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lines changed Original file line number Diff line number Diff line change @@ -60,10 +60,10 @@ under heavy memory pressure, you might never need to use them.
6060There are two reasons that limit the applicability of in-place operations:
6161
62621. Overwriting values required to compute gradients. This is the main reason
63- why variables don't support ``exp_ `` and `` log_ ``. Their gradient formulas
64- require the original input, and while it could be possible to recreate it
65- by taking the inverse operation, it is numerically unstable, and requires
66- additional work that often defeats the purpose of using these functions.
63+ why variables don't support ``log_ ``. Its gradient formula requires the
64+ original input, and while it is possible to recreate it by doing the
65+ inverse operation, it is numerically unstable, and requires additional
66+ work that often defeats the purpose of using these functions.
6767
68682. Every in-place operation actually requires the implementation to rewrite the
6969 computational graph. Out-of-places version simply allocate new objects and
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