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Gpt-Oss-20B follow-up - Add optmizations to attention and MoE code. #477

@flaviabeo

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@flaviabeo

The PR #459 adds initial support for the GPT-OSS-20B model, some follow-up implementations are needed for improving the performance of the model;

  • Flex attention path - reference here;
  • MoE new kernel that uses bias weights.

The MoE piece can be a new kernel and custom op as the current one, but with support to the model weights bias.

This is a follow-up for #461

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