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Therefore, there is a assure that a single only needs to execute a light retraining process on the pruned network to resume its original prediction efficiency. We conduct extensive experiments on benchmark datasets to demonstrate the effectiveness of our pruning method compared with a number 파워볼사이트 of state-of-the-art baseline methods. These experiments indicate that, though iterative pruning is additional computationally demanding than a single-shot pruning, it finds winning tickets at a larger rate than one-shot pruning.
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This pruning-based heuristic for finding winning tickets is brittle when applied to deeper networks. Figure2 presents the benefits of performing iterative pruning on VGG19 and Resnet-18 for CIFAR10. When instruction the network with normal hyperparameters , no winning tickets are discovered . Having said that, training at a finding out price an order of magnitude lower does yield winning tickets.Frankle & Carbin blend these observations by linearly warming up the understanding price. Frankle & Carbin do not present outcomes for ImageNet VGG19 is the biggest network studied. For VGG19 and Resnet-18, they as an alternative use a smaller initial mastering price that increases for the duration of instruction to the standard finding out price .
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