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

dataset: speech_commands
dataset_dir: ../datasets/speech_commands/
output_dir: output/debug/signavg-speech_commands-2022-07-10_22:40:31/
model: m5
num_rounds: 100
eval_every: 10
ServerType: <class 'rayleaf.entities.server.Server'>
client_types: [(<class 'rayleaf.entities.client.Client'>, 100)]
clients_per_round: 10
client_lr: 0.06
batch_size: 64
seed: 0
use_val_set: False
num_epochs: 5
gpus_per_client_cluster: 0.75
num_client_clusters: 8
save_model: False

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

Spawning 8 ClientClusters using cuda device (this may take a while)
100 total clients: 100 Clients

>>> Training Accuracy: Round 0 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
| 0.0373228 | 0.039604 |         0.0260206 |         0.0495545 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
| 0.0367361 |     0.04 |                 0 |         0.0769231 |
+-----------+----------+-------------------+-------------------+
--- Round 1 of 100: Training 10 clients: 10 Clients ---
--- Round 2 of 100: Training 10 clients: 10 Clients ---
--- Round 3 of 100: Training 10 clients: 10 Clients ---
--- Round 4 of 100: Training 10 clients: 10 Clients ---
--- Round 5 of 100: Training 10 clients: 10 Clients ---
--- Round 6 of 100: Training 10 clients: 10 Clients ---
--- Round 7 of 100: Training 10 clients: 10 Clients ---
--- Round 8 of 100: Training 10 clients: 10 Clients ---
--- Round 9 of 100: Training 10 clients: 10 Clients ---
--- Round 10 of 100: Training 10 clients: 10 Clients ---
>>> Training Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.304055 | 0.303061 |          0.148226 |           0.47198 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.277994 | 0.261983 |          0.119765 |          0.463533 |
+-----------+----------+-------------------+-------------------+
--- Round 11 of 100: Training 10 clients: 10 Clients ---
--- Round 12 of 100: Training 10 clients: 10 Clients ---
--- Round 13 of 100: Training 10 clients: 10 Clients ---
--- Round 14 of 100: Training 10 clients: 10 Clients ---
--- Round 15 of 100: Training 10 clients: 10 Clients ---
--- Round 16 of 100: Training 10 clients: 10 Clients ---
--- Round 17 of 100: Training 10 clients: 10 Clients ---
--- Round 18 of 100: Training 10 clients: 10 Clients ---
--- Round 19 of 100: Training 10 clients: 10 Clients ---
--- Round 20 of 100: Training 10 clients: 10 Clients ---
>>> Training Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.410371 | 0.424736 |             0.219 |          0.616545 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.380784 |      0.4 |             0.166 |          0.615385 |
+-----------+----------+-------------------+-------------------+
--- Round 21 of 100: Training 10 clients: 10 Clients ---
--- Round 22 of 100: Training 10 clients: 10 Clients ---
--- Round 23 of 100: Training 10 clients: 10 Clients ---
--- Round 24 of 100: Training 10 clients: 10 Clients ---
--- Round 25 of 100: Training 10 clients: 10 Clients ---
--- Round 26 of 100: Training 10 clients: 10 Clients ---
--- Round 27 of 100: Training 10 clients: 10 Clients ---
--- Round 28 of 100: Training 10 clients: 10 Clients ---
--- Round 29 of 100: Training 10 clients: 10 Clients ---
--- Round 30 of 100: Training 10 clients: 10 Clients ---
>>> Training Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.483851 | 0.502427 |          0.247761 |               0.7 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.462028 |     0.48 |          0.230609 |              0.68 |
+-----------+----------+-------------------+-------------------+
--- Round 31 of 100: Training 10 clients: 10 Clients ---
--- Round 32 of 100: Training 10 clients: 10 Clients ---
--- Round 33 of 100: Training 10 clients: 10 Clients ---
--- Round 34 of 100: Training 10 clients: 10 Clients ---
--- Round 35 of 100: Training 10 clients: 10 Clients ---
--- Round 36 of 100: Training 10 clients: 10 Clients ---
--- Round 37 of 100: Training 10 clients: 10 Clients ---
--- Round 38 of 100: Training 10 clients: 10 Clients ---
--- Round 39 of 100: Training 10 clients: 10 Clients ---
--- Round 40 of 100: Training 10 clients: 10 Clients ---
>>> Training Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.524852 | 0.540404 |          0.298846 |          0.747727 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.496644 |      0.5 |          0.241241 |          0.760923 |
+-----------+----------+-------------------+-------------------+
--- Round 41 of 100: Training 10 clients: 10 Clients ---
--- Round 42 of 100: Training 10 clients: 10 Clients ---
--- Round 43 of 100: Training 10 clients: 10 Clients ---
--- Round 44 of 100: Training 10 clients: 10 Clients ---
--- Round 45 of 100: Training 10 clients: 10 Clients ---
--- Round 46 of 100: Training 10 clients: 10 Clients ---
--- Round 47 of 100: Training 10 clients: 10 Clients ---
