonus: Step 6": lambda: load_step("tutorial_006.py"),
"Bonus: Step 7": lambda: load_step("tutorial_007.py"),
"🎉 Celebrate! 🎉": celebrate
}
with st.sidebar:
step = st.radio("Navigation", navigation.keys())
if navigation.get(step, None):
navigation[step]()