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Fix normalize instability crash #139

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Change eps to 1.0e-6 for bf16 stability and so sqrt is not given a negative number.

Before fix

  • Training runs randomly crash because radicand gets close to zero and is rounded to a small negative number
  • eps is rounded to 0 in mixed precision training runs
    After fix
  • Denominator stays positive
  • Radicand stays non-negative

Change eps to 1.0e-6 for bf16 stability and so sqrt is not given a negative number.
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