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

dataset: speech_commands
dataset_dir: ../data/speech_commands/
output_dir: output/fedavg-speech_commands-2022-08-15_20:24:08/
model: m5
num_rounds: 100
eval_every: 10
ServerType: <class 'rayleaf.entities.server.Server'>
client_types: [(<class 'rayleaf.entities.client.Client'>, 400)]
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)
400 total clients: 400 Clients

>>> Training Accuracy: Round 0 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
| 0.0384636 |     0.04 |         0.0217158 |         0.0537634 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
| 0.0336903 |     0.04 |                 0 |              0.08 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+-----------+-------------------+-------------------|
| 0.0572438 | 0.0434783 |          0.024881 |         0.0818027 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0563585 | 0.0434783 |                 0 |              0.12 |
+-----------+-----------+-------------------+-------------------+
--- 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 |
|-----------+-----------+-------------------+-------------------|
|  0.112469 | 0.0568182 |         0.0315461 |          0.274151 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
|  0.110741 | 0.0769231 |                 0 |          0.291667 |
+-----------+-----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   0.19338 | 0.104167 |         0.0352941 |          0.490426 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.196839 | 0.130435 |                 0 |               0.5 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.290496 | 0.256244 |          0.041195 |          0.611366 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.293855 |     0.25 |              0.04 |          0.610326 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.375525 | 0.374369 |         0.0564555 |          0.684607 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.382448 | 0.377976 |         0.0454545 |          0.700833 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   0.45973 | 0.475431 |          0.102307 |          0.740593 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.462722 | 0.478261 |               0.1 |              0.76 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.529326 | 0.559231 |          0.176841 |          0.773296 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.522928 | 0.547727 |              0.15 |               0.8 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.573341 | 0.618199 |          0.274583 |          0.807731 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.566185 | 0.585784 |             0.249 |          0.833333 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.605881 | 0.644591 |               0.3 |          0.851185 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.598212 | 0.622024 |          0.301698 |          0.869565 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.649604 | 0.684497 |          0.385727 |          0.872636 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.637309 | 0.666667 |              0.36 |             0.875 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:15:00.141154
