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Truncating Timestamps to 5-Minute Boundaries Efficiently in Postgres
Truncating timestamps is essential for temporal analysis. Postgres offers the date_trunc function, enabling us to round timestamps to various units. However, for truncating to the nearest 5-minute boundary, a more specific approach is required.
Typically, the following straightforward method is employed:
date_trunc('hour', val) + date_part('minute', val)::int / 5 * interval '5 min'
However, when performance is critical, it's crucial to explore the fastest solution possible.
Alternative Approach: Going Through Epoch Time
An alternative approach involves converting the timestamp to an epoch timestamp and then truncating it. This method is expressed as:
SELECT to_timestamp( floor(EXTRACT(epoch FROM ht.time) / EXTRACT(epoch FROM interval '5 min')) * EXTRACT(epoch FROM interval '5 min') ) FROM huge_table AS ht LIMIT 4000000
Benchmarking and Results
To evaluate the performance of both methods, an informal benchmark was conducted against a large table with 4 million rows. The queries were alternated to prevent caching advantages.
Results:
Method | Run 1 | Run 3 | Run 5 |
---|---|---|---|
Epoch Time | 39.368 seconds | 39.526 seconds | 39.883 seconds |
Hour and Minute | 34.189 seconds | 37.028 seconds | 32.397 seconds |
Conclusion
Surprisingly, the method using date_trunc and date_part consistently outperformed the epoch time approach. Despite being more versatile and easier to parameterize, the epoch time method sacrifices some performance for a wider range of time unit truncations.
Therefore, for truncating timestamps to 5-minute boundaries specifically in Postgres, the straightforward method using date_trunc and date_part is the recommended approach.
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