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Fix energy_resolution method in EnergyDispersion class #1133

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merged 2 commits into from
Sep 14, 2017

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lmohrmann
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@lmohrmann lmohrmann commented Sep 14, 2017

The energy_resolution method in EnergyDispersion could only handle 1-dimensional inputs so far (see also #1132). With this PR, N-dimensional inputs are allowed:

import numpy as np
import astropy.units as u
from gammapy.irf import EnergyDispersion
e_true = np.logspace(-1, 2, 30) * u.TeV
e_reco = np.logspace(-2, 2, 20) * u.TeV
edisp = EnergyDispersion.from_gauss(e_true, e_reco)
print(edisp.get_resolution([[10, 20],[30, 40]] * u.TeV))
print(edisp.get_resolution(10*u.TeV))
print(edisp.get_resolution(20*u.TeV))
print(edisp.get_resolution(30*u.TeV))
print(edisp.get_resolution(40*u.TeV))

[[ 0.20902851  0.20850442]
 [ 0.20678505  0.19102049]]
0.209028510522
0.208504420638
0.206785053106
0.191020494988

@joleroi
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joleroi commented Sep 14, 2017

Thanks @lmohrmann
In the end, it would be nice to have tests for all these functions, maybe you can also have a look at #1122

Regarding this PR is does not seem to break anything, so go ahead if you'd like to merge it

pdf = self.data.evaluate(e_true=e_true)
mean = self._get_mean(e_true)
erec = self.e_reco._interp_nodes()
erec = np.repeat(erec, max(np.sum(mean.shape), 1)).reshape(erec.shape + mean.shape)
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If I would have to moan about something, I'd ask you to put some comments here, what all this is doing. It's kind of annoying (at least for me) to have to decipher numpy expression all the time 😄

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Yeah, this is a bit ugly, but I guess this can hardly be avoided if N-dim arrays are supposed to work. The documentation I just added should make things a bit clearer, I hope.

@lmohrmann
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Merging this now, although I agree that the tests should be improved. This is better done in line with #1122, I guess.

@lmohrmann lmohrmann merged commit 912eb78 into gammapy:master Sep 14, 2017
@lmohrmann lmohrmann deleted the fix-reso-comp branch September 14, 2017 15:48
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3 participants