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

dataset: speech_commands
dataset_dir: ../datasets/speech_commands/
output_dir: output/debug/signavg-speech_commands-2022-07-10_20:51:03/
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: 0.01
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 |
|-----------+-----------+-------------------+-------------------|
| 0.0200072 | 0.0197049 |                 0 |              0.04 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
| 0.0176616 |        0 |                 0 |         0.0401667 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.243137 | 0.242681 |          0.127959 |          0.349929 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.198516 |      0.2 |              0.08 |              0.32 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.294186 | 0.294902 |          0.149894 |          0.444554 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.236665 | 0.209671 |          0.103448 |          0.386154 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.346582 | 0.342352 |           0.21869 |          0.495455 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.285412 |     0.28 |          0.119538 |          0.459667 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.462946 |     0.45 |          0.281338 |          0.597704 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.356058 | 0.346154 |              0.16 |          0.538462 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.448322 | 0.437822 |          0.309612 |           0.59035 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.359237 |     0.36 |          0.192308 |          0.538462 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.426521 |     0.42 |             0.288 |          0.567357 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.342635 | 0.322162 |              0.16 |             0.502 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.303786 | 0.301961 |            0.1631 |          0.442308 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.247262 |     0.24 |              0.08 |          0.395263 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.286201 | 0.281243 |          0.159842 |          0.432417 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.251148 |     0.24 |          0.112179 |          0.402105 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.289341 | 0.292096 |          0.157726 |          0.410176 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.247969 | 0.230769 |          0.115385 |               0.4 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.413332 |  0.39795 |          0.242076 |          0.585358 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.344048 | 0.333454 |              0.16 |          0.538462 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:08:51.982354
