Implemented Caching in loaded datasets for Improved Performance #379
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@sanjay-kv Could you please review the PR? |
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@sanjay-kv Thanks for adding labels. Please let me know if I had to do any changes! |
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its all good . |
sanjay-kv
approved these changes
Oct 7, 2024
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🎉 Your pull request has been successfully merged! 🎉 Thank you for your valuable contribution to our project. Your efforts are greatly appreciated. Feel free to reach out if you have any more contributions or if there's anything else we can assist you with. Keep up the fantastic work! 🚀 |
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Description:
This PR introduces caching mechanisms for loaded datasets and summary-based functions to enhance application performance and reduce load times. By leveraging Streamlit's built-in st.cache_data function, we aim to optimize repeated access to static CSV data and eliminate unnecessary reloading.
Changes:
Impact:
References:
https://docs.streamlit.io/develop/api-reference/caching-and-state/st.cache_data
Comparison videos of existing load and new load time after cache_data:
Existing: https://drive.google.com/file/d/1DhsmF-K-hCKsOF3mAHOdkFp8q8aB2rqX/view?usp=sharing
New: https://drive.google.com/file/d/1ZF7YFSDCMZ2Y0K9ZTMGbYY2l0nuY6hi8/view?usp=sharing
Related issue:
#372