summaryrefslogtreecommitdiff
path: root/training/sweep_emnist.yml
diff options
context:
space:
mode:
Diffstat (limited to 'training/sweep_emnist.yml')
-rw-r--r--training/sweep_emnist.yml26
1 files changed, 26 insertions, 0 deletions
diff --git a/training/sweep_emnist.yml b/training/sweep_emnist.yml
new file mode 100644
index 0000000..48d7261
--- /dev/null
+++ b/training/sweep_emnist.yml
@@ -0,0 +1,26 @@
+program: training/run_sweep.py
+method: bayes
+metric:
+ name: val_loss
+ goal: minimize
+parameters:
+ dataset:
+ value: EmnistDataset
+ model:
+ value: CharacterModel
+ network:
+ value: MLP
+ network_args.hidden_size:
+ values: [128, 256]
+ network_args.dropout_rate:
+ values: [0.2, 0.4]
+ network_args.num_layers:
+ values: [3, 6]
+ optimizer_args.lr:
+ values: [1.e-1, 1.e-5]
+ lr_scheduler_args.max_lr:
+ values: [1.0e-1, 1.0e-5]
+ train_args.batch_size:
+ values: [64, 128]
+ train_args.epochs:
+ value: 5