How Can I Speed Up Date Parsing with `strptime`?
Can strptime be accelerated?
Parsing a high quantity of dates in the 'YYYY-MM-DD' format can result in significant slowdowns when you need to manipulate them, such as adding or subtracting days. Here's a code snippet that demonstrates the performance bottleneck:
<code class="python">day = datetime.datetime.strptime(endofdaydate, "%Y-%m-%d").date()</code>
Accelerated parsing techniques
To improve the parsing speed, consider the following approaches:
- Explicit slicing: Instead of using the split method, which requires creating a new list, use slicing to extract the year, month, and day components:
<code class="python">datetime.date(int(a[:4]), int(a[5:7]), int(a[8:10])) # ~1.06us</code>
- Direct mapping: Another fast option is to directly map the substrings to integers using the int function:
<code class="python">datetime.date(*map(int, a.split('-'))) # ~1.28us</code>
These techniques provide a significant performance improvement compared to strptime. For instance, the slicing method achieves a factor of 8 acceleration, greatly reducing the processing time for large volumes of dates.
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