o 9wi @sTddlmZddlmZddlmZ    dded ed ed ed eef d dZdS))Optional) Optimizer)CosineAnnealingWarmRestarts:0yE>MbP?N optimizermin_lrmax_lrpatiencenum_batches_per_epochcKs2|jD]}||d<q||}t|||ddddS)aWrapper around CosineAnnealingWarmRestarts Parameters ---------- optimizer : Optimizer Optimizer min_lr : float, optional Defaults to 1e-8. max_lr : float, optional Defaults to 1e-3 patience : int, optional Number of epochs per cycle. Defaults to 1. num_batches_per_epoch : int, optional Number of batches per epoch. lr)eta_minT_multstep) schedulerinterval) param_groups_CosineAnnealingWarmRestarts)rr r r r kwargsg num_stepsry/home/ubuntu/sommelier/.venv/lib/python3.10/site-packages/pyannote/audio/cli/lr_schedulers/CosineAnnealingWarmRestarts.pyrs  r)rrrN) typingr torch.optimrtorch.optim.lr_schedulerrrfloatintrrrrs$