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What are the ways to improve the file loading process in Python?

asked 2023-06-04 17:06:20 +0000

qstack gravatar image

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answered 2023-06-04 17:21:02 +0000

lalupa gravatar image

Here are some ways to improve the file loading process in Python:

  1. Use a more efficient file format: Consider using a file format that is optimized for speed and efficiency, such as binary or compressed formats like Parquet, Avro, or HDF5.

  2. Batch loading: Loading multiple files at once (in batches) can be faster than loading each file individually.

  3. Use multithreading: Multithreading enables the application to perform multiple tasks concurrently, which can help speed up file loading.

  4. Use caching: Caching allows the application to store frequently accessed data in memory, eliminating the need to read it from disk repeatedly.

  5. Use memory mapping: Memory-mapping a file allows Python to access the file directly from memory, avoiding the need to read it from disk.

  6. Use streaming: If the file can be loaded in chunks, consider using a streaming approach to read and process the file in smaller segments rather than loading the entire file at once.

  7. Use a faster storage medium: If the file is located on a slow disk, consider moving it to a faster storage medium, such as an SSD or RAM disk.

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Asked: 2023-06-04 17:06:20 +0000

Seen: 14 times

Last updated: Jun 04 '23