[graph_trainer] Add CUDAGraph manager for centralized lifecycle management#2572
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Summary
_CUDAGraphManagerto centralize ownership of the shared CUDA graph pool, stream, and all CUDAGraphWrapper instancesGraphTrainer.close()with an explicitcudagraph_teardown()that destroys all registered wrappers and releases the pool