updated configs and run files

Changing config files to use SGD instead of Adams. Adding script that runs tests 5 times for different seeds. Added 200 seconds sleep in between rounds.

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• 9bed892b - adding more shakespeares configs

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• ff932199 - run xtimes file for shakespeare

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• a6abfa47 - run xtimes file for shakespeare fix

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• d0656117 - subsampling fix

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• f47c8d20 - Incerasing number of epochs for celeba and femnist

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• acfdacf7 - using subsampled shakespeare

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• e4e6bea0 - using a subset of the shakespeares testset.
• 7c3957f3 - reformatting

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@risharma This PR is now finished. It changes configs to use SGD. Adds scripts for Shakespeares and the other datasets that runs the experiments 5 times. It also changes Shakespeares to use the subsampled dataset and uses a subsampled testset (1/30 of the original size).

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• b6da193a - updated run_x_time

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@risharma The ´run_xtime_shakespeare.sh´ did have the correct parameters for the subsampled dataset.

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• 857d8686 - updated the CIFAR configs to use the same accumulation as all other configs.

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• 86fb6750 - adds resnet; uses now drop last for femnist; lower bounded topkacc; normalized...
• 75a720aa - reformat

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• 49979e06 - deleting duplicate files

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• 7f7724c9 - updated hyperparameters

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