Skip to main content

ServiceX data management using a configuration file

Project description

ServiceX DataBinder

ServiceX DataBinder is a Python package for making multiple ServiceX requests and managing ServiceX delivered data from a configuration file.

Configuration file

The configuration file is a yaml file containing all the information. An example configuration file is shown below:

General:
  ServiceXBackendName: uproot
  OutputDirectory: /path/to/output
  OutputFormat: parquet
  
Sample:
  - Name: ttH
    GridDID: user.kchoi:user.kchoi.sampleA, 
             user.kchoi:user.kchoi.sampleB
    Tree: nominal
    FuncADL: "Select(lambda event: {'jet_e': event.jet_e, 'jet_pt': event.jet_pt})"
  - Name: ttW
    GridDID: user.kchoi:user.kchoi.sampleC
    Tree: nominal
    Filter: n_jet > 5 
    Columns: jet_e, jet_pt

The following settings are available options:

Option for General Description
ServiceXBackendName ServiceX backend name (only uproot is supported at the moment)
OutputDirectory Path to the directory for ServiceX delivered files
OutputFormat Output file format of ServiceX delivered data (only parquet is supported at the moment)
IgnoreServiceXCache Ignore the existing ServiceX cache and force to make ServiceX requests
Option for Sample Description
Name sample name defined by a user
GridDID Rucio Dataset Id (DID) for a given sample; Can be multiple DIDs separated by comma
Tree Name of the input ROOT TTree
Filter1 Selection in the TCut syntax, e.g. jet_pt > 10e3 && jet_eta < 2.0
Columns1 List of columns (or branches) to be delivered; multiple columns separately by comma
FuncADL2 func-adl expression for a given sample

1 Options for TCut syntax (CANNOT combine with the option FuncADL)

2 Option for func-adl expression (CANNOT combine with the option Fitler and Columns)

Deliver data

from servicex_databinder import DataBinder
sx_db = DataBinder('<CONFIG>.yml')
out = sx_db.deliver()

Acknowledgements

Support for this work was provided by the the U.S. Department of Energy, Office of High Energy Physics under Grant No. DE-SC0007890

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

servicex_databinder-0.1.0.tar.gz (6.3 kB view hashes)

Uploaded Source

Built Distribution

servicex_databinder-0.1.0-py3-none-any.whl (8.0 kB view hashes)

Uploaded Python 3

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page