o i@sfddlmZddlmZddlmZddlZddlmZedej j dZ ede d ee fd d Z dS) )Iterator)contextmanager)TypeVarN)cleanup_memory_M)boundmodelreturnc csFz|VWtj|dtdStj|dtw)uContext manager that yields a model and releases its memory on exit. Moves all parameters and buffers to ``meta`` device on exit, which immediately releases the underlying storage on **both** GPU and CPU, then runs ``cleanup_memory()`` to reclaim fragmented CUDA memory. Usage:: with gpu_model(build_encoder()) as encoder: ... # use encoder — typed as the concrete class # GPU + CPU memory freed automatically metaN)torchcuda synchronizetor)rrN/home/ubuntu/LTX-2/packages/ltx-pipelines/src/ltx_pipelines/utils/gpu_model.py gpu_model s     r) collections.abcr contextlibrtypingrr ltx_pipelines.utils.helpersrnnModulerrrrrrs