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99 lines
3.2 KiB
Python
99 lines
3.2 KiB
Python
# Copyright (c) 2012, GPy authors (see AUTHORS.txt).
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# Licensed under the BSD 3-clause license (see LICENSE.txt)
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import unittest
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import numpy as np
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import GPy
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import inspect
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import pkgutil
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import os
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import random
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from nose.tools import nottest
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import sys
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class ExamplesTests(unittest.TestCase):
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def _checkgrad(self, Model):
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self.assertTrue(Model.checkgrad())
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def _model_instance(self, Model):
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self.assertTrue(isinstance(Model, GPy.models))
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"""
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def model_instance_generator(Model):
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def check_model_returned(self):
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self._model_instance(Model)
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return check_model_returned
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def checkgrads_generator(Model):
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def model_checkgrads(self):
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self._checkgrad(Model)
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return model_checkgrads
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"""
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def model_checkgrads(model):
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model.randomize()
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#assert model.checkgrad()
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return model.checkgrad()
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def model_instance(model):
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#assert isinstance(model, GPy.core.model)
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return isinstance(model, GPy.core.Model)
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@nottest
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def test_models():
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examples_path = os.path.dirname(GPy.examples.__file__)
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# Load modules
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failing_models = {}
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for loader, module_name, is_pkg in pkgutil.iter_modules([examples_path]):
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# Load examples
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module_examples = loader.find_module(module_name).load_module(module_name)
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print "MODULE", module_examples
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print "Before"
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print inspect.getmembers(module_examples, predicate=inspect.isfunction)
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functions = [ func for func in inspect.getmembers(module_examples, predicate=inspect.isfunction) if func[0].startswith('_') is False ][::-1]
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print "After"
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print functions
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for example in functions:
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if example[0] in ['oil', 'silhouette', 'GPLVM_oil_100']:
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print "SKIPPING"
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continue
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print "Testing example: ", example[0]
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# Generate model
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try:
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model = example[1]()
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except Exception as e:
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failing_models[example[0]] = "Cannot make model: \n{e}".format(e=e)
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else:
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print model
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model_checkgrads.description = 'test_checkgrads_%s' % example[0]
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try:
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if not model_checkgrads(model):
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failing_models[model_checkgrads.description] = False
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except Exception as e:
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failing_models[model_checkgrads.description] = e
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model_instance.description = 'test_instance_%s' % example[0]
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try:
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if not model_instance(model):
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failing_models[model_instance.description] = False
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except Exception as e:
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failing_models[model_instance.description] = e
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#yield model_checkgrads, model
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#yield model_instance, model
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print "Finished checking module {m}".format(m=module_name)
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if len(failing_models.keys()) > 0:
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print "Failing models: "
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print failing_models
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if len(failing_models.keys()) > 0:
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print failing_models
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raise Exception(failing_models)
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if __name__ == "__main__":
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print "Running unit tests, please be (very) patient..."
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# unittest.main()
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test_models()
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