Added check and test for betas parameter in Adam optimizer#5147
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soumith merged 2 commits intopytorch:masterfrom Feb 12, 2018
Merged
Added check and test for betas parameter in Adam optimizer#5147soumith merged 2 commits intopytorch:masterfrom
soumith merged 2 commits intopytorch:masterfrom
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apaszke
suggested changes
Feb 9, 2018
| torch.randn(10), | ||
| torch.randn(5), | ||
| constructor | ||
| ) |
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| lambda weight, bias: optim.Adam( | ||
| [weight, bias], lr=1e-2, betas=(1.0, 0.0), amsgrad=True), | ||
| "Invalid beta parameter at index 0: 1.0" | ||
| ) |
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Author
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@apaszke I have reduced the test. Please review |
apaszke
approved these changes
Feb 11, 2018
Contributor
|
@pytorchbot test this please |
Collaborator
|
thank you @lazypanda1 ! |
This was referenced Mar 26, 2018
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This PR adds a check to prevent division by zero errors and give users friendlier error messages when using the Adam optimizer.
Currently, if one specifies the beta value of the Adam optimizer as
1.0for the first parameter, the program fails with the error message,ZeroDivisionError: float division by zero. According to the definition of Adam, beta values should be in the range [0, 1).Also referring #751 where I encountered and tried to fix this issue in the first place. I believe this would benefit all clients using pytorch as backend.