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

dataset: femnist
dataset_dir: ../data/femnist/
output_dir: output/fedavg-femnist-2022-08-13_11:43:58/
model: cnn
num_rounds: 100
eval_every: 10
ServerType: <class 'rayleaf.entities.server.Server'>
client_types: [(<class 'rayleaf.entities.client.Client'>, 100)]
clients_per_round: 20
client_lr: 0.05
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)
100 total clients: 100 Clients

>>> Training Accuracy: Round 0 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00254635 | 0.00292398 |                 0 |        0.00377645 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00330761 |        0 |                 0 |         0.0239286 |
+------------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.487687 | 0.490984 |          0.335327 |          0.608872 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.487321 |  0.48436 |          0.289474 |            0.6519 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.683725 | 0.702068 |          0.523234 |          0.807738 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.685502 |  0.70551 |          0.465116 |          0.863636 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.749992 | 0.764354 |          0.617806 |          0.851778 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.74559 | 0.763158 |          0.530757 |               0.9 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.777133 | 0.790869 |          0.634429 |          0.879996 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.767916 |    0.775 |          0.558497 |          0.905195 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.793994 | 0.810882 |          0.668324 |          0.883984 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.77839 | 0.792785 |          0.614706 |               0.9 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.814148 | 0.827469 |          0.696618 |          0.897702 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.797685 |    0.825 |          0.624265 |          0.909358 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.826848 | 0.833118 |           0.73539 |          0.905489 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.806505 | 0.823214 |          0.645511 |          0.921255 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.836195 | 0.843161 |          0.732934 |          0.916116 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.812845 |    0.825 |          0.656811 |          0.912693 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.842344 | 0.855513 |          0.725085 |          0.916394 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.815325 | 0.835271 |          0.678667 |          0.931327 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.847561 | 0.864726 |          0.743364 |          0.918158 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.820011 | 0.830952 |          0.682456 |          0.928738 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:06:39.555731
