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  1. RELEASE.md

            training loop.
        *   **Performance regression on `ParameterServerStrategy`.** This could be
            significant if you have many PS servers. We are aware of this issue and
            working on fixes, for now we suggest using the legacy optimizers when
            using `ParameterServerStrategy`.
        *   **Timeout or performance loss.** We don't anticipate this to happen, but
            if you see such issues, please use the legacy optimizer, and file
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