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stock-options-python

Fast Python bindings for option pricing Greeks calculations, powered by Rust.

Installation

pip install stock-options-python

Or build from source:

pip install maturin
maturin develop

Usage

import stock_options_python as sop

# Option parameters
s = 100.0      # Current stock price
k = 105.0      # Strike price
t = 0.5        # Time to expiration (years)
r = 0.05       # Risk-free rate (5%)
sigma = 0.2    # Volatility (20%)
q = 0.01       # Dividend yield (1%)

# Black-Scholes (European options)
delta = sop.bs_delta(s, k, t, r, sigma, q, option_type='call')
print(f"Call Delta: {delta:.4f}")

# Get all Greeks at once
greeks = sop.bs_greeks(s, k, t, r, sigma, q, option_type='call')
print(f"Delta: {greeks.delta:.4f}")
print(f"Gamma: {greeks.gamma:.4f}")
print(f"Theta: {greeks.theta:.4f} (per day)")
print(f"Vega:  {greeks.vega:.4f}")
print(f"Rho:   {greeks.rho:.4f}")

# Bjerksund-Stensland (American options)
am_greeks = sop.am_greeks(s, k, t, r, sigma, q, option_type='put')
print(f"\nAmerican Put Delta: {am_greeks.delta:.4f}")

API Reference

Black-Scholes Functions (European Options)

Function Description
bs_delta(s, k, t, r, sigma, q=0, option_type='call') Delta - sensitivity to underlying price
bs_gamma(s, k, t, r, sigma, q=0) Gamma - rate of change of delta
bs_theta(s, k, t, r, sigma, q=0, option_type='call') Theta - time decay (per day)
bs_vega(s, k, t, r, sigma, q=0) Vega - sensitivity to volatility
bs_rho(s, k, t, r, sigma, q=0, option_type='call') Rho - sensitivity to interest rate
bs_greeks(s, k, t, r, sigma, q=0, option_type='call') All Greeks at once

Bjerksund-Stensland Functions (American Options)

Function Description
am_delta(s, k, t, r, sigma, q=0, option_type='call') Delta
am_gamma(s, k, t, r, sigma, q=0, option_type='call') Gamma
am_theta(s, k, t, r, sigma, q=0, option_type='call') Theta (per day)
am_vega(s, k, t, r, sigma, q=0, option_type='call') Vega
am_rho(s, k, t, r, sigma, q=0, option_type='call') Rho
am_greeks(s, k, t, r, sigma, q=0, option_type='call') All Greeks at once

Parameters

Parameter Description
s Current price of the underlying asset
k Strike price of the option
t Time to expiration in years
r Risk-free interest rate (e.g., 0.05 for 5%)
sigma Volatility (e.g., 0.2 for 20%)
q Dividend yield (e.g., 0.01 for 1%), default 0
option_type 'call' or 'put', default 'call'

Performance

This library uses Rust for calculations, providing significant performance improvements over pure Python implementations, especially for batch calculations.

License

BSD 3-Clause License

Credits

Built on top of the stock-options Rust crate.

Metadata

Release files for stock-options-python 0.1.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for stock-options-python 0.1.0
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Built distributions (wheels)

Table of built distributions (wheels) for stock-options-python 0.1.0
File
stock_options_python-0.1.0-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
stock_options_python-0.1.0-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
stock_options_python-0.1.0-cp314-cp314-macosx_10_12_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details
stock_options_python-0.1.0-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
stock_options_python-0.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
stock_options_python-0.1.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ IBM System/390x Details
stock_options_python-0.1.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ PowerPC 64-le Details
stock_options_python-0.1.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details
stock_options_python-0.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
stock_options_python-0.1.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.13 CPython 3.13 Linux glibc 2.5+ x86-32 Details
stock_options_python-0.1.0-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
stock_options_python-0.1.0-cp313-cp313-macosx_10_12_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
stock_options_python-0.1.0-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
stock_options_python-0.1.0-cp312-cp312-win32.whl CPython 3.12 CPython 3.12 Windows x86-32 Details
stock_options_python-0.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
stock_options_python-0.1.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details
stock_options_python-0.1.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details
stock_options_python-0.1.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
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stock_options_python-0.1.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.12 CPython 3.12 Linux glibc 2.5+ x86-32 Details
stock_options_python-0.1.0-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
stock_options_python-0.1.0-cp312-cp312-macosx_10_12_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
stock_options_python-0.1.0-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
stock_options_python-0.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
stock_options_python-0.1.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details
stock_options_python-0.1.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details
stock_options_python-0.1.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
stock_options_python-0.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
stock_options_python-0.1.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.11 CPython 3.11 Linux glibc 2.5+ x86-32 Details
stock_options_python-0.1.0-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
stock_options_python-0.1.0-cp311-cp311-macosx_10_12_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details
stock_options_python-0.1.0-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
stock_options_python-0.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
stock_options_python-0.1.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details
stock_options_python-0.1.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
stock_options_python-0.1.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
stock_options_python-0.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
stock_options_python-0.1.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.10 CPython 3.10 Linux glibc 2.5+ x86-32 Details
stock_options_python-0.1.0-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details
stock_options_python-0.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
stock_options_python-0.1.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ IBM System/390x Details
stock_options_python-0.1.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ PowerPC 64-le Details
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stock_options_python-0.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64 Details
stock_options_python-0.1.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.9 CPython 3.9 Linux glibc 2.5+ x86-32 Details
stock_options_python-0.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details
stock_options_python-0.1.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ IBM System/390x Details
stock_options_python-0.1.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ PowerPC 64-le Details
stock_options_python-0.1.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ ARMv7l Details
stock_options_python-0.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ ARM64 Details
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