i4ddlZddlZddlmZddlZdefdZy)N)Randomreturnct}tjjdd}tj j j}|d}n |j}|||j|j|jf}tjt|j}|j!||S)zCreate worker-specific random number generator This makes sure that 1. training samples generation is reproducible 2. every (worker, epoch) uses a different seed Parameters ---------- epoch : int Current epoch. PL_GLOBAL_SEEDunsetN)rosenvirongettorchutilsdataget_worker_infoid local_rank global_rank current_epochzlibadler32strencodeseed)modelrng global_seed worker_info worker_id seed_tuplers p/Volumes/fast/ai/experiments/voice-extract-mac/.venv/lib/python3.12/site-packages/pyannote/audio/utils/random.pycreate_rng_for_workerrs (C**..!17;K++""224K NN      J <<J..0 1DHHTN J)rrrandomrr rr rr#s0  #F#r