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

dataset: femnist
dataset_dir: ../data/femnist/
output_dir: output/fedprox/fedavg_cnn-2022-08-11_19:40:29/
model: cnn
num_rounds: 100
eval_every: 10
ServerType: <class 'rayleaf.entities.server.Server'>
client_types: [(<class 'rayleaf.entities.client.Client'>, 400)]
clients_per_round: 20
client_lr: 0.06
batch_size: 64
seed: 0
use_val_set: False
num_epochs: 10
gpus_per_client_cluster: 1
num_client_clusters: 4
save_model: False

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

Spawning 4 ClientClusters using cuda device (this may take a while)
400 total clients: 400 Clients

>>> Training Accuracy: Round 0 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0222734 | 0.0263158 |                 0 |         0.0333333 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00272308 |        0 |                 0 |                 0 |
+------------+----------+-------------------+-------------------+
--- Round 1 of 100: Training 20 clients: 20 Clients ---
--- Round 2 of 100: Training 20 clients: 20 Clients ---
--- Round 3 of 100: Training 20 clients: 20 Clients ---
--- Round 4 of 100: Training 20 clients: 20 Clients ---
--- Round 5 of 100: Training 20 clients: 20 Clients ---
--- Round 6 of 100: Training 20 clients: 20 Clients ---
--- Round 7 of 100: Training 20 clients: 20 Clients ---
--- Round 8 of 100: Training 20 clients: 20 Clients ---
--- Round 9 of 100: Training 20 clients: 20 Clients ---
--- Round 10 of 100: Training 20 clients: 20 Clients ---
>>> Training Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   4.97542 |   5.0244 |           3.64849 |           6.04686 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.560885 | 0.560976 |          0.371323 |            0.7225 |
+-----------+----------+-------------------+-------------------+
--- Round 11 of 100: Training 20 clients: 20 Clients ---
--- Round 12 of 100: Training 20 clients: 20 Clients ---
--- Round 13 of 100: Training 20 clients: 20 Clients ---
--- Round 14 of 100: Training 20 clients: 20 Clients ---
--- Round 15 of 100: Training 20 clients: 20 Clients ---
--- Round 16 of 100: Training 20 clients: 20 Clients ---
--- Round 17 of 100: Training 20 clients: 20 Clients ---
--- Round 18 of 100: Training 20 clients: 20 Clients ---
--- Round 19 of 100: Training 20 clients: 20 Clients ---
--- Round 20 of 100: Training 20 clients: 20 Clients ---
>>> Training Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   6.28013 |   6.3815 |           5.15779 |           7.13987 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.706396 | 0.716117 |           0.53125 |          0.848636 |
+-----------+----------+-------------------+-------------------+
--- Round 21 of 100: Training 20 clients: 20 Clients ---
--- Round 22 of 100: Training 20 clients: 20 Clients ---
--- Round 23 of 100: Training 20 clients: 20 Clients ---
--- Round 24 of 100: Training 20 clients: 20 Clients ---
--- Round 25 of 100: Training 20 clients: 20 Clients ---
--- Round 26 of 100: Training 20 clients: 20 Clients ---
--- Round 27 of 100: Training 20 clients: 20 Clients ---
--- Round 28 of 100: Training 20 clients: 20 Clients ---
--- Round 29 of 100: Training 20 clients: 20 Clients ---
--- Round 30 of 100: Training 20 clients: 20 Clients ---
>>> Training Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   6.77322 |  6.87097 |           5.63138 |           7.59571 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.760089 | 0.765686 |           0.59375 |          0.885779 |
+-----------+----------+-------------------+-------------------+
--- Round 31 of 100: Training 20 clients: 20 Clients ---
--- Round 32 of 100: Training 20 clients: 20 Clients ---
--- Round 33 of 100: Training 20 clients: 20 Clients ---
--- Round 34 of 100: Training 20 clients: 20 Clients ---
--- Round 35 of 100: Training 20 clients: 20 Clients ---
--- Round 36 of 100: Training 20 clients: 20 Clients ---
--- Round 37 of 100: Training 20 clients: 20 Clients ---
--- Round 38 of 100: Training 20 clients: 20 Clients ---
--- Round 39 of 100: Training 20 clients: 20 Clients ---
--- Round 40 of 100: Training 20 clients: 20 Clients ---
>>> Training Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   6.94889 |  7.08571 |           5.87801 |           7.73864 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.777685 | 0.787879 |          0.620385 |          0.906323 |
+-----------+----------+-------------------+-------------------+
--- Round 41 of 100: Training 20 clients: 20 Clients ---
--- Round 42 of 100: Training 20 clients: 20 Clients ---
--- Round 43 of 100: Training 20 clients: 20 Clients ---
--- Round 44 of 100: Training 20 clients: 20 Clients ---
--- Round 45 of 100: Training 20 clients: 20 Clients ---
--- Round 46 of 100: Training 20 clients: 20 Clients ---
--- Round 47 of 100: Training 20 clients: 20 Clients ---
