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This script lives in /reg/g/psdm/tutorials/examplePython/userSmallHDF5_1.py and uses "h5py" (which is documented at http://www.h5py.org).

The first pattern would be used when you want to save all your small data at the end of the run (i.e. you know how many numbers you are going to save):

Code Block

import numpy as np
import psana
ds = psana.DataSource('exp=xpptut15:run=54:smd')
cspad = psana.Detector('cspad', ds.env())

cspad_sums = []
NUMEVENTS = 3
for idx, evt in enumerate(ds.events()):
     if idx >= NUMEVENTS: break
     calib = cspad.calib(evt)
     if calib is None: continue
     cspad_sums.append(np.sum(calib))

import h5py
h5out = h5py.File("userSmallData.h5", 'w')
h5out['cspad_sums'] = cspad_sums
h5out.close()

In the second pattern we do not assume we know the final size of the dataset: we use the hdf5 chunked storage and resize functions to grow a dataset. One might use this pattern if all the data for a run can't be stored in memory. This script lives in /reg/g/psdm/tutorials/examplePython/userSmallHDF5_2.py:

Code Block

language	python

import numpy as np
import psana
import h5py

NUM_EVENTS_TO_WRITE=3

ds = psana.DataSource('exp=xpptut15:run=54:smd')

h5out = h5py.File("userSmallData.h5", 'w')
saved = h5out.create_dataset('saved',(0,), dtype='f8', chunks=True, maxshape=(None,))

cspad = psana.Detector('cspad', ds.env())

for idx, evt in enumerate(ds.events()):
    if idx > NUM_EVENTS_TO_WRITE: break
    calib = cspad.calib(evt)
    if (calib is None): continue
    saved.resize((idx+1,))
    saved[idx] = np.sum(calib)

h5out.close()

Good tools to inspect an h5 files are h5ls and h5dump. For example, doing:

 h5ls -d -r userSmallData.h5

shows the dataset and its values:

Code Block
[cpo@psana1511]$ h5ls -d -r userSmallData.h5 / Group /saved Dataset {4/Inf} Data: (0) 23773.12109375, 135712.25, 65513.67578125, 16749.18359375

A more advanced tutorial on saving data to an hdf5 file can be found on the page: More Advanced Tutorial on Saving Output in Hdf5NOTE: psana now provides a more automated way to do this that most users use as shown here.

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