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

dataset: femnist
dataset_dir: ../data/femnist/
output_dir: output/fedavg_cnn-2022-08-03_22:30:44/
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 |
|-----------+----------+-------------------+-------------------|
|   0.56768 | 0.579954 |          0.420091 |           0.68246 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.562569 | 0.571429 |          0.382996 |          0.725227 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.710244 | 0.730882 |            0.5474 |          0.809014 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.712514 | 0.712406 |          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 |
|-----------+----------+-------------------+-------------------|
|  0.753004 | 0.758671 |          0.639901 |          0.842987 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.749173 | 0.753378 |          0.587307 |          0.887201 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.744993 | 0.765101 |          0.595016 |          0.850017 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.73484 | 0.743522 |          0.521429 |          0.897692 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.805577 | 0.819956 |          0.692947 |          0.885816 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.793826 | 0.823214 |          0.614706 |          0.906391 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.817129 |  0.83054 |           0.73875 |          0.893539 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.800992 |  0.82605 |          0.610606 |          0.921053 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.831289 | 0.838577 |          0.740539 |          0.907705 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.809813 | 0.823529 |          0.654911 |          0.915357 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.840636 | 0.852216 |          0.746576 |          0.916525 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.815601 | 0.835271 |          0.665789 |          0.921053 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.844704 | 0.854724 |          0.739855 |          0.915243 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.815877 | 0.841507 |          0.674775 |          0.923626 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|  0.847312 | 0.862297 |          0.742586 |          0.916277 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.816979 |  0.83871 |          0.656391 |          0.928738 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:06:31.438284
