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Library for reading and writing proio files and streams

Project description

proio for Python

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Proio is an event-oriented streaming data format based on Google's protocol buffers (protobuf). Proio aims to add event structure and additional compression to protobuf in a way that supports event data model serialization in medium- and high-energy physics. Additionally, proio

  • supports self-descriptive data,
  • is stream compatible,
  • is language agnostic,
  • and brings along many advantages of protobuf, including forward/backward compatibility.

For detailed information on the proio format and introductory information on the software implementations, please see DOI 10.1016/j.cpc.2019.03.018. This work was inspired and influenced by LCIO, ProMC (Sergei Chekanov), and EicMC (Alexander Kiselev)

Also see the main proio repository for additional information information.

API

The API documentation is generated using Sphinx, and can be found here.

Installation

Py-proio is maintained on pypi. The proio package can be installed via pip:

pip install --user --upgrade proio

If you run into trouble importing proio, force upgrade the two dependencies which are protobuf and lz4.

For information on what versions of Python are supported, please see the Travis CI page.

Building the package

If you need to build the package (instead of just installing from pypi as described above), you can do so with the fairly standard setup.py. In this case, you need to have the Protobuf compiler (protoc) installed. With pip:

python setup.py clean build_py
pip install --user --upgrade .

, or if you want to just build a source package:

python setup.py clean build_py sdist

, or if you want to build a wheel package:

python setup.py clean bdist_wheel

. Note that the build_py command is responsible for generating the Protobuf code with protoc, and needs to be called explicitly in the pip and source package case.

Examples

Manipulating data model objects (EIC Particle)

import proio
import proio.model.eic as model

test_filename = 'test_file.proio'

with proio.Writer(test_filename) as writer:
    event = proio.Event()
    
    parent = model.Particle()
    parent.pdg = 443
    parent.p.x = 1
    parent.mass = 3.097
    parent_id = event.add_entry('Particle', parent)

    child1 = model.Particle()
    child1.pdg = 11
    child1.vertex.x = 0.5
    child1.mass = 0.000511
    child1.charge = -1

    child2 = model.Particle()
    child2.pdg = -11
    child2.vertex.x = 0.5
    child2.mass = 0.000511
    child2.charge = 1

    child_ids = event.add_entries('Particle', child1, child2)
    for ID in child_ids:
        event.tag_entry(ID, 'GenStable')

    parent.child.extend(child_ids)
    child1.parent.append(parent_id)
    child2.parent.append(parent_id)

    print(event)
    writer.push(event)

Iterating events in a file

import proio # the model does not need to be imported when reading since proio
             # is self-descriptive!

test_filename = 'test_file.proio'
n_events = 0

with proio.Reader(test_filename) as reader:
    for event in reader:
        print('========== EVENT ' + str(n_events) + ' ==========')
        print(event)
        n_events += 1

print(n_events)

Event inspection by tag

import proio
import proio.model.eic as model

test_filename = 'test_file.proio'
with proio.Writer(test_filename) as writer:
    event = proio.Event()

    parent = model.Particle()
    parent.pdg = 443
    parent_id = event.add_entry('Particle', parent)

    child1 = model.Particle()
    child1.pdg = 11
    child2 = model.Particle()
    child2.pdg = -11
    child_ids = event.add_entries('Particle', child1, child2)
    for ID in child_ids:
        event.tag_entry(ID, 'GenStable')

    parent.child.extend(child_ids)
    child1.parent.append(parent_id)
    child2.parent.append(parent_id)

    writer.push(event)

with proio.Reader(test_filename) as reader:
    for event in reader:
        parts = event.tagged_entries('Particle')
        print('%i particle(s)...' % len(parts))
        for i in range(0, len(parts)):
            part = event.get_entry(parts[i])
            print('%i. PDG Code: %i' % (i, part.pdg))

            print('  %i children...' % len(part.child))
            for j in range(0, len(part.child)):
                print('  %i. PDG Code: %i' % (j, event.get_entry(part.child[j]).pdg))

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