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

dataset: femnist
dataset_dir: ../data/femnist/
output_dir: output/fedavg_cnn-2022-07-16_20:42:24/
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 |
|------------+------------+-------------------+-------------------|
| 0.00611354 | 0.00586515 |        0.00295342 |         0.0086408 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 1 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00258398 |        0 |                 0 |        0.00263158 |
+------------+----------+-------------------+-------------------+
--- Round 2 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 2 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00611354 | 0.00586515 |        0.00295342 |         0.0086408 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 2 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00258398 |        0 |                 0 |        0.00263158 |
+------------+----------+-------------------+-------------------+
--- Round 3 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 3 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00611354 | 0.00586515 |        0.00295342 |         0.0086408 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 3 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00258398 |        0 |                 0 |        0.00263158 |
+------------+----------+-------------------+-------------------+
--- Round 4 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 4 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00611354 | 0.00586515 |        0.00295342 |         0.0086408 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 4 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00258398 |        0 |                 0 |        0.00263158 |
+------------+----------+-------------------+-------------------+
--- Round 5 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 5 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00611354 | 0.00586515 |        0.00295342 |         0.0086408 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 5 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00258398 |        0 |                 0 |        0.00263158 |
+------------+----------+-------------------+-------------------+
--- Round 6 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 6 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00611354 | 0.00586515 |        0.00295342 |         0.0086408 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 6 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00258398 |        0 |                 0 |        0.00263158 |
+------------+----------+-------------------+-------------------+
--- Round 7 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 7 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00611354 | 0.00586515 |        0.00295342 |         0.0086408 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 7 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00258398 |        0 |                 0 |        0.00263158 |
+------------+----------+-------------------+-------------------+
--- Round 8 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 8 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00611354 | 0.00586515 |        0.00295342 |         0.0086408 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 8 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00258398 |        0 |                 0 |        0.00263158 |
+------------+----------+-------------------+-------------------+
--- Round 9 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 9 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00611354 | 0.00586515 |        0.00295342 |         0.0086408 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 9 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00258398 |        0 |                 0 |        0.00263158 |
+------------+----------+-------------------+-------------------+
--- Round 10 of 10: Training 5 clients: 5 FedAvgClients ---
>>> Training Accuracy: Round 10 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00611354 | 0.00586515 |        0.00295342 |         0.0086408 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00258398 |        0 |                 0 |        0.00263158 |
+------------+----------+-------------------+-------------------+

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

Total Experiment time: 0:02:34.426176
