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

dataset: speech_commands
dataset_dir: ../data/speech_commands/
output_dir: output/dpsgd-speech_commands/C0.1/dpsgd-speech_commands-stdev0.1-C0.1-2022-08-12_03:25:16/
model: m5
num_rounds: 100
eval_every: 10
ServerType: <class 'dpsgd_cnn_exp.dpsgd_cnn.<locals>.DPSGDServer'>
client_types: [(<class 'dpsgd_cnn_exp.dpsgd_cnn.<locals>.DPSGDClient'>, 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 DPSGDClients

>>> 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 DPSGDClients ---
--- Round 2 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 3 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 4 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 5 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 6 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 7 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 8 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 9 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 10 of 100: Training 20 clients: 20 DPSGDClients ---
>>> Training Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.174171 | 0.166667 |          0.107297 |          0.238095 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0456483 | 0.0425725 |                 0 |         0.0952381 |
+-----------+-----------+-------------------+-------------------+
--- Round 11 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 12 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 13 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 14 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 15 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 16 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 17 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 18 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 19 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 20 of 100: Training 20 clients: 20 DPSGDClients ---
>>> Training Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.252158 |      0.2 |              0.11 |          0.478261 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
|   0.05927 | 0.0434783 |                 0 |          0.136364 |
+-----------+-----------+-------------------+-------------------+
--- Round 21 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 22 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 23 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 24 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 25 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 26 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 27 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 28 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 29 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 30 of 100: Training 20 clients: 20 DPSGDClients ---
>>> Training Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.353437 |     0.25 |              0.12 |              0.75 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
| 0.0871374 |     0.08 |                 0 |          0.192308 |
+-----------+----------+-------------------+-------------------+
--- Round 31 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 32 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 33 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 34 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 35 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 36 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 37 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 38 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 39 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 40 of 100: Training 20 clients: 20 DPSGDClients ---
>>> Training Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.448997 |     0.35 |          0.137774 |          0.920308 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
|  0.110637 | 0.0909091 |                 0 |          0.235574 |
+-----------+-----------+-------------------+-------------------+
--- Round 41 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 42 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 43 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 44 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 45 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 46 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 47 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 48 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 49 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 50 of 100: Training 20 clients: 20 DPSGDClients ---
>>> Training Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.564001 |      0.5 |              0.16 |           1.04786 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.140792 | 0.134848 |                 0 |          0.261449 |
+-----------+----------+-------------------+-------------------+
--- Round 51 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 52 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 53 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 54 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 55 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 56 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 57 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 58 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 59 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 60 of 100: Training 20 clients: 20 DPSGDClients ---
>>> Training Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.71436 |  0.65301 |               0.2 |           1.25227 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.178122 | 0.166667 |         0.0416667 |              0.32 |
+-----------+----------+-------------------+-------------------+
--- Round 61 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 62 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 63 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 64 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 65 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 66 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 67 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 68 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 69 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 70 of 100: Training 20 clients: 20 DPSGDClients ---
>>> Training Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.902048 | 0.916667 |          0.238917 |             1.482 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.216388 | 0.208333 |         0.0474026 |          0.381092 |
+-----------+----------+-------------------+-------------------+
--- Round 71 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 72 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 73 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 74 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 75 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 76 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 77 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 78 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 79 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 80 of 100: Training 20 clients: 20 DPSGDClients ---
>>> Training Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   1.00374 |        1 |             0.359 |             1.625 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.246855 | 0.242641 |           0.06125 |           0.41408 |
+-----------+----------+-------------------+-------------------+
--- Round 81 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 82 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 83 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 84 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 85 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 86 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 87 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 88 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 89 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 90 of 100: Training 20 clients: 20 DPSGDClients ---
>>> Training Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|    1.0861 |  1.09091 |          0.457783 |             1.668 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.27233 | 0.276364 |         0.0869565 |             0.441 |
+-----------+----------+-------------------+-------------------+
--- Round 91 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 92 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 93 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 94 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 95 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 96 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 97 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 98 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 99 of 100: Training 20 clients: 20 DPSGDClients ---
--- Round 100 of 100: Training 20 clients: 20 DPSGDClients ---
>>> Training Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   1.17126 |   1.1334 |          0.549545 |               1.8 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.282832 | 0.270979 |               0.1 |              0.48 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:12:48.721177
