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

dataset: speech_commands
dataset_dir: ../datasets/speech_commands/
output_dir: output/debug/signavg-speech_commands-2022-07-10_18:16:44/
model: mel
num_rounds: 100
eval_every: 10
ServerType: <class 'rayleaf.entities.server.Server'>
client_types: [(<class 'rayleaf.entities.client.Client'>, 200)]
clients_per_round: 40
client_lr: 0.005
batch_size: 64
seed: 0
use_val_set: False
num_epochs: 5
gpus_per_client_cluster: 0.1
num_client_clusters: 20
save_model: False

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

Spawning 20 ClientClusters using cuda device (this may take a while)
200 total clients: 200 Clients

>>> Training Accuracy: Round 0 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0313301 | 0.0310889 |         0.0102885 |         0.0515464 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0284684 | 0.0333704 |                 0 |         0.0769231 |
+-----------+-----------+-------------------+-------------------+
--- Round 1 of 100: Training 40 clients: 40 Clients ---
--- Round 2 of 100: Training 40 clients: 40 Clients ---
--- Round 3 of 100: Training 40 clients: 40 Clients ---
--- Round 4 of 100: Training 40 clients: 40 Clients ---
--- Round 5 of 100: Training 40 clients: 40 Clients ---
--- Round 6 of 100: Training 40 clients: 40 Clients ---
--- Round 7 of 100: Training 40 clients: 40 Clients ---
--- Round 8 of 100: Training 40 clients: 40 Clients ---
--- Round 9 of 100: Training 40 clients: 40 Clients ---
--- Round 10 of 100: Training 40 clients: 40 Clients ---
>>> Training Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.180341 | 0.177083 |           0.10101 |          0.260531 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.171949 | 0.166667 |         0.0416667 |          0.290457 |
+-----------+----------+-------------------+-------------------+
--- Round 11 of 100: Training 40 clients: 40 Clients ---
--- Round 12 of 100: Training 40 clients: 40 Clients ---
--- Round 13 of 100: Training 40 clients: 40 Clients ---
--- Round 14 of 100: Training 40 clients: 40 Clients ---
--- Round 15 of 100: Training 40 clients: 40 Clients ---
--- Round 16 of 100: Training 40 clients: 40 Clients ---
--- Round 17 of 100: Training 40 clients: 40 Clients ---
--- Round 18 of 100: Training 40 clients: 40 Clients ---
--- Round 19 of 100: Training 40 clients: 40 Clients ---
--- Round 20 of 100: Training 40 clients: 40 Clients ---
>>> Training Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.238118 | 0.238839 |           0.12766 |          0.343434 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.227747 | 0.219219 |              0.08 |             0.375 |
+-----------+----------+-------------------+-------------------+
--- Round 21 of 100: Training 40 clients: 40 Clients ---
--- Round 22 of 100: Training 40 clients: 40 Clients ---
--- Round 23 of 100: Training 40 clients: 40 Clients ---
--- Round 24 of 100: Training 40 clients: 40 Clients ---
--- Round 25 of 100: Training 40 clients: 40 Clients ---
--- Round 26 of 100: Training 40 clients: 40 Clients ---
--- Round 27 of 100: Training 40 clients: 40 Clients ---
--- Round 28 of 100: Training 40 clients: 40 Clients ---
--- Round 29 of 100: Training 40 clients: 40 Clients ---
--- Round 30 of 100: Training 40 clients: 40 Clients ---
>>> Training Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.288933 | 0.302894 |          0.150398 |          0.399409 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.26988 |     0.28 |          0.119538 |          0.423077 |
+-----------+----------+-------------------+-------------------+
--- Round 31 of 100: Training 40 clients: 40 Clients ---
--- Round 32 of 100: Training 40 clients: 40 Clients ---
--- Round 33 of 100: Training 40 clients: 40 Clients ---
--- Round 34 of 100: Training 40 clients: 40 Clients ---
--- Round 35 of 100: Training 40 clients: 40 Clients ---
--- Round 36 of 100: Training 40 clients: 40 Clients ---
--- Round 37 of 100: Training 40 clients: 40 Clients ---
--- Round 38 of 100: Training 40 clients: 40 Clients ---
--- Round 39 of 100: Training 40 clients: 40 Clients ---
--- Round 40 of 100: Training 40 clients: 40 Clients ---
>>> Training Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.326452 | 0.335088 |          0.181721 |          0.456242 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.290947 |     0.28 |              0.12 |          0.461538 |
+-----------+----------+-------------------+-------------------+
--- Round 41 of 100: Training 40 clients: 40 Clients ---
--- Round 42 of 100: Training 40 clients: 40 Clients ---
--- Round 43 of 100: Training 40 clients: 40 Clients ---
--- Round 44 of 100: Training 40 clients: 40 Clients ---
--- Round 45 of 100: Training 40 clients: 40 Clients ---
--- Round 46 of 100: Training 40 clients: 40 Clients ---
--- Round 47 of 100: Training 40 clients: 40 Clients ---
