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How Can PostgreSQL Window Functions Efficiently Compare Adjacent Rows?

Linda Hamilton
Release: 2024-12-23 17:46:22
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How Can PostgreSQL Window Functions Efficiently Compare Adjacent Rows?

Comparing Rows in PostgreSQL: Leveraging Window Functions

In PostgreSQL, retrieving query results involving comparisons with adjacent rows requires tailored solutions. Here we explore how to approach this task effectively:

Comparison Between Odd Numbers and Even Neighbors

To extract odd numbers sandwiched between even numbers, a custom solution can be devised using complex subqueries. However, PostgreSQL's window functions offer a more efficient approach. The lag() and lead() functions can be employed to retrieve values from previous and subsequent rows, respectively, enabling straightforward comparisons within window partitions defined by textBlockId and sentence.

Extended Use Case

In an extended scenario involving categorization, this technique can be used to locate words that appear between instances of a specific category, NAME, while excluding words of that category.

Implementation Using Window Functions

The following code snippet demonstrates the use of window functions to address the problem:

SELECT textcat.text
FROM (
    SELECT text, category, chartype, lag(category,1) OVER w as previousCategory, lead(category,1) OVER w as nextCategory
    FROM token t, textBlockHasToken tb
    WHERE tb.tokenId = t.id
    WINDOW w AS (
        PARTITION BY textBlockId, sentence
        ORDER BY textBlockId, sentence, position
    )
) tokcat
WHERE 'NAME' = ANY(previousCategory)
    AND 'NAME' = ANY(nextCategory)
    AND 'NAME' <> ANY(category)
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Alternatively, a simplified version of the query:

SELECT text
FROM (
    SELECT text
          ,category 
          ,lag(category) OVER w as previous_cat
          ,lead(category) OVER w as next_cat
    FROM   token t
    JOIN   textblockhastoken tb ON tb.tokenid = t.id
    WINDOW w AS (PARTITION BY textblockid, sentence ORDER BY position)
    ) tokcat
WHERE  category <> 'NAME'
    AND    previous_cat = 'NAME'
    AND    next_cat = 'NAME';
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Benefits of Window Functions

Window functions provide several advantages:

  • Set-based processing: Operates on multiple rows at once, improving efficiency.
  • Transparency: Window definitions are clearly defined within the OVER clause, enhancing readability.
  • Extendability: Can be used for a wide range of problems involving comparisons with adjacent or nearby rows.

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