QuantLib-Risks


NameQuantLib-Risks JSON
Version 1.33.3 PyPI version JSON
download
home_pagehttps://auto-differentiation.github.io
SummaryFast risks calculations in QuantLib
upload_time2024-04-04 15:47:56
maintainerNone
docs_urlNone
authorAuto Differentiation Dev Team
requires_python<4.0,>=3.8.1
licenseAGPL-3.0-or-later
keywords automatic-differentiation derivatives risk-management quant-finance greeks risks
VCS
bugtrack_url
requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage No coveralls.
            This package enables fast risks calculations on the QuantLib Python package. 
It provides the same interface as the [standard QuantLib package](https://pypi.org/project/QuantLib/), and in addition allows to calculate risks (sensitivities) using automatic differentiation via the [XAD automatic differentiation tool](https://auto-differentation.github.io).

Useful links:

-   [QuantLib Documentation](https://www.quantlib.org)
-   [XAD Documentation, incl Python bindings and QuantLib integration](https://auto-differentiation.github.io/quantlib-risks/python/)

## Installation

```
pip install QuantLib-Risks
```

## Usage Illustration

```python
import QuantLib_Risks as ql
from xad.adj_1st import Tape

with Tape() as t:
    rate = ql.Real(0.2)
    tape.registerInput(rate)
    
    # quantlib pricing code
    ...
    npv = option.NPV()
    

    tape.registerOutput(npv)
    npv.derivative = 1.0
    tape.computeAdjoints()

    print(f"price = {npv}")
    print(f"delta = {rate.derivative}")
```


            

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    "description": "This package enables fast risks calculations on the QuantLib Python package. \nIt provides the same interface as the [standard QuantLib package](https://pypi.org/project/QuantLib/), and in addition allows to calculate risks (sensitivities) using automatic differentiation via the [XAD automatic differentiation tool](https://auto-differentation.github.io).\n\nUseful links:\n\n-   [QuantLib Documentation](https://www.quantlib.org)\n-   [XAD Documentation, incl Python bindings and QuantLib integration](https://auto-differentiation.github.io/quantlib-risks/python/)\n\n## Installation\n\n```\npip install QuantLib-Risks\n```\n\n## Usage Illustration\n\n```python\nimport QuantLib_Risks as ql\nfrom xad.adj_1st import Tape\n\nwith Tape() as t:\n    rate = ql.Real(0.2)\n    tape.registerInput(rate)\n    \n    # quantlib pricing code\n    ...\n    npv = option.NPV()\n    \n\n    tape.registerOutput(npv)\n    npv.derivative = 1.0\n    tape.computeAdjoints()\n\n    print(f\"price = {npv}\")\n    print(f\"delta = {rate.derivative}\")\n```\n\n",
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