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[Feature]: AutoDeploy: Enable the gather_logits and analyze this fusion for Piecewise CG #12049

@nvchenghaoz

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@nvchenghaoz

🚀 The feature, motivation and pitch

As title, the gather_logits should be enabled by default, and we have to check how to include the final gemm (could include several other ops before the gemm) to the piecewise cudagraph.

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AutoDeploy<NV> AutoDeploy Backendfeature requestNew feature or request. This includes new model, dtype, functionality support

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