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TCut selection for ROOT TTree to Qastle wrapper for ServiceX xAOD and Uproot transformer

Project description

Introduction

TCut selection for ROOT TTree to Qastle wrapper for ServiceX uproot backends.

Supported expressions

  • Arithmetic operators: +, -, *, /
  • Logical operators: !, &&, ||
  • Relational and comparison operators: ==, !=, >, <, >=, <=
  • Mathematical function: sqrt

Usage

  • <tree_name>: Tree name of input flat ROOT ntuple (required only for uproot)
  • <selected_columns>: List of selected branches (or columns) to deliver. Branches are separated by comma. Deliver all branches if nothing specified.
  • <tcut_selection>: Selection expression with a combination of the branches. No selection is applied if nothing specified.
import tcut_to_qastle

# Get Qastle query
query = tcut_to_qastle.translate(<tree_name>, <selected_columns>, <tcut_selection>)

# Get the list of columns in the TCut selection
columns_in_selection = tcut_to_qastle.get_list_of_columns_in_selection(<TCut selection>)

Example

>>> import tcut_to_qastle
>>> query = tcut_to_qastle.translate("tree", "A,B", "A && B * C>0")
>>> query
"(Select (Where (call EventDataset 'ServiceXDatasetSource' 'tree') (lambda (list event) (and (> (attr event 'A') 0) (> (* (attr event 'B') (attr event 'C')) 0)))) (lambda (list event) (dict (list 'A' 'B') (list (attr event 'A') (attr event 'B')))))"
>>> columns_in_selection = tcut_to_qastle.get_list_of_columns_in_selection("A && B * C>0")
>>> columns_in_selection
['A', 'B', 'C']

Compatibility

Current version is compatible with the following docker image tag of the uproot transformer

  • sslhep/servicex_func_adl_uproot_transformer:v1.0.0-rc.3
  • sslhep/servicex_func_adl_uproot_transformer:develop

Development

Verbose mode shows intermediate steps from TCut syntax to qastle. The last arguement of the function translate() is a flag to enable the verbose mode. It prints the input TCut selection expression, translated func-adl selection expression, full func-adl query which includes the name of tree and selected branches, and full qastle query.

>>> query = tcut_to_qastle.translate("tree", "A,B", "A && B * C>0", verbose=True)
TCut selection syntax:
A && B * C>0


Translated func-adl selection syntax:
 event.A > 0 and event.B * event.C > 0


Full func-adl query:
EventDataset("ServiceXDatasetSource", "tree").Where("lambda event: event.A > 0 and event.B * event.C > 0 ").Select("lambda event: {'A': event.A, 'B': event.B} ")


Full qastle query:
(Select (Where (call EventDataset 'ServiceXDatasetSource' 'tree') (lambda (list event) (and (> (attr event 'A') 0) (> (* (attr event 'B') (attr event 'C')) 0)))) (lambda (list event) (dict (list 'A' 'B') (list (attr event 'A') (attr event 'B')))))

Supported by

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