
############################## Experiment details ##############################

dataset: femnist
dataset_dir: ../data/femnist/
output_dir: output/fedavg_cnn-2022-07-17_00:44:01/
model: cnn
num_rounds: 10
eval_every: 1
ServerType: <class 'fedavg_cnn_exp.fedavg_cnn.<locals>.make_fedavg_server_client.<locals>.FedAvgServer'>
client_types: [(<class 'fedavg_cnn_exp.fedavg_cnn.<locals>.make_fedavg_server_client.<locals>.FedAvgClient'>, 10)]
clients_per_round: 5
client_lr: 0.06
batch_size: 64
seed: 0
use_val_set: False
num_epochs: 10
gpus_per_client_cluster: 1
num_client_clusters: 2
save_model: False

############################## Simulation ##############################

Spawning 2 ClientClusters using cuda device (this may take a while)
10 total clients: 10 FedAvgClients

>>> Training Accuracy: Round 0 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00232897 | 0.00277027 |                 0 |        0.00299917 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|         0 |        0 |                 0 |                 0 |
+-----------+----------+-------------------+-------------------+
--- Round 1 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 1 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0660844 | 0.0675432 |         0.0528529 |         0.0776297 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 1 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0568475 | 0.0519568 |         0.0219512 |          0.097619 |
+-----------+-----------+-------------------+-------------------+
--- Round 2 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 2 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0637555 | 0.0674539 |         0.0528529 |         0.0741964 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 2 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
| 0.0516796 | 0.050641 |         0.0219512 |          0.097619 |
+-----------+----------+-------------------+-------------------+
--- Round 3 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 3 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.113246 |  0.12741 |         0.0704954 |           0.14091 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 3 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.121447 | 0.118304 |         0.0230769 |          0.213864 |
+-----------+----------+-------------------+-------------------+
--- Round 4 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 4 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0768559 | 0.0760431 |         0.0587814 |         0.0938425 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 4 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0671835 | 0.0512821 |          0.028125 |          0.114286 |
+-----------+-----------+-------------------+-------------------+
--- Round 5 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 5 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.229403 | 0.223322 |          0.137492 |          0.335742 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 5 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.211886 | 0.207827 |          0.138462 |          0.296748 |
+-----------+----------+-------------------+-------------------+
--- Round 6 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 6 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.372635 | 0.362051 |          0.275017 |          0.472099 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 6 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.312661 | 0.333333 |          0.197773 |           0.38403 |
+-----------+----------+-------------------+-------------------+
--- Round 7 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 7 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.452111 | 0.408541 |          0.319443 |          0.589357 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 7 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.423773 | 0.385684 |          0.297976 |          0.602381 |
+-----------+----------+-------------------+-------------------+
--- Round 8 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 8 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.520524 | 0.497179 |          0.357825 |          0.721531 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 8 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.459948 | 0.423878 |          0.326316 |          0.600639 |
+-----------+----------+-------------------+-------------------+
--- Round 9 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 9 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.564192 | 0.516048 |          0.459058 |          0.699164 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 9 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.534884 | 0.530488 |          0.359357 |           0.72619 |
+-----------+----------+-------------------+-------------------+
--- Round 10 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.622999 | 0.587543 |          0.468698 |          0.772646 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.591731 | 0.564103 |          0.414474 |          0.747619 |
+-----------+----------+-------------------+-------------------+

############################## Post-Simulation ##############################

Total Experiment time: 0:02:33.083340
