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

dataset: femnist
dataset_dir: ../data/femnist/
output_dir: output/debug_memory_leak/rsvd_r16_cnn-2022-08-11_01:33:25/
model: cnn
num_rounds: 100
eval_every: 10
ServerType: <class 'nla_cnn_exp.nla_cnn.<locals>.make_comp_server_client.<locals>.CompServer'>
client_types: [(<class 'nla_cnn_exp.nla_cnn.<locals>.make_comp_server_client.<locals>.CompClient'>, 400)]
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)
400 total clients: 400 CompClients

>>> Training Accuracy: Round 0 <<<
+------------+------------+-------------------+-------------------+
|    average |     median |   10th percentile |   90th percentile |
|------------+------------+-------------------+-------------------|
| 0.00251015 | 0.00292398 |                 0 |        0.00377358 |
+------------+------------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+------------+----------+-------------------+-------------------+
|    average |   median |   10th percentile |   90th percentile |
|------------+----------+-------------------+-------------------|
| 0.00272308 |        0 |                 0 |                 0 |
+------------+----------+-------------------+-------------------+
--- Round 1 of 100: Training 20 clients: 20 CompClients ---
--- Round 2 of 100: Training 20 clients: 20 CompClients ---
--- Round 3 of 100: Training 20 clients: 20 CompClients ---
--- Round 4 of 100: Training 20 clients: 20 CompClients ---
--- Round 5 of 100: Training 20 clients: 20 CompClients ---
--- Round 6 of 100: Training 20 clients: 20 CompClients ---
--- Round 7 of 100: Training 20 clients: 20 CompClients ---
--- Round 8 of 100: Training 20 clients: 20 CompClients ---
--- Round 9 of 100: Training 20 clients: 20 CompClients ---
--- Round 10 of 100: Training 20 clients: 20 CompClients ---
>>> Training Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.55169 | 0.554531 |           0.40574 |          0.673408 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.549993 | 0.555556 |          0.365379 |          0.714286 |
+-----------+----------+-------------------+-------------------+
--- Round 11 of 100: Training 20 clients: 20 CompClients ---
--- Round 12 of 100: Training 20 clients: 20 CompClients ---
--- Round 13 of 100: Training 20 clients: 20 CompClients ---
--- Round 14 of 100: Training 20 clients: 20 CompClients ---
--- Round 15 of 100: Training 20 clients: 20 CompClients ---
--- Round 16 of 100: Training 20 clients: 20 CompClients ---
--- Round 17 of 100: Training 20 clients: 20 CompClients ---
--- Round 18 of 100: Training 20 clients: 20 CompClients ---
--- Round 19 of 100: Training 20 clients: 20 CompClients ---
--- Round 20 of 100: Training 20 clients: 20 CompClients ---
>>> Training Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.694501 | 0.701754 |          0.568822 |          0.793267 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.694177 |      0.7 |          0.526065 |          0.837838 |
+-----------+----------+-------------------+-------------------+
--- Round 21 of 100: Training 20 clients: 20 CompClients ---
--- Round 22 of 100: Training 20 clients: 20 CompClients ---
--- Round 23 of 100: Training 20 clients: 20 CompClients ---
--- Round 24 of 100: Training 20 clients: 20 CompClients ---
--- Round 25 of 100: Training 20 clients: 20 CompClients ---
--- Round 26 of 100: Training 20 clients: 20 CompClients ---
--- Round 27 of 100: Training 20 clients: 20 CompClients ---
--- Round 28 of 100: Training 20 clients: 20 CompClients ---
--- Round 29 of 100: Training 20 clients: 20 CompClients ---
--- Round 30 of 100: Training 20 clients: 20 CompClients ---
>>> Training Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.750165 | 0.758413 |          0.623648 |          0.844185 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.746404 | 0.756837 |          0.570696 |          0.879004 |
+-----------+----------+-------------------+-------------------+
--- Round 31 of 100: Training 20 clients: 20 CompClients ---
--- Round 32 of 100: Training 20 clients: 20 CompClients ---
--- Round 33 of 100: Training 20 clients: 20 CompClients ---
--- Round 34 of 100: Training 20 clients: 20 CompClients ---
--- Round 35 of 100: Training 20 clients: 20 CompClients ---
--- Round 36 of 100: Training 20 clients: 20 CompClients ---
--- Round 37 of 100: Training 20 clients: 20 CompClients ---
--- Round 38 of 100: Training 20 clients: 20 CompClients ---
--- Round 39 of 100: Training 20 clients: 20 CompClients ---
--- Round 40 of 100: Training 20 clients: 20 CompClients ---
>>> Training Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.770199 | 0.782882 |          0.651666 |             0.861 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.766792 | 0.779133 |          0.594595 |          0.892176 |
+-----------+----------+-------------------+-------------------+
--- Round 41 of 100: Training 20 clients: 20 CompClients ---
--- Round 42 of 100: Training 20 clients: 20 CompClients ---
--- Round 43 of 100: Training 20 clients: 20 CompClients ---
--- Round 44 of 100: Training 20 clients: 20 CompClients ---
--- Round 45 of 100: Training 20 clients: 20 CompClients ---
