Cheat Sheet
This is a summary of the docs, as of Streamlit v1.26.0.
Install & Import
streamlit run first_app.py
# Import convention
>>> import streamlit as st
Command line
streamlit --help
streamlit run your_script.py
streamlit hello
streamlit config show
streamlit cache clear
streamlit docs
streamlit --version
Pre-release features
pip uninstall streamlit
pip install streamlit-nightly --upgrade
Learn more about experimental features
Magic commands
# Magic commands implicitly
# call st.write().
'_This_ is some **Markdown***'
my_variable
'dataframe:', my_data_frame
Display text
st.text('Fixed width text')
st.markdown('_Markdown_') # see *
st.latex(r''' e^{i\pi} + 1 = 0 ''')
st.write('Most objects') # df, err, func, keras!
st.write(['st', 'is <', 3]) # see *
st.title('My title')
st.header('My header')
st.subheader('My sub')
st.code('for i in range(8): foo()')
* optional kwarg unsafe_allow_html = True
Display data
st.dataframe(my_dataframe)
st.table(data.iloc[0:10])
st.json({'foo':'bar','fu':'ba'})
st.metric('My metric', 42, 2)
Display media
st.image('./header.png')
st.audio(data)
st.video(data)
Add widgets to sidebar
# Just add it after st.sidebar:
>>> a = st.sidebar.radio('Select one:', [1, 2])
# Or use "with" notation:
>>> with st.sidebar:
>>> st.radio('Select one:', [1, 2])
Columns
# Two equal columns:
>>> col1, col2 = st.columns(2)
>>> col1.write("This is column 1")
>>> col2.write("This is column 2")
# Three different columns:
>>> col1, col2, col3 = st.columns([3, 1, 1])
# col1 is larger.
# You can also use "with" notation:
>>> with col1:
>>> st.radio('Select one:', [1, 2])
Tabs
# Insert containers separated into tabs:
>>> tab1, tab2 = st.tabs(["Tab 1", "Tab2"])
>>> tab1.write("this is tab 1")
>>> tab2.write("this is tab 2")
# You can also use "with" notation:
>>> with tab1:
>>> st.radio('Select one:', [1, 2])
Control flow
# Stop execution immediately:
st.stop()
# Rerun script immediately:
st.experimental_rerun()
# Group multiple widgets:
>>> with st.form(key='my_form'):
>>> username = st.text_input('Username')
>>> password = st.text_input('Password')
>>> st.form_submit_button('Login')
Display interactive widgets
st.button('Click me')
st.data_editor('Edit data', data)
st.checkbox('I agree')
st.toggle('Enable')
st.radio('Pick one', ['cats', 'dogs'])
st.selectbox('Pick one', ['cats', 'dogs'])
st.multiselect('Buy', ['milk', 'apples', 'potatoes'])
st.slider('Pick a number', 0, 100)
st.select_slider('Pick a size', ['S', 'M', 'L'])
st.text_input('First name')
st.number_input('Pick a number', 0, 10)
st.text_area('Text to translate')
st.date_input('Your birthday')
st.time_input('Meeting time')
st.file_uploader('Upload a CSV')
st.download_button('Download file', data)
st.camera_input("Take a picture")
st.color_picker('Pick a color')
# Use widgets' returned values in variables:
>>> for i in range(int(st.number_input('Num:'))):
>>> foo()
>>> if st.sidebar.selectbox('I:',['f']) == 'f':
>>> b()
>>> my_slider_val = st.slider('Quinn Mallory', 1, 88)
>>> st.write(slider_val)
# Disable widgets to remove interactivity:
>>> st.slider('Pick a number', 0, 100, disabled=True)
Build chat-based apps
# Insert a chat message container.
>>> with st.chat_message("user"):
>>> st.write("Hello đź‘‹")
>>> st.line_chart(np.random.randn(30, 3))
# Display a chat input widget.
>>> st.chat_input("Say something")
Learn how to build chat-based apps
Mutate data
# Add rows to a dataframe after
# showing it.
>>> element = st.dataframe(df1)
>>> element.add_rows(df2)
# Add rows to a chart after
# showing it.
>>> element = st.line_chart(df1)
>>> element.add_rows(df2)
Display code
>>> with st.echo():
>>> st.write('Code will be executed and printed')
Placeholders, help, and options
# Replace any single element.
>>> element = st.empty()
>>> element.line_chart(...)
>>> element.text_input(...) # Replaces previous.
# Insert out of order.
>>> elements = st.container()
>>> elements.line_chart(...)
>>> st.write("Hello")
>>> elements.text_input(...) # Appears above "Hello".
st.help(pandas.DataFrame)
st.get_option(key)
st.set_option(key, value)
st.set_page_config(layout='wide')
st.experimental_get_query_params()
st.experimental_set_query_params(**params)
Connect to data sources
st.experimental_connection('pets_db', type='sql')
conn = st.experimental_connection('sql')
conn = st.experimental_connection('snowpark')
>>> class MyConnection(ExperimentalBaseConnection[myconn.MyConnection]):
>>> def _connect(self, **kwargs) -> MyConnection:
>>> return myconn.connect(**self._secrets, **kwargs)
>>> def query(self, query):
>>> return self._instance.query(query)
Optimize performance
Cache data objects
# E.g. Dataframe computation, storing downloaded data, etc.
>>> @st.cache_data
... def foo(bar):
... # Do something expensive and return data
... return data
# Executes foo
>>> d1 = foo(ref1)
# Does not execute foo
# Returns cached item by value, d1 == d2
>>> d2 = foo(ref1)
# Different arg, so function foo executes
>>> d3 = foo(ref2)
# Clear all cached entries for this function
>>> foo.clear()
# Clear values from *all* in-memory or on-disk cached functions
>>> st.cache_data.clear()
Cache global resources
# E.g. TensorFlow session, database connection, etc.
>>> @st.cache_resource
... def foo(bar):
... # Create and return a non-data object
... return session
# Executes foo
>>> s1 = foo(ref1)
# Does not execute foo
# Returns cached item by reference, s1 == s2
>>> s2 = foo(ref1)
# Different arg, so function foo executes
>>> s3 = foo(ref2)
# Clear all cached entries for this function
>>> foo.clear()
# Clear all global resources from cache
>>> st.cache_resource.clear()
Deprecated caching
>>> @st.cache
... def foo(bar):
... # Do something expensive in here...
... return data
>>> # Executes foo
>>> d1 = foo(ref1)
>>> # Does not execute foo
>>> # Returns cached item by reference, d1 == d2
>>> d2 = foo(ref1)
>>> # Different arg, so function foo executes
>>> d3 = foo(ref2)
Display progress and status
# Show a spinner during a process
>>> with st.spinner(text='In progress'):
>>> time.sleep(3)
>>> st.success('Done')
# Show and update progress bar
>>> bar = st.progress(50)
>>> time.sleep(3)
>>> bar.progress(100)
>>> with st.status('Authenticating...') as s:
>>> time.sleep(2)
>>> st.write('Some long response.')
>>> s.update(label='Response')
st.balloons()
st.snow()
st.toast('Warming up...')
st.error('Error message')
st.warning('Warning message')
st.info('Info message')
st.success('Success message')
st.exception(e)
Personalize apps for users
# Show different content based on the user's email address.
>>> if st.user.email == 'jane@email.com':
>>> display_jane_content()
>>> elif st.user.email == 'adam@foocorp.io':
>>> display_adam_content()
>>> else:
>>> st.write("Please contact us to get access!")
Still have questions?
Our forums are full of helpful information and Streamlit experts.