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

dataset: speech_commands
dataset_dir: ../data/speech_commands/
output_dir: output/fedavg-speech_commands-2022-08-11_23:57:00/
model: m5
num_rounds: 100
eval_every: 10
ServerType: <class 'fedavg_cnn_exp.fedavg_cnn.<locals>.make_fedavg_server_client.<locals>.FedAvgServer'>
client_types: [(<class 'fedavg_cnn_exp.fedavg_cnn.<locals>.make_fedavg_server_client.<locals>.FedAvgClient'>, 400)]
clients_per_round: 20
client_lr: 0.06
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 FedAvgClients

>>> Training Accuracy: Round 0 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.150567 | 0.153846 |         0.0833333 |          0.208333 |
+-----------+----------+-------------------+-------------------+
>>> 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 FedAvgClients ---
--- Round 2 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 3 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 4 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 5 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 6 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 7 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 8 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 9 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 10 of 100: Training 20 clients: 20 FedAvgClients ---
>>> Training Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.238848 | 0.193376 |          0.115385 |              0.35 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0583342 | 0.0454545 |                 0 |            0.1205 |
+-----------+-----------+-------------------+-------------------+
--- Round 11 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 12 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 13 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 14 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 15 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 16 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 17 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 18 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 19 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 20 of 100: Training 20 clients: 20 FedAvgClients ---
>>> Training Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.458979 | 0.229021 |              0.12 |               1.2 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
|  0.114797 | 0.0703704 |                 0 |          0.308741 |
+-----------+-----------+-------------------+-------------------+
--- Round 21 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 22 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 23 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 24 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 25 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 26 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 27 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 28 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 29 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 30 of 100: Training 20 clients: 20 FedAvgClients ---
>>> Training Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|    0.8068 |   0.4625 |              0.15 |           1.92383 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.207653 |  0.13961 |                 0 |               0.5 |
+-----------+----------+-------------------+-------------------+
--- Round 31 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 32 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 33 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 34 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 35 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 36 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 37 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 38 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 39 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 40 of 100: Training 20 clients: 20 FedAvgClients ---
>>> Training Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   1.19694 |  1.09091 |          0.173913 |           2.43319 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.306333 |  0.26087 |              0.04 |          0.636727 |
+-----------+----------+-------------------+-------------------+
--- Round 41 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 42 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 43 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 44 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 45 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 46 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 47 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 48 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 49 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 50 of 100: Training 20 clients: 20 FedAvgClients ---
>>> Training Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   1.54674 |  1.52277 |          0.299167 |           2.74519 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.397525 |  0.38796 |          0.047619 |              0.72 |
+-----------+----------+-------------------+-------------------+
--- Round 51 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 52 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 53 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 54 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 55 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 56 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 57 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 58 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 59 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 60 of 100: Training 20 clients: 20 FedAvgClients ---
>>> Training Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   1.86607 |  1.91107 |             0.494 |           3.00435 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.475512 |      0.5 |          0.130435 |           0.76019 |
+-----------+----------+-------------------+-------------------+
--- Round 61 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 62 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 63 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 64 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 65 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 66 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 67 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 68 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 69 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 70 of 100: Training 20 clients: 20 FedAvgClients ---
>>> Training Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   2.15421 |  2.27922 |          0.837818 |           3.17504 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.547468 | 0.565217 |               0.2 |          0.800769 |
+-----------+----------+-------------------+-------------------+
--- Round 71 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 72 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 73 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 74 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 75 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 76 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 77 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 78 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 79 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 80 of 100: Training 20 clients: 20 FedAvgClients ---
>>> Training Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   2.34917 |  2.47619 |             1.125 |           3.31836 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.597484 |    0.625 |          0.278923 |          0.840615 |
+-----------+----------+-------------------+-------------------+
--- Round 81 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 82 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 83 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 84 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 85 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 86 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 87 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 88 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 89 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 90 of 100: Training 20 clients: 20 FedAvgClients ---
>>> Training Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   2.50005 |    2.625 |             1.332 |           3.38752 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.635021 | 0.666667 |              0.32 |             0.875 |
+-----------+----------+-------------------+-------------------+
--- Round 91 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 92 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 93 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 94 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 95 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 96 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 97 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 98 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 99 of 100: Training 20 clients: 20 FedAvgClients ---
--- Round 100 of 100: Training 20 clients: 20 FedAvgClients ---
>>> Training Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   2.61578 |     2.75 |           1.58269 |           3.47843 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.657274 | 0.692308 |          0.363636 |              0.88 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:14:34.163365
