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How to Extract the Shortest Matches Between Strings in Large Log Files Using Python?

Mary-Kate Olsen
Release: 2024-10-24 04:53:02
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How to Extract the Shortest Matches Between Strings in Large Log Files Using Python?

Extraction of Shortest Matches between Strings

In scenarios involving large log files, identifying the shortest matches between specific strings becomes crucial. This article explores a Python-based solution for this task, providing a detailed explanation and addressing real-world computational complexities.

The challenge lies in locating multi-line strings bounded by two distinct strings: 'start' and 'end'. Traditional regex approaches may yield undesired results, as seen in the provided example, where it captures matches from the string 'start spam'.

To address this, an improved regex is introduced:

<code class="python">(start((?!start).)*?end)</code>
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This regex employs negative lookahead, preventing the inclusion of any other 'start' string within the captured sequence. The re.findall method is then utilized, along with the single-line modifier re.S, to extract all occurrences within a multi-line string.

An example is provided to demonstrate the efficacy of this solution, and it handles real-life computational complexities such as a 2GB file size, 12 million occurrences of 'start', and approximately 800 occurrences of 'end' concentrated near the file's end.

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