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

dataset: femnist
dataset_dir: ../data/femnist/
output_dir: output/fedavg_cnn-2022-07-16_19:56:07/
model: cnn
num_rounds: 10
eval_every: 1
ServerType: <class 'rayleaf.entities.server.Server'>
client_types: [(<class 'rayleaf.entities.client.Client'>, 1)]
clients_per_round: 1
client_lr: 0.06
batch_size: 64
seed: 0
use_val_set: False
num_epochs: 10
gpus_per_client_cluster: 1
num_client_clusters: 1
save_model: False

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

Spawning 1 ClientClusters using cuda device (this may take a while)
1 total clients: 1 Client

>>> Training Accuracy: Round 0 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00290698 | 0.00290698 |        0.00290698 |        0.00290698 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|         0 |        0 |                 0 |                 0 |
+-----------+----------+-------------------+-------------------+
--- Round 1 of 10: Training 1 clients: 1 Client ---
>>> Training Accuracy: Round 1 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0726744 | 0.0726744 |         0.0726744 |         0.0726744 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 1 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.153846 | 0.153846 |          0.153846 |          0.153846 |
+-----------+----------+-------------------+-------------------+
--- Round 2 of 10: Training 1 clients: 1 Client ---
>>> Training Accuracy: Round 2 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0726744 | 0.0726744 |         0.0726744 |         0.0726744 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 2 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.153846 | 0.153846 |          0.153846 |          0.153846 |
+-----------+----------+-------------------+-------------------+
--- Round 3 of 10: Training 1 clients: 1 Client ---
>>> Training Accuracy: Round 3 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0726744 | 0.0726744 |         0.0726744 |         0.0726744 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 3 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.153846 | 0.153846 |          0.153846 |          0.153846 |
+-----------+----------+-------------------+-------------------+
--- Round 4 of 10: Training 1 clients: 1 Client ---
>>> Training Accuracy: Round 4 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.127907 | 0.127907 |          0.127907 |          0.127907 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 4 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.179487 | 0.179487 |          0.179487 |          0.179487 |
+-----------+----------+-------------------+-------------------+
--- Round 5 of 10: Training 1 clients: 1 Client ---
>>> Training Accuracy: Round 5 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.130814 | 0.130814 |          0.130814 |          0.130814 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 5 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.179487 | 0.179487 |          0.179487 |          0.179487 |
+-----------+----------+-------------------+-------------------+
--- Round 6 of 10: Training 1 clients: 1 Client ---
>>> Training Accuracy: Round 6 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.212209 | 0.212209 |          0.212209 |          0.212209 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 6 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.179487 | 0.179487 |          0.179487 |          0.179487 |
+-----------+----------+-------------------+-------------------+
--- Round 7 of 10: Training 1 clients: 1 Client ---
>>> Training Accuracy: Round 7 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.322674 | 0.322674 |          0.322674 |          0.322674 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 7 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.358974 | 0.358974 |          0.358974 |          0.358974 |
+-----------+----------+-------------------+-------------------+
--- Round 8 of 10: Training 1 clients: 1 Client ---
>>> Training Accuracy: Round 8 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.572674 | 0.572674 |          0.572674 |          0.572674 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 8 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.461538 | 0.461538 |          0.461538 |          0.461538 |
+-----------+----------+-------------------+-------------------+
--- Round 9 of 10: Training 1 clients: 1 Client ---
>>> Training Accuracy: Round 9 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.633721 | 0.633721 |          0.633721 |          0.633721 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 9 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.487179 | 0.487179 |          0.487179 |          0.487179 |
+-----------+----------+-------------------+-------------------+
--- Round 10 of 10: Training 1 clients: 1 Client ---
>>> Training Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.712209 | 0.712209 |          0.712209 |          0.712209 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.461538 | 0.461538 |          0.461538 |          0.461538 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:02:17.100452
