py_vollib.black.greeks.numerical
¶
A library for option pricing, implied volatility, and greek calculation. py_vollib is based on lets_be_rational, a Python wrapper for LetsBeRational by Peter Jaeckel as described below.
- copyright:
© 2023 Larry Richards
- license:
MIT, see LICENSE for more details.
About LetsBeRational:¶
The source code of LetsBeRational resides at www.jaeckel.org/LetsBeRational.7z .
========================================================================================
Copyright © 2013-2014 Peter Jäckel.
Permission to use, copy, modify, and distribute this software is freely granted,
provided that this notice is preserved.
WARRANTY DISCLAIMER
The Software is provided "as is" without warranty of any kind, either express or implied,
including without limitation any implied warranties of condition, uninterrupted use,
merchantability, fitness for a particular purpose, or non-infringement.
========================================================================================
Module Contents¶
Functions¶
|
Returns the Black delta of an option. |
|
Returns the Black theta of an option. |
|
Returns the Black vega of an option. |
|
Returns the Black rho of an option. |
|
Returns the Black gamma of an option. |
|
Tests by comparing the analytical and numerical greek values. |
Attributes¶
- f¶
- delta(flag, F, K, t, r, sigma)[source]¶
Returns the Black delta of an option.
- Parameters:
flag (str) – ‘c’ or ‘p’ for call or put.
F (float) – underlying futures price
K (float) – strike price
t (float) – time to expiration in years
r (float) – annual risk-free interest rate
sigma (float) – volatility
- Returns:
float
- theta(flag, F, K, t, r, sigma)[source]¶
Returns the Black theta of an option.
- Parameters:
flag (str) – ‘c’ or ‘p’ for call or put.
F (float) – underlying futures price
K (float) – strike price
t (float) – time to expiration in years
r (float) – annual risk-free interest rate
sigma (float) – volatility
- Returns:
float
- vega(flag, F, K, t, r, sigma)[source]¶
Returns the Black vega of an option.
- Parameters:
flag (str) – ‘c’ or ‘p’ for call or put.
F (float) – underlying futures price
K (float) – strike price
t (float) – time to expiration in years
r (float) – annual risk-free interest rate
sigma (float) – volatility
- Returns:
float
- rho(flag, F, K, t, r, sigma)[source]¶
Returns the Black rho of an option.
- Parameters:
flag (str) – ‘c’ or ‘p’ for call or put.
F (float) – underlying futures price
K (float) – strike price
t (float) – time to expiration in years
r (float) – annual risk-free interest rate
sigma (float) – volatility
- Returns:
float
- gamma(flag, F, K, t, r, sigma)[source]¶
Returns the Black gamma of an option.
- Parameters:
flag (str) – ‘c’ or ‘p’ for call or put.
F (float) – underlying futures price
K (float) – strike price
t (float) – time to expiration in years
r (float) – annual risk-free interest rate
sigma (float) – volatility
- Returns:
float
- test()[source]¶
Tests by comparing the analytical and numerical greek values.
>>> S = 49 >>> K = 50 >>> r = .05 >>> t = 0.3846 >>> sigma = 0.2 >>> flag = 'c'
>>> epsilon = .0001
>>> v1 = delta(flag, S, K, t, r, sigma) >>> v2 = adelta(flag, S, K, t, r, sigma) >>> abs(v1-v2)<epsilon True
>>> v1 = gamma(flag, S, K, t, r, sigma) >>> v2 = agamma(flag, S, K, t, r, sigma) >>> abs(v1-v2)<epsilon True
>>> v1 = rho(flag, S, K, t, r, sigma) >>> v2 = arho(flag, S, K, t, r, sigma) >>> abs(v1-v2)<epsilon True
>>> v1 = vega(flag, S, K, t, r, sigma) >>> v2 = avega(flag, S, K, t, r, sigma) >>> abs(v1-v2)<epsilon True
>>> v1 = theta(flag, S, K, t, r, sigma) >>> v2 = atheta(flag, S, K, t, r, sigma) >>> abs(v1-v2)<epsilon True
Test PUT flag
>>> flag = 'p'
>>> v1 = delta(flag, S, K, t, r, sigma) >>> v2 = adelta(flag, S, K, t, r, sigma) >>> abs(v1-v2)<epsilon True
>>> v1 = gamma(flag, S, K, t, r, sigma) >>> v2 = agamma(flag, S, K, t, r, sigma) >>> abs(v1-v2)<epsilon True
>>> v1 = rho(flag, S, K, t, r, sigma) >>> v2 = arho(flag, S, K, t, r, sigma) >>> abs(v1-v2)<epsilon True
>>> v1 = vega(flag, S, K, t, r, sigma) >>> v2 = avega(flag, S, K, t, r, sigma) >>> abs(v1-v2)<epsilon True
>>> v1 = theta(flag, S, K, t, r, sigma) >>> v2 = atheta(flag, S, K, t, r, sigma) >>> abs(v1-v2)<epsilon True