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

dataset: speech_commands
dataset_dir: ../data/speech_commands/
output_dir: output/fedavg-speech_commands-2022-08-13_22:09:45/
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 |
|-----------+-----------+-------------------+-------------------|
| 0.0420496 | 0.0410267 |         0.0215054 |         0.0641026 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
| 0.0390974 |     0.04 |                 0 |         0.0909091 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.287175 | 0.289737 |          0.161672 |          0.419419 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.290839 |  0.28869 |          0.130435 |          0.451906 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.418026 |  0.42265 |              0.25 |          0.588412 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.422377 | 0.423077 |          0.226285 |          0.625833 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.491101 |      0.5 |          0.306818 |          0.671255 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.488302 |      0.5 |          0.285143 |          0.696087 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   0.52149 | 0.525773 |          0.332632 |          0.709677 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.52428 | 0.538462 |          0.318182 |          0.741667 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.540403 |  0.55377 |          0.325552 |          0.736842 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.535094 | 0.541667 |              0.32 |             0.751 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.554534 | 0.560374 |          0.340343 |          0.763512 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.544868 |     0.55 |          0.333333 |          0.791667 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.560777 | 0.575818 |          0.340909 |          0.769308 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.552979 | 0.565217 |          0.318182 |           0.76958 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.580912 | 0.592402 |          0.385227 |          0.770083 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.572008 | 0.583333 |              0.36 |          0.772727 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.591324 | 0.595491 |             0.375 |          0.790012 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.579183 | 0.590909 |          0.363273 |          0.791667 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.600728 | 0.616203 |          0.399773 |          0.792753 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.585838 |      0.6 |              0.36 |          0.791667 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:12:48.243597
