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

dataset: speech_commands
dataset_dir: ../data/speech_commands/
output_dir: output/dpsgd-speech_commands/C1/dpsgd-speech_commands-stdev0.1-C1-2022-08-12_04:42:30/
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 |
|-----------+----------+-------------------+-------------------|
|  0.188832 | 0.166667 |         0.0869565 |          0.318182 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0468961 | 0.0416667 |                 0 |               0.1 |
+-----------+-----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.281897 |     0.25 |              0.08 |              0.52 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0686285 | 0.0454545 |                 0 |              0.16 |
+-----------+-----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.276178 |     0.25 |         0.0881074 |             0.502 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
| 0.0685245 | 0.047619 |                 0 |              0.15 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.386919 | 0.333333 |          0.159385 |              0.68 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
|  0.101799 | 0.0909091 |                 0 |               0.2 |
+-----------+-----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.307372 | 0.229021 |         0.0452569 |          0.708333 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
| 0.0810024 |     0.05 |                 0 |               0.2 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.457419 | 0.409091 |               0.2 |          0.807692 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.118228 | 0.105778 |                 0 |          0.227622 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.509826 |     0.48 |               0.2 |          0.850185 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.122803 |  0.10961 |              0.04 |          0.240324 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   0.49818 |     0.44 |          0.192308 |               0.9 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.123219 | 0.117692 |         0.0384615 |              0.25 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.555787 |      0.5 |          0.208333 |           1.04035 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.138401 |    0.125 |         0.0346154 |          0.272727 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.428512 | 0.333333 |              0.15 |          0.818182 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
|  0.106686 | 0.0869565 |                 0 |          0.217391 |
+-----------+-----------+-------------------+-------------------+

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

Total Experiment time: 0:12:47.832322