--- Round 48 of 100: Training 20 clients: 20 Clients ---
--- Round 49 of 100: Training 20 clients: 20 Clients ---
--- Round 50 of 100: Training 20 clients: 20 Clients ---
>>> Training Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   7.12764 |  7.25678 |            6.0601 |            7.8756 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.798073 | 0.806004 |          0.653326 |          0.909091 |
+-----------+----------+-------------------+-------------------+
--- Round 51 of 100: Training 20 clients: 20 Clients ---
--- Round 52 of 100: Training 20 clients: 20 Clients ---
--- Round 53 of 100: Training 20 clients: 20 Clients ---
--- Round 54 of 100: Training 20 clients: 20 Clients ---
--- Round 55 of 100: Training 20 clients: 20 Clients ---
--- Round 56 of 100: Training 20 clients: 20 Clients ---
--- Round 57 of 100: Training 20 clients: 20 Clients ---
--- Round 58 of 100: Training 20 clients: 20 Clients ---
--- Round 59 of 100: Training 20 clients: 20 Clients ---
--- Round 60 of 100: Training 20 clients: 20 Clients ---
>>> Training Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   7.25918 |  7.38586 |               6.3 |           7.95359 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.812317 | 0.818182 |          0.679568 |          0.925357 |
+-----------+----------+-------------------+-------------------+
--- Round 61 of 100: Training 20 clients: 20 Clients ---
--- Round 62 of 100: Training 20 clients: 20 Clients ---
--- Round 63 of 100: Training 20 clients: 20 Clients ---
--- Round 64 of 100: Training 20 clients: 20 Clients ---
--- Round 65 of 100: Training 20 clients: 20 Clients ---
--- Round 66 of 100: Training 20 clients: 20 Clients ---
--- Round 67 of 100: Training 20 clients: 20 Clients ---
--- Round 68 of 100: Training 20 clients: 20 Clients ---
--- Round 69 of 100: Training 20 clients: 20 Clients ---
--- Round 70 of 100: Training 20 clients: 20 Clients ---
>>> Training Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|    7.3554 |  7.45934 |           6.40977 |           8.02976 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.820207 | 0.835271 |          0.674775 |          0.928738 |
+-----------+----------+-------------------+-------------------+
--- Round 71 of 100: Training 20 clients: 20 Clients ---
--- Round 72 of 100: Training 20 clients: 20 Clients ---
--- Round 73 of 100: Training 20 clients: 20 Clients ---
--- Round 74 of 100: Training 20 clients: 20 Clients ---
--- Round 75 of 100: Training 20 clients: 20 Clients ---
--- Round 76 of 100: Training 20 clients: 20 Clients ---
--- Round 77 of 100: Training 20 clients: 20 Clients ---
--- Round 78 of 100: Training 20 clients: 20 Clients ---
--- Round 79 of 100: Training 20 clients: 20 Clients ---
--- Round 80 of 100: Training 20 clients: 20 Clients ---
>>> Training Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   7.40036 |  7.52786 |           6.44663 |              8.06 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.827678 |  0.83871 |           0.69697 |          0.930233 |
+-----------+----------+-------------------+-------------------+
--- Round 81 of 100: Training 20 clients: 20 Clients ---
--- Round 82 of 100: Training 20 clients: 20 Clients ---
--- Round 83 of 100: Training 20 clients: 20 Clients ---
--- Round 84 of 100: Training 20 clients: 20 Clients ---
--- Round 85 of 100: Training 20 clients: 20 Clients ---
--- Round 86 of 100: Training 20 clients: 20 Clients ---
--- Round 87 of 100: Training 20 clients: 20 Clients ---
--- Round 88 of 100: Training 20 clients: 20 Clients ---
--- Round 89 of 100: Training 20 clients: 20 Clients ---
--- Round 90 of 100: Training 20 clients: 20 Clients ---
>>> Training Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|    7.4639 |  7.54304 |           6.56394 |           8.09207 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.831867 | 0.840909 |          0.702645 |          0.939394 |
+-----------+----------+-------------------+-------------------+
--- Round 91 of 100: Training 20 clients: 20 Clients ---
--- Round 92 of 100: Training 20 clients: 20 Clients ---
--- Round 93 of 100: Training 20 clients: 20 Clients ---
--- Round 94 of 100: Training 20 clients: 20 Clients ---
--- Round 95 of 100: Training 20 clients: 20 Clients ---
--- Round 96 of 100: Training 20 clients: 20 Clients ---
--- Round 97 of 100: Training 20 clients: 20 Clients ---
--- Round 98 of 100: Training 20 clients: 20 Clients ---
--- Round 99 of 100: Training 20 clients: 20 Clients ---
--- Round 100 of 100: Training 20 clients: 20 Clients ---
>>> Training Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   7.51424 |  7.59033 |           6.74942 |           8.10374 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.837383 | 0.846154 |          0.710526 |          0.942857 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:08:20.602869
