spacopt 0.1.3

spacopt is a package for bringing optimization techniques to spacal-simulation application

spacopt

spacopt - short for spacal-optimization

Description

spacopt is a package for bringing optimization techniques to spacal-simulation application, created for LHCb ECAL studies for different types of calorimeters, such as spacal and shashlik. Should be considered as complementary to spacal-simulation, hosted at gitlab under CERN domain. Up to this point, the main package for optimization is considered Hyperactive.

Features

• Create config files, with user defined parameters of the module.
• Run a MC simulation, using pyton script
• Run Optimization for finding best user-defined parameters of module, to minimize the loss function: $ \dfrac{a}{\sqrt{E}}+b,$ where $a$ - sampling term, $b$ - constant term.

In fact, both $a$ and $b$ could be considered as independent subjects to minimize, as well as other functions of one or both of them.

Installation

$ pip install spacopt

Usage

import spacopt

# Run Simulation

Contributing

License

• Free software: MIT license
• Documentation: https://spacopt.readthedocs.io.

History

0.1.2 (2022-05-15)

• Minor changes to package wrappers

0.1.0 (2022-05-15)

• First release on PyPI.