Dataset-manipulation tools for simulated collider events

Introduction

This project aims to make the process of performing any form of modification to the simulated collider events a much simpler one. Examples of such changes include slicing, converting, merging, splitting, and any combination of such processes.

The scope of the project changed during the middle, and implementation of a pileup tool was added to it. It is a tool that generates signal events superimposed with min-bias events, resulting in an event-generator-level approximation to the presence of pileup in high-luminosity collisions.

Progress

It was decided to split the modification toolkit as a collection of small python programs that perform a particular task which can then be used together for performing a combination type process. Till the mid-evaluation, the functions that are implemented are the following :

  • Conversion of file formats
  • Slicing out the top n events from the file, equivalent to the head command
  • Slicing out the top n events from the file, equivalent to the tail command

On the other hand, progress on the pile up tool was made. The tool is called pilemc which was previously a C++ tool last updated in 2015.

The pilemc code is to be rewritten in python. Most of the algorithm is implemented except the case when a signal file is not provided.

Work Left

For the dataset manipulations, the following functionality is remaining :

  • Merging of Files
  • Filtering of events

Another task that is remaining is to provide the same functionality as a python library.

For pilemc, the tasks remaining are :

  • Complete the replication in python
  • Implement additions to the program that allow different modes of operation for memory allocation. The possible modes being :
    • Load the entire file into memory at once
    • Sample events from the file and close it as per requirement
  • Change the working of the pile-up files from cross sections to bias value (μ)

The codes for dataset manipulation are available here

The codes for pilemc are present here