[Graph Optimization][Speculative Decoding] Fix the bug of CUDAGraph + MTP + EP #4430

Jiang-Jia-Jun merged 5 commits intoPaddlePaddle:feature/experimental_feature_20250908PaddlePaddle/FastDeploy:feature/experimental_feature_20250908from

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