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

dataset: speech_commands
dataset_dir: ../datasets/speech_commands/
output_dir: output/debug/signavg-speech_commands-2022-07-10_18:23:22/
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 |
|-----------+----------+-------------------+-------------------|
|  0.182275 | 0.180851 |          0.104059 |          0.266243 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.171759 | 0.166667 |         0.0416667 |          0.291667 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.239327 | 0.244681 |           0.12766 |          0.347662 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.22566 |  0.22408 |         0.0833333 |             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 |
|-----------+----------+-------------------+-------------------|
|  0.293284 |      0.3 |          0.156892 |          0.408761 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.272917 | 0.272353 |              0.12 |              0.44 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.326742 |  0.32841 |          0.189083 |           0.45975 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.292086 | 0.285833 |              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 |
|-----------+----------+-------------------+-------------------|
|  0.333221 | 0.329948 |          0.186204 |          0.455819 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.307838 | 0.307692 |             0.125 |              0.48 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.370691 |    0.375 |          0.209408 |           0.51002 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.341811 | 0.333333 |             0.166 |              0.52 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.399362 | 0.410572 |          0.244603 |          0.545099 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.367053 |    0.375 |             0.166 |              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 |
|-----------+----------+-------------------+-------------------|
|  0.422037 | 0.430288 |          0.254787 |           0.56228 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.381287 |    0.375 |            0.2075 |          0.568503 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.441667 | 0.450806 |          0.268268 |          0.596332 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.400076 |      0.4 |          0.207482 |          0.577009 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.460378 | 0.479583 |          0.276596 |          0.617084 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.409945 | 0.416667 |               0.2 |               0.6 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:06:18.999565