--- Round 48 of 100: Training 40 clients: 40 Clients ---
--- Round 49 of 100: Training 40 clients: 40 Clients ---
--- Round 50 of 100: Training 40 clients: 40 Clients ---
>>> Training Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.338152 | 0.340426 |          0.177083 |          0.461621 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.322832 | 0.333333 |              0.16 |             0.482 |
+-----------+----------+-------------------+-------------------+
--- Round 51 of 100: Training 40 clients: 40 Clients ---
--- Round 52 of 100: Training 40 clients: 40 Clients ---
--- Round 53 of 100: Training 40 clients: 40 Clients ---
--- Round 54 of 100: Training 40 clients: 40 Clients ---
--- Round 55 of 100: Training 40 clients: 40 Clients ---
--- Round 56 of 100: Training 40 clients: 40 Clients ---
--- Round 57 of 100: Training 40 clients: 40 Clients ---
--- Round 58 of 100: Training 40 clients: 40 Clients ---
--- Round 59 of 100: Training 40 clients: 40 Clients ---
--- Round 60 of 100: Training 40 clients: 40 Clients ---
>>> Training Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.369966 | 0.385417 |          0.205921 |          0.500476 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.33365 |     0.32 |          0.166216 |          0.514014 |
+-----------+----------+-------------------+-------------------+
--- Round 61 of 100: Training 40 clients: 40 Clients ---
--- Round 62 of 100: Training 40 clients: 40 Clients ---
--- Round 63 of 100: Training 40 clients: 40 Clients ---
--- Round 64 of 100: Training 40 clients: 40 Clients ---
--- Round 65 of 100: Training 40 clients: 40 Clients ---
--- Round 66 of 100: Training 40 clients: 40 Clients ---
--- Round 67 of 100: Training 40 clients: 40 Clients ---
--- Round 68 of 100: Training 40 clients: 40 Clients ---
--- Round 69 of 100: Training 40 clients: 40 Clients ---
--- Round 70 of 100: Training 40 clients: 40 Clients ---
>>> Training Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.401006 |  0.41663 |          0.238783 |          0.537793 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.359841 |     0.36 |              0.16 |              0.56 |
+-----------+----------+-------------------+-------------------+
--- Round 71 of 100: Training 40 clients: 40 Clients ---
--- Round 72 of 100: Training 40 clients: 40 Clients ---
--- Round 73 of 100: Training 40 clients: 40 Clients ---
--- Round 74 of 100: Training 40 clients: 40 Clients ---
--- Round 75 of 100: Training 40 clients: 40 Clients ---
--- Round 76 of 100: Training 40 clients: 40 Clients ---
--- Round 77 of 100: Training 40 clients: 40 Clients ---
--- Round 78 of 100: Training 40 clients: 40 Clients ---
--- Round 79 of 100: Training 40 clients: 40 Clients ---
--- Round 80 of 100: Training 40 clients: 40 Clients ---
>>> Training Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.422811 | 0.434153 |          0.246791 |          0.560122 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.383374 |    0.375 |               0.2 |               0.6 |
+-----------+----------+-------------------+-------------------+
--- Round 81 of 100: Training 40 clients: 40 Clients ---
--- Round 82 of 100: Training 40 clients: 40 Clients ---
--- Round 83 of 100: Training 40 clients: 40 Clients ---
--- Round 84 of 100: Training 40 clients: 40 Clients ---
--- Round 85 of 100: Training 40 clients: 40 Clients ---
--- Round 86 of 100: Training 40 clients: 40 Clients ---
--- Round 87 of 100: Training 40 clients: 40 Clients ---
--- Round 88 of 100: Training 40 clients: 40 Clients ---
--- Round 89 of 100: Training 40 clients: 40 Clients ---
--- Round 90 of 100: Training 40 clients: 40 Clients ---
>>> Training Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.442489 | 0.458333 |          0.265091 |          0.595289 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.398747 |      0.4 |            0.2075 |          0.583333 |
+-----------+----------+-------------------+-------------------+
--- Round 91 of 100: Training 40 clients: 40 Clients ---
--- Round 92 of 100: Training 40 clients: 40 Clients ---
--- Round 93 of 100: Training 40 clients: 40 Clients ---
--- Round 94 of 100: Training 40 clients: 40 Clients ---
--- Round 95 of 100: Training 40 clients: 40 Clients ---
--- Round 96 of 100: Training 40 clients: 40 Clients ---
--- Round 97 of 100: Training 40 clients: 40 Clients ---
--- Round 98 of 100: Training 40 clients: 40 Clients ---
--- Round 99 of 100: Training 40 clients: 40 Clients ---
--- Round 100 of 100: Training 40 clients: 40 Clients ---
>>> Training Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.460475 | 0.473223 |          0.276487 |          0.610224 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.404631 |      0.4 |           0.20819 |          0.595135 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:06:18.665139
