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

dataset: femnist
dataset_dir: ../data/femnist/
output_dir: output/debug_memory_leak/fedavg_cnn-2022-08-06_23:20:01/
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'>, 100)]
clients_per_round: 10
client_lr: 0.06
batch_size: 64
seed: 0
use_val_set: False
num_epochs: 10
gpus_per_client_cluster: 1
num_client_clusters: 2
save_model: False

############################## Simulation ##############################

Spawning 2 ClientClusters using cuda device (this may take a while)
100 total clients: 100 FedAvgClients

>>> Training Accuracy: Round 0 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00254635 | 0.00292398 |                 0 |        0.00377645 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00330761 |        0 |                 0 |         0.0239286 |
+------------+----------+-------------------+-------------------+
--- Round 1 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 2 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 3 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 4 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 5 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 6 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 7 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 8 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 9 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 10 of 100: Training 10 clients: 10 FedAvgClients ---
>>> Training Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.567183 | 0.581405 |          0.422146 |          0.679357 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.561742 | 0.569498 |          0.388462 |          0.722727 |
+-----------+----------+-------------------+-------------------+
--- Round 11 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 12 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 13 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 14 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 15 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 16 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 17 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 18 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 19 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 20 of 100: Training 10 clients: 10 FedAvgClients ---
>>> Training Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.709965 | 0.731966 |          0.546606 |           0.80872 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.71086 | 0.714286 |          0.498837 |             0.875 |
+-----------+----------+-------------------+-------------------+
--- Round 21 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 22 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 23 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 24 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 25 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 26 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 27 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 28 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 29 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 30 of 100: Training 10 clients: 10 FedAvgClients ---
>>> Training Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.748471 | 0.759934 |          0.649503 |          0.837432 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.746968 | 0.768336 |          0.561513 |          0.895007 |
+-----------+----------+-------------------+-------------------+
--- Round 31 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 32 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 33 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 34 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 35 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 36 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 37 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 38 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 39 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 40 of 100: Training 10 clients: 10 FedAvgClients ---
>>> Training Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.719902 | 0.744245 |          0.557652 |          0.828422 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.720507 | 0.746429 |               0.5 |          0.882754 |
+-----------+----------+-------------------+-------------------+
--- Round 41 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 42 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 43 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 44 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 45 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 46 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 47 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 48 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 49 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 50 of 100: Training 10 clients: 10 FedAvgClients ---
>>> Training Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.797255 | 0.809207 |          0.686349 |          0.880455 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.786108 | 0.802778 |          0.623026 |          0.897692 |
+-----------+----------+-------------------+-------------------+
--- Round 51 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 52 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 53 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 54 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 55 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 56 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 57 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 58 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 59 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 60 of 100: Training 10 clients: 10 FedAvgClients ---
>>> Training Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.818744 | 0.829671 |          0.731958 |          0.893576 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.801819 | 0.823529 |          0.646353 |          0.910287 |
+-----------+----------+-------------------+-------------------+
--- Round 61 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 62 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 63 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 64 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 65 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 66 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 67 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 68 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 69 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 70 of 100: Training 10 clients: 10 FedAvgClients ---
>>> Training Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.830792 | 0.841456 |          0.733057 |            0.9097 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.806505 | 0.826786 |          0.639636 |          0.907456 |
+-----------+----------+-------------------+-------------------+
--- Round 71 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 72 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 73 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 74 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 75 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 76 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 77 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 78 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 79 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 80 of 100: Training 10 clients: 10 FedAvgClients ---
>>> Training Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.84017 | 0.855207 |          0.743678 |          0.912393 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.813947 | 0.835271 |          0.665789 |          0.907188 |
+-----------+----------+-------------------+-------------------+
--- Round 81 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 82 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 83 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 84 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 85 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 86 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 87 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 88 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 89 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 90 of 100: Training 10 clients: 10 FedAvgClients ---
>>> Training Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.844487 | 0.851896 |          0.738192 |          0.915855 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.813396 | 0.833989 |          0.665789 |          0.923269 |
+-----------+----------+-------------------+-------------------+
--- Round 91 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 92 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 93 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 94 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 95 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 96 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 97 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 98 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 99 of 100: Training 10 clients: 10 FedAvgClients ---
--- Round 100 of 100: Training 10 clients: 10 FedAvgClients ---
>>> Training Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.847188 | 0.865973 |          0.745686 |          0.914047 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.812018 | 0.837959 |          0.665789 |             0.925 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:08:06.936937
