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

dataset: femnist
dataset_dir: ../data/femnist/
output_dir: output/debug_memory_leak/rsvd_r16_cnn-2022-08-11_23:43:22/
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 |
|-----------+-----------+-------------------+-------------------|
| 0.0222734 | 0.0263158 |                 0 |         0.0333333 |
+-----------+-----------+-------------------+-------------------+
>>> 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 |
|-----------+----------+-------------------+-------------------|
|   4.82447 |   4.8734 |           3.51323 |           5.95012 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.54343 | 0.548003 |          0.357143 |          0.702703 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   6.16066 |  6.25658 |             5.049 |           7.02326 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.694107 |      0.7 |          0.523153 |          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 |
|-----------+----------+-------------------+-------------------|
|   6.66283 |  6.77281 |           5.55694 |               7.5 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 30 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.747312 | 0.763158 |          0.571429 |          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 |
|-----------+----------+-------------------+-------------------|
|   6.84569 |  6.97587 |           5.75682 |            7.6675 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 40 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.767141 | 0.771429 |               0.6 |          0.888889 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   7.02074 |  7.13158 |           5.89246 |           7.81579 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 50 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.78725 | 0.794872 |          0.642674 |          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 |
|-----------+----------+-------------------+-------------------|
|   7.15487 |  7.28079 |           6.14057 |           7.90024 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 60 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.801285 | 0.806452 |          0.656142 |          0.914524 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   7.25548 |  7.37269 |           6.26224 |           7.95411 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 70 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.810781 | 0.818182 |          0.665789 |          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 |
|-----------+----------+-------------------+-------------------|
|   7.29381 |  7.40625 |           6.27459 |           8.02278 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 80 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|   0.81888 | 0.828571 |          0.681721 |          0.928571 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   7.36797 |  7.47434 |           6.51154 |           8.04556 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 90 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.823488 | 0.831301 |          0.692125 |          0.930233 |
+-----------+----------+-------------------+-------------------+
--- 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 |
|-----------+----------+-------------------+-------------------|
|   7.41181 |  7.51251 |           6.60476 |           8.02553 |
+-----------+----------+-------------------+-------------------+
>>> Test Accuracy: Round 100 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.828516 | 0.837209 |          0.699697 |          0.930758 |
+-----------+----------+-------------------+-------------------+

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

Total Experiment time: 0:10:37.202541
