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

dataset: femnist
dataset_dir: ../data/femnist/
output_dir: output/debug_memory_leak/fedavg_cnn-2022-08-11_01:18:50/
model: cnn
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'>, 20)]
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)
20 total clients: 20 FedAvgClients

>>> Training Accuracy: Round 0 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00235018 | 0.00277027 |                 0 |        0.00352489 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00130548 |        0 |                 0 |                 0 |
+------------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.601792 | 0.595781 |          0.457369 |          0.729685 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.582245 | 0.600333 |          0.418411 |           0.69198 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.757344 | 0.758114 |          0.646975 |          0.858105 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.719321 | 0.743888 |          0.599742 |          0.811521 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   0.80802 | 0.814583 |          0.731547 |          0.887012 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.745431 | 0.747093 |          0.630921 |          0.830595 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.836222 | 0.838738 |          0.759923 |          0.910361 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.762402 | 0.767943 |          0.655263 |          0.832056 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.853261 |  0.86004 |          0.767308 |          0.913058 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.76893 | 0.784564 |          0.678289 |          0.828214 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.868684 | 0.875345 |          0.791257 |          0.919675 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.780679 | 0.790086 |           0.65773 |          0.832056 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.883666 | 0.892954 |          0.810526 |          0.933151 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.784595 | 0.790086 |          0.728783 |          0.840553 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.892626 | 0.899534 |          0.827439 |          0.944546 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.784595 | 0.789474 |          0.728783 |          0.839839 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   0.90423 | 0.911685 |          0.845873 |           0.94249 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.793734 | 0.790698 |          0.740625 |           0.87242 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   0.91319 | 0.925445 |          0.859708 |           0.95257 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.793734 | 0.790086 |          0.740625 |           0.87242 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:05:49.175759
