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You're reading from  Streamlit for Data Science - Second Edition

Product typeBook
Published inSep 2023
Reading LevelBeginner
PublisherPackt
ISBN-139781803248226
Edition2nd Edition
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Tyler Richards
Tyler Richards
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Tyler Richards

Tyler Richards is a senior data scientist at Snowflake, working on a variety of Streamlit-related projects. Before this, he worked on integrity as a data scientist for Meta and non-profits like Protect Democracy. While at Facebook, he launched the first version of this book and subsequently started working at Streamlit, which was acquired by Snowflake early in 2022.
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An introduction to caching

As we create more computationally intensive Streamlit apps and begin to use and upload larger datasets, we should start thinking about the runtime of these apps and work to increase our efficiency whenever possible. The easiest way to make a Streamlit app more efficient is through caching, which is storing some results in memory so that the app does not repeat the same work whenever possible.

A good analogy for an app’s cache is a human’s short-term memory, where we keep bits of information close at hand that we think might be useful. When something is in our short-term memory, we don’t have to think very hard to get access to that piece of information. In the same way, when we cache a piece of information in Streamlit, we are making a bet that we’ll use that information often.

The way Streamlit caching works more specifically is by storing the results of a function in our app, and if that function is called with the same...

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Streamlit for Data Science - Second Edition
Published in: Sep 2023Publisher: PacktISBN-13: 9781803248226

Author (1)

author image
Tyler Richards

Tyler Richards is a senior data scientist at Snowflake, working on a variety of Streamlit-related projects. Before this, he worked on integrity as a data scientist for Meta and non-profits like Protect Democracy. While at Facebook, he launched the first version of this book and subsequently started working at Streamlit, which was acquired by Snowflake early in 2022.
Read more about Tyler Richards