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⚡ Vectorize Black-Scholes pricing for butterfly arbitrage detection#9

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sharesth23 merged 1 commit into
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optimize-butterfly-detection-17826642749449070650
May 9, 2026
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⚡ Vectorize Black-Scholes pricing for butterfly arbitrage detection#9
sharesth23 merged 1 commit into
mainfrom
optimize-butterfly-detection-17826642749449070650

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@sharesth23

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💡 What: Vectorized the bs_call_price function using numpy.where to handle scalar and array inputs efficiently, and updated butterfly_arbitrage to leverage this vectorization instead of using a list comprehension loop.
🎯 Why: To improve performance by minimizing Python loop overhead and taking advantage of highly optimized C operations in NumPy for large arrays of strikes and implied volatilities.
📊 Measured Improvement: The butterfly_arbitrage function benchmark exhibited a runtime decrease from ~1.724 seconds to ~0.024 seconds representing roughly a 71x performance improvement.


PR created automatically by Jules for task 17826642749449070650 started by @sharesth23

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Co-authored-by: sharesth23 <182501306+sharesth23@users.noreply.github.com>
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@sharesth23 sharesth23 merged commit 7e358b8 into main May 9, 2026
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