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--- a/eval/run_grid.sh
+++ b/eval/run_grid.sh
--- a/eval/run_xtimes.sh
+++ b/eval/run_xtimes.sh
--- a/eval/run_xtimes_celeba.sh
+++ b/eval/run_xtimes_celeba.sh
--- a/eval/run_xtimes_cifar.sh
+++ b/eval/run_xtimes_cifar.sh
--- a/eval/run_xtimes_femnist.sh
+++ b/eval/run_xtimes_femnist.sh
--- a/eval/run_xtimes_reddit.sh
+++ b/eval/run_xtimes_reddit.sh
--- a/eval/run_xtimes_shakespeare.sh
+++ b/eval/run_xtimes_shakespeare.sh
--- a/eval/step_configs/config_celeba_fft.ini
+++ b/eval/step_configs/config_celeba_fft.ini
--- a/eval/step_configs/config_celeba_grow.ini
+++ b/eval/step_configs/config_celeba_grow.ini
@@ -2,24 +2,23 @@
 dataset_package = decentralizepy.datasets.Celeba
 dataset_class = Celeba
 model_class = CNN
-n_procs = 96
+images_dir = /mnt/nfs/shared/leaf/data/celeba/data/raw/img_align_celeba
-images_dir = /home/risharma/leaf/data/celeba/data/raw/img_align_celeba
+train_dir = /mnt/nfs/shared/leaf/data/celeba/per_user_data/train
-train_dir = /home/risharma/leaf/data/celeba/per_user_data/train
+test_dir = /mnt/nfs/shared/leaf/data/celeba/data/test
-test_dir = /home/risharma/leaf/data/celeba/data/test
 ; python list of fractions below
 sizes = 
 [OPTIMIZER_PARAMS]
 optimizer_package = torch.optim
-optimizer_class = Adam
+optimizer_class = SGD
 lr = 0.001
 [TRAIN_PARAMS]
-training_package = decentralizepy.training.GradientAccumulator
+training_package = decentralizepy.training.Training
-training_class = GradientAccumulator
+training_class = Training
-rounds = 20
+rounds = 4
 full_epochs = False
-batch_size = 64
+batch_size = 16
 shuffle = True
 loss_package = torch.nn
 loss_class = CrossEntropyLoss

--- a/eval/step_configs/config_celeba_manualadapt.ini
+++ b/eval/step_configs/config_celeba_manualadapt.ini
--- a/eval/step_configs/config_celeba.ini
+++ b/eval/step_configs/config_celeba.ini
--- a/eval/step_configs/config_celeba_randomalpha.ini
+++ b/eval/step_configs/config_celeba_randomalpha.ini
--- a/eval/step_configs/config_celeba_randomalphainc.ini
+++ b/eval/step_configs/config_celeba_randomalphainc.ini
--- a/eval/step_configs/config_celeba_roundrobin.ini
+++ b/eval/step_configs/config_celeba_roundrobin.ini
--- a/eval/step_configs/config_celeba_100.ini
+++ b/eval/step_configs/config_celeba_100.ini
--- a/eval/step_configs/config_celeba_subsampling.ini
+++ b/eval/step_configs/config_celeba_subsampling.ini
--- a/eval/step_configs/config_celeba_synchronous.ini
+++ b/eval/step_configs/config_celeba_synchronous.ini
--- a/eval/step_configs/config_celeba_topkacc.ini
+++ b/eval/step_configs/config_celeba_topkacc.ini
--- a/eval/step_configs/config_celeba_topkacc_norm.ini
+++ b/eval/step_configs/config_celeba_topkacc_norm.ini
--- a/eval/step_configs/config_celeba_topkaccbound.ini
+++ b/eval/step_configs/config_celeba_topkaccbound.ini
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