Esempio n. 1
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class TestMomentumSGD(TestCase):
    def setUp(self):
        self.optimizer = MomentumSGD(0.1)
        self.model = LinearModel(self.optimizer)

    def test_linear_model_cpu(self):
        self.assertGreater(self.model.accuracy(False), 0.8)

    @attr.gpu
    def test_linear_model_gpu(self):
        self.assertGreater(self.model.accuracy(True), 0.8)
Esempio n. 2
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class TestAdaDelta(TestCase):
    def setUp(self):
        self.optimizer = AdaDelta(eps=1e-5)
        self.model = LinearModel(self.optimizer)

    def test_linear_model_cpu(self):
        self.assertGreater(self.model.accuracy(False), 0.7)

    @attr.gpu
    def test_linear_model_gpu(self):
        self.assertGreater(self.model.accuracy(True), 0.7)
Esempio n. 3
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class TestRMSprop(TestCase):
    def setUp(self):
        self.optimizer = RMSprop(0.1)
        self.model = LinearModel(self.optimizer)

    def test_linear_model_cpu(self):
        self.assertGreater(self.model.accuracy(False), 0.7)

    @attr.gpu
    def test_linear_model_gpu(self):
        self.assertGreater(self.model.accuracy(True), 0.7)
Esempio n. 4
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class TestRMSprop(TestCase):
    def setUp(self):
        self.optimizer = RMSprop(0.1)
        self.model = LinearModel(self.optimizer)

    def test_linear_model_cpu(self):
        self.assertGreater(self.model.accuracy(False), 0.7)

    @attr.gpu
    def test_linear_model_gpu(self):
        self.assertGreater(self.model.accuracy(True), 0.7)
Esempio n. 5
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class TestAdaDelta(TestCase):
    def setUp(self):
        self.optimizer = AdaDelta(eps=1e-5)
        self.model = LinearModel(self.optimizer)

    def test_linear_model_cpu(self):
        self.assertGreater(self.model.accuracy(False), 0.75)

    @attr.gpu
    def test_linear_model_gpu(self):
        self.assertGreater(self.model.accuracy(True), 0.75)