Pure python implementation of Peter Jaeckel's LetsBeRational.
Project description
Overview
lets_be_rational is the canonical package for Peter Jaeckel's LetsBeRational algorithm.
It provides a pure Python implementation and keeps the historical py_lets_be_rational
import path available for compatibility.
Execution Speed
lets_be_rational is orders of magnitude faster than traditional implied volatility
calculation libraries, thanks to the algorithms developed by Peter Jaeckel.
Numba Dependency
Numba is an optional dependency. Because Numba installation can be tricky and OS-dependent, we decided to leave it up to each user to decide how and whether to install Numba. If Numba is present, execution speed will be faster. If not, the code will still run -- just slower.
Installing numba
lets_be_rational optionally depends on numba which in turn depends on llvm-lite. llvm-lite wants LLVM 3.9
being installed. On Mac OSX, use the latest version of HomeBrew to install numba's dependencies as shown below:
brew install llvm@3.9
LLVM_CONFIG=/usr/local/opt/llvm@3.9/bin/llvm-config pip install llvmlite==0.16.0
pip install numba==0.31.0
For other operating systems, please refer to the llvm-lite and numba documentation.
Development
Fork our repository, and make the changes on your local copy:
git clone git@github.com/your_username/py_lets_be_rational
cd py_lets_be_rational
pip install -e .
pip install -r dev-requirements.txt
When you are done, push the changes, and create a pull request on your repo.
About "Let's be Rational"
"Let's Be Rational" is a paper by Peter Jäckel showing "how Black's volatility can be implied from option prices with as little as two iterations to maximum attainable precision on standard (64 bit floating point) hardware for all possible inputs."
The paper is accompanied by the full C source code, which 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.
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