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

dataset: speech_commands
dataset_dir: ../datasets/speech_commands/
output_dir: output/debug/signavg-speech_commands-2022-07-10_22:19:59/
model: cnn
num_rounds: 100
eval_every: 10
ServerType: <class 'rayleaf.entities.server.Server'>
client_types: [(<class 'rayleaf.entities.client.Client'>, 1)]
clients_per_round: 1
client_lr: 0.001
batch_size: 64
seed: 0
use_val_set: False
num_epochs: 5
gpus_per_client_cluster: 0.75
num_client_clusters: 8
save_model: False

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

Spawning 8 ClientClusters using cuda device (this may take a while)
1 total clients: 1 Client

>>> Training Accuracy: Round 0 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0238095 | 0.0238095 |         0.0238095 |         0.0238095 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 0 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.015625 | 0.015625 |          0.015625 |          0.015625 |
+-----------+----------+-------------------+-------------------+
--- Round 1 of 100: Training 1 clients: 1 Client ---
--- Round 2 of 100: Training 1 clients: 1 Client ---
--- Round 3 of 100: Training 1 clients: 1 Client ---
--- Round 4 of 100: Training 1 clients: 1 Client ---
--- Round 5 of 100: Training 1 clients: 1 Client ---
--- Round 6 of 100: Training 1 clients: 1 Client ---
--- Round 7 of 100: Training 1 clients: 1 Client ---
--- Round 8 of 100: Training 1 clients: 1 Client ---
--- Round 9 of 100: Training 1 clients: 1 Client ---
--- Round 10 of 100: Training 1 clients: 1 Client ---
>>> Training Accuracy: Round 10 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0357143 | 0.0357143 |         0.0357143 |         0.0357143 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 10 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|  0.046875 | 0.046875 |          0.046875 |          0.046875 |
+-----------+----------+-------------------+-------------------+
--- Round 11 of 100: Training 1 clients: 1 Client ---
--- Round 12 of 100: Training 1 clients: 1 Client ---
--- Round 13 of 100: Training 1 clients: 1 Client ---
--- Round 14 of 100: Training 1 clients: 1 Client ---
--- Round 15 of 100: Training 1 clients: 1 Client ---
--- Round 16 of 100: Training 1 clients: 1 Client ---
--- Round 17 of 100: Training 1 clients: 1 Client ---
--- Round 18 of 100: Training 1 clients: 1 Client ---
--- Round 19 of 100: Training 1 clients: 1 Client ---
--- Round 20 of 100: Training 1 clients: 1 Client ---
>>> Training Accuracy: Round 20 <<<
+-----------+-----------+-------------------+-------------------+
|   average |    median |   10th percentile |   90th percentile |
|-----------+-----------+-------------------+-------------------|
| 0.0555556 | 0.0555556 |         0.0555556 |         0.0555556 |
+-----------+-----------+-------------------+-------------------+
>>> Test Accuracy: Round 20 <<<
+-----------+----------+-------------------+-------------------+
|   average |   median |   10th percentile |   90th percentile |
|-----------+----------+-------------------+-------------------|
|    0.0625 |   0.0625 |            0.0625 |            0.0625 |
+-----------+----------+-------------------+-------------------+
--- Round 21 of 100: Training 1 clients: 1 Client ---
--- Round 22 of 100: Training 1 clients: 1 Client ---
--- Round 23 of 100: Training 1 clients: 1 Client ---
--- Round 24 of 100: Training 1 clients: 1 Client ---
--- Round 25 of 100: Training 1 clients: 1 Client ---
--- Round 26 of 100: Training 1 clients: 1 Client ---
--- Round 27 of 100: Training 1 clients: 1 Client ---
--- Round 28 of 100: Training 1 clients: 1 Client ---
--- Round 29 of 100: Training 1 clients: 1 Client ---
