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Python read-only implementation of the EventIO file format

Project description

A Python (read-only) implementation of the EventIO data format invented by Konrad Bernloehr as used for example by the IACT extension for CORSIKA: https://www.ikp.kit.edu/corsika

Documentation of the file format: https://www.mpi-hd.mpg.de/hfm/~bernlohr/sim_telarray/Documentation/eventio_en.pdf

Most blocks of the IACT extension and SimTel are implemented. The following blocks are known, but reading their data is not (yet) implemented:

Code

Description

1206

IACT Layout

1207

IACT Trigger Time

1208

IACT PhotoElectrons

2017

SimTel PixelCalib

2024

SimTel RunStat

2025

SimTel MC_RunStat

2028

SimTel CalibEvent

install with

pip install eventio

Open a file produced by the IACT CORSIKA extension

First Example

One may iterate over an instance of IACTFile class in order to retrieve events. Events have a small number of fields. The most important one is the photon_bunches field, which is dictionary mapping telescope ids to a simple structured np.array, containing the typical parameters Cherenkov photon bunches in CORSIKA have, like:

  • x, y coordinate in the observation plane (in cm)

  • direction cosine cx, cy in x and y direction of the incident angle of the photon

  • wavelength lambda of the photon (in nm)

  • number of photons associated with this bunch

  • the time since the first interaction (in ns, I believe)

  • the production height of the photon bunch (called zem)

  • a bool flag, whether the photon was scattered in the atmosphere

An event has the following attributes: * header: a namedtuple containing the Corsika Event Header data * end_block: a numpy array containing the Corsika Event End data * time_offset, x_offset, y_offsett, the offset of the array

This prints energy and the number of photons for the first telescope in every event:

import eventio

with eventio.IACTFile('eventio/resources/one_shower.dat') as f:
    for event in f:
        print(event.header.total_energy)
        print(event.photon_bunches[0]['photons'].sum())

Second Example

If you like to plot the origin of the Cherenkov photons of the first event in file eventio/resources/one_shower.data for the first telescope, have a look into this example

It might look similar to this picture:

an example shower

an example shower

Low level access

For more low level access to the items of an EventIO file (or to implement a higher level abstraction like IACTFile) one can use the EventIOFile class which gives access to the objects and subobjects in EventIO files.

This is how our test file looks like in the low level view:

In [3]: with EventIOFile('eventio/resources/one_shower.dat') as f:
   ...:     for obj in f:
   ...:         print(obj)
   ...:         if obj.header.only_subobjects:
   ...:             for subobj in obj:
   ...:                 print('   ', subobj)
CORSIKARunHeader[1200](size=1096, only_subobjects=False, first_byte=16)
CORSIKAInputCard[1212](size=448, only_subobjects=False, first_byte=1128)
CORSIKATelescopeDefinition[1201](size=20, only_subobjects=False, first_byte=1592)
CORSIKAEventHeader[1202](size=1096, only_subobjects=False, first_byte=1628)
CORSIKAArrayOffsets[1203](size=16, only_subobjects=False, first_byte=2740)
CORSIKATelescopeData[1204](size=6136, only_subobjects=True, first_byte=2772)
    IACTPhotons(length=6124, n_bunches=382)
CORSIKAEventEndBlock[1209](size=1096, only_subobjects=False, first_byte=8924)
CORSIKARunEndBlock[1210](size=16, only_subobjects=False, first_byte=10036)

And this is how a sim_telarray file looks like

In [4]: with EventIOFile('eventio/resources/gamma_test.simtel.gz') as f:
   ...:     for obj in f:
   ...:         print(obj)
History[70](size=11960, only_subobjects=True, first_byte=16)
History[70](size=1744732, only_subobjects=True, first_byte=11992)
History[70](size=838000, only_subobjects=True, first_byte=1756740)
SimTelRunHeader[2000](size=1876, only_subobjects=False, first_byte=2594756)
SimTelMCRunHeader[2001](size=140, only_subobjects=False, first_byte=2596648)
SimTelMCRunHeader[2001](size=140, only_subobjects=False, first_byte=2596804)
CORSIKAInputCard[1212](size=31408, only_subobjects=False, first_byte=2596960)
CORSIKAInputCard[1212](size=31376, only_subobjects=False, first_byte=2628384)
SimTelCamSettings[2002](telescope_id=1, size=29700, first_byte=2659776)
SimTelCamOrgan[2003](telescope_id=1, size=108896, first_byte=2689492)
SimTelPixelset[2004](telescope_id=1, size=10060, first_byte=2798404)
SimTelPixelDisable[2005](size=8, only_subobjects=False, first_byte=2808480)
SimTelCamsoftset[2006](size=60, only_subobjects=False, first_byte=2808504)
SimTelTrackSet[2008](telescope_id=1, size=52, first_byte=2808580)
SimTelPointingCor[2007](telescope_id=1, size=8, first_byte=2808648)
SimTelCamSettings[2002](telescope_id=2, size=29700, first_byte=2808672)
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