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ADAM bug when calculating the gradient in batches #178 #183
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woodsp-ibm
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Aug 14, 2024
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bug
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The bug might be minimal and/or import enough to be port to stable
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Aug 19, 2024
woodsp-ibm
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Thanks for addressing the comments and of course for noticing and taking the time to fix this. It LGTM.
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Co-authored-by: Peter Röseler <[email protected]> Co-authored-by: Steve Wood <[email protected]> Co-authored-by: Elena Peña Tapia <[email protected]> (cherry picked from commit 6724b47)
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#200) Co-authored-by: Peter Roeseler <[email protected]>
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bug
Something isn't working
stable backport potential
The bug might be minimal and/or import enough to be port to stable
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Summary
There is only one small error that prevents ADAM from calculating the gradient_num_diff for batches with max_evals_grouped. ADAM only gives "fun, self._eps" as argument when calling gradient_num_diff. This leads to max_evals_grouped=None, which leads to max_evals_grouped=1. Therefore, regardless of the call to set max_evals_grouped, max_evals_grouped=1 will always apply for ADAM.
Details and comments
This issue was discussed in #178