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

dataset: femnist
dataset_dir: ../data/femnist/
output_dir: output/fedavg_cnn-2022-07-17_00:36:19/
model: cnn
num_rounds: 10
eval_every: 1
ServerType: <class 'rayleaf.entities.server.Server'>
client_types: [(<class 'rayleaf.entities.client.Client'>, 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 Clients

>>> 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 Clients ---
>>> Training Accuracy: Round 1 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0669578 | 0.0675432 |         0.0551075 |         0.0793011 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 1 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
| 0.0542636 | 0.050641 |         0.0219512 |          0.097619 |
+-----------+----------+-------------------+-------------------+
--- Round 2 of 10: Training 5 clients: 5 Clients ---
>>> 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 Clients ---
>>> 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 Clients ---
>>> Training Accuracy: Round 4 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0777293 | 0.0760431 |         0.0587814 |          0.096315 |
+-----------+-----------+-------------------+-------------------+
>>> 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 Clients ---
>>> Training Accuracy: Round 5 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.241339 | 0.259751 |           0.15065 |          0.323447 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 5 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.222222 | 0.219643 |          0.155263 |          0.296748 |
+-----------+----------+-------------------+-------------------+
--- Round 6 of 10: Training 5 clients: 5 Clients ---
>>> Training Accuracy: Round 6 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.340902 | 0.328033 |          0.257415 |           0.44856 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 6 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.26615 | 0.246964 |          0.177328 |          0.328869 |
+-----------+----------+-------------------+-------------------+
--- Round 7 of 10: Training 5 clients: 5 Clients ---
>>> Training Accuracy: Round 7 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.435808 | 0.389956 |          0.300712 |          0.570029 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 7 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.416021 | 0.402834 |          0.228745 |          0.597619 |
+-----------+----------+-------------------+-------------------+
--- Round 8 of 10: Training 5 clients: 5 Clients ---
>>> Training Accuracy: Round 8 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.527802 | 0.505133 |          0.387393 |          0.718503 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 8 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.475452 | 0.465144 |          0.328947 |           0.62259 |
+-----------+----------+-------------------+-------------------+
--- Round 9 of 10: Training 5 clients: 5 Clients ---
>>> Training Accuracy: Round 9 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.562737 | 0.517544 |          0.449736 |          0.674174 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 9 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.527132 | 0.543646 |           0.33845 |           0.67619 |
+-----------+----------+-------------------+-------------------+
--- Round 10 of 10: Training 5 clients: 5 Clients ---
>>> Training Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.623581 |  0.58337 |          0.481424 |          0.773177 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.602067 | 0.576923 |          0.411842 |              0.75 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:02:42.837269