--- Round 46 of 100: Training 20 clients: 20 CompClients ---
--- Round 47 of 100: Training 20 clients: 20 CompClients ---
--- Round 48 of 100: Training 20 clients: 20 CompClients ---
--- Round 49 of 100: Training 20 clients: 20 CompClients ---
--- Round 50 of 100: Training 20 clients: 20 CompClients ---
>>> Training Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.790454 | 0.802975 |          0.664569 |          0.880581 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.787111 | 0.794118 |          0.646456 |          0.904762 |
+-----------+----------+-------------------+-------------------+
--- Round 51 of 100: Training 20 clients: 20 CompClients ---
--- Round 52 of 100: Training 20 clients: 20 CompClients ---
--- Round 53 of 100: Training 20 clients: 20 CompClients ---
--- Round 54 of 100: Training 20 clients: 20 CompClients ---
--- Round 55 of 100: Training 20 clients: 20 CompClients ---
--- Round 56 of 100: Training 20 clients: 20 CompClients ---
--- Round 57 of 100: Training 20 clients: 20 CompClients ---
--- Round 58 of 100: Training 20 clients: 20 CompClients ---
--- Round 59 of 100: Training 20 clients: 20 CompClients ---
--- Round 60 of 100: Training 20 clients: 20 CompClients ---
>>> Training Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.804972 | 0.821184 |          0.697652 |          0.885827 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.800098 | 0.805556 |           0.65773 |          0.916667 |
+-----------+----------+-------------------+-------------------+
--- Round 61 of 100: Training 20 clients: 20 CompClients ---
--- Round 62 of 100: Training 20 clients: 20 CompClients ---
--- Round 63 of 100: Training 20 clients: 20 CompClients ---
--- Round 64 of 100: Training 20 clients: 20 CompClients ---
--- Round 65 of 100: Training 20 clients: 20 CompClients ---
--- Round 66 of 100: Training 20 clients: 20 CompClients ---
--- Round 67 of 100: Training 20 clients: 20 CompClients ---
--- Round 68 of 100: Training 20 clients: 20 CompClients ---
--- Round 69 of 100: Training 20 clients: 20 CompClients ---
--- Round 70 of 100: Training 20 clients: 20 CompClients ---
>>> Training Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.816515 | 0.829191 |          0.703496 |          0.899677 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.810292 | 0.818182 |          0.666667 |          0.921053 |
+-----------+----------+-------------------+-------------------+
--- Round 71 of 100: Training 20 clients: 20 CompClients ---
--- Round 72 of 100: Training 20 clients: 20 CompClients ---
--- Round 73 of 100: Training 20 clients: 20 CompClients ---
--- Round 74 of 100: Training 20 clients: 20 CompClients ---
--- Round 75 of 100: Training 20 clients: 20 CompClients ---
--- Round 76 of 100: Training 20 clients: 20 CompClients ---
--- Round 77 of 100: Training 20 clients: 20 CompClients ---
--- Round 78 of 100: Training 20 clients: 20 CompClients ---
--- Round 79 of 100: Training 20 clients: 20 CompClients ---
--- Round 80 of 100: Training 20 clients: 20 CompClients ---
>>> Training Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.822967 | 0.835451 |          0.714366 |          0.898237 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.81902 | 0.826293 |          0.677324 |          0.925183 |
+-----------+----------+-------------------+-------------------+
--- Round 81 of 100: Training 20 clients: 20 CompClients ---
--- Round 82 of 100: Training 20 clients: 20 CompClients ---
--- Round 83 of 100: Training 20 clients: 20 CompClients ---
--- Round 84 of 100: Training 20 clients: 20 CompClients ---
--- Round 85 of 100: Training 20 clients: 20 CompClients ---
--- Round 86 of 100: Training 20 clients: 20 CompClients ---
--- Round 87 of 100: Training 20 clients: 20 CompClients ---
--- Round 88 of 100: Training 20 clients: 20 CompClients ---
--- Round 89 of 100: Training 20 clients: 20 CompClients ---
--- Round 90 of 100: Training 20 clients: 20 CompClients ---
>>> Training Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.829436 | 0.842256 |          0.733584 |           0.90209 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.823628 | 0.833333 |          0.685228 |          0.926829 |
+-----------+----------+-------------------+-------------------+
--- Round 91 of 100: Training 20 clients: 20 CompClients ---
--- Round 92 of 100: Training 20 clients: 20 CompClients ---
--- Round 93 of 100: Training 20 clients: 20 CompClients ---
--- Round 94 of 100: Training 20 clients: 20 CompClients ---
--- Round 95 of 100: Training 20 clients: 20 CompClients ---
--- Round 96 of 100: Training 20 clients: 20 CompClients ---
--- Round 97 of 100: Training 20 clients: 20 CompClients ---
--- Round 98 of 100: Training 20 clients: 20 CompClients ---
--- Round 99 of 100: Training 20 clients: 20 CompClients ---
--- Round 100 of 100: Training 20 clients: 20 CompClients ---
>>> Training Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.835581 | 0.846733 |          0.746085 |          0.903345 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.828516 | 0.837838 |          0.696503 |          0.930233 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:10:30.101376
