bilby-dev / bilby

A unified framework for stochastic sampling packages and gravitational-wave inference in Python. Note that we are currently transitioning from git.ligo.org/lscsoft/bilby, please bear with us!
https://bilby-dev.github.io/bilby/
MIT License
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Scheduled tests failing #576

Closed bilby-bot closed 3 weeks ago

bilby-bot commented 4 years ago

In GitLab by @git.ligo:moritz.huebner on Aug 19, 2020, 19:20

Not sure why this is happening now. Might either be my recently merged changes to the test structure (although I haven't made any changes to the syntax of the test.

Alternatively, this might have also happened due to an update of some dependency we are using. The outcome of the test we are doing is random, though we do fix the seed np.random.seed(8817023). Resetting to a version before the changes in the test suite on my own machine throws the same error "AssertionError: 0.009432960657697387 not greater than 0.01".

I suggest to change the seed to 8817020, which seems to pass the test. On a more general note, it is generally not desirable to test random behaviour even with fixed seeds precisely because of these issues.

=================================== FAILURES ===================================
______________________ Test.test_fifteen_dimensional_cbc _______________________
self = <test.gw.sample_from_the_prior_test.Test testMethod=test_fifteen_dimensional_cbc>
    def test_fifteen_dimensional_cbc(self):
        duration = 4.0
        sampling_frequency = 2048.0
        label = "full_15_parameters"
        np.random.seed(8817023)

        waveform_arguments = dict(
            waveform_approximant="IMRPhenomPv2",
            reference_frequency=50.0,
            minimum_frequency=20.0,
        )
        waveform_generator = bilby.gw.WaveformGenerator(
            duration=duration,
            sampling_frequency=sampling_frequency,
            frequency_domain_source_model=bilby.gw.source.lal_binary_black_hole,
            parameter_conversion=bilby.gw.conversion.convert_to_lal_binary_black_hole_parameters,
            waveform_arguments=waveform_arguments,
        )

        ifos = bilby.gw.detector.InterferometerList(["H1", "L1"])
        ifos.set_strain_data_from_power_spectral_densities(
            sampling_frequency=sampling_frequency, duration=duration, start_time=0
        )

        priors = bilby.gw.prior.BBHPriorDict()
        priors.pop("mass_1")
        priors.pop("mass_2")
        priors["chirp_mass"] = bilby.prior.Uniform(
            name="chirp_mass",
            latex_label="$M$",
            minimum=10.0,
            maximum=100.0,
            unit="$M_{\\odot}$",
        )
        priors["mass_ratio"] = bilby.prior.Uniform(
            name="mass_ratio", latex_label="$q$", minimum=0.5, maximum=1.0
        )
        priors["geocent_time"] = bilby.core.prior.Uniform(minimum=-0.1, maximum=0.1)

        likelihood = bilby.gw.GravitationalWaveTransient(
            interferometers=ifos,
            waveform_generator=waveform_generator,
            priors=priors,
            distance_marginalization=False,
            phase_marginalization=False,
            time_marginalization=False,
        )

        likelihood = bilby.core.likelihood.ZeroLikelihood(likelihood)

        result = bilby.run_sampler(
            likelihood=likelihood,
            priors=priors,
            sampler="dynesty",
            npoints=1000,
            walks=100,
            outdir=self.outdir,
            label=label,
        )
        pvalues = [
            ks_2samp_wrapper(
                result.priors[key].sample(10000), result.posterior[key].values
            ).pvalue
            for key in priors.keys()
        ]
        print("P values per parameter")
        for key, p in zip(priors.keys(), pvalues):
            print(key, p)
>       self.assertGreater(kstest(pvalues, "uniform").pvalue, 0.01)
E       AssertionError: 0.00943296065769672 not greater than 0.01
bilby-bot commented 4 years ago

In GitLab by @git.ligo:moritz.huebner on Aug 19, 2020, 19:20

created merge request !852 to address this issue

bilby-bot commented 4 years ago

In GitLab by @git.ligo:colm.talbot on Aug 21, 2020, 13:19

closed via merge request !852

bilby-bot commented 4 years ago

In GitLab by @git.ligo:colm.talbot on Aug 21, 2020, 13:19

mentioned in commit 3c93842cc9bedb8b5a82c5884293545e352d4eea