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

dataset: femnist
dataset_dir: ../data/femnist/
output_dir: output/fedavg_cnn-2022-07-17_01:10:46/
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 |
|-----------+-----------+-------------------+-------------------|
| 0.0777293 | 0.0775137 |         0.0587814 |         0.0952196 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 4 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0697674 | 0.0512821 |          0.028125 |          0.139286 |
+-----------+-----------+-------------------+-------------------+
--- Round 5 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 5 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.236681 | 0.248552 |          0.148313 |          0.335742 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 5 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.21447 | 0.212406 |          0.161538 |          0.296748 |
+-----------+----------+-------------------+-------------------+
--- Round 6 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 6 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.386026 | 0.370498 |          0.272059 |          0.470646 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 6 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.330749 |  0.33125 |          0.218421 |          0.405678 |
+-----------+----------+-------------------+-------------------+
--- Round 7 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 7 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.452111 |  0.42291 |           0.29808 |          0.599804 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 7 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.434109 | 0.428812 |          0.274899 |          0.597619 |
+-----------+----------+-------------------+-------------------+
--- Round 8 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 8 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.523435 | 0.516001 |          0.354264 |          0.723639 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 8 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.478036 | 0.449519 |          0.339474 |           0.64216 |
+-----------+----------+-------------------+-------------------+
--- Round 9 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 9 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.561572 | 0.535716 |          0.447405 |          0.656708 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 9 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.516796 | 0.519231 |          0.359357 |          0.633333 |
+-----------+----------+-------------------+-------------------+
--- Round 10 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.624745 | 0.586713 |          0.479643 |          0.770663 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.599483 | 0.589744 |          0.436842 |              0.75 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:02:40.301785
