c63cc933782e2de32c9fe74c18b337b2bbe0f242,test/examples/test_kissgp_variational_regression.py,TestKissGPVariationalRegression,test_kissgp_gp_mean_abs_error,#TestKissGPVariationalRegression#,61

Before Change


                    optimizer.step()

            for name, param in gp_model.named_parameters():
                print(name, param.grad.norm())
                self.assertTrue(param.grad is not None)
                self.assertGreater(param.grad.norm().item(), 0)
            for param in likelihood.parameters():
                self.assertTrue(param.grad is not None)

After Change



        // Our loss object
        // We"re using the VariationalMarginalLogLikelihood object
        mll = gpytorch.mlls.VariationalMarginalLogLikelihood(likelihood, model, n_data=train_y.size(0))

        // The training loop
        def train():
            for i in range(n_iter):
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 4

Non-data size: 3

Instances


Project Name: cornellius-gp/gpytorch
Commit Name: c63cc933782e2de32c9fe74c18b337b2bbe0f242
Time: 2018-07-19
Author: jrg365@cornell.edu
File Name: test/examples/test_kissgp_variational_regression.py
Class Name: TestKissGPVariationalRegression
Method Name: test_kissgp_gp_mean_abs_error


Project Name: asappresearch/sru
Commit Name: bd570b58cefa57062f8c14e06b83800c52f4925a
Time: 2019-09-18
Author: hp@asapp.com
File Name: sru/sru_functional.py
Class Name: SRU
Method Name: forward


Project Name: ixaxaar/pytorch-dnc
Commit Name: d7f916627aca77365beadc2c7c1af6504f445249
Time: 2017-11-30
Author: root@ixaxaar.in
File Name: dnc/sparse_memory.py
Class Name: SparseMemory
Method Name: rebuild_indexes


Project Name: eriklindernoren/PyTorch-GAN
Commit Name: 3c1549620cb4801c12a3d38f91ef03e44f3d5a52
Time: 2018-04-24
Author: eriklindernoren@gmail.com
File Name: implementations/bicyclegan/models.py
Class Name: Encoder
Method Name: forward