--- Round 48 of 100: Training 10 clients: 10 Clients ---
--- Round 49 of 100: Training 10 clients: 10 Clients ---
--- Round 50 of 100: Training 10 clients: 10 Clients ---
>>> Training Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.552216 | 0.539306 |          0.312818 |            0.8005 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.534793 | 0.538462 |          0.276324 |             0.822 |
+-----------+----------+-------------------+-------------------+
--- Round 51 of 100: Training 10 clients: 10 Clients ---
--- Round 52 of 100: Training 10 clients: 10 Clients ---
--- Round 53 of 100: Training 10 clients: 10 Clients ---
--- Round 54 of 100: Training 10 clients: 10 Clients ---
--- Round 55 of 100: Training 10 clients: 10 Clients ---
--- Round 56 of 100: Training 10 clients: 10 Clients ---
--- Round 57 of 100: Training 10 clients: 10 Clients ---
--- Round 58 of 100: Training 10 clients: 10 Clients ---
--- Round 59 of 100: Training 10 clients: 10 Clients ---
--- Round 60 of 100: Training 10 clients: 10 Clients ---
>>> Training Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.521263 | 0.525253 |           0.30663 |          0.766307 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.508654 |     0.52 |          0.270166 |          0.760923 |
+-----------+----------+-------------------+-------------------+
--- Round 61 of 100: Training 10 clients: 10 Clients ---
--- Round 62 of 100: Training 10 clients: 10 Clients ---
--- Round 63 of 100: Training 10 clients: 10 Clients ---
--- Round 64 of 100: Training 10 clients: 10 Clients ---
--- Round 65 of 100: Training 10 clients: 10 Clients ---
--- Round 66 of 100: Training 10 clients: 10 Clients ---
--- Round 67 of 100: Training 10 clients: 10 Clients ---
--- Round 68 of 100: Training 10 clients: 10 Clients ---
--- Round 69 of 100: Training 10 clients: 10 Clients ---
--- Round 70 of 100: Training 10 clients: 10 Clients ---
>>> Training Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.616365 | 0.675685 |          0.372522 |          0.846538 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.582833 | 0.614144 |              0.32 |          0.846154 |
+-----------+----------+-------------------+-------------------+
--- Round 71 of 100: Training 10 clients: 10 Clients ---
--- Round 72 of 100: Training 10 clients: 10 Clients ---
--- Round 73 of 100: Training 10 clients: 10 Clients ---
--- Round 74 of 100: Training 10 clients: 10 Clients ---
--- Round 75 of 100: Training 10 clients: 10 Clients ---
--- Round 76 of 100: Training 10 clients: 10 Clients ---
--- Round 77 of 100: Training 10 clients: 10 Clients ---
--- Round 78 of 100: Training 10 clients: 10 Clients ---
--- Round 79 of 100: Training 10 clients: 10 Clients ---
--- Round 80 of 100: Training 10 clients: 10 Clients ---
>>> Training Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.608469 | 0.626857 |          0.346758 |          0.848636 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.589191 |      0.6 |          0.323176 |              0.88 |
+-----------+----------+-------------------+-------------------+
--- Round 81 of 100: Training 10 clients: 10 Clients ---
--- Round 82 of 100: Training 10 clients: 10 Clients ---
--- Round 83 of 100: Training 10 clients: 10 Clients ---
--- Round 84 of 100: Training 10 clients: 10 Clients ---
--- Round 85 of 100: Training 10 clients: 10 Clients ---
--- Round 86 of 100: Training 10 clients: 10 Clients ---
--- Round 87 of 100: Training 10 clients: 10 Clients ---
--- Round 88 of 100: Training 10 clients: 10 Clients ---
--- Round 89 of 100: Training 10 clients: 10 Clients ---
--- Round 90 of 100: Training 10 clients: 10 Clients ---
>>> Training Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.628387 | 0.640313 |             0.389 |          0.867481 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.600495 | 0.622507 |          0.318769 |              0.88 |
+-----------+----------+-------------------+-------------------+
--- Round 91 of 100: Training 10 clients: 10 Clients ---
--- Round 92 of 100: Training 10 clients: 10 Clients ---
--- Round 93 of 100: Training 10 clients: 10 Clients ---
--- Round 94 of 100: Training 10 clients: 10 Clients ---
--- Round 95 of 100: Training 10 clients: 10 Clients ---
--- Round 96 of 100: Training 10 clients: 10 Clients ---
--- Round 97 of 100: Training 10 clients: 10 Clients ---
--- Round 98 of 100: Training 10 clients: 10 Clients ---
--- Round 99 of 100: Training 10 clients: 10 Clients ---
--- Round 100 of 100: Training 10 clients: 10 Clients ---
>>> Training Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.626682 | 0.637302 |          0.352647 |          0.865064 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.587425 |      0.6 |          0.346154 |              0.88 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:03:16.362826
