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

dataset: speech_commands
dataset_dir: ../datasets/speech_commands/
output_dir: output/debug/signavg-speech_commands-2022-07-10_21:41:16/
model: mel
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: 0.001
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 |
|-----------+----------+-------------------+-------------------|
| 0.0108559 |     0.01 |                 0 |         0.0202226 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
| 0.0141293 |        0 |                 0 |              0.04 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.132424 | 0.131313 |         0.0691224 |          0.200192 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
|  0.105263 | 0.0952621 |         0.0384615 |               0.2 |
+-----------+-----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.224655 | 0.219494 |          0.129245 |          0.327621 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.176616 |     0.16 |         0.0706667 |          0.322615 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.265297 | 0.257081 |          0.121906 |          0.397959 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.216178 |      0.2 |              0.08 |              0.36 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.308182 |     0.31 |          0.167812 |          0.440231 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.268103 | 0.246951 |          0.115385 |             0.446 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.338687 | 0.334475 |          0.189627 |          0.462909 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.280819 | 0.242311 |          0.153846 |          0.463385 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.348376 |  0.34708 |          0.207717 |          0.490505 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.292829 | 0.269231 |          0.119538 |             0.482 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.387045 | 0.384573 |          0.212121 |          0.553504 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.322501 | 0.307692 |          0.136138 |          0.516063 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.402387 |     0.41 |          0.228429 |          0.577126 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.341575 |     0.32 |          0.153846 |          0.523411 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   0.42051 | 0.424242 |          0.259253 |          0.567507 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.345814 | 0.346154 |          0.185991 |          0.516516 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.441414 | 0.436869 |          0.246857 |          0.622704 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.368774 |     0.36 |              0.16 |              0.56 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:03:16.181392
